Skill Frequencies: April, 2007 through 2023-02-13: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2023-02-13

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All Degree Programs	2023-02-13	Jobs Found:	5,948,715	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	22,946	0.386%	3,674	0.711%	0.325%	84.238%
2	Attention to Details	Soft Skills	Problem-solving skills	2	22,150	0.372%	2,174	0.421%	0.048%	12.936%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	38,327	0.644%	4,895	0.947%	0.303%	46.959%
231	Cooperation	Soft Skills	Interpersonal skills	1	51,753	0.870%	5,340	1.033%	0.163%	18.728%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	30,188	0.507%	4,208	0.814%	0.306%	60.394%
3	Creativity	Soft Skills	Problem-solving skills	4	202,960	3.412%	21,743	4.206%	0.794%	23.270%
4	Critical thinking	Soft Skills	Problem-solving skills	3	113,113	1.901%	20,085	3.885%	1.984%	104.318%
1300	Flexibility	Soft Skills	Work ethic	1	283,643	4.768%	34,516	6.676%	1.908%	40.022%
232	Independence	Soft Skills	Interpersonal skills	1	37,492	0.630%	5,387	1.042%	0.412%	65.331%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	755,361	12.698%	72,216	13.969%	1.271%	10.008%
256	Innovation	Soft Skills	Problem-solving skills	1	557,091	9.365%	74,608	14.431%	5.067%	54.101%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	633,377	10.647%	68,246	13.201%	2.554%	23.983%
1422	Internship	Soft Skills	Work ethic	3	146,618	2.465%	9,001	1.741%	-0.724%	-29.360%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	5,170	0.087%	903	0.175%	0.088%	100.976%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	458,889	7.714%	59,233	11.457%	3.743%	48.526%
10	Leadership	Soft Skills	Interpersonal skills	1	1,310,968	22.038%	135,161	26.144%	4.106%	18.633%
258	Learning	Soft Skills	Problem-solving skills	1	627,792	10.553%	91,543	17.707%	7.154%	67.786%
1	Learning Ability	Soft Skills	Problem-solving skills	3	114,643	1.927%	11,782	2.279%	0.352%	18.255%
236	Listening	Soft Skills	Language skills	1	129,954	2.185%	11,855	2.293%	0.109%	4.968%
260	Mathematics	Soft Skills	Problem-solving skills	3	364,796	6.132%	39,276	7.597%	1.465%	23.887%
261	Memorization	Soft Skills	Problem-solving skills	2	445	0.007%	90	0.017%	0.010%	132.718%
18	Negotiation Skills	Soft Skills	Language skills	1	50,199	0.844%	3,340	0.646%	-0.198%	-23.441%
262	Optimization	Soft Skills	Problem-solving skills	1	299,463	5.034%	27,882	5.393%	0.359%	7.134%
19	Oral Communications	Soft Skills	Language skills	5	100,091	1.683%	9,466	1.831%	0.148%	8.822%
273	Persistence	Soft Skills	Work ethic	1	21,896	0.368%	1,962	0.380%	0.011%	3.105%
239	Persuasion	Soft Skills	Language skills	1	10,786	0.181%	1,475	0.285%	0.104%	57.354%
1301	Physical Skill	Soft Skills	Work ethic	2	13,999	0.235%	2,749	0.532%	0.296%	125.956%
240	Presentations	Soft Skills	Language skills	1	305,858	5.142%	31,733	6.138%	0.997%	19.382%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	1,068,274	17.958%	97,554	18.870%	0.912%	5.077%
20	Questioning skills	Soft Skills	Language skills	1	1,885	0.032%	174	0.034%	0.002%	6.215%
241	Reading Comprehension	Soft Skills	Language skills	1	2,197	0.037%	299	0.058%	0.021%	56.599%
6	Research skills	Soft Skills	Problem-solving skills	1	10,981	0.185%	1,068	0.207%	0.022%	11.912%
15	Responsibility	Soft Skills	Work ethic	2	588,909	9.900%	60,952	11.790%	1.890%	19.093%
234	Self Control	Soft Skills	Interpersonal skills	1	931	0.016%	119	0.023%	0.007%	47.077%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,307	0.022%	89	0.017%	-0.005%	-21.646%
16	Self-management	Soft Skills	Work ethic	1	8,289	0.139%	953	0.184%	0.045%	32.293%
250	Stress Tolerance	Soft Skills	Physical skills	1	2,082	0.035%	313	0.061%	0.026%	72.986%
12	Teamwork	Soft Skills	Interpersonal skills	1	264,434	4.445%	26,756	5.175%	0.730%	16.426%
17	Time Management	Soft Skills	Work ethic	2	222,275	3.737%	26,333	5.094%	1.357%	36.319%
268	Visualization	Soft Skills	Problem-solving skills	1	103,553	1.741%	19,278	3.729%	1.988%	114.213%
7	Working under pressure	Soft Skills	Problem-solving skills	1	4,624	0.078%	1,086	0.210%	0.132%	170.246%
21	Written Communications	Soft Skills	Language skills	5	874,933	14.708%	68,748	13.298%	-1.410%	-9.587%
172	Account management	Business Skills	Management skills	1	68,635	1.154%	5,453	1.055%	-0.099%	-8.581%
22	Accounting	Business Skills	Business processes	4	625,661	10.518%	40,779	7.888%	-2.630%	-25.003%
1263	Accounting software	Business Skills	Business processes	8	73,081	1.229%	3,556	0.688%	-0.541%	-44.011%
174	Administration	Business Skills	Management skills	3	1,362,436	22.903%	97,686	18.895%	-4.008%	-17.498%
1313	Analyst	Business Skills	Project management	1	968,182	16.275%	88,063	17.034%	0.759%	4.661%
175	Application management	Business Skills	Management skills	5	390,217	6.560%	26,311	5.089%	-1.470%	-22.415%
150	Asset management	Business Skills	Business processes	1	89,921	1.512%	12,043	2.329%	0.818%	54.106%
151	Auditing	Business Skills	Business processes	5	366,795	6.166%	41,560	8.039%	1.873%	30.376%
1264	Auditing software	Business Skills	Business processes	1	249	0.004%	20	0.004%	-0.000%	-7.578%
152	Billing	Business Skills	Business processes	1	149,524	2.514%	11,265	2.179%	-0.335%	-13.310%
153	Bills of Lading	Business Skills	Business processes	1	340	0.006%	76	0.015%	0.009%	157.206%
1314	Business Analyst	Business Skills	Project management	1	331,338	5.570%	24,048	4.652%	-0.918%	-16.487%
35	Business Intelligence	Business Skills	Strategy skills	1	238,877	4.016%	19,128	3.700%	-0.316%	-7.861%
155	Business performance management (BPM)	Business Skills	Business processes	2	31,620	0.532%	1,127	0.218%	-0.314%	-58.988%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	111,604	1.876%	1,905	0.368%	-1.508%	-80.359%
36	Business Strategy	Business Skills	Strategy skills	3	1,208,182	20.310%	135,704	26.249%	5.939%	29.243%
182	Calendar and scheduling	Business Skills	Project management	3	245,336	4.124%	24,742	4.786%	0.662%	16.043%
156	Capacity planning	Business Skills	Business processes	1	102,647	1.726%	4,459	0.863%	-0.863%	-50.015%
28	Change Management	Business Skills	Management skills	1	244,282	4.106%	23,595	4.564%	0.458%	11.141%
183	Content workflow	Business Skills	Project management	1	196	0.003%	9	0.002%	-0.002%	-47.164%
24	Contracting and legal	Business Skills	Business processes	2	420,305	7.065%	42,413	8.204%	1.138%	16.113%
176	Coordination	Business Skills	Management skills	1	309,634	5.205%	34,788	6.729%	1.524%	29.279%
157	Cost accounting	Business Skills	Business processes	1	9,217	0.155%	885	0.171%	0.016%	10.484%
158	Cost estimation	Business Skills	Business processes	1	4,529	0.076%	311	0.060%	-0.016%	-20.986%
1312	Customer Support	Business Skills	Business processes	6	1,105,181	18.578%	85,731	16.583%	-1.996%	-10.741%
1339	Education	Business Skills	Industry Segment	1	73,778	1.240%	13,019	2.518%	1.278%	103.048%
1333	Energy	Business Skills	Industry Segment	1	298,587	5.019%	26,371	5.101%	0.082%	1.625%
1340	Entertainment	Business Skills	Industry Segment	1	258,525	4.346%	8,511	1.646%	-2.700%	-62.119%
1319	Environmental	Business Skills	Environmental	18	255,686	4.298%	27,440	5.308%	1.010%	23.488%
1320	Environmental Strategy	Business Skills	Environmental	14	84,454	1.420%	20,629	3.990%	2.571%	181.064%
161	Financial	Business Skills	Business processes	2	1,885,892	31.703%	440,241	85.156%	53.453%	168.609%
1275	Financial Analysis software	Business Skills	Business processes	9	9,366	0.157%	2,821	0.546%	0.388%	246.574%
1332	Health Care	Business Skills	Industry Segment	2	922,838	15.513%	70,223	13.583%	-1.930%	-12.441%
1341	Hospitality	Business Skills	Industry Segment	4	587,526	9.877%	111,964	21.657%	11.781%	119.280%
177	Human resources	Business Skills	Management skills	2	431,031	7.246%	28,068	5.429%	-1.817%	-25.071%
1336	Insurance	Business Skills	Industry Segment	1	31,797	0.535%	2,060	0.398%	-0.136%	-25.453%
1316	Managing/Supervision	Business Skills	Management skills	6	3,285,088	55.223%	251,148	48.580%	-6.644%	-12.031%
1334	Manufacturing	Business Skills	Industry Segment	2	473,852	7.966%	28,577	5.528%	-2.438%	-30.606%
26	Marketing	Business Skills	Business processes	1	704,260	11.839%	68,713	13.291%	1.452%	12.267%
185	Monitoring	Business Skills	Project management	1	696,578	11.710%	70,887	13.712%	2.002%	17.096%
179	Negotiation	Business Skills	Management skills	1	204,247	3.433%	18,468	3.572%	0.139%	4.043%
163	Operation and Control	Business Skills	Business processes	3	4,343	0.073%	383	0.074%	0.001%	1.474%
29	Outsourcing Management	Business Skills	Management skills	3	167,136	2.810%	4,211	0.815%	-1.995%	-71.009%
167	Procurement	Business Skills	Business processes	1	170,130	2.860%	13,852	2.679%	-0.181%	-6.313%
1290	Project Management software	Business Skills	Project management	3	137,024	2.303%	7,042	1.362%	-0.941%	-40.865%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	1,006,921	16.927%	82,304	15.920%	-1.007%	-5.947%
168	Quality	Business Skills	Business processes	1	1,769,793	29.751%	163,122	31.553%	1.802%	6.056%
1337	Real Estate	Business Skills	Industry Segment	2	207,266	3.484%	6,157	1.191%	-2.293%	-65.819%
1335	Retail	Business Skills	Industry Segment	2	1,057,625	17.779%	63,866	12.354%	-5.425%	-30.516%
34	Risk Management	Business Skills	Project management	1	219,108	3.683%	32,485	6.284%	2.600%	70.597%
169	Service Orientation	Business Skills	Business processes	1	40,786	0.686%	2,967	0.574%	-0.112%	-16.295%
27	Supply Chain Management	Business Skills	Business processes	3	221,354	3.721%	18,368	3.553%	-0.168%	-4.518%
1295	Supply Chain Management software	Business Skills	Business processes	4	13,366	0.225%	694	0.134%	-0.090%	-40.255%
178	Teaching	Business Skills	Management skills	7	374,358	6.293%	28,932	5.596%	-0.697%	-11.072%
190	Timekeeping	Business Skills	Project management	3	147,773	2.484%	9,431	1.824%	-0.660%	-26.564%
1296	Timekeeping software	Business Skills	Project management	1	7,455	0.125%	891	0.172%	0.047%	37.524%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,715	0.096%	265	0.051%	-0.045%	-46.645%
180	Troubleshooting	Business Skills	Management skills	1	735,176	12.359%	57,203	11.065%	-1.294%	-10.469%
181	Verification	Business Skills	Management skills	1	354,235	5.955%	29,759	5.756%	-0.199%	-3.334%
1338	Waste Management	Business Skills	Industry Segment	1	5,343	0.090%	254	0.049%	-0.041%	-45.299%
191	Workflow	Business Skills	Project management	1	258,065	4.338%	25,428	4.919%	0.580%	13.378%
31	Working Globally	Business Skills	Management skills	3	25,690	0.432%	602	0.116%	-0.315%	-73.036%
32	Working with Virtual Teams	Business Skills	Management skills	2	10,686	0.180%	822	0.159%	-0.021%	-11.488%
51	4GL	Technical Skills	Software development	3	6,898	0.116%	274	0.053%	-0.063%	-54.294%
1510	Access Control	Technical Skills	Security	1	59,370	0.998%	5,914	1.144%	0.146%	14.620%
987	Access servers & software	Technical Skills	Network	10	168,067	2.825%	11,904	2.303%	-0.523%	-18.500%
38	Agile Development Methods	Technical Skills	Software development	13	401,572	6.751%	42,666	8.253%	1.502%	22.255%
304	Algorithmic software	Technical Skills	Business applications	1	138	0.002%	7	0.001%	-0.001%	-41.633%
1546	Alienvault	Technical Skills	Security	1	417	0.007%	46	0.009%	0.002%	26.931%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	6,383	0.107%	496	0.096%	-0.011%	-10.586%
1352	Android	Technical Skills	Mobile Platforms	3	103,188	1.735%	7,840	1.516%	-0.218%	-12.575%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	67,177	1.129%	3,717	0.719%	-0.410%	-36.332%
120	Apple operating systems	Technical Skills	Business applications	6	155,974	2.622%	14,789	2.861%	0.239%	9.102%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	45,875	0.771%	788	0.152%	-0.619%	-80.235%
1543	ArcSight	Technical Skills	Security	1	8,697	0.146%	349	0.068%	-0.079%	-53.825%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	185,439	3.117%	39,842	7.707%	4.589%	147.222%
1432	Attribute-Based Access Control	Technical Skills	Security	2	795	0.013%	163	0.032%	0.018%	135.921%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	302	0.005%	69	0.013%	0.008%	162.899%
1265	Backup & Recovery	Technical Skills	Technical applications	16	411,997	6.926%	26,231	5.074%	-1.852%	-26.740%
1386	Biometric	Technical Skills	Information mgmt	2	14,685	0.247%	736	0.142%	-0.104%	-42.330%
1353	Blackberry	Technical Skills	Mobile Platforms	2	37,065	0.623%	373	0.072%	-0.551%	-88.420%
336	Borland Delphi	Technical Skills	Business applications	1	7,056	0.119%	221	0.043%	-0.076%	-63.960%
337	Borland JBuilder	Technical Skills	Business applications	1	4,197	0.071%	8	0.002%	-0.069%	-97.807%
338	Borland Paradox	Technical Skills	Business applications	1	505	0.008%	69	0.013%	0.005%	57.219%
1436	Bring Your Own Devices	Technical Skills	Security	1	2,244	0.038%	673	0.130%	0.092%	245.095%
72	Business Continuity Planning	Technical Skills	Hardware	2	90,631	1.524%	6,862	1.327%	-0.196%	-12.879%
352	Cadence Opus	Technical Skills	Business applications	1	2,266	0.038%	48	0.009%	-0.029%	-75.626%
868	Calculators	Technical Skills	Hardware	1	5,468	0.092%	601	0.116%	0.024%	26.472%
39	CASE Tools	Technical Skills	Software development	1	331,595	5.574%	30,075	5.817%	0.243%	4.363%
367	Categorization or classification software	Technical Skills	Business applications	1	21,475	0.361%	1,020	0.197%	-0.164%	-45.347%
1469	CCPA	Technical Skills	Security	1	3,476	0.058%	1,856	0.359%	0.301%	514.391%
1478	Center for Internet Security	Technical Skills	Security	1	124,725	2.097%	24,998	4.835%	2.739%	130.621%
1441	Certificate management	Technical Skills	Security	1	3,434	0.058%	546	0.106%	0.048%	82.953%
112	Certification	Technical Skills	Misc	3	1,169,484	19.659%	124,146	24.014%	4.354%	22.148%
78	Cisco	Technical Skills	Hardware	1	385,099	6.474%	12,451	2.408%	-4.065%	-62.797%
1009	Cisco Systems IOS	Technical Skills	Network	1	109,406	1.839%	9,050	1.751%	-0.089%	-4.818%
40	Client-Server	Technical Skills	Software development	1	99,448	1.672%	1,845	0.357%	-1.315%	-78.652%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,584	0.027%	614	0.119%	0.092%	346.026%
1438	Cloud Configuration Management	Technical Skills	Security	1	5,292	0.089%	552	0.107%	0.018%	20.023%
1445	Cloud Migration	Technical Skills	Security	1	5,047	0.085%	1,561	0.302%	0.217%	255.891%
1455	cloud security	Technical Skills	Security	1	14,272	0.240%	4,783	0.925%	0.685%	285.623%
1456	Cloud Security Posture Management	Technical Skills	Security	1	399	0.007%	145	0.028%	0.021%	318.160%
1486	Cloud Services	Technical Skills	Security	1	61,314	1.031%	10,552	2.041%	1.010%	98.026%
1011	Cluster server software	Technical Skills	Network	9	80,676	1.356%	3,908	0.756%	-0.600%	-44.261%
1147	CMAKE	Technical Skills	Software development	1	2,016	0.034%	237	0.046%	0.012%	35.271%
1151	Compatibility testing	Technical Skills	Software development	1	2,380	0.040%	96	0.019%	-0.021%	-53.587%
1152	Compilers	Technical Skills	Software development	5	61,426	1.033%	6,252	1.209%	0.177%	17.115%
1255	Compliance software	Technical Skills	Technical applications	4	35,937	0.604%	4,947	0.957%	0.353%	58.397%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	95,408	1.604%	5,300	1.025%	-0.579%	-36.080%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	9,235	0.155%	646	0.125%	-0.030%	-19.510%
875	Computer diagnostics	Technical Skills	Hardware	5	252,092	4.238%	23,661	4.577%	0.339%	7.999%
1107	Computer forensics	Technical Skills	Security	1	12,009	0.202%	684	0.132%	-0.070%	-34.462%
1266	Computer Hardware	Technical Skills	Hardware	15	143,407	2.411%	13,297	2.572%	0.161%	6.692%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,314	0.644%	236	0.046%	-0.598%	-92.912%
1015	Computer servers	Technical Skills	Network	6	471,458	7.925%	23,480	4.542%	-3.384%	-42.694%
1267	Computer Utilities	Technical Skills	Misc	2	3,776	0.063%	258	0.050%	-0.014%	-21.380%
1447	Configuration Management Database	Technical Skills	Security	1	12,254	0.206%	1,454	0.281%	0.075%	36.532%
1448	Container security	Technical Skills	Security	1	526	0.009%	205	0.040%	0.031%	348.451%
1449	Containers	Technical Skills	Security	1	59,773	1.005%	10,357	2.003%	0.999%	99.377%
59	Content Manager	Technical Skills	Business applications	1	5,790	0.097%	277	0.054%	-0.044%	-44.951%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	4,794	0.081%	1,103	0.213%	0.133%	164.743%
1396	Continuous Improvement	Technical Skills	Software development	1	155,741	2.618%	24,329	4.706%	2.088%	79.750%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	156,846	2.637%	28,695	5.550%	2.914%	110.513%
1453	Control Plane	Technical Skills	Security	1	1,870	0.031%	341	0.066%	0.035%	109.826%
878	Controllers	Technical Skills	Hardware	3	41,171	0.692%	3,407	0.659%	-0.033%	-4.780%
1454	Crown Jewels	Technical Skills	Security	1	271	0.005%	27	0.005%	0.001%	14.641%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	7,269	0.122%	890	0.172%	0.050%	40.884%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	18,404	0.309%	856	0.166%	-0.144%	-46.481%
53	Customer Relationship Management	Technical Skills	Business applications	9	327,387	5.503%	19,789	3.828%	-1.676%	-30.448%
1368	Cyber Security	Technical Skills	Information mgmt	3	181,780	3.056%	36,922	7.142%	4.086%	133.715%
1479	Cybersecurity Framework	Technical Skills	Security	2	8,419	0.142%	3,087	0.597%	0.456%	321.913%
1492	Data Access Governance	Technical Skills	Security	1	1,190	0.020%	184	0.036%	0.016%	77.917%
953	Data acquisition systems	Technical Skills	Information mgmt	1	29,835	0.502%	2,152	0.416%	-0.085%	-17.003%
1434	Data classification	Technical Skills	Security	1	4,035	0.068%	807	0.156%	0.088%	130.132%
955	Data compression software	Technical Skills	Information mgmt	1	15,916	0.268%	754	0.146%	-0.122%	-45.489%
956	Data conversion software	Technical Skills	Information mgmt	1	22,888	0.385%	1,010	0.195%	-0.189%	-49.224%
958	Data dictionary	Technical Skills	Information mgmt	1	13,272	0.223%	757	0.146%	-0.077%	-34.369%
1495	Data discovery	Technical Skills	Security	1	5,451	0.092%	772	0.149%	0.058%	62.963%
959	Data entry	Technical Skills	Information mgmt	1	207,169	3.483%	4,962	0.960%	-2.523%	-72.440%
1502	Data Loss Prevention	Technical Skills	Security	1	17,432	0.293%	2,678	0.518%	0.225%	76.771%
962	Data mapping	Technical Skills	Information mgmt	1	27,528	0.463%	1,871	0.362%	-0.101%	-21.793%
67	Data Mining	Technical Skills	Information mgmt	5	141,411	2.377%	9,292	1.797%	-0.580%	-24.391%
963	Data modeling	Technical Skills	Information mgmt	1	162,794	2.737%	9,583	1.854%	-0.883%	-32.265%
1496	Data retention	Technical Skills	Security	1	4,056	0.068%	390	0.075%	0.007%	10.640%
1494	Data tagging	Technical Skills	Security	1	448	0.008%	44	0.009%	0.001%	13.011%
68	Data Warehousing	Technical Skills	Information mgmt	2	244,166	4.105%	14,135	2.734%	-1.370%	-33.387%
69	Database Administration	Technical Skills	Information mgmt	12	310,411	5.218%	14,879	2.878%	-2.340%	-44.845%
969	Database design software	Technical Skills	Information mgmt	16	245,523	4.127%	11,184	2.163%	-1.964%	-47.585%
1268	Database Reporting	Technical Skills	Information mgmt	3	68,145	1.146%	1,757	0.340%	-0.806%	-70.332%
1373	Database Security	Technical Skills	Information mgmt	1	1,465	0.025%	248	0.048%	0.023%	94.787%
1269	Database Security	Technical Skills	Information mgmt	2	948	0.016%	67	0.013%	-0.003%	-18.677%
1270	Database Servers	Technical Skills	Information mgmt	3	54,520	0.917%	691	0.134%	-0.783%	-85.416%
1271	Database Testing	Technical Skills	Information mgmt	1	4,336	0.073%	211	0.041%	-0.032%	-44.006%
1160	Debugging	Technical Skills	Software development	7	371,841	6.251%	27,762	5.370%	-0.881%	-14.091%
1385	Decryption	Technical Skills	Information mgmt	2	1,964	0.033%	190	0.037%	0.004%	11.316%
1559	Demisto	Technical Skills	Security	1	119	0.002%	28	0.005%	0.003%	170.743%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,867	0.317%	576	0.111%	-0.206%	-64.871%
418	Desktop publishing software	Technical Skills	Business applications	13	102,389	1.721%	13,629	2.636%	0.915%	53.164%
1272	Development Environment	Technical Skills	Software development	13	248,336	4.175%	13,305	2.574%	-1.601%	-38.352%
1498	Device Management	Technical Skills	Security	1	13,135	0.221%	2,028	0.392%	0.171%	77.658%
1273	Digital Imaging	Technical Skills	Hardware	1	2,371	0.040%	85	0.016%	-0.023%	-58.749%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	15,594	0.262%	861	0.167%	-0.096%	-36.468%
1446	Digital Transformation	Technical Skills	Security	1	35,686	0.600%	11,237	2.174%	1.574%	262.326%
1472	DISA	Technical Skills	Security	1	21,263	0.357%	2,356	0.456%	0.098%	27.496%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	14,144	0.238%	668	0.129%	-0.109%	-45.656%
1497	Distributed Denial of Service	Technical Skills	Security	1	4,395	0.074%	530	0.103%	0.029%	38.760%
1504	DMZ	Technical Skills	Network	1	8,578	0.144%	320	0.062%	-0.082%	-57.075%
1451	Docker	Technical Skills	Security	1	63,206	1.063%	16,707	3.232%	2.169%	204.149%
1307	Doctor of Philosophy	Technical Skills	Misc	3	267,257	4.493%	23,440	4.534%	0.041%	0.920%
973	Document management software	Technical Skills	Information mgmt	4	51,439	0.865%	3,975	0.769%	-0.096%	-11.082%
1020	Domain name system (DNS)	Technical Skills	Network	3	161,559	2.716%	8,635	1.670%	-1.046%	-38.500%
61	Dreamweaver	Technical Skills	Software development	1	21,578	0.363%	389	0.075%	-0.287%	-79.256%
54	DSS/GDSS	Technical Skills	Business applications	5	61,859	1.040%	3,886	0.752%	-0.288%	-27.715%
425	Dynamic modeling software	Technical Skills	Business applications	1	231	0.004%	35	0.007%	0.003%	74.342%
62	Eclipse	Technical Skills	Software development	1	91,570	1.539%	2,546	0.492%	-1.047%	-68.007%
1308	Electronic Commerce	Technical Skills	Business applications	2	212,201	3.567%	10,103	1.954%	-1.613%	-45.216%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	43,114	0.725%	2,225	0.430%	-0.294%	-40.617%
1023	Electronic mail software	Technical Skills	Network	8	81,787	1.375%	5,098	0.986%	-0.389%	-28.276%
1384	Encryption	Technical Skills	Information mgmt	1	560	0.009%	89	0.017%	0.008%	82.873%
1507	Endpoint	Technical Skills	Security	1	26,869	0.452%	5,539	1.071%	0.620%	137.207%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	257,874	4.335%	19,321	3.737%	-0.598%	-13.788%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	304,964	5.127%	19,139	3.702%	-1.424%	-27.787%
1321	Environmental Certification	Technical Skills	Environmental	1	1,058	0.018%	197	0.038%	0.020%	114.253%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,981	0.033%	265	0.051%	0.018%	53.925%
1329	Environmental Energy	Technical Skills	Environmental	25	26,442	0.444%	3,337	0.645%	0.201%	45.214%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	23,006	0.387%	2,886	0.558%	0.171%	44.345%
1327	Environmental Pollution	Technical Skills	Environmental	27	59,602	1.002%	8,079	1.563%	0.561%	55.971%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	12,443	0.209%	1,814	0.351%	0.142%	67.749%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	4,937	0.083%	997	0.193%	0.110%	132.369%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	60,090	1.010%	2,557	0.495%	-0.516%	-51.036%
1331	Environmental Science	Technical Skills	Environmental	2	1,771	0.030%	48	0.009%	-0.020%	-68.813%
1322	Environmental Technology	Technical Skills	Environmental	2	1,737	0.029%	257	0.050%	0.021%	70.247%
1470	EPRI	Technical Skills	Security	1	206	0.003%	16	0.003%	-0.000%	-10.628%
1551	Exabeam	Technical Skills	Security	1	347	0.006%	74	0.014%	0.008%	145.386%
461	Expert system software	Technical Skills	Business applications	1	2,301	0.039%	287	0.056%	0.017%	43.520%
1359	Facebook	Technical Skills	Social Networking	1	549,042	9.230%	7,830	1.515%	-7.715%	-83.590%
463	Facilities management software	Technical Skills	Business applications	4	20,995	0.353%	2,596	0.502%	0.149%	42.277%
1476	FedRAMP	Technical Skills	Security	1	6,202	0.104%	1,637	0.317%	0.212%	203.713%
1467	FINRA	Technical Skills	Security	1	4,260	0.072%	1,069	0.207%	0.135%	188.745%
1556	FireEye	Technical Skills	Security	1	3,851	0.065%	274	0.053%	-0.012%	-18.130%
1464	FISMA	Technical Skills	Security	1	20,724	0.348%	1,638	0.317%	-0.032%	-9.053%
468	Flight control software	Technical Skills	Business applications	1	1,801	0.030%	108	0.021%	-0.009%	-30.999%
1508	Flow analysis	Technical Skills	Security	1	7,817	0.131%	556	0.108%	-0.024%	-18.157%
469	Flowchart software	Technical Skills	Business applications	5	15,448	0.260%	1,141	0.221%	-0.039%	-15.011%
1367	Forensic	Technical Skills	Information mgmt	2	88,917	1.495%	5,975	1.156%	-0.339%	-22.679%
1552	Fortinet	Technical Skills	Security	1	5,723	0.096%	772	0.149%	0.053%	55.217%
1112	Fraud Detection	Technical Skills	Security	1	38,162	0.642%	5,474	1.059%	0.417%	65.052%
63	FrontPage	Technical Skills	Software development	1	3,493	0.059%	18	0.003%	-0.055%	-94.070%
475	Fund accounting software	Technical Skills	Business applications	1	2,657	0.045%	270	0.052%	0.008%	16.928%
1260	Gaming	Technical Skills	Misc	2	123,212	2.071%	10,387	2.009%	-0.062%	-2.997%
1468	GDPR	Technical Skills	Security	1	7,198	0.121%	2,686	0.520%	0.399%	329.379%
113	Generic databases	Technical Skills	Information mgmt	2	782,152	13.148%	50,552	9.778%	-3.370%	-25.631%
1365	Google Apps	Technical Skills	Business applications	4	18,464	0.310%	1,823	0.353%	0.042%	13.608%
1364	Google Plus	Technical Skills	Social Networking	1	1,591	0.027%	2	0.000%	-0.026%	-98.554%
1512	Governance	Technical Skills	Security	1	197,312	3.317%	32,561	6.298%	2.981%	89.885%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	334,233	5.619%	24,795	4.796%	-0.822%	-14.639%
484	Graphic software	Technical Skills	Business applications	16	427,519	7.187%	24,855	4.808%	-2.379%	-33.103%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	79,879	1.343%	1,570	0.304%	-1.039%	-77.384%
1323	Green IT	Technical Skills	Environmental	9	16,556	0.278%	1,568	0.303%	0.025%	8.978%
893	Guidance systems	Technical Skills	Hardware	1	279	0.005%	18	0.003%	-0.001%	-25.764%
1371	Hacking	Technical Skills	Information mgmt	5	29,688	0.499%	2,585	0.500%	0.001%	0.190%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	2,011	0.034%	248	0.048%	0.014%	41.901%
1277	Hardware Design	Technical Skills	Hardware	21	46,273	0.778%	4,092	0.792%	0.014%	1.755%
1278	Hardware Testing	Technical Skills	Hardware	4	14,493	0.244%	1,096	0.212%	-0.032%	-12.984%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	4,502	0.076%	941	0.182%	0.106%	140.509%
492	Helpdesk or call center	Technical Skills	Business applications	2	302,058	5.078%	18,827	3.642%	-1.436%	-28.280%
1465	HIPAA	Technical Skills	Security	1	72,607	1.221%	9,337	1.806%	0.586%	47.971%
1473	HITRUST	Technical Skills	Security	1	4,894	0.082%	1,307	0.253%	0.171%	207.297%
1377	Homeland Security	Technical Skills	Information mgmt	1	139,107	2.338%	4,301	0.832%	-1.506%	-64.423%
1487	IaaS	Technical Skills	Security	1	23,010	0.387%	4,541	0.878%	0.492%	127.082%
114	IBM databases	Technical Skills	Information mgmt	2	116,422	1.957%	3,513	0.680%	-1.278%	-65.279%
121	IBM operating systems	Technical Skills	Business applications	4	88,388	1.486%	1,651	0.319%	-1.166%	-78.507%
1513	Identity Access Management	Technical Skills	Security	2	46,875	0.788%	7,568	1.464%	0.676%	85.775%
1511	Identity Governance and Administration	Technical Skills	Security	1	750	0.013%	345	0.067%	0.054%	429.303%
898	Image capture devices	Technical Skills	Hardware	9	31,341	0.527%	3,530	0.683%	0.156%	29.601%
524	Industrial control software	Technical Skills	Business applications	3	26,722	0.449%	3,388	0.655%	0.206%	45.889%
1485	Industrial Control Systems	Technical Skills	Security	1	12,182	0.205%	1,625	0.314%	0.110%	53.491%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	76,762	1.290%	5,876	1.137%	-0.154%	-11.919%
1375	Information Security	Technical Skills	Information mgmt	3	257,745	4.333%	31,778	6.147%	1.814%	41.868%
899	Infrared	Technical Skills	Hardware	1	6,827	0.115%	268	0.052%	-0.063%	-54.830%
1491	Infrastructure as Code	Technical Skills	Security	1	13,446	0.226%	4,150	0.803%	0.577%	255.142%
1180	Installation	Technical Skills	Software development	1	450,304	7.570%	27,687	5.355%	-2.214%	-29.252%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,751	0.029%	68	0.013%	-0.016%	-55.314%
536	Internet browser software	Technical Skills	Business applications	4	29,274	0.492%	1,219	0.236%	-0.256%	-52.085%
1483	Internet of Things	Technical Skills	Security	1	34,024	0.572%	6,818	1.319%	0.747%	130.578%
1578	Internet proxy	Technical Skills	Security	1	745	0.013%	38	0.007%	-0.005%	-41.309%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	56,882	0.956%	3,604	0.697%	-0.259%	-27.095%
541	Inventory management software	Technical Skills	Business applications	3	36,928	0.621%	3,769	0.729%	0.108%	17.440%
1463	ISO 22301	Technical Skills	Security	1	153	0.003%	41	0.008%	0.005%	208.347%
1459	ISO 27000	Technical Skills	Security	1	3,859	0.065%	482	0.093%	0.028%	43.721%
1460	ISO 27001	Technical Skills	Security	1	19,320	0.325%	3,666	0.709%	0.384%	118.339%
1461	ISO 27002	Technical Skills	Security	1	2,158	0.036%	191	0.037%	0.001%	1.842%
1414	ISO 9000	Technical Skills	Software development	1	7,459	0.125%	159	0.031%	-0.095%	-75.472%
73	IT Architecture/Standards	Technical Skills	Hardware	2	44,972	0.756%	3,636	0.703%	-0.053%	-6.969%
1515	IT Service Management	Technical Skills	Security	1	43,908	0.738%	5,892	1.140%	0.402%	54.407%
1481	ITIL	Technical Skills	Security	1	165,058	2.775%	14,942	2.890%	0.116%	4.164%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,340	0.039%	3	0.001%	-0.039%	-98.525%
1035	Kernel	Technical Skills	Network	1	44,586	0.750%	1,322	0.256%	-0.494%	-65.882%
1442	Key management	Technical Skills	Security	1	12,077	0.203%	1,076	0.208%	0.005%	2.518%
1450	Kubernetes	Technical Skills	Security	1	42,871	0.721%	15,208	2.942%	2.221%	308.183%
1279	Laser tools	Technical Skills	Hardware	1	103	0.002%	30	0.006%	0.004%	235.144%
907	Lasers	Technical Skills	Hardware	1	1,834	0.031%	152	0.029%	-0.001%	-4.635%
1516	Least Privilege	Technical Skills	Security	1	1,741	0.029%	501	0.097%	0.068%	231.120%
1038	License management software	Technical Skills	Network	1	4,283	0.072%	476	0.092%	0.020%	27.881%
1361	LinkedIn	Technical Skills	Social Networking	1	59,042	0.993%	7,108	1.375%	0.382%	38.527%
1544	LogRhythm	Technical Skills	Security	1	1,471	0.025%	158	0.031%	0.006%	23.592%
908	Mainframe computers	Technical Skills	Hardware	2	139,978	2.353%	4,289	0.830%	-1.523%	-64.743%
124	Mainframe operating systems	Technical Skills	Business applications	8	68,111	1.145%	2,170	0.420%	-0.725%	-63.340%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	107,137	1.801%	3,948	0.764%	-1.037%	-57.598%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	31,441	0.529%	2,772	0.536%	0.008%	1.448%
1549	McAfee Enterprise Security	Technical Skills	Security	1	161	0.003%	4	0.001%	-0.002%	-71.412%
1281	Medical software	Technical Skills	Business applications	9	47,084	0.791%	4,663	0.902%	0.110%	13.956%
1452	Mesos	Technical Skills	Security	1	3,235	0.054%	209	0.040%	-0.014%	-25.661%
1517	Metadata analysis	Technical Skills	Security	1	458	0.008%	36	0.007%	-0.001%	-9.555%
1555	Micro Focus	Technical Skills	Security	1	3,438	0.058%	333	0.064%	0.007%	11.451%
1433	Micro-segmentation	Technical Skills	Security	1	560	0.009%	173	0.033%	0.024%	255.472%
115	Microsoft databases	Technical Skills	Information mgmt	5	667,670	11.224%	25,973	5.024%	-6.200%	-55.238%
119	Microsoft operating systems	Technical Skills	Business applications	4	992,723	16.688%	47,420	9.172%	-7.516%	-45.036%
1518	MITRE	Technical Skills	Security	1	9,275	0.156%	1,081	0.209%	0.053%	34.109%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	25,853	0.435%	1,107	0.214%	-0.220%	-50.730%
1581	Mobile security	Technical Skills	Security	2	4,086	0.069%	365	0.071%	0.002%	2.788%
1431	Multi-Factor Authentication	Technical Skills	Security	3	8,298	0.139%	1,943	0.376%	0.236%	169.430%
625	Multimedia	Technical Skills	Business applications	1	156,667	2.634%	2,230	0.431%	-2.202%	-83.621%
1362	MySpace	Technical Skills	Social Networking	1	5,436	0.091%	2	0.000%	-0.091%	-99.577%
1471	NERC	Technical Skills	Security	1	6,558	0.110%	860	0.166%	0.056%	50.895%
1548	NetWitness	Technical Skills	Security	1	986	0.017%	99	0.019%	0.003%	15.533%
1499	Network Access Control	Technical Skills	Security	2	12,582	0.212%	929	0.180%	-0.032%	-15.040%
74	Network administration	Technical Skills	Hardware	17	1,133,818	19.060%	437,615	84.648%	65.588%	344.115%
1282	Network Administration software	Technical Skills	Network	18	279,866	4.705%	19,455	3.763%	-0.941%	-20.011%
1519	Network discovery	Technical Skills	Security	1	776	0.013%	113	0.022%	0.009%	67.557%
1283	Network Hardware	Technical Skills	Network	11	195,303	3.283%	10,267	1.986%	-1.297%	-39.510%
1284	Network Monitoring software	Technical Skills	Network	15	137,654	2.314%	7,939	1.536%	-0.778%	-33.637%
1059	Network operation system software (NOS)	Technical Skills	Network	2	7,173	0.121%	386	0.075%	-0.046%	-38.080%
1369	Network Security	Technical Skills	Information mgmt	1	29,868	0.502%	1,321	0.256%	-0.247%	-49.109%
1122	Network security	Technical Skills	Security	1	166,197	2.794%	11,144	2.156%	-0.638%	-22.845%
1285	Network Security software	Technical Skills	Security	37	417,140	7.012%	37,447	7.243%	0.231%	3.296%
1503	Network Segmentation	Technical Skills	Network	1	2,346	0.039%	415	0.080%	0.041%	103.548%
1286	Network software	Technical Skills	Network	6	693,982	11.666%	436,081	84.351%	72.685%	623.046%
1287	Network Testing	Technical Skills	Network	11	86,471	1.454%	4,589	0.888%	-0.566%	-38.935%
1521	Next Generation Firewall	Technical Skills	Security	2	2,208	0.037%	463	0.090%	0.052%	141.284%
1458	NIST	Technical Skills	Security	1	65,749	1.105%	12,711	2.459%	1.353%	122.453%
1065	Novell network software	Technical Skills	Network	2	6,008	0.101%	91	0.018%	-0.083%	-82.572%
643	Oberon	Technical Skills	Business applications	1	563	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	115,973	1.950%	1,816	0.351%	-1.598%	-81.982%
41	Object Oriented Programming	Technical Skills	Software development	5	565,909	9.513%	20,016	3.872%	-5.641%	-59.302%
1288	Office Applications	Technical Skills	Business applications	13	889,572	14.954%	78,700	15.223%	0.269%	1.798%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	49,449	0.831%	959	0.185%	-0.646%	-77.684%
116	Open-source databases	Technical Skills	Information mgmt	4	276,732	4.652%	14,940	2.890%	-1.762%	-37.879%
118	Open-source operating systems	Technical Skills	Business applications	8	798,152	13.417%	38,646	7.475%	-5.942%	-44.286%
56	Operating Systems	Technical Skills	Business applications	3	481,844	8.100%	32,252	6.239%	-1.861%	-22.981%
1482	Operational Technology	Technical Skills	Security	1	12,761	0.215%	2,147	0.415%	0.201%	93.595%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	4,288	0.072%	594	0.115%	0.043%	59.396%
117	Oracle databases	Technical Skills	Information mgmt	1	821,937	13.817%	29,018	5.613%	-8.204%	-59.377%
1529	Orchestration & Automation	Technical Skills	Security	1	835	0.014%	149	0.029%	0.015%	105.327%
1488	PaaS	Technical Skills	Security	1	26,915	0.452%	5,305	1.026%	0.574%	126.797%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,396	0.057%	1	0.000%	-0.057%	-99.661%
1522	Panorama	Technical Skills	Security	1	1,334	0.022%	275	0.053%	0.031%	137.205%
1466	Payment Card Industry	Technical Skills	Security	1	63,794	1.072%	7,642	1.478%	0.406%	37.840%
1376	Penetration Testing	Technical Skills	Information mgmt	5	179,406	3.016%	20,607	3.986%	0.970%	32.168%
1527	Personal Healthcare Information	Technical Skills	Security	1	6,935	0.117%	1,171	0.227%	0.110%	94.293%
1528	Personally Identifiable Information	Technical Skills	Security	1	7,694	0.129%	1,454	0.281%	0.152%	117.450%
1289	Physical Tools	Technical Skills	Hardware	1	538	0.009%	77	0.015%	0.006%	64.685%
683	Point of sale (POS)	Technical Skills	Business applications	3	35,616	0.599%	3,656	0.707%	0.108%	18.116%
1525	Policy Decision Point	Technical Skills	Security	1	1,645	0.028%	136	0.026%	-0.001%	-4.869%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,529	0.026%	125	0.024%	-0.002%	-5.930%
686	Polka	Technical Skills	Business applications	1	1,496	0.025%	220	0.043%	0.017%	69.215%
931	Printers	Technical Skills	Hardware	4	69,326	1.165%	8,645	1.672%	0.507%	43.488%
1430	Privileged Account Management	Technical Skills	Security	2	48,789	0.820%	1,308	0.253%	-0.567%	-69.152%
43	Programming	Technical Skills	Software development	1	1,319,725	22.185%	79,866	15.448%	-6.737%	-30.365%
700	Provisioning	Technical Skills	Business applications	1	82,640	1.389%	7,293	1.411%	0.021%	1.546%
1545	QRadar	Technical Skills	Security	1	2,818	0.047%	293	0.057%	0.009%	19.639%
1531	Quality of Service	Technical Skills	Security	1	47,092	0.792%	2,889	0.559%	-0.233%	-29.409%
1405	Rapid Application Development	Technical Skills	Software development	2	23,730	0.399%	435	0.084%	-0.315%	-78.907%
1553	Rapid7	Technical Skills	Security	1	1,639	0.028%	348	0.067%	0.040%	144.313%
1258	Rate Control	Technical Skills	Technical applications	1	220	0.004%	5	0.001%	-0.003%	-73.849%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	50,401	0.847%	384	0.074%	-0.773%	-91.233%
1077	Remote control software	Technical Skills	Network	2	6,506	0.109%	559	0.108%	-0.001%	-1.135%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,919	0.049%	92	0.018%	-0.031%	-63.734%
1379	Risk Analysis	Technical Skills	Information mgmt	1	38,674	0.650%	3,911	0.757%	0.106%	16.363%
1262	Robotics	Technical Skills	Hardware	3	41,690	0.701%	7,369	1.425%	0.725%	103.387%
1532	Role-Based Access Control	Technical Skills	Security	3	6,883	0.116%	742	0.144%	0.028%	24.043%
1318	RSA	Technical Skills	Security	1	21,066	0.354%	830	0.161%	-0.194%	-54.664%
1489	SaaS	Technical Skills	Security	1	123,383	2.074%	18,130	3.507%	1.433%	69.079%
1429	SASE	Technical Skills	Security	2	1,134	0.019%	518	0.100%	0.081%	425.610%
1533	SCCM	Technical Skills	Security	1	27,957	0.470%	3,121	0.604%	0.134%	28.455%
44	SDLC	Technical Skills	Software development	7	645,012	10.843%	40,492	7.832%	-3.011%	-27.765%
1500	SecOps	Technical Skills	Security	2	11,707	0.197%	4,765	0.922%	0.725%	368.343%
1537	Secure SDLC	Technical Skills	Security	1	29,233	0.491%	235	0.045%	-0.446%	-90.750%
1132	Secure shell (SSH)	Technical Skills	Security	1	453	0.008%	9	0.002%	-0.006%	-77.139%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	65,793	1.106%	3,048	0.590%	-0.516%	-46.693%
1569	Secure Web Gateway	Technical Skills	Security	1	9,530	0.160%	315	0.061%	-0.099%	-61.967%
76	Security	Technical Skills	Hardware	4	3,558,897	59.826%	160,576	31.060%	-28.766%	-48.083%
1382	Security Audit	Technical Skills	Information mgmt	1	5,816	0.098%	515	0.100%	0.002%	1.890%
1315	Security Clearance	Technical Skills	Misc	2	493,848	8.302%	32,279	6.244%	-2.058%	-24.790%
1477	Security Frameworks	Technical Skills	Security	1	13,572	0.228%	2,929	0.567%	0.338%	148.326%
1540	Security Information and Event Management	Technical Skills	Security	1	27,535	0.463%	5,234	1.012%	0.550%	118.724%
1584	Security Information Management	Technical Skills	Security	1	8,586	0.144%	313	0.061%	-0.084%	-58.053%
1567	Security Operations Center	Technical Skills	Security	1	38,563	0.648%	7,916	1.531%	0.883%	136.201%
1381	Security Plan	Technical Skills	Information mgmt	1	6,337	0.107%	699	0.135%	0.029%	26.923%
1380	Security Policy	Technical Skills	Information mgmt	2	103,303	1.737%	11,463	2.217%	0.481%	27.683%
1457	Security Standards	Technical Skills	Security	1	53,881	0.906%	6,963	1.347%	0.441%	48.699%
1135	Security testing software	Technical Skills	Security	1	17,308	0.291%	1,746	0.338%	0.047%	16.076%
1550	Securonix	Technical Skills	Security	1	186	0.003%	15	0.003%	-0.000%	-7.205%
1538	Segmentation	Technical Skills	Security	1	24,497	0.412%	3,385	0.655%	0.243%	58.998%
60	Sharepoint Server	Technical Skills	Business applications	1	15,531	0.261%	145	0.028%	-0.233%	-89.257%
1084	Signal generators	Technical Skills	Network	1	1,874	0.032%	196	0.038%	0.006%	20.346%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	40,338	0.678%	899	0.174%	-0.504%	-74.356%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	178,065	2.993%	7,966	1.541%	-1.452%	-48.524%
1220	Simulation software	Technical Skills	Software development	5	96,829	1.628%	8,277	1.601%	-0.027%	-1.641%
1568	Single Sign-On	Technical Skills	Security	3	36,110	0.607%	3,480	0.673%	0.066%	10.892%
1558	SOAR	Technical Skills	Security	1	3,206	0.054%	987	0.191%	0.137%	254.242%
1475	SOC 2	Technical Skills	Security	1	6,265	0.105%	1,929	0.373%	0.268%	254.289%
1366	Social Network	Technical Skills	Social Networking	1	14,942	0.251%	464	0.090%	-0.161%	-64.268%
1358	Social Networking	Technical Skills	Social Networking	1	26,197	0.440%	997	0.193%	-0.248%	-56.208%
1534	Software Defined Network	Technical Skills	Security	2	7,869	0.132%	804	0.156%	0.023%	17.566%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	3,605	0.061%	1,153	0.223%	0.162%	268.020%
42	Software Development	Technical Skills	Software development	2	1,343,083	22.578%	72,855	14.092%	-8.485%	-37.583%
1291	Software Development software	Technical Skills	Software development	3	7,839	0.132%	146	0.028%	-0.104%	-78.569%
1309	Software Engineering	Technical Skills	Software development	1	839,008	14.104%	62,353	12.061%	-2.043%	-14.486%
1292	Software Installation	Technical Skills	Software development	4	655,725	11.023%	53,520	10.352%	-0.671%	-6.084%
1223	Software libraries	Technical Skills	Software development	1	1,987	0.033%	158	0.031%	-0.003%	-8.503%
1293	Software Maintenance	Technical Skills	Software development	1	34,313	0.577%	1,084	0.210%	-0.367%	-63.649%
1294	Software Testing	Technical Skills	Software development	14	619,930	10.421%	47,710	9.229%	-1.193%	-11.445%
1225	Source code management (SCM)	Technical Skills	Software development	5	194,054	3.262%	11,892	2.300%	-0.962%	-29.485%
1541	Splunk	Technical Skills	Security	1	37,516	0.631%	7,622	1.474%	0.844%	133.776%
1229	Static analysis software	Technical Skills	Software development	1	4,794	0.081%	285	0.055%	-0.025%	-31.594%
772	Statistical analysis software	Technical Skills	Business applications	27	513,387	8.630%	53,287	10.307%	1.677%	19.433%
774	Statistical software	Technical Skills	Business applications	1	247,039	4.153%	35,640	6.894%	2.741%	66.004%
1230	Stress testing software	Technical Skills	Software development	1	13,069	0.220%	978	0.189%	-0.031%	-13.892%
1547	sumo logic	Technical Skills	Security	1	1,422	0.024%	301	0.058%	0.034%	143.564%
122	Sun operating systems	Technical Skills	Business applications	3	176,976	2.975%	2,575	0.498%	-2.477%	-83.258%
939	Surveillance systems	Technical Skills	Hardware	5	64,891	1.091%	6,580	1.273%	0.182%	16.678%
1564	Swimlane	Technical Skills	Security	1	176	0.003%	36	0.007%	0.004%	135.362%
791	Symantec software	Technical Skills	Business applications	1	35,201	0.592%	760	0.147%	-0.445%	-75.157%
1355	Symbian	Technical Skills	Mobile Platforms	1	128	0.002%	1	0.000%	-0.002%	-91.010%
1310	System Administration	Technical Skills	Network	4	347,102	5.835%	22,472	4.347%	-1.488%	-25.504%
45	System Testing	Technical Skills	Software development	5	113,665	1.911%	7,275	1.407%	-0.504%	-26.353%
46	Systems Analysis	Technical Skills	Software development	8	452,305	7.603%	33,182	6.418%	-1.185%	-15.585%
47	Systems Design	Technical Skills	Software development	1	73,746	1.240%	4,714	0.912%	-0.328%	-26.447%
1233	Systems Evaluation	Technical Skills	Software development	1	1,172	0.020%	154	0.030%	0.010%	51.196%
1234	Systems integration	Technical Skills	Software development	8	307,459	5.168%	8,307	1.607%	-3.562%	-68.911%
75	TCP/IP	Technical Skills	Hardware	3	268,731	4.517%	11,460	2.217%	-2.301%	-50.930%
1235	Technology Design	Technical Skills	Software development	1	9,171	0.154%	536	0.104%	-0.050%	-32.750%
1236	Templates	Technical Skills	Software development	1	92,349	1.552%	7,674	1.484%	-0.068%	-4.383%
1239	Test implementation	Technical Skills	Software development	1	3,322	0.056%	560	0.108%	0.052%	93.970%
1302	Testing	Technical Skills	Software development	1	1,730,860	29.096%	134,160	25.951%	-3.146%	-10.812%
1435	Threat Intelligence	Technical Skills	Security	1	11,122	0.187%	2,420	0.468%	0.281%	150.368%
1561	ThreatConnect	Technical Skills	Security	1	325	0.005%	30	0.006%	0.000%	6.215%
1571	Traffic Analysis	Technical Skills	Security	1	6,274	0.105%	438	0.085%	-0.021%	-19.670%
1570	Traffic Capture	Technical Skills	Security	1	219	0.004%	10	0.002%	-0.002%	-47.458%
1297	Training software	Technical Skills	Business applications	3	6,759	0.114%	743	0.144%	0.030%	26.489%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,583	0.127%	329	0.064%	-0.064%	-50.077%
1360	Twitter	Technical Skills	Social Networking	1	80,866	1.359%	5,196	1.005%	-0.354%	-26.065%
1411	Unified Process	Technical Skills	Software development	1	11,229	0.189%	77	0.015%	-0.174%	-92.110%
123	UNIX operating systems	Technical Skills	Business applications	5	711,921	11.968%	16,669	3.224%	-8.743%	-73.058%
1298	UNIX Shells	Technical Skills	Business applications	4	157,987	2.656%	5,732	1.109%	-1.547%	-58.252%
1410	Use Case	Technical Skills	Software development	1	38,704	0.651%	2,216	0.429%	-0.222%	-34.119%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	365	0.006%	126	0.024%	0.018%	297.214%
1572	User Behavior Analytics	Technical Skills	Security	1	500	0.008%	118	0.023%	0.014%	171.556%
48	User-Interface Design	Technical Skills	Software development	2	351,646	5.911%	19,314	3.736%	-2.175%	-36.801%
836	Video creation and editing software	Technical Skills	Business applications	3	19,548	0.329%	891	0.172%	-0.156%	-47.553%
1574	Virtual Machine	Technical Skills	Security	1	31,197	0.524%	2,378	0.460%	-0.064%	-12.291%
840	Visual Color Discrimination	Technical Skills	Business applications	2	484	0.008%	89	0.017%	0.009%	111.588%
64	Visual Studio	Technical Skills	Software development	1	160,095	2.691%	5,536	1.071%	-1.620%	-60.211%
843	Voice dictation & recognition	Technical Skills	Business applications	2	8,581	0.144%	550	0.106%	-0.038%	-26.248%
77	Voice/Data Telecom	Technical Skills	Hardware	10	450,652	7.576%	22,871	4.424%	-3.152%	-41.603%
1575	Vulnerability Management	Technical Skills	Security	1	26,411	0.444%	4,693	0.908%	0.464%	104.462%
1583	Vulnerability Testing	Technical Skills	Security	1	5,717	0.096%	462	0.089%	-0.007%	-7.013%
1577	Web Application Firewall	Technical Skills	Security	1	4,997	0.084%	937	0.181%	0.097%	115.763%
1299	Web Application Server	Technical Skills	Business applications	8	201,362	3.385%	2,797	0.541%	-2.844%	-84.017%
1248	Web platform development software	Technical Skills	Software development	5	11,344	0.191%	49	0.009%	-0.181%	-95.030%
65	web programmer	Technical Skills	Software development	4	100,909	1.696%	3,046	0.589%	-1.107%	-65.267%
1579	Web proxy	Technical Skills	Security	1	2,379	0.040%	210	0.041%	0.001%	1.571%
58	Web servers	Technical Skills	Business applications	6	340,146	5.718%	10,255	1.984%	-3.734%	-65.309%
49	Web-based Application Development	Technical Skills	Software development	2	243,538	4.094%	7,756	1.500%	-2.594%	-63.355%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,676	0.398%	119	0.023%	-0.375%	-94.217%
1102	Wireless	Technical Skills	Network	5	220,676	3.710%	14,830	2.869%	-0.841%	-22.673%
1363	YouTube	Technical Skills	Social Networking	2	17,504	0.294%	2,627	0.508%	0.214%	72.691%
1524	Zero Trust	Technical Skills	Security	2	1,619	0.027%	961	0.186%	0.159%	583.004%
79	.NET	Programming Skills	Current	1	539,914	9.076%	17,090	3.306%	-5.770%	-63.578%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	200	0.003%	20	0.004%	0.001%	15.066%
209	A programming language (APL)	Programming Skills	Legacy	2	8,735	0.147%	774	0.150%	0.003%	1.959%
99	Ada	Programming Skills	Legacy	1	39,162	0.658%	7,589	1.468%	0.810%	122.980%
80	AJAX	Programming Skills	Current	1	248,228	4.173%	2,551	0.493%	-3.679%	-88.175%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	143	0.002%	3	0.001%	-0.002%	-75.860%
192	Apple AppleScript	Programming Skills	Current	1	762	0.013%	37	0.007%	-0.006%	-44.128%
81	ASP	Programming Skills	Current	2	337,293	5.670%	7,809	1.510%	-4.160%	-73.360%
108	Assembly	Programming Skills	Legacy	2	11,620	0.195%	293	0.057%	-0.139%	-70.986%
211	AWK	Programming Skills	Legacy	1	9,019	0.152%	179	0.035%	-0.117%	-77.163%
83	C#	Programming Skills	Current	2	554,967	9.329%	23,992	4.641%	-4.688%	-50.255%
82	C/C++	Programming Skills	Current	3	1,335,748	22.454%	390,512	75.537%	53.082%	236.401%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	408,643	6.869%	19,756	3.821%	-3.048%	-44.371%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,264	0.021%	16	0.003%	-0.018%	-85.435%
84	CGI	Programming Skills	Current	2	38,112	0.641%	564	0.109%	-0.532%	-82.972%
217	Clipper	Programming Skills	Legacy	1	788	0.013%	16	0.003%	-0.010%	-76.636%
218	CLU	Programming Skills	Legacy	1	464	0.008%	13	0.003%	-0.005%	-67.762%
100	Cobol	Programming Skills	Legacy	1	36,441	0.613%	1,551	0.300%	-0.313%	-51.026%
85	ColdFusion	Programming Skills	Current	2	27,476	0.462%	500	0.097%	-0.365%	-79.061%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	705	0.012%	40	0.008%	-0.004%	-34.714%
195	Component object model (COM)	Programming Skills	Current	1	586	0.010%	3	0.001%	-0.009%	-94.109%
125	Database programming	Programming Skills	Current	3	104,878	1.763%	2,157	0.417%	-1.346%	-76.335%
1501	DevOps	Programming Skills	Misc	1	105,413	1.772%	28,268	5.468%	3.696%	208.566%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,082	0.102%	34	0.007%	-0.096%	-93.568%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	238,239	4.005%	212,948	41.191%	37.186%	928.508%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	9,332	0.157%	791	0.153%	-0.004%	-2.468%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	43,162	0.726%	429	0.083%	-0.643%	-88.563%
109	Forth	Programming Skills	Legacy	1	34,176	0.575%	9,893	1.914%	1.339%	233.084%
102	Fortran	Programming Skills	Legacy	1	7,961	0.134%	285	0.055%	-0.079%	-58.807%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	875,194	14.712%	29,574	5.720%	-8.992%	-61.118%
222	J	Programming Skills	Legacy	1	23,267	0.391%	1,883	0.364%	-0.027%	-6.877%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,166,777	19.614%	53,280	10.306%	-9.308%	-47.456%
97	JavaScript	Programming Skills	Current	3	670,654	11.274%	38,305	7.409%	-3.865%	-34.279%
89	JavaServer Faces	Programming Skills	Current	3	37,336	0.628%	512	0.099%	-0.529%	-84.221%
88	JavaServer Pages	Programming Skills	Current	3	159,614	2.683%	2,143	0.415%	-2.269%	-84.551%
223	Job control language (JCL)	Programming Skills	Legacy	2	23,576	0.396%	762	0.147%	-0.249%	-62.810%
126	LAMP	Programming Skills	Current	1	45,621	0.767%	786	0.152%	-0.615%	-80.175%
104	Lisp	Programming Skills	Legacy	1	2,936	0.049%	116	0.022%	-0.027%	-54.538%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	5,017	0.084%	826	0.160%	0.075%	89.445%
201	Microsoft ActiveX	Programming Skills	Current	1	5,693	0.096%	38	0.007%	-0.088%	-92.320%
107	Pascal	Programming Skills	Legacy	1	2,100	0.035%	24	0.005%	-0.031%	-86.850%
90	Perl	Programming Skills	Current	1	325,430	5.471%	8,651	1.673%	-3.797%	-69.412%
91	PHP	Programming Skills	Current	1	198,607	3.339%	7,147	1.382%	-1.956%	-58.593%
103	PL/1	Programming Skills	Legacy	3	966	0.016%	63	0.012%	-0.004%	-24.957%
105	Prolog	Programming Skills	Legacy	1	1,915	0.032%	53	0.010%	-0.022%	-68.154%
95	Python	Programming Skills	Current	1	451,952	7.597%	63,681	12.318%	4.720%	62.130%
227	R	Programming Skills	Current	1	839,151	14.106%	424,807	82.170%	68.064%	482.503%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	55,681	0.936%	1,019	0.197%	-0.739%	-78.942%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	138,395	2.326%	7,952	1.538%	-0.788%	-33.885%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,227	0.037%	112	0.022%	-0.016%	-42.131%
206	Scripting languages	Programming Skills	Current	1	117,054	1.968%	8,828	1.708%	-0.260%	-13.219%
101	Smalltalk	Programming Skills	Legacy	1	1,123	0.019%	7	0.001%	-0.018%	-92.828%
92	SQL	Programming Skills	Current	3	1,547,118	26.008%	81,916	15.845%	-10.163%	-39.075%
110	TCL	Programming Skills	Legacy	1	20,762	0.349%	958	0.185%	-0.164%	-46.906%
98	Unified Modeling Language	Programming Skills	Current	2	122,116	2.053%	1,747	0.338%	-1.715%	-83.539%
93	Visual Basic	Programming Skills	Current	6	302,003	5.077%	8,455	1.635%	-3.441%	-67.786%
207	Web service definition language (WSDL)	Programming Skills	Current	2	34,013	0.572%	707	0.137%	-0.435%	-76.082%
94	XML	Programming Skills	Current	2	541,759	9.107%	12,941	2.503%	-6.604%	-72.514%
1342	Computer Science	Majors	Computer Science	2	3,944,632	66.311%	279,728	54.108%	-12.203%	-18.403%
1344	Information Technology	Majors	Information Technology	3	2,370,511	39.849%	149,512	28.920%	-10.929%	-27.426%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,868	27.584%	225,057	43.533%	15.949%	57.821%

mis Degrees

Management Information Systems	2023-02-13	Jobs Found:	1,849,551	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	9,388	0.508%	2,243	0.864%	0.356%	70.149%
2	Attention to Details	Soft Skills	Problem-solving skills	2	7,298	0.395%	1,196	0.461%	0.066%	16.708%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,450	0.781%	3,233	1.245%	0.464%	59.335%
231	Cooperation	Soft Skills	Interpersonal skills	1	19,773	1.069%	2,789	1.074%	0.005%	0.450%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,850	0.533%	2,413	0.929%	0.397%	74.459%
3	Creativity	Soft Skills	Problem-solving skills	4	59,702	3.228%	10,364	3.991%	0.763%	23.626%
4	Critical thinking	Soft Skills	Problem-solving skills	3	46,720	2.526%	12,596	4.850%	2.324%	92.001%
1300	Flexibility	Soft Skills	Work ethic	1	94,597	5.115%	19,133	7.367%	2.252%	44.038%
232	Independence	Soft Skills	Interpersonal skills	1	14,113	0.763%	3,440	1.325%	0.561%	73.585%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	261,867	14.158%	41,155	15.846%	1.688%	11.922%
256	Innovation	Soft Skills	Problem-solving skills	1	200,828	10.858%	37,790	14.551%	3.692%	34.006%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,888	13.835%	43,353	16.693%	2.858%	20.654%
1422	Internship	Soft Skills	Work ethic	3	34,095	1.843%	3,672	1.414%	-0.430%	-23.302%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,054	0.111%	470	0.181%	0.070%	62.956%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	178,833	9.669%	35,587	13.702%	4.033%	41.715%
10	Leadership	Soft Skills	Interpersonal skills	1	491,157	26.555%	78,995	30.416%	3.861%	14.539%
258	Learning	Soft Skills	Problem-solving skills	1	175,016	9.463%	43,295	16.670%	7.208%	76.170%
1	Learning Ability	Soft Skills	Problem-solving skills	3	36,831	1.991%	6,262	2.411%	0.420%	21.080%
236	Listening	Soft Skills	Language skills	1	39,169	2.118%	7,110	2.738%	0.620%	29.271%
260	Mathematics	Soft Skills	Problem-solving skills	3	115,914	6.267%	19,822	7.632%	1.365%	21.782%
261	Memorization	Soft Skills	Problem-solving skills	2	227	0.012%	63	0.024%	0.012%	97.646%
18	Negotiation Skills	Soft Skills	Language skills	1	21,348	1.154%	2,056	0.792%	-0.363%	-31.414%
262	Optimization	Soft Skills	Problem-solving skills	1	84,541	4.571%	14,148	5.448%	0.877%	19.179%
19	Oral Communications	Soft Skills	Language skills	5	34,455	1.863%	5,573	2.146%	0.283%	15.189%
273	Persistence	Soft Skills	Work ethic	1	6,752	0.365%	1,211	0.466%	0.101%	27.727%
239	Persuasion	Soft Skills	Language skills	1	4,759	0.257%	993	0.382%	0.125%	48.596%
1301	Physical Skill	Soft Skills	Work ethic	2	7,014	0.379%	1,879	0.723%	0.344%	90.780%
240	Presentations	Soft Skills	Language skills	1	115,501	6.245%	18,399	7.084%	0.840%	13.444%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	378,361	20.457%	55,743	21.463%	1.006%	4.920%
20	Questioning skills	Soft Skills	Language skills	1	533	0.029%	102	0.039%	0.010%	36.284%
241	Reading Comprehension	Soft Skills	Language skills	1	909	0.049%	239	0.092%	0.043%	87.243%
6	Research skills	Soft Skills	Problem-solving skills	1	3,748	0.203%	612	0.236%	0.033%	16.285%
15	Responsibility	Soft Skills	Work ethic	2	228,304	12.344%	35,736	13.760%	1.416%	11.472%
234	Self Control	Soft Skills	Interpersonal skills	1	488	0.026%	71	0.027%	0.001%	3.612%
11	Self-esteem	Soft Skills	Interpersonal skills	1	221	0.012%	64	0.025%	0.013%	106.234%
16	Self-management	Soft Skills	Work ethic	1	2,911	0.157%	612	0.236%	0.078%	49.721%
250	Stress Tolerance	Soft Skills	Physical skills	1	855	0.046%	152	0.059%	0.012%	26.605%
12	Teamwork	Soft Skills	Interpersonal skills	1	97,453	5.269%	14,392	5.542%	0.272%	5.172%
17	Time Management	Soft Skills	Work ethic	2	86,114	4.656%	16,543	6.370%	1.714%	36.809%
268	Visualization	Soft Skills	Problem-solving skills	1	31,997	1.730%	10,025	3.860%	2.130%	123.125%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,903	0.103%	669	0.258%	0.155%	150.357%
21	Written Communications	Soft Skills	Language skills	5	282,387	15.268%	37,495	14.437%	-0.831%	-5.441%
172	Account management	Business Skills	Management skills	1	30,102	1.628%	2,932	1.129%	-0.499%	-30.635%
22	Accounting	Business Skills	Business processes	4	235,077	12.710%	30,048	11.570%	-1.140%	-8.971%
1263	Accounting software	Business Skills	Business processes	8	11,756	0.636%	1,539	0.593%	-0.043%	-6.771%
174	Administration	Business Skills	Management skills	3	520,864	28.162%	64,952	25.009%	-3.153%	-11.194%
1313	Analyst	Business Skills	Project management	1	411,451	22.246%	54,429	20.957%	-1.289%	-5.793%
175	Application management	Business Skills	Management skills	5	140,916	7.619%	16,706	6.432%	-1.186%	-15.572%
150	Asset management	Business Skills	Business processes	1	41,230	2.229%	7,471	2.877%	0.647%	29.044%
151	Auditing	Business Skills	Business processes	5	177,810	9.614%	31,059	11.959%	2.345%	24.395%
1264	Auditing software	Business Skills	Business processes	1	215	0.012%	19	0.007%	-0.004%	-37.066%
152	Billing	Business Skills	Business processes	1	52,981	2.865%	7,750	2.984%	0.120%	4.173%
153	Bills of Lading	Business Skills	Business processes	1	133	0.007%	42	0.016%	0.009%	124.890%
1314	Business Analyst	Business Skills	Project management	1	127,060	6.870%	16,489	6.349%	-0.521%	-7.582%
35	Business Intelligence	Business Skills	Strategy skills	1	94,995	5.136%	11,818	4.550%	-0.586%	-11.404%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,372	0.561%	800	0.308%	-0.253%	-45.071%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	78,699	4.255%	1,507	0.580%	-3.675%	-86.363%
36	Business Strategy	Business Skills	Strategy skills	3	455,982	24.654%	78,495	30.224%	5.570%	22.593%
182	Calendar and scheduling	Business Skills	Project management	3	98,210	5.310%	16,452	6.335%	1.025%	19.299%
156	Capacity planning	Business Skills	Business processes	1	35,757	1.933%	2,714	1.045%	-0.888%	-45.947%
28	Change Management	Business Skills	Management skills	1	111,942	6.052%	16,415	6.320%	0.268%	4.429%
183	Content workflow	Business Skills	Project management	1	83	0.004%	3	0.001%	-0.003%	-74.260%
24	Contracting and legal	Business Skills	Business processes	2	139,661	7.551%	22,511	8.668%	1.117%	14.787%
176	Coordination	Business Skills	Management skills	1	128,368	6.940%	21,417	8.246%	1.306%	18.816%
157	Cost accounting	Business Skills	Business processes	1	4,652	0.252%	615	0.237%	-0.015%	-5.853%
158	Cost estimation	Business Skills	Business processes	1	1,795	0.097%	194	0.075%	-0.022%	-23.032%
1312	Customer Support	Business Skills	Business processes	6	393,277	21.263%	49,542	19.076%	-2.188%	-10.289%
1339	Education	Business Skills	Industry Segment	1	29,652	1.603%	7,676	2.956%	1.352%	84.354%
1333	Energy	Business Skills	Industry Segment	1	106,362	5.751%	13,144	5.061%	-0.690%	-11.994%
1340	Entertainment	Business Skills	Industry Segment	1	40,380	2.183%	3,682	1.418%	-0.766%	-35.063%
1319	Environmental	Business Skills	Environmental	18	74,617	4.034%	14,191	5.464%	1.430%	35.440%
1320	Environmental Strategy	Business Skills	Environmental	14	24,538	1.327%	10,737	4.134%	2.807%	211.614%
161	Financial	Business Skills	Business processes	2	727,691	39.344%	230,347	88.693%	49.349%	125.428%
1275	Financial Analysis software	Business Skills	Business processes	9	5,256	0.284%	2,482	0.956%	0.671%	236.294%
1332	Health Care	Business Skills	Industry Segment	2	309,113	16.713%	38,146	14.688%	-2.025%	-12.117%
1341	Hospitality	Business Skills	Industry Segment	4	182,162	9.849%	57,951	22.313%	12.464%	126.556%
177	Human resources	Business Skills	Management skills	2	130,812	7.073%	17,409	6.703%	-0.369%	-5.224%
1336	Insurance	Business Skills	Industry Segment	1	13,229	0.715%	1,247	0.480%	-0.235%	-32.871%
1316	Managing/Supervision	Business Skills	Management skills	6	1,121,493	60.636%	142,641	54.923%	-5.713%	-9.422%
1334	Manufacturing	Business Skills	Industry Segment	2	139,746	7.556%	13,247	5.101%	-2.455%	-32.493%
26	Marketing	Business Skills	Business processes	1	183,325	9.912%	32,589	12.548%	2.636%	26.597%
185	Monitoring	Business Skills	Project management	1	268,822	14.534%	43,125	16.605%	2.070%	14.245%
179	Negotiation	Business Skills	Management skills	1	81,275	4.394%	10,568	4.069%	-0.325%	-7.401%
163	Operation and Control	Business Skills	Business processes	3	2,164	0.117%	265	0.102%	-0.015%	-12.791%
29	Outsourcing Management	Business Skills	Management skills	3	40,376	2.183%	2,329	0.897%	-1.286%	-58.921%
167	Procurement	Business Skills	Business processes	1	61,006	3.298%	8,254	3.178%	-0.120%	-3.647%
1290	Project Management software	Business Skills	Project management	3	56,260	3.042%	4,728	1.820%	-1.221%	-40.152%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	414,274	22.399%	54,637	21.037%	-1.361%	-6.077%
168	Quality	Business Skills	Business processes	1	572,420	30.949%	88,598	34.114%	3.165%	10.225%
1337	Real Estate	Business Skills	Industry Segment	2	30,407	1.644%	3,270	1.259%	-0.385%	-23.414%
1335	Retail	Business Skills	Industry Segment	2	326,630	17.660%	34,477	13.275%	-4.385%	-24.830%
34	Risk Management	Business Skills	Project management	1	111,852	6.048%	24,590	9.468%	3.421%	56.562%
169	Service Orientation	Business Skills	Business processes	1	15,992	0.865%	1,897	0.730%	-0.134%	-15.523%
27	Supply Chain Management	Business Skills	Business processes	3	79,933	4.322%	10,384	3.998%	-0.323%	-7.485%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,992	0.378%	405	0.156%	-0.222%	-58.750%
178	Teaching	Business Skills	Management skills	7	95,350	5.155%	15,038	5.790%	0.635%	12.316%
190	Timekeeping	Business Skills	Project management	3	42,769	2.312%	5,877	2.263%	-0.050%	-2.141%
1296	Timekeeping software	Business Skills	Project management	1	3,524	0.191%	648	0.250%	0.059%	30.952%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,189	0.118%	168	0.065%	-0.054%	-45.344%
180	Troubleshooting	Business Skills	Management skills	1	248,187	13.419%	32,455	12.496%	-0.922%	-6.873%
181	Verification	Business Skills	Management skills	1	78,046	4.220%	12,130	4.671%	0.451%	10.683%
1338	Waste Management	Business Skills	Industry Segment	1	2,824	0.153%	164	0.063%	-0.090%	-58.643%
191	Workflow	Business Skills	Project management	1	103,114	5.575%	16,731	6.442%	0.867%	15.552%
31	Working Globally	Business Skills	Management skills	3	5,297	0.286%	318	0.122%	-0.164%	-57.247%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,434	0.186%	417	0.161%	-0.025%	-13.521%
51	4GL	Technical Skills	Software development	3	3,040	0.164%	171	0.066%	-0.099%	-59.941%
1510	Access Control	Technical Skills	Security	1	28,886	1.562%	3,993	1.537%	-0.024%	-1.557%
987	Access servers & software	Technical Skills	Network	10	65,259	3.528%	8,255	3.179%	-0.350%	-9.916%
38	Agile Development Methods	Technical Skills	Software development	13	102,011	5.515%	23,377	9.001%	3.486%	63.198%
304	Algorithmic software	Technical Skills	Business applications	1	39	0.002%	0	0.000%	-0.002%	-100.000%
1546	Alienvault	Technical Skills	Security	1	186	0.010%	37	0.014%	0.004%	41.665%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,427	0.077%	226	0.087%	0.010%	12.786%
1352	Android	Technical Skills	Mobile Platforms	3	15,926	0.861%	3,152	1.214%	0.353%	40.946%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	8,380	0.453%	1,054	0.406%	-0.047%	-10.429%
120	Apple operating systems	Technical Skills	Business applications	6	36,266	1.961%	5,710	2.199%	0.238%	12.127%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,636	0.088%	57	0.022%	-0.067%	-75.188%
1543	ArcSight	Technical Skills	Security	1	4,162	0.225%	216	0.083%	-0.142%	-63.041%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	32,992	1.784%	14,078	5.421%	3.637%	203.882%
1432	Attribute-Based Access Control	Technical Skills	Security	2	399	0.022%	124	0.048%	0.026%	121.320%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	24	0.001%	5	0.002%	0.001%	48.365%
1265	Backup & Recovery	Technical Skills	Technical applications	16	159,707	8.635%	16,996	6.544%	-2.091%	-24.213%
1386	Biometric	Technical Skills	Information mgmt	2	5,577	0.302%	319	0.123%	-0.179%	-59.265%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,638	0.629%	197	0.076%	-0.553%	-87.945%
336	Borland Delphi	Technical Skills	Business applications	1	2,032	0.110%	127	0.049%	-0.061%	-55.491%
337	Borland JBuilder	Technical Skills	Business applications	1	1,056	0.057%	1	0.000%	-0.057%	-99.326%
338	Borland Paradox	Technical Skills	Business applications	1	231	0.012%	52	0.020%	0.008%	60.311%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,281	0.069%	605	0.233%	0.164%	236.340%
72	Business Continuity Planning	Technical Skills	Hardware	2	31,645	1.711%	4,686	1.804%	0.093%	5.456%
352	Cadence Opus	Technical Skills	Business applications	1	469	0.025%	29	0.011%	-0.014%	-55.965%
868	Calculators	Technical Skills	Hardware	1	3,072	0.166%	517	0.199%	0.033%	19.851%
39	CASE Tools	Technical Skills	Software development	1	122,582	6.628%	18,856	7.260%	0.633%	9.546%
367	Categorization or classification software	Technical Skills	Business applications	1	6,208	0.336%	495	0.191%	-0.145%	-43.216%
1469	CCPA	Technical Skills	Security	1	2,014	0.109%	1,265	0.487%	0.378%	347.305%
1478	Center for Internet Security	Technical Skills	Security	1	124,656	6.740%	24,994	9.624%	2.884%	42.789%
1441	Certificate management	Technical Skills	Security	1	1,428	0.077%	355	0.137%	0.059%	77.041%
112	Certification	Technical Skills	Misc	3	481,734	26.046%	78,409	30.191%	4.145%	15.913%
78	Cisco	Technical Skills	Hardware	1	106,476	5.757%	7,905	3.044%	-2.713%	-47.128%
1009	Cisco Systems IOS	Technical Skills	Network	1	22,055	1.192%	3,722	1.433%	0.241%	20.183%
40	Client-Server	Technical Skills	Software development	1	33,778	1.826%	1,152	0.444%	-1.383%	-75.712%
1437	Cloud Access Security Broker	Technical Skills	Security	1	878	0.047%	441	0.170%	0.122%	257.698%
1438	Cloud Configuration Management	Technical Skills	Security	1	2,069	0.112%	336	0.129%	0.018%	15.652%
1445	Cloud Migration	Technical Skills	Security	1	2,000	0.108%	1,020	0.393%	0.285%	263.197%
1455	cloud security	Technical Skills	Security	1	7,567	0.409%	3,302	1.271%	0.862%	210.761%
1456	Cloud Security Posture Management	Technical Skills	Security	1	242	0.013%	107	0.041%	0.028%	214.877%
1486	Cloud Services	Technical Skills	Security	1	18,525	1.002%	5,494	2.115%	1.114%	111.204%
1011	Cluster server software	Technical Skills	Network	9	20,905	1.130%	1,967	0.757%	-0.373%	-32.992%
1147	CMAKE	Technical Skills	Software development	1	141	0.008%	22	0.008%	0.001%	11.116%
1151	Compatibility testing	Technical Skills	Software development	1	306	0.017%	30	0.012%	-0.005%	-30.181%
1152	Compilers	Technical Skills	Software development	5	17,946	0.970%	3,216	1.238%	0.268%	27.621%
1255	Compliance software	Technical Skills	Technical applications	4	23,234	1.256%	4,251	1.637%	0.381%	30.299%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	14,832	0.802%	1,854	0.714%	-0.088%	-10.981%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	2,632	0.142%	407	0.157%	0.014%	10.124%
875	Computer diagnostics	Technical Skills	Hardware	5	83,715	4.526%	12,183	4.691%	0.165%	3.639%
1107	Computer forensics	Technical Skills	Security	1	5,978	0.323%	549	0.211%	-0.112%	-34.598%
1266	Computer Hardware	Technical Skills	Hardware	15	54,191	2.930%	7,336	2.825%	-0.105%	-3.594%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,345	0.073%	73	0.028%	-0.045%	-61.348%
1015	Computer servers	Technical Skills	Network	6	159,056	8.600%	14,273	5.496%	-3.104%	-36.095%
1267	Computer Utilities	Technical Skills	Misc	2	458	0.025%	37	0.014%	-0.011%	-42.468%
1447	Configuration Management Database	Technical Skills	Security	1	6,081	0.329%	1,116	0.430%	0.101%	30.696%
1448	Container security	Technical Skills	Security	1	290	0.016%	155	0.060%	0.044%	280.633%
1449	Containers	Technical Skills	Security	1	19,276	1.042%	5,040	1.941%	0.898%	86.203%
59	Content Manager	Technical Skills	Business applications	1	2,928	0.158%	73	0.028%	-0.130%	-82.245%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,997	0.108%	773	0.298%	0.190%	175.660%
1396	Continuous Improvement	Technical Skills	Software development	1	57,939	3.133%	14,809	5.702%	2.569%	82.023%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	38,268	2.069%	13,053	5.026%	2.957%	142.911%
1453	Control Plane	Technical Skills	Security	1	147	0.008%	32	0.012%	0.004%	55.026%
878	Controllers	Technical Skills	Hardware	3	13,086	0.708%	1,510	0.581%	-0.126%	-17.824%
1454	Crown Jewels	Technical Skills	Security	1	58	0.003%	10	0.004%	0.001%	22.785%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,670	0.090%	479	0.184%	0.094%	104.264%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	7,417	0.401%	720	0.277%	-0.124%	-30.868%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,758	7.124%	12,490	4.809%	-2.315%	-32.492%
1368	Cyber Security	Technical Skills	Information mgmt	3	86,840	4.695%	23,143	8.911%	4.216%	89.790%
1479	Cybersecurity Framework	Technical Skills	Security	2	6,362	0.344%	2,739	1.055%	0.711%	206.599%
1492	Data Access Governance	Technical Skills	Security	1	419	0.023%	128	0.049%	0.027%	117.555%
953	Data acquisition systems	Technical Skills	Information mgmt	1	8,913	0.482%	931	0.358%	-0.123%	-25.613%
1434	Data classification	Technical Skills	Security	1	2,241	0.121%	630	0.243%	0.121%	100.203%
955	Data compression software	Technical Skills	Information mgmt	1	2,563	0.139%	260	0.100%	-0.038%	-27.757%
956	Data conversion software	Technical Skills	Information mgmt	1	10,324	0.558%	717	0.276%	-0.282%	-50.541%
958	Data dictionary	Technical Skills	Information mgmt	1	5,946	0.321%	553	0.213%	-0.109%	-33.767%
1495	Data discovery	Technical Skills	Security	1	1,867	0.101%	479	0.184%	0.083%	82.711%
959	Data entry	Technical Skills	Information mgmt	1	36,144	1.954%	2,704	1.041%	-0.913%	-46.723%
1502	Data Loss Prevention	Technical Skills	Security	1	9,394	0.508%	2,048	0.789%	0.281%	55.257%
962	Data mapping	Technical Skills	Information mgmt	1	11,689	0.632%	1,363	0.525%	-0.107%	-16.959%
67	Data Mining	Technical Skills	Information mgmt	5	30,694	1.660%	4,580	1.763%	0.104%	6.264%
963	Data modeling	Technical Skills	Information mgmt	1	60,814	3.288%	5,719	2.202%	-1.086%	-33.029%
1496	Data retention	Technical Skills	Security	1	1,892	0.102%	256	0.099%	-0.004%	-3.641%
1494	Data tagging	Technical Skills	Security	1	199	0.011%	10	0.004%	-0.007%	-64.213%
68	Data Warehousing	Technical Skills	Information mgmt	2	87,615	4.737%	8,169	3.145%	-1.592%	-33.601%
69	Database Administration	Technical Skills	Information mgmt	12	113,529	6.138%	9,407	3.622%	-2.516%	-40.991%
969	Database design software	Technical Skills	Information mgmt	16	84,443	4.566%	7,207	2.775%	-1.791%	-39.220%
1268	Database Reporting	Technical Skills	Information mgmt	3	29,961	1.620%	1,360	0.524%	-1.096%	-67.674%
1373	Database Security	Technical Skills	Information mgmt	1	695	0.038%	217	0.084%	0.046%	122.355%
1269	Database Security	Technical Skills	Information mgmt	2	146	0.008%	18	0.007%	-0.001%	-12.200%
1270	Database Servers	Technical Skills	Information mgmt	3	17,468	0.944%	465	0.179%	-0.765%	-81.042%
1271	Database Testing	Technical Skills	Information mgmt	1	1,426	0.077%	94	0.036%	-0.041%	-53.056%
1160	Debugging	Technical Skills	Software development	7	95,496	5.163%	13,510	5.202%	0.039%	0.749%
1385	Decryption	Technical Skills	Information mgmt	2	521	0.028%	111	0.043%	0.015%	51.725%
1559	Demisto	Technical Skills	Security	1	52	0.003%	22	0.008%	0.006%	201.295%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,231	0.283%	324	0.125%	-0.158%	-55.890%
418	Desktop publishing software	Technical Skills	Business applications	13	32,504	1.757%	7,496	2.886%	1.129%	64.235%
1272	Development Environment	Technical Skills	Software development	13	56,889	3.076%	6,346	2.443%	-0.632%	-20.559%
1498	Device Management	Technical Skills	Security	1	4,843	0.262%	1,259	0.485%	0.223%	85.133%
1273	Digital Imaging	Technical Skills	Hardware	1	1,304	0.071%	47	0.018%	-0.052%	-74.332%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,881	0.102%	162	0.062%	-0.039%	-38.666%
1446	Digital Transformation	Technical Skills	Security	1	12,445	0.673%	5,643	2.173%	1.500%	222.915%
1472	DISA	Technical Skills	Security	1	13,772	0.745%	1,831	0.705%	-0.040%	-5.319%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,953	0.268%	347	0.134%	-0.134%	-50.108%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,509	0.082%	348	0.134%	0.052%	64.234%
1504	DMZ	Technical Skills	Network	1	3,056	0.165%	227	0.087%	-0.078%	-47.101%
1451	Docker	Technical Skills	Security	1	16,413	0.887%	7,031	2.707%	1.820%	205.072%
1307	Doctor of Philosophy	Technical Skills	Misc	3	51,438	2.781%	6,499	2.502%	-0.279%	-10.022%
973	Document management software	Technical Skills	Information mgmt	4	21,494	1.162%	2,379	0.916%	-0.246%	-21.178%
1020	Domain name system (DNS)	Technical Skills	Network	3	53,883	2.913%	5,263	2.026%	-0.887%	-30.441%
61	Dreamweaver	Technical Skills	Software development	1	5,549	0.300%	212	0.082%	-0.218%	-72.792%
54	DSS/GDSS	Technical Skills	Business applications	5	27,796	1.503%	3,095	1.192%	-0.311%	-20.704%
425	Dynamic modeling software	Technical Skills	Business applications	1	41	0.002%	1	0.000%	-0.002%	-82.630%
62	Eclipse	Technical Skills	Software development	1	23,006	1.244%	1,691	0.651%	-0.593%	-47.655%
1308	Electronic Commerce	Technical Skills	Business applications	2	45,331	2.451%	4,798	1.847%	-0.603%	-24.623%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	16,902	0.914%	1,451	0.559%	-0.355%	-38.863%
1023	Electronic mail software	Technical Skills	Network	8	30,142	1.630%	2,918	1.124%	-0.506%	-31.058%
1384	Encryption	Technical Skills	Information mgmt	1	167	0.009%	47	0.018%	0.009%	100.426%
1507	Endpoint	Technical Skills	Security	1	11,906	0.644%	3,673	1.414%	0.771%	119.699%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	115,535	6.247%	13,767	5.301%	-0.946%	-15.141%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	129,000	6.975%	13,261	5.106%	-1.869%	-26.792%
1321	Environmental Certification	Technical Skills	Environmental	1	354	0.019%	75	0.029%	0.010%	50.880%
1328	Environmental Cleanup	Technical Skills	Environmental	3	347	0.019%	194	0.075%	0.056%	298.148%
1329	Environmental Energy	Technical Skills	Environmental	25	9,638	0.521%	1,572	0.605%	0.084%	16.155%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	6,172	0.334%	1,110	0.427%	0.094%	28.077%
1327	Environmental Pollution	Technical Skills	Environmental	27	9,616	0.520%	2,860	1.101%	0.581%	111.809%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,480	0.242%	796	0.306%	0.064%	26.534%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,843	0.100%	583	0.224%	0.125%	125.276%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	18,030	0.975%	1,291	0.497%	-0.478%	-49.008%
1331	Environmental Science	Technical Skills	Environmental	2	1,242	0.067%	31	0.012%	-0.055%	-82.225%
1322	Environmental Technology	Technical Skills	Environmental	2	616	0.033%	103	0.040%	0.006%	19.077%
1470	EPRI	Technical Skills	Security	1	61	0.003%	7	0.003%	-0.001%	-18.278%
1551	Exabeam	Technical Skills	Security	1	85	0.005%	45	0.017%	0.013%	277.022%
461	Expert system software	Technical Skills	Business applications	1	926	0.050%	236	0.091%	0.041%	81.499%
1359	Facebook	Technical Skills	Social Networking	1	143,334	7.750%	3,257	1.254%	-6.496%	-83.818%
463	Facilities management software	Technical Skills	Business applications	4	10,465	0.566%	1,143	0.440%	-0.126%	-22.218%
1476	FedRAMP	Technical Skills	Security	1	4,000	0.216%	1,316	0.507%	0.290%	134.298%
1467	FINRA	Technical Skills	Security	1	1,765	0.095%	618	0.238%	0.143%	149.354%
1556	FireEye	Technical Skills	Security	1	1,322	0.071%	199	0.077%	0.005%	7.200%
1464	FISMA	Technical Skills	Security	1	12,859	0.695%	1,245	0.479%	-0.216%	-31.050%
468	Flight control software	Technical Skills	Business applications	1	202	0.011%	17	0.007%	-0.004%	-40.066%
1508	Flow analysis	Technical Skills	Security	1	4,595	0.248%	421	0.162%	-0.086%	-34.752%
469	Flowchart software	Technical Skills	Business applications	5	5,902	0.319%	795	0.306%	-0.013%	-4.073%
1367	Forensic	Technical Skills	Information mgmt	2	28,282	1.529%	4,287	1.651%	0.122%	7.948%
1552	Fortinet	Technical Skills	Security	1	1,721	0.093%	433	0.167%	0.074%	79.176%
1112	Fraud Detection	Technical Skills	Security	1	15,767	0.852%	3,415	1.315%	0.462%	54.246%
63	FrontPage	Technical Skills	Software development	1	1,504	0.081%	9	0.003%	-0.078%	-95.738%
475	Fund accounting software	Technical Skills	Business applications	1	1,603	0.087%	193	0.074%	-0.012%	-14.257%
1260	Gaming	Technical Skills	Misc	2	24,735	1.337%	3,844	1.480%	0.143%	10.674%
1468	GDPR	Technical Skills	Security	1	4,265	0.231%	1,942	0.748%	0.517%	224.267%
113	Generic databases	Technical Skills	Information mgmt	2	257,495	13.922%	28,304	10.898%	-3.024%	-21.720%
1365	Google Apps	Technical Skills	Business applications	4	5,463	0.295%	1,180	0.454%	0.159%	53.824%
1364	Google Plus	Technical Skills	Social Networking	1	85	0.005%	0	0.000%	-0.005%	-100.000%
1512	Governance	Technical Skills	Security	1	97,228	5.257%	23,318	8.978%	3.722%	70.794%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	120,461	6.513%	15,800	6.084%	-0.429%	-6.592%
484	Graphic software	Technical Skills	Business applications	16	121,683	6.579%	12,072	4.648%	-1.931%	-29.348%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,679	0.848%	552	0.213%	-0.635%	-74.928%
1323	Green IT	Technical Skills	Environmental	9	3,565	0.193%	355	0.137%	-0.056%	-29.084%
893	Guidance systems	Technical Skills	Hardware	1	89	0.005%	9	0.003%	-0.001%	-27.985%
1371	Hacking	Technical Skills	Information mgmt	5	11,163	0.604%	1,755	0.676%	0.072%	11.962%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	177	0.010%	48	0.018%	0.009%	93.126%
1277	Hardware Design	Technical Skills	Hardware	21	8,921	0.482%	1,107	0.426%	-0.056%	-11.630%
1278	Hardware Testing	Technical Skills	Hardware	4	2,787	0.151%	407	0.157%	0.006%	3.999%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	2,200	0.119%	631	0.243%	0.124%	104.258%
492	Helpdesk or call center	Technical Skills	Business applications	2	94,101	5.088%	10,192	3.924%	-1.163%	-22.867%
1465	HIPAA	Technical Skills	Security	1	38,330	2.072%	6,737	2.594%	0.522%	25.170%
1473	HITRUST	Technical Skills	Security	1	3,490	0.189%	1,087	0.419%	0.230%	121.808%
1377	Homeland Security	Technical Skills	Information mgmt	1	61,679	3.335%	2,377	0.915%	-2.420%	-72.555%
1487	IaaS	Technical Skills	Security	1	8,408	0.455%	2,970	1.144%	0.689%	151.557%
114	IBM databases	Technical Skills	Information mgmt	2	42,377	2.291%	2,646	1.019%	-1.272%	-55.534%
121	IBM operating systems	Technical Skills	Business applications	4	29,970	1.620%	1,311	0.505%	-1.116%	-68.848%
1513	Identity Access Management	Technical Skills	Security	2	24,853	1.344%	5,258	2.025%	0.681%	50.666%
1511	Identity Governance and Administration	Technical Skills	Security	1	463	0.025%	281	0.108%	0.083%	332.213%
898	Image capture devices	Technical Skills	Hardware	9	12,626	0.683%	2,379	0.916%	0.233%	34.184%
524	Industrial control software	Technical Skills	Business applications	3	7,677	0.415%	1,472	0.567%	0.152%	36.549%
1485	Industrial Control Systems	Technical Skills	Security	1	4,289	0.232%	778	0.300%	0.068%	29.180%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	25,172	1.361%	3,301	1.271%	-0.090%	-6.610%
1375	Information Security	Technical Skills	Information mgmt	3	132,551	7.167%	22,301	8.587%	1.420%	19.816%
899	Infrared	Technical Skills	Hardware	1	1,172	0.063%	69	0.027%	-0.037%	-58.073%
1491	Infrastructure as Code	Technical Skills	Security	1	4,970	0.269%	2,259	0.870%	0.601%	223.692%
1180	Installation	Technical Skills	Software development	1	176,161	9.525%	17,622	6.785%	-2.739%	-28.761%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	357	0.019%	12	0.005%	-0.015%	-76.062%
536	Internet browser software	Technical Skills	Business applications	4	10,303	0.557%	663	0.255%	-0.302%	-54.173%
1483	Internet of Things	Technical Skills	Security	1	7,628	0.412%	2,610	1.005%	0.593%	143.670%
1578	Internet proxy	Technical Skills	Security	1	230	0.012%	36	0.014%	0.001%	11.467%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	28,104	1.520%	2,661	1.025%	-0.495%	-32.571%
541	Inventory management software	Technical Skills	Business applications	3	17,134	0.926%	2,335	0.899%	-0.027%	-2.949%
1463	ISO 22301	Technical Skills	Security	1	88	0.005%	32	0.012%	0.008%	158.964%
1459	ISO 27000	Technical Skills	Security	1	2,172	0.117%	415	0.160%	0.042%	36.070%
1460	ISO 27001	Technical Skills	Security	1	11,743	0.635%	2,891	1.113%	0.478%	75.324%
1461	ISO 27002	Technical Skills	Security	1	1,435	0.078%	172	0.066%	-0.011%	-14.641%
1414	ISO 9000	Technical Skills	Software development	1	3,102	0.168%	102	0.039%	-0.128%	-76.583%
73	IT Architecture/Standards	Technical Skills	Hardware	2	18,287	0.989%	2,731	1.052%	0.063%	6.354%
1515	IT Service Management	Technical Skills	Security	1	18,365	0.993%	4,098	1.578%	0.585%	58.911%
1481	ITIL	Technical Skills	Security	1	71,712	3.877%	10,609	4.085%	0.208%	5.355%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,204	0.065%	3	0.001%	-0.064%	-98.226%
1035	Kernel	Technical Skills	Network	1	3,856	0.208%	291	0.112%	-0.096%	-46.256%
1442	Key management	Technical Skills	Security	1	4,558	0.246%	712	0.274%	0.028%	11.244%
1450	Kubernetes	Technical Skills	Security	1	12,614	0.682%	6,471	2.492%	1.810%	265.335%
1279	Laser tools	Technical Skills	Hardware	1	20	0.001%	7	0.003%	0.002%	149.253%
907	Lasers	Technical Skills	Hardware	1	269	0.015%	41	0.016%	0.001%	8.544%
1516	Least Privilege	Technical Skills	Security	1	1,133	0.061%	405	0.156%	0.095%	154.564%
1038	License management software	Technical Skills	Network	1	1,788	0.097%	283	0.109%	0.012%	12.718%
1361	LinkedIn	Technical Skills	Social Networking	1	16,701	0.903%	3,966	1.527%	0.624%	69.115%
1544	LogRhythm	Technical Skills	Security	1	800	0.043%	127	0.049%	0.006%	13.054%
908	Mainframe computers	Technical Skills	Hardware	2	45,096	2.438%	3,147	1.212%	-1.226%	-50.303%
124	Mainframe operating systems	Technical Skills	Business applications	8	20,216	1.093%	1,025	0.395%	-0.698%	-63.892%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	32,101	1.736%	2,300	0.886%	-0.850%	-48.975%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	16,466	0.890%	2,116	0.815%	-0.076%	-8.483%
1549	McAfee Enterprise Security	Technical Skills	Security	1	48	0.003%	2	0.001%	-0.002%	-70.327%
1281	Medical software	Technical Skills	Business applications	9	19,174	1.037%	2,575	0.991%	-0.045%	-4.361%
1452	Mesos	Technical Skills	Security	1	402	0.022%	70	0.027%	0.005%	24.007%
1517	Metadata analysis	Technical Skills	Security	1	159	0.009%	22	0.008%	-0.000%	-1.463%
1555	Micro Focus	Technical Skills	Security	1	1,530	0.083%	214	0.082%	-0.000%	-0.392%
1433	Micro-segmentation	Technical Skills	Security	1	304	0.016%	128	0.049%	0.033%	199.853%
115	Microsoft databases	Technical Skills	Information mgmt	5	227,760	12.314%	17,342	6.677%	-5.637%	-45.776%
119	Microsoft operating systems	Technical Skills	Business applications	4	321,852	17.402%	27,888	10.738%	-6.664%	-38.293%
1518	MITRE	Technical Skills	Security	1	3,443	0.186%	767	0.295%	0.109%	58.647%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,055	0.165%	430	0.166%	0.000%	0.237%
1581	Mobile security	Technical Skills	Security	2	1,252	0.068%	190	0.073%	0.005%	8.074%
1431	Multi-Factor Authentication	Technical Skills	Security	3	4,117	0.223%	1,295	0.499%	0.276%	124.007%
625	Multimedia	Technical Skills	Business applications	1	19,750	1.068%	1,054	0.406%	-0.662%	-61.995%
1362	MySpace	Technical Skills	Social Networking	1	1,965	0.106%	0	0.000%	-0.106%	-100.000%
1471	NERC	Technical Skills	Security	1	3,603	0.195%	636	0.245%	0.050%	25.709%
1548	NetWitness	Technical Skills	Security	1	525	0.028%	81	0.031%	0.003%	9.875%
1499	Network Access Control	Technical Skills	Security	2	5,440	0.294%	656	0.253%	-0.042%	-14.123%
74	Network administration	Technical Skills	Hardware	17	444,755	24.047%	228,801	88.098%	64.051%	266.361%
1282	Network Administration software	Technical Skills	Network	18	108,400	5.861%	12,683	4.883%	-0.977%	-16.677%
1519	Network discovery	Technical Skills	Security	1	429	0.023%	73	0.028%	0.005%	21.182%
1283	Network Hardware	Technical Skills	Network	11	64,584	3.492%	6,253	2.408%	-1.084%	-31.050%
1284	Network Monitoring software	Technical Skills	Network	15	46,468	2.512%	4,690	1.806%	-0.707%	-28.123%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,298	0.124%	279	0.107%	-0.017%	-13.538%
1369	Network Security	Technical Skills	Information mgmt	1	9,276	0.502%	763	0.294%	-0.208%	-41.422%
1122	Network security	Technical Skills	Security	1	68,490	3.703%	7,510	2.892%	-0.811%	-21.912%
1285	Network Security software	Technical Skills	Security	37	172,308	9.316%	25,076	9.655%	0.339%	3.640%
1503	Network Segmentation	Technical Skills	Network	1	1,177	0.064%	340	0.131%	0.067%	105.719%
1286	Network software	Technical Skills	Network	6	319,748	17.288%	228,212	87.871%	70.583%	408.280%
1287	Network Testing	Technical Skills	Network	11	23,244	1.257%	2,809	1.082%	-0.175%	-13.938%
1521	Next Generation Firewall	Technical Skills	Security	2	975	0.053%	328	0.126%	0.074%	139.575%
1458	NIST	Technical Skills	Security	1	44,578	2.410%	10,815	4.164%	1.754%	72.774%
1065	Novell network software	Technical Skills	Network	2	2,531	0.137%	65	0.025%	-0.112%	-81.711%
643	Oberon	Technical Skills	Business applications	1	173	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	18,372	0.993%	658	0.253%	-0.740%	-74.494%
41	Object Oriented Programming	Technical Skills	Software development	5	108,804	5.883%	7,790	2.999%	-2.883%	-49.012%
1288	Office Applications	Technical Skills	Business applications	13	352,342	19.050%	48,394	18.634%	-0.416%	-2.186%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	17,328	0.937%	569	0.219%	-0.718%	-76.615%
116	Open-source databases	Technical Skills	Information mgmt	4	50,386	2.724%	6,431	2.476%	-0.248%	-9.105%
118	Open-source operating systems	Technical Skills	Business applications	8	179,090	9.683%	18,801	7.239%	-2.444%	-25.238%
56	Operating Systems	Technical Skills	Business applications	3	177,111	9.576%	19,092	7.351%	-2.225%	-23.232%
1482	Operational Technology	Technical Skills	Security	1	5,315	0.287%	1,332	0.513%	0.226%	78.473%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,570	0.085%	357	0.137%	0.053%	61.935%
117	Oracle databases	Technical Skills	Information mgmt	1	270,539	14.627%	19,523	7.517%	-7.110%	-48.609%
1529	Orchestration & Automation	Technical Skills	Security	1	296	0.016%	86	0.033%	0.017%	106.909%
1488	PaaS	Technical Skills	Security	1	9,428	0.510%	3,450	1.328%	0.819%	160.599%
1354	Palm OS	Technical Skills	Mobile Platforms	3	167	0.009%	0	0.000%	-0.009%	-100.000%
1522	Panorama	Technical Skills	Security	1	594	0.032%	150	0.058%	0.026%	79.836%
1466	Payment Card Industry	Technical Skills	Security	1	33,075	1.788%	6,241	2.403%	0.615%	34.378%
1376	Penetration Testing	Technical Skills	Information mgmt	5	92,170	4.983%	14,364	5.531%	0.547%	10.984%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,196	0.173%	747	0.288%	0.115%	66.451%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,502	0.189%	914	0.352%	0.163%	85.867%
1289	Physical Tools	Technical Skills	Hardware	1	92	0.005%	20	0.008%	0.003%	54.816%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,034	0.705%	2,076	0.799%	0.095%	13.429%
1525	Policy Decision Point	Technical Skills	Security	1	616	0.033%	68	0.026%	-0.007%	-21.386%
1526	Policy Enforcement Point	Technical Skills	Security	1	643	0.035%	64	0.025%	-0.010%	-29.117%
686	Polka	Technical Skills	Business applications	1	60	0.003%	10	0.004%	0.001%	18.692%
931	Printers	Technical Skills	Hardware	4	28,210	1.525%	5,117	1.970%	0.445%	29.177%
1430	Privileged Account Management	Technical Skills	Security	2	14,021	0.758%	903	0.348%	-0.410%	-54.135%
43	Programming	Technical Skills	Software development	1	357,064	19.305%	38,094	14.668%	-4.638%	-24.023%
700	Provisioning	Technical Skills	Business applications	1	29,882	1.616%	4,534	1.746%	0.130%	8.055%
1545	QRadar	Technical Skills	Security	1	1,532	0.083%	253	0.097%	0.015%	17.607%
1531	Quality of Service	Technical Skills	Security	1	12,803	0.692%	1,776	0.684%	-0.008%	-1.212%
1405	Rapid Application Development	Technical Skills	Software development	2	7,218	0.390%	230	0.089%	-0.302%	-77.307%
1553	Rapid7	Technical Skills	Security	1	972	0.053%	305	0.117%	0.065%	123.463%
1258	Rate Control	Technical Skills	Technical applications	1	14	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	15,685	0.848%	274	0.106%	-0.743%	-87.559%
1077	Remote control software	Technical Skills	Network	2	2,226	0.120%	195	0.075%	-0.045%	-37.615%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	973	0.053%	58	0.022%	-0.030%	-57.549%
1379	Risk Analysis	Technical Skills	Information mgmt	1	19,386	1.048%	2,906	1.119%	0.071%	6.753%
1262	Robotics	Technical Skills	Hardware	3	10,797	0.584%	3,442	1.325%	0.742%	127.029%
1532	Role-Based Access Control	Technical Skills	Security	3	3,873	0.209%	489	0.188%	-0.021%	-10.085%
1318	RSA	Technical Skills	Security	1	9,532	0.515%	589	0.227%	-0.289%	-55.995%
1489	SaaS	Technical Skills	Security	1	29,125	1.575%	8,403	3.235%	1.661%	105.467%
1429	SASE	Technical Skills	Security	2	475	0.026%	268	0.103%	0.078%	301.804%
1533	SCCM	Technical Skills	Security	1	11,115	0.601%	2,110	0.812%	0.211%	35.190%
44	SDLC	Technical Skills	Software development	7	218,791	11.829%	24,420	9.403%	-2.427%	-20.514%
1500	SecOps	Technical Skills	Security	2	5,677	0.307%	2,888	1.112%	0.805%	262.285%
1537	Secure SDLC	Technical Skills	Security	1	12,035	0.651%	171	0.066%	-0.585%	-89.881%
1132	Secure shell (SSH)	Technical Skills	Security	1	83	0.004%	1	0.000%	-0.004%	-91.420%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	18,762	1.014%	1,857	0.715%	-0.299%	-29.514%
1569	Secure Web Gateway	Technical Skills	Security	1	1,350	0.073%	201	0.077%	0.004%	6.032%
76	Security	Technical Skills	Hardware	4	1,076,755	58.217%	95,595	36.808%	-21.409%	-36.775%
1382	Security Audit	Technical Skills	Information mgmt	1	3,217	0.174%	417	0.161%	-0.013%	-7.688%
1315	Security Clearance	Technical Skills	Misc	2	195,447	10.567%	16,211	6.242%	-4.325%	-40.932%
1477	Security Frameworks	Technical Skills	Security	1	8,518	0.461%	2,472	0.952%	0.491%	106.673%
1540	Security Information and Event Management	Technical Skills	Security	1	14,575	0.788%	3,698	1.424%	0.636%	80.689%
1584	Security Information Management	Technical Skills	Security	1	3,760	0.203%	143	0.055%	-0.148%	-72.916%
1567	Security Operations Center	Technical Skills	Security	1	16,865	0.912%	4,610	1.775%	0.863%	94.665%
1381	Security Plan	Technical Skills	Information mgmt	1	4,137	0.224%	512	0.197%	-0.027%	-11.863%
1380	Security Policy	Technical Skills	Information mgmt	2	57,581	3.113%	8,419	3.242%	0.128%	4.125%
1457	Security Standards	Technical Skills	Security	1	28,001	1.514%	5,175	1.993%	0.479%	31.616%
1135	Security testing software	Technical Skills	Security	1	7,818	0.423%	1,163	0.448%	0.025%	5.939%
1550	Securonix	Technical Skills	Security	1	86	0.005%	9	0.003%	-0.001%	-25.472%
1538	Segmentation	Technical Skills	Security	1	8,360	0.452%	1,742	0.671%	0.219%	48.393%
60	Sharepoint Server	Technical Skills	Business applications	1	5,757	0.311%	102	0.039%	-0.272%	-87.382%
1084	Signal generators	Technical Skills	Network	1	250	0.014%	19	0.007%	-0.006%	-45.876%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,886	0.589%	529	0.204%	-0.385%	-65.393%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	43,019	2.326%	5,002	1.926%	-0.400%	-17.195%
1220	Simulation software	Technical Skills	Software development	5	24,021	1.299%	2,532	0.975%	-0.324%	-24.934%
1568	Single Sign-On	Technical Skills	Security	3	14,292	0.773%	2,336	0.899%	0.127%	16.400%
1558	SOAR	Technical Skills	Security	1	1,485	0.080%	549	0.211%	0.131%	163.280%
1475	SOC 2	Technical Skills	Security	1	4,240	0.229%	1,545	0.595%	0.366%	159.499%
1366	Social Network	Technical Skills	Social Networking	1	2,426	0.131%	179	0.069%	-0.062%	-47.455%
1358	Social Networking	Technical Skills	Social Networking	1	8,714	0.471%	156	0.060%	-0.411%	-87.251%
1534	Software Defined Network	Technical Skills	Security	2	1,458	0.079%	294	0.113%	0.034%	43.603%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,244	0.067%	531	0.204%	0.137%	203.981%
42	Software Development	Technical Skills	Software development	2	327,993	17.734%	35,538	13.684%	-4.050%	-22.838%
1291	Software Development software	Technical Skills	Software development	3	2,698	0.146%	76	0.029%	-0.117%	-79.939%
1309	Software Engineering	Technical Skills	Software development	1	156,281	8.450%	20,504	7.895%	-0.555%	-6.566%
1292	Software Installation	Technical Skills	Software development	4	222,737	12.043%	29,783	11.468%	-0.575%	-4.776%
1223	Software libraries	Technical Skills	Software development	1	348	0.019%	30	0.012%	-0.007%	-38.608%
1293	Software Maintenance	Technical Skills	Software development	1	8,366	0.452%	525	0.202%	-0.250%	-55.310%
1294	Software Testing	Technical Skills	Software development	14	186,414	10.079%	24,149	9.298%	-0.781%	-7.744%
1225	Source code management (SCM)	Technical Skills	Software development	5	46,653	2.522%	5,507	2.120%	-0.402%	-15.936%
1541	Splunk	Technical Skills	Security	1	13,333	0.721%	4,133	1.591%	0.870%	120.755%
1229	Static analysis software	Technical Skills	Software development	1	667	0.036%	110	0.042%	0.006%	17.446%
772	Statistical analysis software	Technical Skills	Business applications	27	158,188	8.553%	27,617	10.634%	2.081%	24.330%
774	Statistical software	Technical Skills	Business applications	1	85,595	4.628%	19,305	7.433%	2.805%	60.618%
1230	Stress testing software	Technical Skills	Software development	1	3,882	0.210%	638	0.246%	0.036%	17.041%
1547	sumo logic	Technical Skills	Security	1	472	0.026%	164	0.063%	0.038%	147.443%
122	Sun operating systems	Technical Skills	Business applications	3	59,017	3.191%	1,442	0.555%	-2.636%	-82.600%
939	Surveillance systems	Technical Skills	Hardware	5	19,387	1.048%	3,202	1.233%	0.185%	17.621%
1564	Swimlane	Technical Skills	Security	1	69	0.004%	28	0.011%	0.007%	188.989%
791	Symantec software	Technical Skills	Business applications	1	11,662	0.631%	524	0.202%	-0.429%	-68.001%
1355	Symbian	Technical Skills	Mobile Platforms	1	35	0.002%	0	0.000%	-0.002%	-100.000%
1310	System Administration	Technical Skills	Network	4	135,697	7.337%	14,181	5.460%	-1.876%	-25.577%
45	System Testing	Technical Skills	Software development	5	39,644	2.143%	3,959	1.524%	-0.619%	-28.882%
46	Systems Analysis	Technical Skills	Software development	8	199,365	10.779%	23,285	8.966%	-1.813%	-16.824%
47	Systems Design	Technical Skills	Software development	1	30,308	1.639%	2,958	1.139%	-0.500%	-30.495%
1233	Systems Evaluation	Technical Skills	Software development	1	511	0.028%	116	0.045%	0.017%	61.663%
1234	Systems integration	Technical Skills	Software development	8	157,267	8.503%	6,024	2.319%	-6.183%	-72.722%
75	TCP/IP	Technical Skills	Hardware	3	73,572	3.978%	6,616	2.547%	-1.430%	-35.959%
1235	Technology Design	Technical Skills	Software development	1	5,315	0.287%	327	0.126%	-0.161%	-56.186%
1236	Templates	Technical Skills	Software development	1	32,198	1.741%	4,557	1.755%	0.014%	0.791%
1239	Test implementation	Technical Skills	Software development	1	1,056	0.057%	295	0.114%	0.056%	98.944%
1302	Testing	Technical Skills	Software development	1	582,941	31.518%	75,233	28.968%	-2.550%	-8.091%
1435	Threat Intelligence	Technical Skills	Security	1	5,264	0.285%	1,656	0.638%	0.353%	124.036%
1561	ThreatConnect	Technical Skills	Security	1	85	0.005%	22	0.008%	0.004%	84.322%
1571	Traffic Analysis	Technical Skills	Security	1	2,279	0.123%	285	0.110%	-0.013%	-10.942%
1570	Traffic Capture	Technical Skills	Security	1	62	0.003%	6	0.002%	-0.001%	-31.082%
1297	Training software	Technical Skills	Business applications	3	2,724	0.147%	464	0.179%	0.031%	21.306%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,214	0.120%	174	0.067%	-0.053%	-44.031%
1360	Twitter	Technical Skills	Social Networking	1	23,270	1.258%	2,923	1.125%	-0.133%	-10.545%
1411	Unified Process	Technical Skills	Software development	1	3,942	0.213%	55	0.021%	-0.192%	-90.064%
123	UNIX operating systems	Technical Skills	Business applications	5	183,239	9.907%	9,177	3.534%	-6.374%	-64.334%
1298	UNIX Shells	Technical Skills	Business applications	4	43,612	2.358%	3,020	1.163%	-1.195%	-50.686%
1410	Use Case	Technical Skills	Software development	1	14,719	0.796%	1,250	0.481%	-0.315%	-39.521%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	179	0.010%	89	0.034%	0.025%	254.087%
1572	User Behavior Analytics	Technical Skills	Security	1	248	0.013%	92	0.035%	0.022%	164.185%
48	User-Interface Design	Technical Skills	Software development	2	70,057	3.788%	8,438	3.249%	-0.539%	-14.225%
836	Video creation and editing software	Technical Skills	Business applications	3	2,950	0.159%	111	0.043%	-0.117%	-73.204%
1574	Virtual Machine	Technical Skills	Security	1	10,890	0.589%	1,442	0.555%	-0.034%	-5.700%
840	Visual Color Discrimination	Technical Skills	Business applications	2	172	0.009%	49	0.019%	0.010%	102.880%
64	Visual Studio	Technical Skills	Software development	1	46,632	2.521%	3,351	1.290%	-1.231%	-48.824%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,884	0.102%	145	0.056%	-0.046%	-45.190%
77	Voice/Data Telecom	Technical Skills	Hardware	10	148,376	8.022%	11,856	4.565%	-3.457%	-43.095%
1575	Vulnerability Management	Technical Skills	Security	1	15,940	0.862%	3,801	1.464%	0.602%	69.817%
1583	Vulnerability Testing	Technical Skills	Security	1	2,751	0.149%	347	0.134%	-0.015%	-10.172%
1577	Web Application Firewall	Technical Skills	Security	1	2,304	0.125%	704	0.271%	0.146%	117.602%
1299	Web Application Server	Technical Skills	Business applications	8	66,327	3.586%	1,970	0.759%	-2.828%	-78.848%
1248	Web platform development software	Technical Skills	Software development	5	2,473	0.134%	13	0.005%	-0.129%	-96.256%
65	web programmer	Technical Skills	Software development	4	26,211	1.417%	1,536	0.591%	-0.826%	-58.267%
1579	Web proxy	Technical Skills	Security	1	961	0.052%	131	0.050%	-0.002%	-2.922%
58	Web servers	Technical Skills	Business applications	6	97,009	5.245%	5,725	2.204%	-3.041%	-57.972%
49	Web-based Application Development	Technical Skills	Software development	2	64,196	3.471%	3,855	1.484%	-1.987%	-57.235%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,537	0.137%	77	0.030%	-0.108%	-78.386%
1102	Wireless	Technical Skills	Network	5	65,212	3.526%	7,538	2.902%	-0.623%	-17.681%
1363	YouTube	Technical Skills	Social Networking	2	3,612	0.195%	1,100	0.424%	0.228%	116.879%
1524	Zero Trust	Technical Skills	Security	2	700	0.038%	503	0.194%	0.156%	411.732%
79	.NET	Programming Skills	Current	1	145,824	7.884%	9,832	3.786%	-4.099%	-51.984%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	10	0.001%	2	0.001%	0.000%	42.430%
209	A programming language (APL)	Programming Skills	Legacy	2	2,550	0.138%	337	0.130%	-0.008%	-5.884%
99	Ada	Programming Skills	Legacy	1	17,925	0.969%	4,677	1.801%	0.832%	85.815%
80	AJAX	Programming Skills	Current	1	49,592	2.681%	1,570	0.605%	-2.077%	-77.454%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	46	0.002%	2	0.001%	-0.002%	-69.037%
192	Apple AppleScript	Programming Skills	Current	1	116	0.006%	24	0.009%	0.003%	47.342%
81	ASP	Programming Skills	Current	2	99,471	5.378%	4,771	1.837%	-3.541%	-65.843%
108	Assembly	Programming Skills	Legacy	2	1,462	0.079%	67	0.026%	-0.053%	-67.364%
211	AWK	Programming Skills	Legacy	1	2,072	0.112%	105	0.040%	-0.072%	-63.911%
83	C#	Programming Skills	Current	2	125,363	6.778%	11,200	4.312%	-2.466%	-36.376%
82	C/C++	Programming Skills	Current	3	399,322	21.590%	207,771	80.000%	58.410%	270.539%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	83,825	4.532%	9,100	3.504%	-1.028%	-22.689%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	478	0.026%	10	0.004%	-0.022%	-85.101%
84	CGI	Programming Skills	Current	2	10,710	0.579%	376	0.145%	-0.434%	-74.998%
217	Clipper	Programming Skills	Legacy	1	255	0.014%	5	0.002%	-0.012%	-86.036%
218	CLU	Programming Skills	Legacy	1	198	0.011%	9	0.003%	-0.007%	-67.629%
100	Cobol	Programming Skills	Legacy	1	16,889	0.913%	1,267	0.488%	-0.425%	-46.575%
85	ColdFusion	Programming Skills	Current	2	9,682	0.523%	340	0.131%	-0.393%	-74.992%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	358	0.019%	9	0.003%	-0.016%	-82.097%
195	Component object model (COM)	Programming Skills	Current	1	178	0.010%	3	0.001%	-0.008%	-87.997%
125	Database programming	Programming Skills	Current	3	26,592	1.438%	1,443	0.556%	-0.882%	-61.355%
1501	DevOps	Programming Skills	Misc	1	35,381	1.913%	14,821	5.707%	3.794%	198.318%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,701	0.092%	12	0.005%	-0.087%	-94.976%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	115,769	6.259%	111,962	43.110%	36.851%	588.733%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,589	0.140%	451	0.174%	0.034%	24.056%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,743	0.581%	292	0.112%	-0.468%	-80.643%
109	Forth	Programming Skills	Legacy	1	17,869	0.966%	7,723	2.974%	2.008%	207.793%
102	Fortran	Programming Skills	Legacy	1	1,719	0.093%	44	0.017%	-0.076%	-81.772%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	229,189	12.392%	14,429	5.556%	-6.836%	-55.165%
222	J	Programming Skills	Legacy	1	7,270	0.393%	1,066	0.410%	0.017%	4.423%
87	Java/J2EE/J2P	Programming Skills	Current	4	260,260	14.072%	22,955	8.839%	-5.233%	-37.188%
97	JavaScript	Programming Skills	Current	3	148,058	8.005%	17,370	6.688%	-1.317%	-16.451%
89	JavaServer Faces	Programming Skills	Current	3	9,720	0.526%	331	0.127%	-0.398%	-75.749%
88	JavaServer Pages	Programming Skills	Current	3	37,715	2.039%	1,644	0.633%	-1.406%	-68.957%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,998	0.486%	511	0.197%	-0.290%	-59.557%
126	LAMP	Programming Skills	Current	1	5,210	0.282%	218	0.084%	-0.198%	-70.202%
104	Lisp	Programming Skills	Legacy	1	271	0.015%	65	0.025%	0.010%	70.811%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,262	0.068%	421	0.162%	0.094%	137.572%
201	Microsoft ActiveX	Programming Skills	Current	1	1,446	0.078%	27	0.010%	-0.068%	-86.703%
107	Pascal	Programming Skills	Legacy	1	777	0.042%	14	0.005%	-0.037%	-87.168%
90	Perl	Programming Skills	Current	1	63,475	3.432%	3,841	1.479%	-1.953%	-56.906%
91	PHP	Programming Skills	Current	1	34,733	1.878%	3,072	1.183%	-0.695%	-37.013%
103	PL/1	Programming Skills	Legacy	3	387	0.021%	44	0.017%	-0.004%	-19.032%
105	Prolog	Programming Skills	Legacy	1	272	0.015%	26	0.010%	-0.005%	-31.927%
95	Python	Programming Skills	Current	1	83,536	4.517%	24,194	9.316%	4.799%	106.256%
227	R	Programming Skills	Current	1	347,167	18.770%	223,823	86.181%	67.411%	359.133%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,832	0.802%	21	0.008%	-0.794%	-98.992%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	20,336	1.100%	3,161	1.217%	0.118%	10.696%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	319	0.017%	18	0.007%	-0.010%	-59.816%
206	Scripting languages	Programming Skills	Current	1	25,430	1.375%	3,895	1.500%	0.125%	9.077%
101	Smalltalk	Programming Skills	Legacy	1	295	0.016%	2	0.001%	-0.015%	-95.172%
92	SQL	Programming Skills	Current	3	473,983	25.627%	47,438	18.266%	-7.361%	-28.725%
110	TCL	Programming Skills	Legacy	1	2,615	0.141%	104	0.040%	-0.101%	-71.677%
98	Unified Modeling Language	Programming Skills	Current	2	32,305	1.747%	851	0.328%	-1.419%	-81.240%
93	Visual Basic	Programming Skills	Current	6	109,484	5.919%	5,690	2.191%	-3.729%	-62.989%
207	Web service definition language (WSDL)	Programming Skills	Current	2	9,106	0.492%	474	0.183%	-0.310%	-62.930%
94	XML	Programming Skills	Current	2	138,473	7.487%	7,912	3.046%	-4.440%	-59.309%
1342	Computer Science	Majors	Computer Science	2	1,115,425	60.308%	127,760	49.193%	-11.115%	-18.431%
1344	Information Technology	Majors	Information Technology	3	695,141	37.584%	77,022	29.657%	-7.928%	-21.093%
1343	Management Information Systems	Majors	Management Information Systems	9	1,640,589	88.702%	225,057	86.656%	-2.046%	-2.307%

cs Degrees

Computer Science	2023-02-13	Jobs Found:	4,104,097	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	16,639	0.405%	2,418	0.733%	0.328%	80.812%
2	Attention to Details	Soft Skills	Problem-solving skills	2	16,437	0.401%	1,412	0.428%	0.028%	6.883%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	23,126	0.563%	2,648	0.803%	0.239%	42.468%
231	Cooperation	Soft Skills	Interpersonal skills	1	32,556	0.793%	2,697	0.818%	0.024%	3.074%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	22,830	0.556%	2,878	0.873%	0.316%	56.850%
3	Creativity	Soft Skills	Problem-solving skills	4	149,468	3.642%	14,981	4.542%	0.900%	24.707%
4	Critical thinking	Soft Skills	Problem-solving skills	3	74,118	1.806%	11,192	3.393%	1.587%	87.881%
1300	Flexibility	Soft Skills	Work ethic	1	156,818	3.821%	22,275	6.753%	2.932%	76.734%
232	Independence	Soft Skills	Interpersonal skills	1	22,807	0.556%	2,511	0.761%	0.206%	36.986%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	519,155	12.650%	44,781	13.576%	0.926%	7.324%
256	Innovation	Soft Skills	Problem-solving skills	1	389,628	9.494%	52,687	15.973%	6.479%	68.249%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	380,711	9.276%	37,868	11.480%	2.204%	23.759%
1422	Internship	Soft Skills	Work ethic	3	84,012	2.047%	6,436	1.951%	-0.096%	-4.682%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	3,038	0.074%	462	0.140%	0.066%	89.214%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	301,616	7.349%	34,393	10.427%	3.078%	41.878%
10	Leadership	Soft Skills	Interpersonal skills	1	852,886	20.781%	83,277	25.247%	4.465%	21.488%
258	Learning	Soft Skills	Problem-solving skills	1	415,774	10.131%	67,516	20.469%	10.338%	102.045%
1	Learning Ability	Soft Skills	Problem-solving skills	3	84,710	2.064%	8,194	2.484%	0.420%	20.354%
236	Listening	Soft Skills	Language skills	1	67,630	1.648%	7,574	2.296%	0.648%	39.343%
260	Mathematics	Soft Skills	Problem-solving skills	3	323,036	7.871%	32,216	9.767%	1.896%	24.085%
261	Memorization	Soft Skills	Problem-solving skills	2	233	0.006%	40	0.012%	0.006%	113.601%
18	Negotiation Skills	Soft Skills	Language skills	1	29,722	0.724%	2,055	0.623%	-0.101%	-13.973%
262	Optimization	Soft Skills	Problem-solving skills	1	232,017	5.653%	20,767	6.296%	0.643%	11.366%
19	Oral Communications	Soft Skills	Language skills	5	64,718	1.577%	5,408	1.640%	0.063%	3.970%
273	Persistence	Soft Skills	Work ethic	1	18,341	0.447%	1,501	0.455%	0.008%	1.825%
239	Persuasion	Soft Skills	Language skills	1	6,281	0.153%	657	0.199%	0.046%	30.147%
1301	Physical Skill	Soft Skills	Work ethic	2	8,370	0.204%	1,583	0.480%	0.276%	135.317%
240	Presentations	Soft Skills	Language skills	1	189,661	4.621%	18,314	5.552%	0.931%	20.144%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	816,915	19.905%	65,055	19.722%	-0.182%	-0.916%
20	Questioning skills	Soft Skills	Language skills	1	1,414	0.034%	126	0.038%	0.004%	10.871%
241	Reading Comprehension	Soft Skills	Language skills	1	1,064	0.026%	125	0.038%	0.012%	46.173%
6	Research skills	Soft Skills	Problem-solving skills	1	7,087	0.173%	623	0.189%	0.016%	9.377%
15	Responsibility	Soft Skills	Work ethic	2	390,933	9.525%	37,657	11.416%	1.891%	19.851%
234	Self Control	Soft Skills	Interpersonal skills	1	562	0.014%	50	0.015%	0.001%	10.696%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,095	0.027%	24	0.007%	-0.019%	-72.729%
16	Self-management	Soft Skills	Work ethic	1	5,685	0.139%	510	0.155%	0.016%	11.619%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,320	0.032%	225	0.068%	0.036%	112.084%
12	Teamwork	Soft Skills	Interpersonal skills	1	179,932	4.384%	16,126	4.889%	0.505%	11.511%
17	Time Management	Soft Skills	Work ethic	2	151,507	3.692%	16,254	4.928%	1.236%	33.483%
268	Visualization	Soft Skills	Problem-solving skills	1	86,536	2.109%	14,485	4.391%	2.283%	108.267%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,512	0.086%	942	0.286%	0.200%	233.730%
21	Written Communications	Soft Skills	Language skills	5	622,354	15.164%	45,429	13.773%	-1.392%	-9.177%
172	Account management	Business Skills	Management skills	1	36,179	0.882%	3,601	1.092%	0.210%	23.841%
22	Accounting	Business Skills	Business processes	4	221,176	5.389%	16,131	4.890%	-0.499%	-9.255%
1263	Accounting software	Business Skills	Business processes	8	27,992	0.682%	2,490	0.755%	0.073%	10.679%
174	Administration	Business Skills	Management skills	3	821,066	20.006%	58,373	17.697%	-2.309%	-11.543%
1313	Analyst	Business Skills	Project management	1	601,489	14.656%	51,173	15.514%	0.858%	5.855%
175	Application management	Business Skills	Management skills	5	296,505	7.225%	18,961	5.748%	-1.476%	-20.434%
150	Asset management	Business Skills	Business processes	1	54,684	1.332%	7,080	2.146%	0.814%	61.091%
151	Auditing	Business Skills	Business processes	5	181,862	4.431%	20,211	6.127%	1.696%	38.275%
1264	Auditing software	Business Skills	Business processes	1	117	0.003%	18	0.005%	0.003%	91.419%
152	Billing	Business Skills	Business processes	1	60,203	1.467%	4,851	1.471%	0.004%	0.256%
153	Bills of Lading	Business Skills	Business processes	1	177	0.004%	27	0.008%	0.004%	89.797%
1314	Business Analyst	Business Skills	Project management	1	194,694	4.744%	14,281	4.330%	-0.414%	-8.735%
35	Business Intelligence	Business Skills	Strategy skills	1	172,899	4.213%	13,237	4.013%	-0.200%	-4.743%
155	Business performance management (BPM)	Business Skills	Business processes	2	21,432	0.522%	718	0.218%	-0.305%	-58.317%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	34,835	0.849%	1,017	0.308%	-0.540%	-63.675%
36	Business Strategy	Business Skills	Strategy skills	3	760,072	18.520%	82,901	25.133%	6.613%	35.707%
182	Calendar and scheduling	Business Skills	Project management	3	150,677	3.671%	12,449	3.774%	0.103%	2.798%
156	Capacity planning	Business Skills	Business processes	1	80,969	1.973%	3,332	1.010%	-0.963%	-48.798%
28	Change Management	Business Skills	Management skills	1	156,051	3.802%	13,283	4.027%	0.225%	5.908%
183	Content workflow	Business Skills	Project management	1	141	0.003%	7	0.002%	-0.001%	-38.230%
24	Contracting and legal	Business Skills	Business processes	2	190,875	4.651%	24,228	7.345%	2.694%	57.931%
176	Coordination	Business Skills	Management skills	1	185,849	4.528%	18,661	5.657%	1.129%	24.932%
157	Cost accounting	Business Skills	Business processes	1	2,771	0.068%	234	0.071%	0.003%	5.070%
158	Cost estimation	Business Skills	Business processes	1	3,123	0.076%	162	0.049%	-0.027%	-35.458%
1312	Customer Support	Business Skills	Business processes	6	748,008	18.226%	56,454	17.115%	-1.111%	-6.095%
1339	Education	Business Skills	Industry Segment	1	43,443	1.059%	7,632	2.314%	1.255%	118.583%
1333	Energy	Business Skills	Industry Segment	1	202,303	4.929%	17,953	5.443%	0.513%	10.416%
1340	Entertainment	Business Skills	Industry Segment	1	84,623	2.062%	6,688	2.028%	-0.034%	-1.665%
1319	Environmental	Business Skills	Environmental	18	107,758	2.626%	16,808	5.096%	2.470%	94.073%
1320	Environmental Strategy	Business Skills	Environmental	14	67,777	1.651%	14,832	4.497%	2.845%	172.280%
161	Financial	Business Skills	Business processes	2	1,078,600	26.281%	288,365	87.423%	61.141%	232.645%
1275	Financial Analysis software	Business Skills	Business processes	9	3,141	0.077%	341	0.103%	0.027%	35.078%
1332	Health Care	Business Skills	Industry Segment	2	455,263	11.093%	42,374	12.846%	1.753%	15.807%
1341	Hospitality	Business Skills	Industry Segment	4	279,718	6.816%	75,234	22.808%	15.993%	234.651%
177	Human resources	Business Skills	Management skills	2	139,537	3.400%	14,481	4.390%	0.990%	29.124%
1336	Insurance	Business Skills	Industry Segment	1	21,556	0.525%	1,243	0.377%	-0.148%	-28.253%
1316	Managing/Supervision	Business Skills	Management skills	6	2,020,409	49.229%	152,003	46.082%	-3.147%	-6.392%
1334	Manufacturing	Business Skills	Industry Segment	2	235,086	5.728%	18,077	5.480%	-0.248%	-4.325%
26	Marketing	Business Skills	Business processes	1	345,585	8.420%	40,179	12.181%	3.760%	44.658%
185	Monitoring	Business Skills	Project management	1	495,981	12.085%	44,320	13.436%	1.351%	11.182%
179	Negotiation	Business Skills	Management skills	1	120,927	2.946%	10,740	3.256%	0.310%	10.504%
163	Operation and Control	Business Skills	Business processes	3	2,866	0.070%	163	0.049%	-0.020%	-29.236%
29	Outsourcing Management	Business Skills	Management skills	3	74,691	1.820%	2,210	0.670%	-1.150%	-63.185%
167	Procurement	Business Skills	Business processes	1	64,451	1.570%	6,454	1.957%	0.386%	24.594%
1290	Project Management software	Business Skills	Project management	3	84,124	2.050%	3,893	1.180%	-0.870%	-42.421%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	644,953	15.715%	47,038	14.260%	-1.455%	-9.256%
168	Quality	Business Skills	Business processes	1	1,231,852	30.015%	106,877	32.402%	2.386%	7.950%
1337	Real Estate	Business Skills	Industry Segment	2	28,554	0.696%	3,257	0.987%	0.292%	41.922%
1335	Retail	Business Skills	Industry Segment	2	558,371	13.605%	40,695	12.337%	-1.268%	-9.319%
34	Risk Management	Business Skills	Project management	1	124,369	3.030%	15,599	4.729%	1.699%	56.057%
169	Service Orientation	Business Skills	Business processes	1	26,611	0.648%	1,690	0.512%	-0.136%	-20.982%
27	Supply Chain Management	Business Skills	Business processes	3	110,716	2.698%	10,735	3.254%	0.557%	20.640%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,505	0.159%	351	0.106%	-0.052%	-32.864%
178	Teaching	Business Skills	Management skills	7	122,394	2.982%	16,817	5.098%	2.116%	70.957%
190	Timekeeping	Business Skills	Project management	3	44,340	1.080%	4,421	1.340%	0.260%	24.058%
1296	Timekeeping software	Business Skills	Project management	1	4,603	0.112%	467	0.142%	0.029%	26.233%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,041	0.098%	175	0.053%	-0.045%	-46.118%
180	Troubleshooting	Business Skills	Management skills	1	563,345	13.726%	40,745	12.353%	-1.374%	-10.009%
181	Verification	Business Skills	Management skills	1	292,329	7.123%	21,644	6.562%	-0.561%	-7.878%
1338	Waste Management	Business Skills	Industry Segment	1	2,942	0.072%	146	0.044%	-0.027%	-38.254%
191	Workflow	Business Skills	Project management	1	179,656	4.377%	15,383	4.664%	0.286%	6.536%
31	Working Globally	Business Skills	Management skills	3	19,916	0.485%	446	0.135%	-0.350%	-72.137%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,723	0.188%	575	0.174%	-0.014%	-7.364%
51	4GL	Technical Skills	Software development	3	5,624	0.137%	166	0.050%	-0.087%	-63.275%
1510	Access Control	Technical Skills	Security	1	42,828	1.044%	4,161	1.261%	0.218%	20.884%
987	Access servers & software	Technical Skills	Network	10	122,922	2.995%	8,432	2.556%	-0.439%	-14.651%
38	Agile Development Methods	Technical Skills	Software development	13	346,244	8.437%	34,050	10.323%	1.886%	22.358%
304	Algorithmic software	Technical Skills	Business applications	1	136	0.003%	7	0.002%	-0.001%	-35.959%
1546	Alienvault	Technical Skills	Security	1	339	0.008%	37	0.011%	0.003%	35.800%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,334	0.130%	372	0.113%	-0.017%	-13.226%
1352	Android	Technical Skills	Mobile Platforms	3	95,224	2.320%	6,885	2.087%	-0.233%	-10.039%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	60,569	1.476%	3,222	0.977%	-0.499%	-33.813%
120	Apple operating systems	Technical Skills	Business applications	6	126,231	3.076%	11,736	3.558%	0.482%	15.678%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	8,239	0.201%	760	0.230%	0.030%	14.772%
1543	ArcSight	Technical Skills	Security	1	5,776	0.141%	283	0.086%	-0.055%	-39.038%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	163,752	3.990%	34,563	10.478%	6.488%	162.617%
1432	Attribute-Based Access Control	Technical Skills	Security	2	574	0.014%	79	0.024%	0.010%	71.243%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	280	0.007%	68	0.021%	0.014%	202.169%
1265	Backup & Recovery	Technical Skills	Technical applications	16	299,785	7.305%	17,791	5.394%	-1.911%	-26.160%
1386	Biometric	Technical Skills	Information mgmt	2	10,399	0.253%	497	0.151%	-0.103%	-40.535%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,648	0.625%	231	0.070%	-0.555%	-88.794%
336	Borland Delphi	Technical Skills	Business applications	1	5,971	0.145%	152	0.046%	-0.099%	-68.327%
337	Borland JBuilder	Technical Skills	Business applications	1	3,865	0.094%	8	0.002%	-0.092%	-97.425%
338	Borland Paradox	Technical Skills	Business applications	1	332	0.008%	20	0.006%	-0.002%	-25.047%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,873	0.046%	602	0.183%	0.137%	299.905%
72	Business Continuity Planning	Technical Skills	Hardware	2	46,927	1.143%	4,517	1.369%	0.226%	19.764%
352	Cadence Opus	Technical Skills	Business applications	1	1,480	0.036%	36	0.011%	-0.025%	-69.735%
868	Calculators	Technical Skills	Hardware	1	3,026	0.074%	315	0.095%	0.022%	29.521%
39	CASE Tools	Technical Skills	Software development	1	175,963	4.287%	18,637	5.650%	1.363%	31.781%
367	Categorization or classification software	Technical Skills	Business applications	1	18,158	0.442%	759	0.230%	-0.212%	-47.992%
1469	CCPA	Technical Skills	Security	1	2,423	0.059%	1,289	0.391%	0.332%	561.909%
1478	Center for Internet Security	Technical Skills	Security	1	56,896	1.386%	11,017	3.340%	1.954%	140.924%
1441	Certificate management	Technical Skills	Security	1	2,776	0.068%	455	0.138%	0.070%	103.934%
112	Certification	Technical Skills	Misc	3	720,824	17.564%	72,820	22.077%	4.513%	25.696%
78	Cisco	Technical Skills	Hardware	1	185,923	4.530%	8,958	2.716%	-1.814%	-40.052%
1009	Cisco Systems IOS	Technical Skills	Network	1	96,741	2.357%	7,774	2.357%	-0.000%	-0.016%
40	Client-Server	Technical Skills	Software development	1	70,142	1.709%	1,476	0.447%	-1.262%	-73.818%
1437	Cloud Access Security Broker	Technical Skills	Security	1	1,140	0.028%	471	0.143%	0.115%	414.061%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,643	0.089%	374	0.113%	0.025%	27.735%
1445	Cloud Migration	Technical Skills	Security	1	3,719	0.091%	1,128	0.342%	0.251%	277.382%
1455	cloud security	Technical Skills	Security	1	11,142	0.271%	3,582	1.086%	0.814%	300.001%
1456	Cloud Security Posture Management	Technical Skills	Security	1	254	0.006%	103	0.031%	0.025%	404.547%
1486	Cloud Services	Technical Skills	Security	1	52,474	1.279%	8,708	2.640%	1.361%	106.478%
1011	Cluster server software	Technical Skills	Network	9	67,846	1.653%	3,233	0.980%	-0.673%	-40.710%
1147	CMAKE	Technical Skills	Software development	1	1,969	0.048%	226	0.069%	0.021%	42.811%
1151	Compatibility testing	Technical Skills	Software development	1	2,142	0.052%	80	0.024%	-0.028%	-53.530%
1152	Compilers	Technical Skills	Software development	5	44,170	1.076%	3,375	1.023%	-0.053%	-4.930%
1255	Compliance software	Technical Skills	Technical applications	4	20,347	0.496%	2,480	0.752%	0.256%	51.653%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	37,762	0.920%	3,704	1.123%	0.203%	22.043%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	5,847	0.142%	300	0.091%	-0.052%	-36.161%
875	Computer diagnostics	Technical Skills	Hardware	5	189,461	4.616%	16,739	5.075%	0.458%	9.928%
1107	Computer forensics	Technical Skills	Security	1	8,805	0.215%	417	0.126%	-0.088%	-41.074%
1266	Computer Hardware	Technical Skills	Hardware	15	95,116	2.318%	8,319	2.522%	0.204%	8.822%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,825	0.069%	131	0.040%	-0.029%	-42.303%
1015	Computer servers	Technical Skills	Network	6	373,116	9.091%	16,667	5.053%	-4.038%	-44.421%
1267	Computer Utilities	Technical Skills	Misc	2	3,465	0.084%	248	0.075%	-0.009%	-10.947%
1447	Configuration Management Database	Technical Skills	Security	1	7,606	0.185%	831	0.252%	0.067%	35.939%
1448	Container security	Technical Skills	Security	1	411	0.010%	156	0.047%	0.037%	372.260%
1449	Containers	Technical Skills	Security	1	48,669	1.186%	8,774	2.660%	1.474%	124.307%
59	Content Manager	Technical Skills	Business applications	1	2,952	0.072%	216	0.065%	-0.006%	-8.959%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,197	0.078%	828	0.251%	0.173%	222.245%
1396	Continuous Improvement	Technical Skills	Software development	1	100,446	2.447%	15,637	4.741%	2.293%	93.695%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	143,668	3.501%	25,677	7.784%	4.284%	122.373%
1453	Control Plane	Technical Skills	Security	1	1,811	0.044%	324	0.098%	0.054%	122.600%
878	Controllers	Technical Skills	Hardware	3	28,962	0.706%	2,419	0.733%	0.028%	3.922%
1454	Crown Jewels	Technical Skills	Security	1	243	0.006%	23	0.007%	0.001%	17.766%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,679	0.114%	643	0.195%	0.081%	70.984%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	14,190	0.346%	686	0.208%	-0.138%	-39.849%
53	Customer Relationship Management	Technical Skills	Business applications	9	187,730	4.574%	12,710	3.853%	-0.721%	-15.762%
1368	Cyber Security	Technical Skills	Information mgmt	3	127,177	3.099%	23,992	7.274%	4.175%	134.723%
1479	Cybersecurity Framework	Technical Skills	Security	2	5,100	0.124%	1,779	0.539%	0.415%	334.015%
1492	Data Access Governance	Technical Skills	Security	1	827	0.020%	100	0.030%	0.010%	50.450%
953	Data acquisition systems	Technical Skills	Information mgmt	1	23,246	0.566%	1,629	0.494%	-0.073%	-12.809%
1434	Data classification	Technical Skills	Security	1	2,794	0.068%	553	0.168%	0.100%	146.262%
955	Data compression software	Technical Skills	Information mgmt	1	13,953	0.340%	667	0.202%	-0.138%	-40.522%
956	Data conversion software	Technical Skills	Information mgmt	1	15,771	0.384%	637	0.193%	-0.191%	-49.745%
958	Data dictionary	Technical Skills	Information mgmt	1	10,654	0.260%	582	0.176%	-0.083%	-32.031%
1495	Data discovery	Technical Skills	Security	1	4,348	0.106%	560	0.170%	0.064%	60.250%
959	Data entry	Technical Skills	Information mgmt	1	18,238	0.444%	2,159	0.655%	0.210%	47.290%
1502	Data Loss Prevention	Technical Skills	Security	1	12,784	0.311%	1,979	0.600%	0.288%	92.609%
962	Data mapping	Technical Skills	Information mgmt	1	19,856	0.484%	1,147	0.348%	-0.136%	-28.126%
67	Data Mining	Technical Skills	Information mgmt	5	84,435	2.057%	6,694	2.029%	-0.028%	-1.358%
963	Data modeling	Technical Skills	Information mgmt	1	135,071	3.291%	7,755	2.351%	-0.940%	-28.564%
1496	Data retention	Technical Skills	Security	1	3,174	0.077%	268	0.081%	0.004%	5.057%
1494	Data tagging	Technical Skills	Security	1	380	0.009%	39	0.012%	0.003%	27.697%
68	Data Warehousing	Technical Skills	Information mgmt	2	194,057	4.728%	10,578	3.207%	-1.521%	-32.178%
69	Database Administration	Technical Skills	Information mgmt	12	243,180	5.925%	10,273	3.114%	-2.811%	-47.438%
969	Database design software	Technical Skills	Information mgmt	16	207,098	5.046%	8,846	2.682%	-2.364%	-46.854%
1268	Database Reporting	Technical Skills	Information mgmt	3	52,656	1.283%	1,146	0.347%	-0.936%	-72.921%
1373	Database Security	Technical Skills	Information mgmt	1	1,063	0.026%	220	0.067%	0.041%	157.506%
1269	Database Security	Technical Skills	Information mgmt	2	763	0.019%	51	0.015%	-0.003%	-16.834%
1270	Database Servers	Technical Skills	Information mgmt	3	44,114	1.075%	603	0.183%	-0.892%	-82.993%
1271	Database Testing	Technical Skills	Information mgmt	1	3,715	0.091%	186	0.056%	-0.034%	-37.705%
1160	Debugging	Technical Skills	Software development	7	319,698	7.790%	22,063	6.689%	-1.101%	-14.134%
1385	Decryption	Technical Skills	Information mgmt	2	1,503	0.037%	166	0.050%	0.014%	37.419%
1559	Demisto	Technical Skills	Security	1	90	0.002%	25	0.008%	0.005%	245.618%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,874	0.387%	528	0.160%	-0.227%	-58.615%
418	Desktop publishing software	Technical Skills	Business applications	13	67,414	1.643%	7,975	2.418%	0.775%	47.190%
1272	Development Environment	Technical Skills	Software development	13	214,516	5.227%	11,903	3.609%	-1.618%	-30.961%
1498	Device Management	Technical Skills	Security	1	9,809	0.239%	1,431	0.434%	0.195%	81.515%
1273	Digital Imaging	Technical Skills	Hardware	1	1,025	0.025%	67	0.020%	-0.005%	-18.670%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	13,685	0.333%	770	0.233%	-0.100%	-29.993%
1446	Digital Transformation	Technical Skills	Security	1	27,178	0.662%	8,797	2.667%	2.005%	302.731%
1472	DISA	Technical Skills	Security	1	12,313	0.300%	1,314	0.398%	0.098%	32.779%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	10,391	0.253%	389	0.118%	-0.135%	-53.421%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,595	0.088%	344	0.104%	0.017%	19.058%
1504	DMZ	Technical Skills	Network	1	6,736	0.164%	267	0.081%	-0.083%	-50.682%
1451	Docker	Technical Skills	Security	1	58,136	1.417%	14,948	4.532%	3.115%	219.916%
1307	Doctor of Philosophy	Technical Skills	Misc	3	189,686	4.622%	18,394	5.576%	0.955%	20.653%
973	Document management software	Technical Skills	Information mgmt	4	30,250	0.737%	1,705	0.517%	-0.220%	-29.871%
1020	Domain name system (DNS)	Technical Skills	Network	3	130,242	3.173%	6,477	1.964%	-1.210%	-38.124%
61	Dreamweaver	Technical Skills	Software development	1	15,551	0.379%	252	0.076%	-0.303%	-79.838%
54	DSS/GDSS	Technical Skills	Business applications	5	41,890	1.021%	2,419	0.733%	-0.287%	-28.150%
425	Dynamic modeling software	Technical Skills	Business applications	1	181	0.004%	30	0.009%	0.005%	106.225%
62	Eclipse	Technical Skills	Software development	1	80,737	1.967%	2,332	0.707%	-1.260%	-64.062%
1308	Electronic Commerce	Technical Skills	Business applications	2	172,805	4.211%	8,295	2.515%	-1.696%	-40.275%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	31,681	0.772%	1,476	0.447%	-0.324%	-42.032%
1023	Electronic mail software	Technical Skills	Network	8	56,717	1.382%	2,840	0.861%	-0.521%	-37.698%
1384	Encryption	Technical Skills	Information mgmt	1	484	0.012%	79	0.024%	0.012%	103.086%
1507	Endpoint	Technical Skills	Security	1	20,078	0.489%	3,869	1.173%	0.684%	139.760%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	171,268	4.173%	11,327	3.434%	-0.739%	-17.712%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	173,648	4.231%	11,311	3.429%	-0.802%	-18.954%
1321	Environmental Certification	Technical Skills	Environmental	1	427	0.010%	81	0.025%	0.014%	136.024%
1328	Environmental Cleanup	Technical Skills	Environmental	3	712	0.017%	68	0.021%	0.003%	18.830%
1329	Environmental Energy	Technical Skills	Environmental	25	17,081	0.416%	2,035	0.617%	0.201%	48.235%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	15,645	0.381%	2,177	0.660%	0.279%	73.134%
1327	Environmental Pollution	Technical Skills	Environmental	27	17,280	0.421%	5,598	1.697%	1.276%	303.077%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	7,903	0.193%	1,292	0.392%	0.199%	103.408%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	3,087	0.075%	530	0.161%	0.085%	113.618%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	10,053	0.245%	1,438	0.436%	0.191%	77.976%
1331	Environmental Science	Technical Skills	Environmental	2	570	0.014%	33	0.010%	-0.004%	-27.966%
1322	Environmental Technology	Technical Skills	Environmental	2	1,102	0.027%	191	0.058%	0.031%	115.650%
1470	EPRI	Technical Skills	Security	1	145	0.004%	11	0.003%	-0.000%	-5.611%
1551	Exabeam	Technical Skills	Security	1	291	0.007%	51	0.015%	0.008%	118.060%
461	Expert system software	Technical Skills	Business applications	1	1,873	0.046%	264	0.080%	0.034%	75.374%
1359	Facebook	Technical Skills	Social Networking	1	455,743	11.105%	5,879	1.782%	-9.322%	-83.950%
463	Facilities management software	Technical Skills	Business applications	4	7,849	0.191%	772	0.234%	0.043%	22.377%
1476	FedRAMP	Technical Skills	Security	1	3,997	0.097%	1,064	0.323%	0.225%	231.212%
1467	FINRA	Technical Skills	Security	1	2,503	0.061%	528	0.160%	0.099%	162.465%
1556	FireEye	Technical Skills	Security	1	2,998	0.073%	182	0.055%	-0.018%	-24.467%
1464	FISMA	Technical Skills	Security	1	13,092	0.319%	941	0.285%	-0.034%	-10.570%
468	Flight control software	Technical Skills	Business applications	1	1,575	0.038%	88	0.027%	-0.012%	-30.481%
1508	Flow analysis	Technical Skills	Security	1	4,580	0.112%	290	0.088%	-0.024%	-21.217%
469	Flowchart software	Technical Skills	Business applications	5	11,612	0.283%	909	0.276%	-0.007%	-2.601%
1367	Forensic	Technical Skills	Information mgmt	2	37,597	0.916%	4,007	1.215%	0.299%	32.606%
1552	Fortinet	Technical Skills	Security	1	4,544	0.111%	555	0.168%	0.058%	51.968%
1112	Fraud Detection	Technical Skills	Security	1	25,836	0.630%	3,446	1.045%	0.415%	65.954%
63	FrontPage	Technical Skills	Software development	1	2,544	0.062%	15	0.005%	-0.057%	-92.664%
475	Fund accounting software	Technical Skills	Business applications	1	853	0.021%	37	0.011%	-0.010%	-46.030%
1260	Gaming	Technical Skills	Misc	2	98,276	2.395%	8,558	2.594%	0.200%	8.349%
1468	GDPR	Technical Skills	Security	1	5,055	0.123%	1,787	0.542%	0.419%	339.847%
113	Generic databases	Technical Skills	Information mgmt	2	641,788	15.638%	38,357	11.629%	-4.009%	-25.638%
1365	Google Apps	Technical Skills	Business applications	4	14,650	0.357%	1,004	0.304%	-0.053%	-14.730%
1364	Google Plus	Technical Skills	Social Networking	1	1,562	0.038%	2	0.001%	-0.037%	-98.407%
1512	Governance	Technical Skills	Security	1	126,361	3.079%	19,280	5.845%	2.766%	89.842%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	201,292	4.905%	15,657	4.747%	-0.158%	-3.221%
484	Graphic software	Technical Skills	Business applications	16	286,133	6.972%	16,790	5.090%	-1.882%	-26.990%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	71,488	1.742%	1,387	0.420%	-1.321%	-75.860%
1323	Green IT	Technical Skills	Environmental	9	11,612	0.283%	1,326	0.402%	0.119%	42.081%
893	Guidance systems	Technical Skills	Hardware	1	238	0.006%	18	0.005%	-0.000%	-5.899%
1371	Hacking	Technical Skills	Information mgmt	5	23,485	0.572%	1,959	0.594%	0.022%	3.787%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,764	0.043%	224	0.068%	0.025%	57.997%
1277	Hardware Design	Technical Skills	Hardware	21	37,898	0.923%	3,551	1.077%	0.153%	16.582%
1278	Hardware Testing	Technical Skills	Hardware	4	11,416	0.278%	749	0.227%	-0.051%	-18.367%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,779	0.043%	348	0.106%	0.062%	143.389%
492	Helpdesk or call center	Technical Skills	Business applications	2	140,207	3.416%	11,183	3.390%	-0.026%	-0.760%
1465	HIPAA	Technical Skills	Security	1	44,622	1.087%	5,721	1.734%	0.647%	59.522%
1473	HITRUST	Technical Skills	Security	1	3,173	0.077%	847	0.257%	0.179%	232.133%
1377	Homeland Security	Technical Skills	Information mgmt	1	67,364	1.641%	2,493	0.756%	-0.886%	-53.954%
1487	IaaS	Technical Skills	Security	1	18,426	0.449%	3,414	1.035%	0.586%	130.532%
114	IBM databases	Technical Skills	Information mgmt	2	93,293	2.273%	2,830	0.858%	-1.415%	-62.257%
121	IBM operating systems	Technical Skills	Business applications	4	64,257	1.566%	1,291	0.391%	-1.174%	-75.002%
1513	Identity Access Management	Technical Skills	Security	2	33,577	0.818%	5,305	1.608%	0.790%	96.581%
1511	Identity Governance and Administration	Technical Skills	Security	1	554	0.013%	286	0.087%	0.073%	542.325%
898	Image capture devices	Technical Skills	Hardware	9	21,605	0.526%	2,233	0.677%	0.151%	28.598%
524	Industrial control software	Technical Skills	Business applications	3	19,418	0.473%	2,153	0.653%	0.180%	37.955%
1485	Industrial Control Systems	Technical Skills	Security	1	7,966	0.194%	1,168	0.354%	0.160%	82.432%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	62,669	1.527%	4,414	1.338%	-0.189%	-12.365%
1375	Information Security	Technical Skills	Information mgmt	3	180,582	4.400%	21,164	6.416%	2.016%	45.822%
899	Infrared	Technical Skills	Hardware	1	3,430	0.084%	203	0.062%	-0.022%	-26.362%
1491	Infrastructure as Code	Technical Skills	Security	1	11,512	0.281%	3,443	1.044%	0.763%	272.121%
1180	Installation	Technical Skills	Software development	1	324,329	7.903%	18,636	5.650%	-2.253%	-28.507%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,477	0.036%	43	0.013%	-0.023%	-63.777%
536	Internet browser software	Technical Skills	Business applications	4	20,797	0.507%	743	0.225%	-0.281%	-55.548%
1483	Internet of Things	Technical Skills	Security	1	30,562	0.745%	5,983	1.814%	1.069%	143.577%
1578	Internet proxy	Technical Skills	Security	1	544	0.013%	33	0.010%	-0.003%	-24.523%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	43,265	1.054%	2,641	0.801%	-0.254%	-24.050%
541	Inventory management software	Technical Skills	Business applications	3	19,103	0.465%	1,776	0.538%	0.073%	15.675%
1463	ISO 22301	Technical Skills	Security	1	91	0.002%	18	0.005%	0.003%	146.110%
1459	ISO 27000	Technical Skills	Security	1	2,599	0.063%	298	0.090%	0.027%	42.662%
1460	ISO 27001	Technical Skills	Security	1	12,419	0.303%	2,213	0.671%	0.368%	121.714%
1461	ISO 27002	Technical Skills	Security	1	1,555	0.038%	140	0.042%	0.005%	12.020%
1414	ISO 9000	Technical Skills	Software development	1	5,312	0.129%	87	0.026%	-0.103%	-79.622%
73	IT Architecture/Standards	Technical Skills	Hardware	2	27,785	0.677%	2,369	0.718%	0.041%	6.085%
1515	IT Service Management	Technical Skills	Security	1	27,347	0.666%	3,505	1.063%	0.396%	59.469%
1481	ITIL	Technical Skills	Security	1	107,798	2.627%	9,362	2.838%	0.212%	8.058%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,156	0.028%	3	0.001%	-0.027%	-96.771%
1035	Kernel	Technical Skills	Network	1	42,238	1.029%	1,232	0.374%	-0.656%	-63.708%
1442	Key management	Technical Skills	Security	1	8,456	0.206%	641	0.194%	-0.012%	-5.683%
1450	Kubernetes	Technical Skills	Security	1	39,618	0.965%	13,895	4.212%	3.247%	336.380%
1279	Laser tools	Technical Skills	Hardware	1	73	0.002%	25	0.008%	0.006%	326.104%
907	Lasers	Technical Skills	Hardware	1	1,289	0.031%	105	0.032%	0.000%	1.353%
1516	Least Privilege	Technical Skills	Security	1	1,200	0.029%	337	0.102%	0.073%	249.420%
1038	License management software	Technical Skills	Network	1	2,886	0.070%	322	0.098%	0.027%	38.822%
1361	LinkedIn	Technical Skills	Social Networking	1	43,664	1.064%	4,791	1.452%	0.389%	36.522%
1544	LogRhythm	Technical Skills	Security	1	934	0.023%	112	0.034%	0.011%	49.200%
908	Mainframe computers	Technical Skills	Hardware	2	76,797	1.871%	3,280	0.994%	-0.877%	-46.859%
124	Mainframe operating systems	Technical Skills	Business applications	8	47,283	1.152%	1,635	0.496%	-0.656%	-56.976%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	80,621	1.964%	2,814	0.853%	-1.111%	-56.572%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,586	0.380%	1,077	0.327%	-0.053%	-14.024%
1549	McAfee Enterprise Security	Technical Skills	Security	1	73	0.002%	2	0.001%	-0.001%	-65.912%
1281	Medical software	Technical Skills	Business applications	9	29,046	0.708%	3,076	0.933%	0.225%	31.765%
1452	Mesos	Technical Skills	Security	1	3,101	0.076%	205	0.062%	-0.013%	-17.747%
1517	Metadata analysis	Technical Skills	Security	1	266	0.006%	31	0.009%	0.003%	45.004%
1555	Micro Focus	Technical Skills	Security	1	2,774	0.068%	231	0.070%	0.002%	3.611%
1433	Micro-segmentation	Technical Skills	Security	1	479	0.012%	139	0.042%	0.030%	261.059%
115	Microsoft databases	Technical Skills	Information mgmt	5	553,154	13.478%	20,032	6.073%	-7.405%	-54.941%
119	Microsoft operating systems	Technical Skills	Business applications	4	781,408	19.040%	33,477	10.149%	-8.891%	-46.695%
1518	MITRE	Technical Skills	Security	1	7,258	0.177%	752	0.228%	0.051%	28.914%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	24,059	0.586%	947	0.287%	-0.299%	-51.025%
1581	Mobile security	Technical Skills	Security	2	3,468	0.085%	285	0.086%	0.002%	2.250%
1431	Multi-Factor Authentication	Technical Skills	Security	3	6,293	0.153%	1,483	0.450%	0.296%	193.212%
625	Multimedia	Technical Skills	Business applications	1	32,250	0.786%	1,455	0.441%	-0.345%	-43.865%
1362	MySpace	Technical Skills	Social Networking	1	3,924	0.096%	2	0.001%	-0.095%	-99.366%
1471	NERC	Technical Skills	Security	1	4,621	0.113%	542	0.164%	0.052%	45.936%
1548	NetWitness	Technical Skills	Security	1	674	0.016%	83	0.025%	0.009%	53.220%
1499	Network Access Control	Technical Skills	Security	2	8,919	0.217%	677	0.205%	-0.012%	-5.557%
74	Network administration	Technical Skills	Hardware	17	781,858	19.051%	286,664	86.907%	67.856%	356.188%
1282	Network Administration software	Technical Skills	Network	18	205,386	5.004%	13,612	4.127%	-0.878%	-17.539%
1519	Network discovery	Technical Skills	Security	1	596	0.015%	63	0.019%	0.005%	31.520%
1283	Network Hardware	Technical Skills	Network	11	146,131	3.561%	7,281	2.207%	-1.353%	-38.006%
1284	Network Monitoring software	Technical Skills	Network	15	107,790	2.626%	5,559	1.685%	-0.941%	-35.832%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,301	0.105%	164	0.050%	-0.055%	-52.557%
1369	Network Security	Technical Skills	Information mgmt	1	24,678	0.601%	1,033	0.313%	-0.288%	-47.918%
1122	Network security	Technical Skills	Security	1	124,684	3.038%	7,813	2.369%	-0.669%	-22.034%
1285	Network Security software	Technical Skills	Security	37	302,582	7.373%	25,107	7.612%	0.239%	3.241%
1503	Network Segmentation	Technical Skills	Network	1	1,677	0.041%	296	0.090%	0.049%	119.613%
1286	Network software	Technical Skills	Network	6	473,262	11.531%	286,045	86.719%	75.188%	652.023%
1287	Network Testing	Technical Skills	Network	11	62,447	1.522%	3,741	1.134%	-0.387%	-25.463%
1521	Next Generation Firewall	Technical Skills	Security	2	1,605	0.039%	303	0.092%	0.053%	134.891%
1458	NIST	Technical Skills	Security	1	41,375	1.008%	8,041	2.438%	1.430%	141.808%
1065	Novell network software	Technical Skills	Network	2	4,433	0.108%	73	0.022%	-0.086%	-79.511%
643	Oberon	Technical Skills	Business applications	1	438	0.011%	0	0.000%	-0.011%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	106,739	2.601%	1,687	0.511%	-2.089%	-80.335%
41	Object Oriented Programming	Technical Skills	Software development	5	520,798	12.690%	18,691	5.666%	-7.023%	-55.346%
1288	Office Applications	Technical Skills	Business applications	13	514,551	12.537%	38,184	11.576%	-0.961%	-7.668%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	41,002	0.999%	752	0.228%	-0.771%	-77.180%
116	Open-source databases	Technical Skills	Information mgmt	4	250,914	6.114%	13,541	4.105%	-2.009%	-32.853%
118	Open-source operating systems	Technical Skills	Business applications	8	694,581	16.924%	31,859	9.659%	-7.266%	-42.930%
56	Operating Systems	Technical Skills	Business applications	3	383,448	9.343%	23,272	7.055%	-2.288%	-24.486%
1482	Operational Technology	Technical Skills	Security	1	7,962	0.194%	1,497	0.454%	0.260%	133.937%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,859	0.070%	343	0.104%	0.034%	49.272%
117	Oracle databases	Technical Skills	Information mgmt	1	623,081	15.182%	21,010	6.370%	-8.812%	-58.045%
1529	Orchestration & Automation	Technical Skills	Security	1	703	0.017%	125	0.038%	0.021%	121.235%
1488	PaaS	Technical Skills	Security	1	22,511	0.549%	4,060	1.231%	0.682%	124.404%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,219	0.078%	1	0.000%	-0.078%	-99.613%
1522	Panorama	Technical Skills	Security	1	961	0.023%	156	0.047%	0.024%	101.976%
1466	Payment Card Industry	Technical Skills	Security	1	45,783	1.116%	5,492	1.665%	0.549%	49.254%
1376	Penetration Testing	Technical Skills	Information mgmt	5	126,160	3.074%	14,274	4.327%	1.253%	40.774%
1527	Personal Healthcare Information	Technical Skills	Security	1	4,110	0.100%	697	0.211%	0.111%	111.003%
1528	Personally Identifiable Information	Technical Skills	Security	1	5,187	0.126%	964	0.292%	0.166%	131.238%
1289	Physical Tools	Technical Skills	Hardware	1	353	0.009%	57	0.017%	0.009%	100.909%
683	Point of sale (POS)	Technical Skills	Business applications	3	24,433	0.595%	2,249	0.682%	0.086%	14.528%
1525	Policy Decision Point	Technical Skills	Security	1	1,087	0.026%	84	0.025%	-0.001%	-3.850%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,078	0.026%	87	0.026%	0.000%	0.415%
686	Polka	Technical Skills	Business applications	1	1,434	0.035%	211	0.064%	0.029%	83.076%
931	Printers	Technical Skills	Hardware	4	43,654	1.064%	5,168	1.567%	0.503%	47.298%
1430	Privileged Account Management	Technical Skills	Security	2	5,211	0.127%	1,015	0.308%	0.181%	142.350%
43	Programming	Technical Skills	Software development	1	1,141,753	27.820%	67,044	20.325%	-7.494%	-26.939%
700	Provisioning	Technical Skills	Business applications	1	63,009	1.535%	5,459	1.655%	0.120%	7.798%
1545	QRadar	Technical Skills	Security	1	2,026	0.049%	248	0.075%	0.026%	52.304%
1531	Quality of Service	Technical Skills	Security	1	36,592	0.892%	2,174	0.659%	-0.233%	-26.078%
1405	Rapid Application Development	Technical Skills	Software development	2	19,735	0.481%	326	0.099%	-0.382%	-79.447%
1553	Rapid7	Technical Skills	Security	1	1,284	0.031%	261	0.079%	0.048%	152.915%
1258	Rate Control	Technical Skills	Technical applications	1	202	0.005%	4	0.001%	-0.004%	-75.362%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,720	0.992%	223	0.068%	-0.925%	-93.186%
1077	Remote control software	Technical Skills	Network	2	4,194	0.102%	429	0.130%	0.028%	27.270%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,358	0.057%	80	0.024%	-0.033%	-57.787%
1379	Risk Analysis	Technical Skills	Information mgmt	1	26,802	0.653%	2,647	0.802%	0.149%	22.881%
1262	Robotics	Technical Skills	Hardware	3	33,808	0.824%	5,690	1.725%	0.901%	109.407%
1532	Role-Based Access Control	Technical Skills	Security	3	5,365	0.131%	561	0.170%	0.039%	30.104%
1318	RSA	Technical Skills	Security	1	16,334	0.398%	550	0.167%	-0.231%	-58.104%
1489	SaaS	Technical Skills	Security	1	108,545	2.645%	15,046	4.561%	1.917%	72.468%
1429	SASE	Technical Skills	Security	2	892	0.022%	376	0.114%	0.092%	424.471%
1533	SCCM	Technical Skills	Security	1	19,536	0.476%	1,988	0.603%	0.127%	26.613%
44	SDLC	Technical Skills	Software development	7	524,284	12.775%	31,619	9.586%	-3.189%	-24.962%
1500	SecOps	Technical Skills	Security	2	9,111	0.222%	3,713	1.126%	0.904%	407.058%
1537	Secure SDLC	Technical Skills	Security	1	24,825	0.605%	187	0.057%	-0.548%	-90.628%
1132	Secure shell (SSH)	Technical Skills	Security	1	361	0.009%	8	0.002%	-0.006%	-72.427%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	52,869	1.288%	2,462	0.746%	-0.542%	-42.059%
1569	Secure Web Gateway	Technical Skills	Security	1	7,156	0.174%	300	0.091%	-0.083%	-47.839%
76	Security	Technical Skills	Hardware	4	2,500,919	60.937%	108,201	32.803%	-28.134%	-46.169%
1382	Security Audit	Technical Skills	Information mgmt	1	4,046	0.099%	308	0.093%	-0.005%	-5.284%
1315	Security Clearance	Technical Skills	Misc	2	324,366	7.903%	20,119	6.099%	-1.804%	-22.826%
1477	Security Frameworks	Technical Skills	Security	1	9,615	0.234%	1,992	0.604%	0.370%	157.774%
1540	Security Information and Event Management	Technical Skills	Security	1	20,125	0.490%	3,560	1.079%	0.589%	120.096%
1584	Security Information Management	Technical Skills	Security	1	6,419	0.156%	256	0.078%	-0.079%	-50.378%
1567	Security Operations Center	Technical Skills	Security	1	28,421	0.693%	5,728	1.737%	1.044%	150.762%
1381	Security Plan	Technical Skills	Information mgmt	1	3,809	0.093%	425	0.129%	0.036%	38.828%
1380	Security Policy	Technical Skills	Information mgmt	2	70,244	1.712%	7,594	2.302%	0.591%	34.512%
1457	Security Standards	Technical Skills	Security	1	38,620	0.941%	5,114	1.550%	0.609%	64.758%
1135	Security testing software	Technical Skills	Security	1	13,870	0.338%	1,304	0.395%	0.057%	16.977%
1550	Securonix	Technical Skills	Security	1	160	0.004%	14	0.004%	0.000%	8.870%
1538	Segmentation	Technical Skills	Security	1	17,349	0.423%	2,376	0.720%	0.298%	70.400%
60	Sharepoint Server	Technical Skills	Business applications	1	12,158	0.296%	106	0.032%	-0.264%	-89.152%
1084	Signal generators	Technical Skills	Network	1	1,474	0.036%	170	0.052%	0.016%	43.499%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	34,012	0.829%	698	0.212%	-0.617%	-74.466%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	160,727	3.916%	6,858	2.079%	-1.837%	-46.911%
1220	Simulation software	Technical Skills	Software development	5	78,593	1.915%	6,643	2.014%	0.099%	5.167%
1568	Single Sign-On	Technical Skills	Security	3	29,310	0.714%	2,752	0.834%	0.120%	16.824%
1558	SOAR	Technical Skills	Security	1	2,209	0.054%	621	0.188%	0.134%	249.780%
1475	SOC 2	Technical Skills	Security	1	4,246	0.103%	1,306	0.396%	0.292%	282.703%
1366	Social Network	Technical Skills	Social Networking	1	12,796	0.312%	336	0.102%	-0.210%	-67.329%
1358	Social Networking	Technical Skills	Social Networking	1	20,257	0.494%	846	0.256%	-0.237%	-48.037%
1534	Software Defined Network	Technical Skills	Security	2	6,825	0.166%	675	0.205%	0.038%	23.055%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,673	0.065%	807	0.245%	0.180%	275.641%
42	Software Development	Technical Skills	Software development	2	1,053,280	25.664%	61,626	18.683%	-6.981%	-27.202%
1291	Software Development software	Technical Skills	Software development	3	6,474	0.158%	119	0.036%	-0.122%	-77.130%
1309	Software Engineering	Technical Skills	Software development	1	663,823	16.175%	55,879	16.941%	0.766%	4.736%
1292	Software Installation	Technical Skills	Software development	4	513,138	12.503%	41,695	12.641%	0.137%	1.099%
1223	Software libraries	Technical Skills	Software development	1	1,847	0.045%	147	0.045%	-0.000%	-0.974%
1293	Software Maintenance	Technical Skills	Software development	1	30,467	0.742%	956	0.290%	-0.453%	-60.958%
1294	Software Testing	Technical Skills	Software development	14	499,253	12.165%	36,136	10.955%	-1.210%	-9.943%
1225	Source code management (SCM)	Technical Skills	Software development	5	171,215	4.172%	9,861	2.990%	-1.182%	-28.340%
1541	Splunk	Technical Skills	Security	1	30,334	0.739%	6,076	1.842%	1.103%	149.222%
1229	Static analysis software	Technical Skills	Software development	1	4,483	0.109%	268	0.081%	-0.028%	-25.619%
772	Statistical analysis software	Technical Skills	Business applications	27	355,435	8.660%	35,478	10.756%	2.095%	24.193%
774	Statistical software	Technical Skills	Business applications	1	188,628	4.596%	26,032	7.892%	3.296%	71.712%
1230	Stress testing software	Technical Skills	Software development	1	10,365	0.253%	428	0.130%	-0.123%	-48.623%
1547	sumo logic	Technical Skills	Security	1	1,312	0.032%	247	0.075%	0.043%	134.240%
122	Sun operating systems	Technical Skills	Business applications	3	143,325	3.492%	1,806	0.548%	-2.945%	-84.322%
939	Surveillance systems	Technical Skills	Hardware	5	42,878	1.045%	4,421	1.340%	0.296%	28.288%
1564	Swimlane	Technical Skills	Security	1	117	0.003%	24	0.007%	0.004%	155.225%
791	Symantec software	Technical Skills	Business applications	1	26,091	0.636%	509	0.154%	-0.481%	-75.727%
1355	Symbian	Technical Skills	Mobile Platforms	1	121	0.003%	1	0.000%	-0.003%	-89.717%
1310	System Administration	Technical Skills	Network	4	260,419	6.345%	14,729	4.465%	-1.880%	-29.628%
45	System Testing	Technical Skills	Software development	5	92,338	2.250%	5,776	1.751%	-0.499%	-22.170%
46	Systems Analysis	Technical Skills	Software development	8	338,463	8.247%	21,682	6.573%	-1.674%	-20.295%
47	Systems Design	Technical Skills	Software development	1	58,294	1.420%	3,427	1.039%	-0.381%	-26.854%
1233	Systems Evaluation	Technical Skills	Software development	1	565	0.014%	73	0.022%	0.008%	60.758%
1234	Systems integration	Technical Skills	Software development	8	172,573	4.205%	6,244	1.893%	-2.312%	-54.982%
75	TCP/IP	Technical Skills	Hardware	3	223,858	5.455%	9,023	2.735%	-2.719%	-49.849%
1235	Technology Design	Technical Skills	Software development	1	3,921	0.096%	305	0.092%	-0.003%	-3.216%
1236	Templates	Technical Skills	Software development	1	64,139	1.563%	5,085	1.542%	-0.021%	-1.357%
1239	Test implementation	Technical Skills	Software development	1	2,319	0.057%	296	0.090%	0.033%	58.814%
1302	Testing	Technical Skills	Software development	1	1,348,579	32.859%	96,542	29.268%	-3.591%	-10.929%
1435	Threat Intelligence	Technical Skills	Security	1	8,494	0.207%	1,815	0.550%	0.343%	165.866%
1561	ThreatConnect	Technical Skills	Security	1	284	0.007%	27	0.008%	0.001%	18.289%
1571	Traffic Analysis	Technical Skills	Security	1	4,768	0.116%	361	0.109%	-0.007%	-5.796%
1570	Traffic Capture	Technical Skills	Security	1	158	0.004%	7	0.002%	-0.002%	-44.876%
1297	Training software	Technical Skills	Business applications	3	3,135	0.076%	143	0.043%	-0.033%	-43.246%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,164	0.126%	195	0.059%	-0.067%	-53.016%
1360	Twitter	Technical Skills	Social Networking	1	54,903	1.338%	3,588	1.088%	-0.250%	-18.688%
1411	Unified Process	Technical Skills	Software development	1	8,960	0.218%	32	0.010%	-0.209%	-95.556%
123	UNIX operating systems	Technical Skills	Business applications	5	574,375	13.995%	13,703	4.154%	-9.841%	-70.316%
1298	UNIX Shells	Technical Skills	Business applications	4	138,827	3.383%	4,993	1.514%	-1.869%	-55.251%
1410	Use Case	Technical Skills	Software development	1	29,000	0.707%	1,671	0.507%	-0.200%	-28.307%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	304	0.007%	106	0.032%	0.025%	333.841%
1572	User Behavior Analytics	Technical Skills	Security	1	379	0.009%	91	0.028%	0.018%	198.745%
48	User-Interface Design	Technical Skills	Software development	2	274,785	6.695%	16,738	5.074%	-1.621%	-24.211%
836	Video creation and editing software	Technical Skills	Business applications	3	17,149	0.418%	766	0.232%	-0.186%	-44.424%
1574	Virtual Machine	Technical Skills	Security	1	24,428	0.595%	1,835	0.556%	-0.039%	-6.536%
840	Visual Color Discrimination	Technical Skills	Business applications	2	316	0.008%	45	0.014%	0.006%	77.184%
64	Visual Studio	Technical Skills	Software development	1	140,482	3.423%	4,779	1.449%	-1.974%	-57.673%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,084	0.148%	487	0.148%	-0.001%	-0.405%
77	Voice/Data Telecom	Technical Skills	Hardware	10	275,554	6.714%	15,805	4.792%	-1.923%	-28.635%
1575	Vulnerability Management	Technical Skills	Security	1	18,299	0.446%	3,205	0.972%	0.526%	117.921%
1583	Vulnerability Testing	Technical Skills	Security	1	4,488	0.109%	332	0.101%	-0.009%	-7.958%
1577	Web Application Firewall	Technical Skills	Security	1	3,805	0.093%	710	0.215%	0.123%	132.168%
1299	Web Application Server	Technical Skills	Business applications	8	163,818	3.992%	2,343	0.710%	-3.281%	-82.205%
1248	Web platform development software	Technical Skills	Software development	5	9,954	0.243%	40	0.012%	-0.230%	-95.000%
65	web programmer	Technical Skills	Software development	4	43,936	1.071%	2,116	0.641%	-0.429%	-40.077%
1579	Web proxy	Technical Skills	Security	1	1,774	0.043%	164	0.050%	0.006%	15.024%
58	Web servers	Technical Skills	Business applications	6	290,244	7.072%	8,354	2.533%	-4.539%	-64.188%
49	Web-based Application Development	Technical Skills	Software development	2	205,754	5.013%	6,589	1.998%	-3.016%	-60.155%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,734	0.530%	96	0.029%	-0.500%	-94.504%
1102	Wireless	Technical Skills	Network	5	170,902	4.164%	10,961	3.323%	-0.841%	-20.200%
1363	YouTube	Technical Skills	Social Networking	2	14,125	0.344%	1,959	0.594%	0.250%	72.562%
1524	Zero Trust	Technical Skills	Security	2	1,259	0.031%	744	0.226%	0.195%	635.268%
79	.NET	Programming Skills	Current	1	440,697	10.738%	14,610	4.429%	-6.309%	-58.751%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	165	0.004%	19	0.006%	0.002%	43.274%
209	A programming language (APL)	Programming Skills	Legacy	2	7,112	0.173%	631	0.191%	0.018%	10.392%
99	Ada	Programming Skills	Legacy	1	25,448	0.620%	4,935	1.496%	0.876%	141.286%
80	AJAX	Programming Skills	Current	1	222,248	5.415%	2,211	0.670%	-4.745%	-87.622%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	106	0.003%	1	0.000%	-0.002%	-88.262%
192	Apple AppleScript	Programming Skills	Current	1	630	0.015%	25	0.008%	-0.008%	-50.626%
81	ASP	Programming Skills	Current	2	288,924	7.040%	6,257	1.897%	-5.143%	-73.055%
108	Assembly	Programming Skills	Legacy	2	10,764	0.262%	291	0.088%	-0.174%	-66.363%
211	AWK	Programming Skills	Legacy	1	8,185	0.199%	161	0.049%	-0.151%	-75.526%
83	C#	Programming Skills	Current	2	470,850	11.473%	21,631	6.558%	-4.915%	-42.840%
82	C/C++	Programming Skills	Current	3	1,027,612	25.039%	255,524	77.466%	52.428%	209.386%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	363,418	8.855%	17,134	5.194%	-3.661%	-41.339%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	978	0.024%	13	0.004%	-0.020%	-83.461%
84	CGI	Programming Skills	Current	2	27,679	0.674%	417	0.126%	-0.548%	-81.255%
217	Clipper	Programming Skills	Legacy	1	648	0.016%	11	0.003%	-0.012%	-78.879%
218	CLU	Programming Skills	Legacy	1	229	0.006%	9	0.003%	-0.003%	-51.100%
100	Cobol	Programming Skills	Legacy	1	28,753	0.701%	1,246	0.378%	-0.323%	-46.082%
85	ColdFusion	Programming Skills	Current	2	22,757	0.554%	318	0.096%	-0.458%	-82.614%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	493	0.012%	18	0.005%	-0.007%	-54.572%
195	Component object model (COM)	Programming Skills	Current	1	555	0.014%	3	0.001%	-0.013%	-93.274%
125	Database programming	Programming Skills	Current	3	93,876	2.287%	1,842	0.558%	-1.729%	-75.586%
1501	DevOps	Programming Skills	Misc	1	91,186	2.222%	23,615	7.159%	4.937%	222.224%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,482	0.134%	19	0.006%	-0.128%	-95.688%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	163,063	3.973%	140,075	42.466%	38.493%	968.818%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,011	0.171%	420	0.127%	-0.043%	-25.464%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,897	0.948%	396	0.120%	-0.828%	-87.333%
109	Forth	Programming Skills	Legacy	1	17,778	0.433%	3,116	0.945%	0.511%	118.079%
102	Fortran	Programming Skills	Legacy	1	7,080	0.173%	235	0.071%	-0.101%	-58.702%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	705,600	17.193%	24,532	7.437%	-9.755%	-56.741%
222	J	Programming Skills	Legacy	1	16,416	0.400%	1,135	0.344%	-0.056%	-13.975%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,003,362	24.448%	48,173	14.604%	-9.843%	-40.263%
97	JavaScript	Programming Skills	Current	3	605,124	14.744%	34,680	10.514%	-4.231%	-28.693%
89	JavaServer Faces	Programming Skills	Current	3	33,428	0.815%	428	0.130%	-0.685%	-84.069%
88	JavaServer Pages	Programming Skills	Current	3	141,069	3.437%	1,967	0.596%	-2.841%	-82.651%
223	Job control language (JCL)	Programming Skills	Legacy	2	16,675	0.406%	587	0.178%	-0.228%	-56.200%
126	LAMP	Programming Skills	Current	1	40,009	0.975%	692	0.210%	-0.765%	-78.480%
104	Lisp	Programming Skills	Legacy	1	2,709	0.066%	109	0.033%	-0.033%	-49.937%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	4,224	0.103%	660	0.200%	0.097%	94.410%
201	Microsoft ActiveX	Programming Skills	Current	1	5,203	0.127%	24	0.007%	-0.119%	-94.261%
107	Pascal	Programming Skills	Legacy	1	1,716	0.042%	23	0.007%	-0.035%	-83.323%
90	Perl	Programming Skills	Current	1	294,122	7.167%	7,512	2.277%	-4.889%	-68.222%
91	PHP	Programming Skills	Current	1	176,364	4.297%	6,005	1.821%	-2.477%	-57.636%
103	PL/1	Programming Skills	Legacy	3	770	0.019%	56	0.017%	-0.002%	-9.511%
105	Prolog	Programming Skills	Legacy	1	1,568	0.038%	14	0.004%	-0.034%	-88.891%
95	Python	Programming Skills	Current	1	418,876	10.206%	56,505	17.130%	6.924%	67.842%
227	R	Programming Skills	Current	1	576,921	14.057%	278,688	84.489%	70.432%	501.036%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	46,899	1.143%	988	0.300%	-0.843%	-73.789%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	128,731	3.137%	7,203	2.184%	-0.953%	-30.381%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,092	0.051%	98	0.030%	-0.021%	-41.714%
206	Scripting languages	Programming Skills	Current	1	106,340	2.591%	7,670	2.325%	-0.266%	-10.258%
101	Smalltalk	Programming Skills	Legacy	1	1,034	0.025%	7	0.002%	-0.023%	-91.577%
92	SQL	Programming Skills	Current	3	1,275,519	31.079%	64,895	19.674%	-11.405%	-36.697%
110	TCL	Programming Skills	Legacy	1	19,606	0.478%	926	0.281%	-0.197%	-41.235%
98	Unified Modeling Language	Programming Skills	Current	2	107,859	2.628%	1,489	0.451%	-2.177%	-82.823%
93	Visual Basic	Programming Skills	Current	6	248,733	6.061%	6,149	1.864%	-4.196%	-69.241%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,913	0.729%	634	0.192%	-0.537%	-73.629%
94	XML	Programming Skills	Current	2	475,841	11.594%	10,592	3.211%	-8.383%	-72.304%
1342	Computer Science	Majors	Computer Science	2	3,944,571	96.113%	279,728	84.804%	-11.309%	-11.766%
1344	Information Technology	Majors	Information Technology	3	1,048,884	25.557%	76,798	23.283%	-2.274%	-8.899%
1343	Management Information Systems	Majors	Management Information Systems	9	1,111,467	27.082%	128,922	39.085%	12.003%	44.321%

IT Degrees

Information Technology	2023-02-13	Jobs Found:	2,065,389	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	8,260	0.400%	940	0.766%	0.366%	91.459%
2	Attention to Details	Soft Skills	Problem-solving skills	2	6,405	0.310%	448	0.365%	0.055%	17.676%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	15,886	0.769%	1,095	0.892%	0.123%	15.965%
231	Cooperation	Soft Skills	Interpersonal skills	1	22,186	1.074%	1,965	1.601%	0.526%	49.008%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	9,262	0.448%	862	0.702%	0.254%	56.578%
3	Creativity	Soft Skills	Problem-solving skills	4	66,334	3.212%	5,695	4.639%	1.427%	44.439%
4	Critical thinking	Soft Skills	Problem-solving skills	3	41,634	2.016%	5,093	4.149%	2.133%	105.804%
1300	Flexibility	Soft Skills	Work ethic	1	135,346	6.553%	8,879	7.233%	0.679%	10.369%
232	Independence	Soft Skills	Interpersonal skills	1	14,136	0.684%	1,105	0.900%	0.216%	31.511%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	281,915	13.649%	18,453	15.031%	1.382%	10.123%
256	Innovation	Soft Skills	Problem-solving skills	1	190,462	9.222%	17,569	14.311%	5.089%	55.191%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	281,141	13.612%	18,492	15.063%	1.451%	10.659%
1422	Internship	Soft Skills	Work ethic	3	64,950	3.145%	1,621	1.320%	-1.824%	-58.011%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,111	0.102%	253	0.206%	0.104%	101.632%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	176,355	8.539%	15,222	12.399%	3.861%	45.215%
10	Leadership	Soft Skills	Interpersonal skills	1	496,838	24.055%	36,264	29.539%	5.484%	22.797%
258	Learning	Soft Skills	Problem-solving skills	1	234,771	11.367%	18,332	14.933%	3.566%	31.369%
1	Learning Ability	Soft Skills	Problem-solving skills	3	37,297	1.806%	2,775	2.260%	0.455%	25.175%
236	Listening	Soft Skills	Language skills	1	67,211	3.254%	2,942	2.396%	-0.858%	-26.357%
260	Mathematics	Soft Skills	Problem-solving skills	3	74,904	3.627%	6,142	5.003%	1.376%	37.953%
261	Memorization	Soft Skills	Problem-solving skills	2	210	0.010%	15	0.012%	0.002%	20.171%
18	Negotiation Skills	Soft Skills	Language skills	1	21,725	1.052%	1,081	0.881%	-0.171%	-16.287%
262	Optimization	Soft Skills	Problem-solving skills	1	86,834	4.204%	5,258	4.283%	0.079%	1.873%
19	Oral Communications	Soft Skills	Language skills	5	39,402	1.908%	2,586	2.106%	0.199%	10.417%
273	Persistence	Soft Skills	Work ethic	1	5,256	0.254%	341	0.278%	0.023%	9.151%
239	Persuasion	Soft Skills	Language skills	1	4,545	0.220%	359	0.292%	0.072%	32.889%
1301	Physical Skill	Soft Skills	Work ethic	2	5,624	0.272%	710	0.578%	0.306%	112.393%
240	Presentations	Soft Skills	Language skills	1	123,530	5.981%	8,713	7.097%	1.116%	18.665%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	328,210	15.891%	22,668	18.465%	2.574%	16.195%
20	Questioning skills	Soft Skills	Language skills	1	737	0.036%	66	0.054%	0.018%	50.662%
241	Reading Comprehension	Soft Skills	Language skills	1	1,115	0.054%	71	0.058%	0.004%	7.130%
6	Research skills	Soft Skills	Problem-solving skills	1	4,401	0.213%	273	0.222%	0.009%	4.361%
15	Responsibility	Soft Skills	Work ethic	2	224,434	10.866%	16,331	13.303%	2.436%	22.420%
234	Self Control	Soft Skills	Interpersonal skills	1	363	0.018%	38	0.031%	0.013%	76.118%
11	Self-esteem	Soft Skills	Interpersonal skills	1	109	0.005%	4	0.003%	-0.002%	-38.261%
16	Self-management	Soft Skills	Work ethic	1	2,663	0.129%	237	0.193%	0.064%	49.728%
250	Stress Tolerance	Soft Skills	Physical skills	1	918	0.044%	113	0.092%	0.048%	107.092%
12	Teamwork	Soft Skills	Interpersonal skills	1	104,462	5.058%	7,229	5.888%	0.831%	16.425%
17	Time Management	Soft Skills	Work ethic	2	78,046	3.779%	6,008	4.894%	1.115%	29.511%
268	Visualization	Soft Skills	Problem-solving skills	1	23,729	1.149%	3,014	2.455%	1.306%	113.693%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,062	0.100%	421	0.343%	0.243%	243.495%
21	Written Communications	Soft Skills	Language skills	5	312,718	15.141%	17,687	14.407%	-0.734%	-4.846%
172	Account management	Business Skills	Management skills	1	22,007	1.066%	1,329	1.083%	0.017%	1.599%
22	Accounting	Business Skills	Business processes	4	360,974	17.477%	8,215	6.692%	-10.786%	-61.712%
1263	Accounting software	Business Skills	Business processes	8	44,618	2.160%	594	0.484%	-1.676%	-77.602%
174	Administration	Business Skills	Management skills	3	641,838	31.076%	29,039	23.654%	-7.422%	-23.883%
1313	Analyst	Business Skills	Project management	1	407,242	19.717%	24,289	19.785%	0.068%	0.342%
175	Application management	Business Skills	Management skills	5	141,301	6.841%	7,729	6.296%	-0.546%	-7.975%
150	Asset management	Business Skills	Business processes	1	35,600	1.724%	3,168	2.581%	0.857%	49.714%
151	Auditing	Business Skills	Business processes	5	179,040	8.669%	11,618	9.464%	0.795%	9.171%
1264	Auditing software	Business Skills	Business processes	1	151	0.007%	1	0.001%	-0.006%	-88.858%
152	Billing	Business Skills	Business processes	1	74,977	3.630%	2,430	1.979%	-1.651%	-45.474%
153	Bills of Lading	Business Skills	Business processes	1	64	0.003%	9	0.007%	0.004%	136.586%
1314	Business Analyst	Business Skills	Project management	1	152,275	7.373%	6,170	5.026%	-2.347%	-31.831%
35	Business Intelligence	Business Skills	Strategy skills	1	82,680	4.003%	4,175	3.401%	-0.602%	-15.046%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,823	0.572%	265	0.216%	-0.357%	-62.291%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,841	1.445%	568	0.463%	-0.982%	-67.977%
36	Business Strategy	Business Skills	Strategy skills	3	497,355	24.080%	38,569	31.417%	7.336%	30.467%
182	Calendar and scheduling	Business Skills	Project management	3	96,671	4.681%	6,228	5.073%	0.393%	8.388%
156	Capacity planning	Business Skills	Business processes	1	33,966	1.645%	1,236	1.007%	-0.638%	-38.779%
28	Change Management	Business Skills	Management skills	1	102,837	4.979%	7,600	6.191%	1.212%	24.334%
183	Content workflow	Business Skills	Project management	1	66	0.003%	3	0.002%	-0.001%	-23.528%
24	Contracting and legal	Business Skills	Business processes	2	232,243	11.245%	11,932	9.719%	-1.525%	-13.563%
176	Coordination	Business Skills	Management skills	1	136,436	6.606%	10,889	8.870%	2.264%	34.272%
157	Cost accounting	Business Skills	Business processes	1	4,472	0.217%	283	0.231%	0.014%	6.466%
158	Cost estimation	Business Skills	Business processes	1	2,004	0.097%	80	0.065%	-0.032%	-32.839%
1312	Customer Support	Business Skills	Business processes	6	454,919	22.026%	26,525	21.606%	-0.420%	-1.905%
1339	Education	Business Skills	Industry Segment	1	33,915	1.642%	4,179	3.404%	1.762%	107.304%
1333	Energy	Business Skills	Industry Segment	1	103,742	5.023%	6,571	5.353%	0.330%	6.562%
1340	Entertainment	Business Skills	Industry Segment	1	173,522	8.401%	1,642	1.338%	-7.064%	-84.080%
1319	Environmental	Business Skills	Environmental	18	150,838	7.303%	6,803	5.541%	-1.762%	-24.122%
1320	Environmental Strategy	Business Skills	Environmental	14	19,557	0.947%	3,880	3.161%	2.214%	233.777%
161	Financial	Business Skills	Business processes	2	777,004	37.620%	104,834	85.394%	47.774%	126.990%
1275	Financial Analysis software	Business Skills	Business processes	9	3,467	0.168%	386	0.314%	0.147%	87.310%
1332	Health Care	Business Skills	Industry Segment	2	492,866	23.863%	19,712	16.057%	-7.806%	-32.713%
1341	Hospitality	Business Skills	Industry Segment	4	312,897	15.150%	25,569	20.828%	5.678%	37.480%
177	Human resources	Business Skills	Management skills	2	292,079	14.142%	9,536	7.768%	-6.374%	-45.072%
1336	Insurance	Business Skills	Industry Segment	1	11,902	0.576%	384	0.313%	-0.263%	-45.720%
1316	Managing/Supervision	Business Skills	Management skills	6	1,355,495	65.629%	66,647	54.288%	-11.341%	-17.280%
1334	Manufacturing	Business Skills	Industry Segment	2	237,629	11.505%	7,119	5.799%	-5.706%	-49.598%
26	Marketing	Business Skills	Business processes	1	343,081	16.611%	12,578	10.246%	-6.365%	-38.320%
185	Monitoring	Business Skills	Project management	1	263,576	12.762%	20,041	16.325%	3.563%	27.921%
179	Negotiation	Business Skills	Management skills	1	89,674	4.342%	5,816	4.738%	0.396%	9.115%
163	Operation and Control	Business Skills	Business processes	3	1,821	0.088%	121	0.099%	0.010%	11.790%
29	Outsourcing Management	Business Skills	Management skills	3	105,684	5.117%	1,662	1.354%	-3.763%	-73.542%
167	Procurement	Business Skills	Business processes	1	99,824	4.833%	5,061	4.123%	-0.711%	-14.704%
1290	Project Management software	Business Skills	Project management	3	62,743	3.038%	2,053	1.672%	-1.366%	-44.951%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	413,599	20.025%	23,329	19.003%	-1.022%	-5.105%
168	Quality	Business Skills	Business processes	1	632,185	30.609%	38,935	31.715%	1.107%	3.615%
1337	Real Estate	Business Skills	Industry Segment	2	174,053	8.427%	1,450	1.181%	-7.246%	-85.984%
1335	Retail	Business Skills	Industry Segment	2	486,418	23.551%	12,842	10.461%	-13.090%	-55.583%
34	Risk Management	Business Skills	Project management	1	95,088	4.604%	8,538	6.955%	2.351%	51.063%
169	Service Orientation	Business Skills	Business processes	1	17,632	0.854%	1,060	0.863%	0.010%	1.142%
27	Supply Chain Management	Business Skills	Business processes	3	97,860	4.738%	4,564	3.718%	-1.020%	-21.536%
1295	Supply Chain Management software	Business Skills	Business processes	4	4,155	0.201%	174	0.142%	-0.059%	-29.546%
178	Teaching	Business Skills	Management skills	7	252,849	12.242%	8,326	6.782%	-5.460%	-44.601%
190	Timekeeping	Business Skills	Project management	3	93,364	4.520%	2,149	1.750%	-2.770%	-61.276%
1296	Timekeeping software	Business Skills	Project management	1	2,943	0.142%	229	0.187%	0.044%	30.910%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,854	0.090%	50	0.041%	-0.049%	-54.628%
180	Troubleshooting	Business Skills	Management skills	1	258,131	12.498%	17,351	14.134%	1.636%	13.087%
181	Verification	Business Skills	Management skills	1	80,698	3.907%	6,144	5.005%	1.098%	28.090%
1338	Waste Management	Business Skills	Industry Segment	1	1,725	0.084%	67	0.055%	-0.029%	-34.655%
191	Workflow	Business Skills	Project management	1	93,643	4.534%	6,472	5.272%	0.738%	16.276%
31	Working Globally	Business Skills	Management skills	3	9,799	0.474%	90	0.073%	-0.401%	-84.548%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,967	0.192%	245	0.200%	0.007%	3.904%
51	4GL	Technical Skills	Software development	3	1,937	0.094%	76	0.062%	-0.032%	-33.990%
1510	Access Control	Technical Skills	Security	1	25,532	1.236%	2,035	1.658%	0.421%	34.093%
987	Access servers & software	Technical Skills	Network	10	67,574	3.272%	3,636	2.962%	-0.310%	-9.474%
38	Agile Development Methods	Technical Skills	Software development	13	98,076	4.749%	9,171	7.470%	2.722%	57.319%
304	Algorithmic software	Technical Skills	Business applications	1	11	0.001%	0	0.000%	-0.001%	-100.000%
1546	Alienvault	Technical Skills	Security	1	179	0.009%	13	0.011%	0.002%	22.185%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,701	0.082%	149	0.121%	0.039%	47.370%
1352	Android	Technical Skills	Mobile Platforms	3	16,561	0.802%	1,354	1.103%	0.301%	37.550%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	12,200	0.591%	566	0.461%	-0.130%	-21.948%
120	Apple operating systems	Technical Skills	Business applications	6	44,552	2.157%	3,599	2.932%	0.775%	35.907%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,163	1.799%	20	0.016%	-1.783%	-99.095%
1543	ArcSight	Technical Skills	Security	1	4,374	0.212%	79	0.064%	-0.147%	-69.614%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	37,939	1.837%	5,382	4.384%	2.547%	138.663%
1432	Attribute-Based Access Control	Technical Skills	Security	2	287	0.014%	33	0.027%	0.013%	93.446%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	22	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	170,273	8.244%	10,124	8.247%	0.003%	0.031%
1386	Biometric	Technical Skills	Information mgmt	2	4,803	0.233%	215	0.175%	-0.057%	-24.690%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,372	0.599%	162	0.132%	-0.467%	-77.971%
336	Borland Delphi	Technical Skills	Business applications	1	1,723	0.083%	39	0.032%	-0.052%	-61.919%
337	Borland JBuilder	Technical Skills	Business applications	1	893	0.043%	2	0.002%	-0.042%	-96.232%
338	Borland Paradox	Technical Skills	Business applications	1	166	0.008%	7	0.006%	-0.002%	-29.056%
1436	Bring Your Own Devices	Technical Skills	Security	1	940	0.046%	196	0.160%	0.114%	250.797%
72	Business Continuity Planning	Technical Skills	Hardware	2	55,455	2.685%	3,009	2.451%	-0.234%	-8.713%
352	Cadence Opus	Technical Skills	Business applications	1	1,197	0.058%	12	0.010%	-0.048%	-83.134%
868	Calculators	Technical Skills	Hardware	1	1,182	0.057%	63	0.051%	-0.006%	-10.329%
39	CASE Tools	Technical Skills	Software development	1	137,908	6.677%	6,770	5.515%	-1.162%	-17.410%
367	Categorization or classification software	Technical Skills	Business applications	1	5,692	0.276%	288	0.235%	-0.041%	-14.875%
1469	CCPA	Technical Skills	Security	1	1,096	0.053%	435	0.354%	0.301%	567.738%
1478	Center for Internet Security	Technical Skills	Security	1	16,543	0.801%	1,185	0.965%	0.164%	20.512%
1441	Certificate management	Technical Skills	Security	1	1,345	0.065%	123	0.100%	0.035%	53.854%
112	Certification	Technical Skills	Misc	3	526,766	25.504%	36,940	30.090%	4.586%	17.979%
78	Cisco	Technical Skills	Hardware	1	232,263	11.245%	4,129	3.363%	-7.882%	-70.092%
1009	Cisco Systems IOS	Technical Skills	Network	1	23,727	1.149%	1,805	1.470%	0.321%	27.986%
40	Client-Server	Technical Skills	Software development	1	39,667	1.921%	508	0.414%	-1.507%	-78.454%
1437	Cloud Access Security Broker	Technical Skills	Security	1	595	0.029%	138	0.112%	0.084%	290.202%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,519	0.074%	123	0.100%	0.027%	36.231%
1445	Cloud Migration	Technical Skills	Security	1	1,962	0.095%	423	0.345%	0.250%	262.718%
1455	cloud security	Technical Skills	Security	1	4,566	0.221%	1,027	0.837%	0.615%	278.409%
1456	Cloud Security Posture Management	Technical Skills	Security	1	101	0.005%	19	0.015%	0.011%	216.490%
1486	Cloud Services	Technical Skills	Security	1	15,206	0.736%	2,417	1.969%	1.233%	167.417%
1011	Cluster server software	Technical Skills	Network	9	25,833	1.251%	835	0.680%	-0.571%	-45.620%
1147	CMAKE	Technical Skills	Software development	1	158	0.008%	15	0.012%	0.005%	59.721%
1151	Compatibility testing	Technical Skills	Software development	1	533	0.026%	24	0.020%	-0.006%	-24.245%
1152	Compilers	Technical Skills	Software development	5	18,563	0.899%	1,591	1.296%	0.397%	44.195%
1255	Compliance software	Technical Skills	Technical applications	4	16,276	0.788%	1,090	0.888%	0.100%	12.669%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	56,205	2.721%	969	0.789%	-1.932%	-70.995%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	4	3,425	0.166%	122	0.099%	-0.066%	-40.072%
875	Computer diagnostics	Technical Skills	Hardware	5	89,304	4.324%	7,204	5.868%	1.544%	35.716%
1107	Computer forensics	Technical Skills	Security	1	5,544	0.268%	212	0.173%	-0.096%	-35.666%
1266	Computer Hardware	Technical Skills	Hardware	15	62,626	3.032%	5,259	4.284%	1.252%	41.278%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,226	1.706%	78	0.064%	-1.642%	-96.275%
1015	Computer servers	Technical Skills	Network	6	169,160	8.190%	8,476	6.904%	-1.286%	-15.701%
1267	Computer Utilities	Technical Skills	Misc	2	427	0.021%	21	0.017%	-0.004%	-17.259%
1447	Configuration Management Database	Technical Skills	Security	1	5,523	0.267%	384	0.313%	0.045%	16.972%
1448	Container security	Technical Skills	Security	1	128	0.006%	41	0.033%	0.027%	438.891%
1449	Containers	Technical Skills	Security	1	12,065	0.584%	1,585	1.291%	0.707%	121.019%
59	Content Manager	Technical Skills	Business applications	1	1,902	0.092%	58	0.047%	-0.045%	-48.697%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,321	0.112%	626	0.510%	0.398%	353.760%
1396	Continuous Improvement	Technical Skills	Software development	1	61,676	2.986%	6,203	5.053%	2.067%	69.205%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	30,146	1.460%	4,719	3.844%	2.384%	163.359%
1453	Control Plane	Technical Skills	Security	1	143	0.007%	38	0.031%	0.024%	347.069%
878	Controllers	Technical Skills	Hardware	3	11,752	0.569%	681	0.555%	-0.014%	-2.509%
1454	Crown Jewels	Technical Skills	Security	1	52	0.003%	3	0.002%	-0.000%	-2.939%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,487	0.120%	140	0.114%	-0.006%	-5.294%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,886	0.333%	143	0.116%	-0.217%	-65.062%
53	Customer Relationship Management	Technical Skills	Business applications	9	131,621	6.373%	4,198	3.420%	-2.953%	-46.341%
1368	Cyber Security	Technical Skills	Information mgmt	3	81,626	3.952%	13,835	11.269%	7.317%	185.153%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,181	0.154%	681	0.555%	0.401%	260.173%
1492	Data Access Governance	Technical Skills	Security	1	383	0.019%	35	0.029%	0.010%	53.743%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,919	0.383%	555	0.452%	0.069%	17.910%
1434	Data classification	Technical Skills	Security	1	1,823	0.088%	203	0.165%	0.077%	87.343%
955	Data compression software	Technical Skills	Information mgmt	1	2,758	0.134%	126	0.103%	-0.031%	-23.139%
956	Data conversion software	Technical Skills	Information mgmt	1	8,422	0.408%	235	0.191%	-0.216%	-53.056%
958	Data dictionary	Technical Skills	Information mgmt	1	4,531	0.219%	191	0.156%	-0.064%	-29.080%
1495	Data discovery	Technical Skills	Security	1	1,617	0.078%	151	0.123%	0.045%	57.107%
959	Data entry	Technical Skills	Information mgmt	1	185,240	8.969%	1,415	1.153%	-7.816%	-87.149%
1502	Data Loss Prevention	Technical Skills	Security	1	7,664	0.371%	790	0.644%	0.272%	73.420%
962	Data mapping	Technical Skills	Information mgmt	1	9,328	0.452%	437	0.356%	-0.096%	-21.183%
67	Data Mining	Technical Skills	Information mgmt	5	58,846	2.849%	1,429	1.164%	-1.685%	-59.145%
963	Data modeling	Technical Skills	Information mgmt	1	44,773	2.168%	1,640	1.336%	-0.832%	-38.375%
1496	Data retention	Technical Skills	Security	1	1,485	0.072%	121	0.099%	0.027%	37.084%
1494	Data tagging	Technical Skills	Security	1	135	0.007%	4	0.003%	-0.003%	-50.151%
68	Data Warehousing	Technical Skills	Information mgmt	2	74,973	3.630%	2,763	2.251%	-1.379%	-37.998%
69	Database Administration	Technical Skills	Information mgmt	12	103,868	5.029%	4,121	3.357%	-1.672%	-33.250%
969	Database design software	Technical Skills	Information mgmt	16	67,996	3.292%	2,591	2.111%	-1.182%	-35.892%
1268	Database Reporting	Technical Skills	Information mgmt	3	21,488	1.040%	408	0.332%	-0.708%	-68.056%
1373	Database Security	Technical Skills	Information mgmt	1	580	0.028%	23	0.019%	-0.009%	-33.284%
1269	Database Security	Technical Skills	Information mgmt	2	165	0.008%	8	0.007%	-0.001%	-18.429%
1270	Database Servers	Technical Skills	Information mgmt	3	15,229	0.737%	164	0.134%	-0.604%	-81.882%
1271	Database Testing	Technical Skills	Information mgmt	1	1,077	0.052%	38	0.031%	-0.021%	-40.640%
1160	Debugging	Technical Skills	Software development	7	89,728	4.344%	4,604	3.750%	-0.594%	-13.675%
1385	Decryption	Technical Skills	Information mgmt	2	806	0.039%	49	0.040%	0.001%	2.279%
1559	Demisto	Technical Skills	Security	1	51	0.002%	16	0.013%	0.011%	427.809%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,722	0.277%	99	0.081%	-0.196%	-70.892%
418	Desktop publishing software	Technical Skills	Business applications	13	38,626	1.870%	3,660	2.981%	1.111%	59.415%
1272	Development Environment	Technical Skills	Software development	13	60,476	2.928%	1,984	1.616%	-1.312%	-44.807%
1498	Device Management	Technical Skills	Security	1	5,406	0.262%	693	0.564%	0.303%	115.667%
1273	Digital Imaging	Technical Skills	Hardware	1	448	0.022%	25	0.020%	-0.001%	-6.116%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,942	0.094%	61	0.050%	-0.044%	-47.155%
1446	Digital Transformation	Technical Skills	Security	1	11,227	0.544%	2,559	2.084%	1.541%	283.472%
1472	DISA	Technical Skills	Security	1	11,865	0.574%	967	0.788%	0.213%	37.115%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,750	0.230%	220	0.179%	-0.051%	-22.079%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,231	0.060%	117	0.095%	0.036%	59.902%
1504	DMZ	Technical Skills	Network	1	3,178	0.154%	69	0.056%	-0.098%	-63.472%
1451	Docker	Technical Skills	Security	1	10,328	0.500%	2,442	1.989%	1.489%	297.793%
1307	Doctor of Philosophy	Technical Skills	Misc	3	86,730	4.199%	4,893	3.986%	-0.214%	-5.085%
973	Document management software	Technical Skills	Information mgmt	4	22,228	1.076%	1,663	1.355%	0.278%	25.869%
1020	Domain name system (DNS)	Technical Skills	Network	3	57,650	2.791%	2,729	2.223%	-0.568%	-20.360%
61	Dreamweaver	Technical Skills	Software development	1	8,058	0.390%	100	0.081%	-0.309%	-79.121%
54	DSS/GDSS	Technical Skills	Business applications	5	25,416	1.231%	1,009	0.822%	-0.409%	-33.210%
425	Dynamic modeling software	Technical Skills	Business applications	1	60	0.003%	4	0.003%	0.000%	12.159%
62	Eclipse	Technical Skills	Software development	1	20,772	1.006%	452	0.368%	-0.638%	-63.391%
1308	Electronic Commerce	Technical Skills	Business applications	2	58,991	2.856%	1,711	1.394%	-1.462%	-51.203%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,253	0.739%	608	0.495%	-0.243%	-32.938%
1023	Electronic mail software	Technical Skills	Network	8	33,608	1.627%	1,676	1.365%	-0.262%	-16.101%
1384	Encryption	Technical Skills	Information mgmt	1	145	0.007%	30	0.024%	0.017%	248.081%
1507	Endpoint	Technical Skills	Security	1	10,821	0.524%	1,706	1.390%	0.866%	165.240%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	102,533	4.964%	4,765	3.881%	-1.083%	-21.814%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	126,176	6.109%	4,406	3.589%	-2.520%	-41.252%
1321	Environmental Certification	Technical Skills	Environmental	1	501	0.024%	67	0.055%	0.030%	124.991%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,459	0.071%	28	0.023%	-0.048%	-67.713%
1329	Environmental Energy	Technical Skills	Environmental	25	8,646	0.419%	867	0.706%	0.288%	68.706%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	7,769	0.376%	627	0.511%	0.135%	35.778%
1327	Environmental Pollution	Technical Skills	Environmental	27	42,013	2.034%	2,338	1.904%	-0.130%	-6.376%
1324	Environmental Pollution Control	Technical Skills	Environmental	10	4,823	0.234%	417	0.340%	0.106%	45.461%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	10	1,587	0.077%	202	0.165%	0.088%	114.142%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	49,483	2.396%	677	0.551%	-1.844%	-76.982%
1331	Environmental Science	Technical Skills	Environmental	2	240	0.012%	4	0.003%	-0.008%	-71.960%
1322	Environmental Technology	Technical Skills	Environmental	2	440	0.021%	35	0.029%	0.007%	33.827%
1470	EPRI	Technical Skills	Security	1	89	0.004%	7	0.006%	0.001%	32.323%
1551	Exabeam	Technical Skills	Security	1	61	0.003%	22	0.018%	0.015%	506.764%
461	Expert system software	Technical Skills	Business applications	1	729	0.035%	34	0.028%	-0.008%	-21.535%
1359	Facebook	Technical Skills	Social Networking	1	156,002	7.553%	1,129	0.920%	-6.634%	-87.824%
463	Facilities management software	Technical Skills	Business applications	4	13,362	0.647%	1,420	1.157%	0.510%	78.790%
1476	FedRAMP	Technical Skills	Security	1	2,665	0.129%	401	0.327%	0.198%	153.148%
1467	FINRA	Technical Skills	Security	1	1,504	0.073%	194	0.158%	0.085%	117.011%
1556	FireEye	Technical Skills	Security	1	1,513	0.073%	72	0.059%	-0.015%	-19.939%
1464	FISMA	Technical Skills	Security	1	11,313	0.548%	697	0.568%	0.020%	3.653%
468	Flight control software	Technical Skills	Business applications	1	259	0.013%	15	0.012%	-0.000%	-2.564%
1508	Flow analysis	Technical Skills	Security	1	2,917	0.141%	135	0.110%	-0.031%	-22.138%
469	Flowchart software	Technical Skills	Business applications	5	5,617	0.272%	261	0.213%	-0.059%	-21.826%
1367	Forensic	Technical Skills	Information mgmt	2	57,518	2.785%	1,709	1.392%	-1.393%	-50.012%
1552	Fortinet	Technical Skills	Security	1	2,046	0.099%	221	0.180%	0.081%	81.725%
1112	Fraud Detection	Technical Skills	Security	1	11,423	0.553%	934	0.761%	0.208%	37.561%
63	FrontPage	Technical Skills	Software development	1	915	0.044%	4	0.003%	-0.041%	-92.645%
475	Fund accounting software	Technical Skills	Business applications	1	836	0.040%	67	0.055%	0.014%	34.833%
1260	Gaming	Technical Skills	Misc	2	35,855	1.736%	2,082	1.696%	-0.040%	-2.308%
1468	GDPR	Technical Skills	Security	1	2,586	0.125%	643	0.524%	0.399%	318.321%
113	Generic databases	Technical Skills	Information mgmt	2	218,722	10.590%	11,795	9.608%	-0.982%	-9.274%
1365	Google Apps	Technical Skills	Business applications	4	4,476	0.217%	465	0.379%	0.162%	74.779%
1364	Google Plus	Technical Skills	Social Networking	1	39	0.002%	1	0.001%	-0.001%	-56.862%
1512	Governance	Technical Skills	Security	1	89,070	4.313%	9,342	7.610%	3.297%	76.456%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	139,540	6.756%	5,817	4.738%	-2.018%	-29.866%
484	Graphic software	Technical Skills	Business applications	16	166,147	8.044%	5,877	4.787%	-3.257%	-40.490%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,487	0.798%	241	0.196%	-0.602%	-75.407%
1323	Green IT	Technical Skills	Environmental	9	4,328	0.210%	116	0.094%	-0.115%	-54.908%
893	Guidance systems	Technical Skills	Hardware	1	100	0.005%	3	0.002%	-0.002%	-49.528%
1371	Hacking	Technical Skills	Information mgmt	5	11,138	0.539%	670	0.546%	0.006%	1.203%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	250	0.012%	33	0.027%	0.015%	122.076%
1277	Hardware Design	Technical Skills	Hardware	21	9,624	0.466%	515	0.420%	-0.046%	-9.972%
1278	Hardware Testing	Technical Skills	Hardware	4	2,691	0.130%	201	0.164%	0.033%	25.664%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,512	0.073%	163	0.133%	0.060%	81.369%
492	Helpdesk or call center	Technical Skills	Business applications	2	179,541	8.693%	7,477	6.090%	-2.602%	-29.937%
1465	HIPAA	Technical Skills	Security	1	33,256	1.610%	2,664	2.170%	0.560%	34.769%
1473	HITRUST	Technical Skills	Security	1	2,003	0.097%	304	0.248%	0.151%	155.341%
1377	Homeland Security	Technical Skills	Information mgmt	1	86,475	4.187%	1,607	1.309%	-2.878%	-68.735%
1487	IaaS	Technical Skills	Security	1	7,630	0.369%	1,229	1.001%	0.632%	170.991%
114	IBM databases	Technical Skills	Information mgmt	2	35,728	1.730%	686	0.559%	-1.171%	-67.697%
121	IBM operating systems	Technical Skills	Business applications	4	33,229	1.609%	477	0.389%	-1.220%	-75.849%
1513	Identity Access Management	Technical Skills	Security	2	21,719	1.052%	2,544	2.072%	1.021%	97.063%
1511	Identity Governance and Administration	Technical Skills	Security	1	304	0.015%	91	0.074%	0.059%	403.611%
898	Image capture devices	Technical Skills	Hardware	9	12,700	0.615%	1,151	0.938%	0.323%	52.475%
524	Industrial control software	Technical Skills	Business applications	3	8,747	0.424%	1,262	1.028%	0.604%	142.732%
1485	Industrial Control Systems	Technical Skills	Security	1	5,232	0.253%	667	0.543%	0.290%	114.479%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	21,780	1.055%	1,317	1.073%	0.018%	1.731%
1375	Information Security	Technical Skills	Information mgmt	3	123,349	5.972%	11,299	9.204%	3.232%	54.110%
899	Infrared	Technical Skills	Hardware	1	3,543	0.172%	55	0.045%	-0.127%	-73.883%
1491	Infrastructure as Code	Technical Skills	Security	1	3,335	0.161%	870	0.709%	0.547%	338.885%
1180	Installation	Technical Skills	Software development	1	179,389	8.685%	9,828	8.006%	-0.680%	-7.829%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	344	0.017%	20	0.016%	-0.000%	-2.186%
536	Internet browser software	Technical Skills	Business applications	4	9,833	0.476%	446	0.363%	-0.113%	-23.691%
1483	Internet of Things	Technical Skills	Security	1	6,013	0.291%	1,194	0.973%	0.681%	234.072%
1578	Internet proxy	Technical Skills	Security	1	275	0.013%	5	0.004%	-0.009%	-69.411%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	25,878	1.253%	1,259	1.026%	-0.227%	-18.149%
541	Inventory management software	Technical Skills	Business applications	3	12,848	0.622%	1,047	0.853%	0.231%	37.100%
1463	ISO 22301	Technical Skills	Security	1	76	0.004%	16	0.013%	0.009%	254.188%
1459	ISO 27000	Technical Skills	Security	1	1,620	0.078%	124	0.101%	0.023%	28.776%
1460	ISO 27001	Technical Skills	Security	1	8,607	0.417%	978	0.797%	0.380%	91.168%
1461	ISO 27002	Technical Skills	Security	1	1,086	0.053%	42	0.034%	-0.018%	-34.935%
1414	ISO 9000	Technical Skills	Software development	1	1,924	0.093%	30	0.024%	-0.069%	-73.767%
73	IT Architecture/Standards	Technical Skills	Hardware	2	23,735	1.149%	1,391	1.133%	-0.016%	-1.403%
1515	IT Service Management	Technical Skills	Security	1	22,912	1.109%	2,206	1.797%	0.688%	61.983%
1481	ITIL	Technical Skills	Security	1	85,558	4.142%	5,403	4.401%	0.259%	6.243%
1357	Java ME	Technical Skills	Mobile Platforms	2	406	0.020%	0	0.000%	-0.020%	-100.000%
1035	Kernel	Technical Skills	Network	1	5,449	0.264%	82	0.067%	-0.197%	-74.682%
1442	Key management	Technical Skills	Security	1	4,651	0.225%	265	0.216%	-0.009%	-4.142%
1450	Kubernetes	Technical Skills	Security	1	6,800	0.329%	2,171	1.768%	1.439%	437.129%
1279	Laser tools	Technical Skills	Hardware	1	27	0.001%	3	0.002%	0.001%	86.932%
907	Lasers	Technical Skills	Hardware	1	584	0.028%	43	0.035%	0.007%	23.875%
1516	Least Privilege	Technical Skills	Security	1	683	0.033%	137	0.112%	0.079%	237.464%
1038	License management software	Technical Skills	Network	1	1,855	0.090%	139	0.113%	0.023%	26.066%
1361	LinkedIn	Technical Skills	Social Networking	1	21,634	1.047%	1,546	1.259%	0.212%	20.226%
1544	LogRhythm	Technical Skills	Security	1	538	0.026%	51	0.042%	0.015%	59.483%
908	Mainframe computers	Technical Skills	Hardware	2	74,837	3.623%	1,148	0.935%	-2.688%	-74.192%
124	Mainframe operating systems	Technical Skills	Business applications	8	27,769	1.344%	778	0.634%	-0.711%	-52.865%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	38,108	1.845%	1,240	1.010%	-0.835%	-45.256%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	10,659	0.516%	599	0.488%	-0.028%	-5.455%
1549	McAfee Enterprise Security	Technical Skills	Security	1	113	0.005%	1	0.001%	-0.005%	-85.112%
1281	Medical software	Technical Skills	Business applications	9	18,943	0.917%	1,206	0.982%	0.065%	7.109%
1452	Mesos	Technical Skills	Security	1	369	0.018%	20	0.016%	-0.002%	-8.813%
1517	Metadata analysis	Technical Skills	Security	1	250	0.012%	14	0.011%	-0.001%	-5.786%
1555	Micro Focus	Technical Skills	Security	1	1,104	0.053%	71	0.058%	0.004%	8.197%
1433	Micro-segmentation	Technical Skills	Security	1	143	0.007%	35	0.029%	0.022%	311.774%
115	Microsoft databases	Technical Skills	Information mgmt	5	192,519	9.321%	5,787	4.714%	-4.607%	-49.428%
119	Microsoft operating systems	Technical Skills	Business applications	4	326,439	15.805%	14,741	12.007%	-3.798%	-24.028%
1518	MITRE	Technical Skills	Security	1	4,150	0.201%	216	0.176%	-0.025%	-12.435%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,465	0.216%	174	0.142%	-0.074%	-34.438%
1581	Mobile security	Technical Skills	Security	2	1,214	0.059%	89	0.072%	0.014%	23.338%
1431	Multi-Factor Authentication	Technical Skills	Security	3	3,307	0.160%	604	0.492%	0.332%	207.277%
625	Multimedia	Technical Skills	Business applications	1	128,814	6.237%	832	0.678%	-5.559%	-89.134%
1362	MySpace	Technical Skills	Social Networking	1	695	0.034%	0	0.000%	-0.034%	-100.000%
1471	NERC	Technical Skills	Security	1	3,261	0.158%	320	0.261%	0.103%	65.092%
1548	NetWitness	Technical Skills	Security	1	458	0.022%	29	0.024%	0.001%	6.527%
1499	Network Access Control	Technical Skills	Security	2	5,864	0.284%	305	0.248%	-0.035%	-12.495%
74	Network administration	Technical Skills	Hardware	17	377,256	18.266%	104,418	85.055%	66.790%	365.657%
1282	Network Administration software	Technical Skills	Network	18	119,263	5.774%	6,930	5.645%	-0.129%	-2.241%
1519	Network discovery	Technical Skills	Security	1	369	0.018%	34	0.028%	0.010%	55.017%
1283	Network Hardware	Technical Skills	Network	11	76,415	3.700%	3,559	2.899%	-0.801%	-21.643%
1284	Network Monitoring software	Technical Skills	Network	15	47,698	2.309%	2,535	2.065%	-0.244%	-10.586%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,443	0.167%	71	0.058%	-0.109%	-65.306%
1369	Network Security	Technical Skills	Information mgmt	1	9,677	0.469%	391	0.318%	-0.150%	-32.023%
1122	Network security	Technical Skills	Security	1	62,369	3.020%	3,392	2.763%	-0.257%	-8.501%
1285	Network Security software	Technical Skills	Security	37	169,025	8.184%	11,698	9.529%	1.345%	16.436%
1503	Network Segmentation	Technical Skills	Network	1	842	0.041%	112	0.091%	0.050%	123.786%
1286	Network software	Technical Skills	Network	6	191,045	9.250%	103,873	84.611%	75.361%	814.733%
1287	Network Testing	Technical Skills	Network	11	35,101	1.699%	1,278	1.041%	-0.658%	-38.745%
1521	Next Generation Firewall	Technical Skills	Security	2	953	0.046%	134	0.109%	0.063%	136.559%
1458	NIST	Technical Skills	Security	1	31,858	1.542%	3,495	2.847%	1.304%	84.568%
1065	Novell network software	Technical Skills	Network	2	2,002	0.097%	28	0.023%	-0.074%	-76.470%
643	Oberon	Technical Skills	Business applications	1	195	0.009%	0	0.000%	-0.009%	-100.000%
1413	Object Oriented Design	Technical Skills	Software development	2	20,241	0.980%	137	0.112%	-0.868%	-88.613%
41	Object Oriented Programming	Technical Skills	Software development	5	102,434	4.960%	2,270	1.849%	-3.110%	-62.717%
1288	Office Applications	Technical Skills	Business applications	13	379,958	18.396%	22,072	17.979%	-0.417%	-2.269%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,382	0.599%	182	0.148%	-0.451%	-75.271%
116	Open-source databases	Technical Skills	Information mgmt	4	54,446	2.636%	2,300	1.873%	-0.763%	-28.930%
118	Open-source operating systems	Technical Skills	Business applications	8	190,865	9.241%	8,365	6.814%	-2.427%	-26.266%
56	Operating Systems	Technical Skills	Business applications	3	164,926	7.985%	10,658	8.682%	0.696%	8.721%
1482	Operational Technology	Technical Skills	Security	1	5,645	0.273%	697	0.568%	0.294%	107.729%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,502	0.073%	120	0.098%	0.025%	34.412%
117	Oracle databases	Technical Skills	Information mgmt	1	276,224	13.374%	6,543	5.330%	-8.044%	-60.149%
1529	Orchestration & Automation	Technical Skills	Security	1	298	0.014%	47	0.038%	0.024%	165.344%
1488	PaaS	Technical Skills	Security	1	7,891	0.382%	1,293	1.053%	0.671%	175.673%
1354	Palm OS	Technical Skills	Mobile Platforms	3	289	0.014%	0	0.000%	-0.014%	-100.000%
1522	Panorama	Technical Skills	Security	1	467	0.023%	74	0.060%	0.038%	166.589%
1466	Payment Card Industry	Technical Skills	Security	1	24,145	1.169%	1,837	1.496%	0.327%	28.000%
1376	Penetration Testing	Technical Skills	Information mgmt	5	82,302	3.985%	6,729	5.481%	1.496%	37.552%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,190	0.154%	378	0.308%	0.153%	99.356%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,499	0.169%	461	0.376%	0.206%	121.658%
1289	Physical Tools	Technical Skills	Hardware	1	172	0.008%	18	0.015%	0.006%	76.064%
683	Point of sale (POS)	Technical Skills	Business applications	3	11,349	0.549%	883	0.719%	0.170%	30.897%
1525	Policy Decision Point	Technical Skills	Security	1	642	0.031%	30	0.024%	-0.007%	-21.384%
1526	Policy Enforcement Point	Technical Skills	Security	1	530	0.026%	23	0.019%	-0.007%	-26.991%
686	Polka	Technical Skills	Business applications	1	137	0.007%	10	0.008%	0.002%	22.802%
931	Printers	Technical Skills	Hardware	4	34,319	1.662%	3,588	2.923%	1.261%	75.892%
1430	Privileged Account Management	Technical Skills	Security	2	44,361	2.148%	352	0.287%	-1.861%	-86.650%
43	Programming	Technical Skills	Software development	1	316,045	15.302%	15,193	12.376%	-2.926%	-19.124%
700	Provisioning	Technical Skills	Business applications	1	29,731	1.439%	2,121	1.728%	0.288%	20.021%
1545	QRadar	Technical Skills	Security	1	1,238	0.060%	74	0.060%	0.000%	0.563%
1531	Quality of Service	Technical Skills	Security	1	15,981	0.774%	875	0.713%	-0.061%	-7.885%
1405	Rapid Application Development	Technical Skills	Software development	2	7,344	0.356%	87	0.071%	-0.285%	-80.070%
1553	Rapid7	Technical Skills	Security	1	504	0.024%	66	0.054%	0.029%	120.313%
1258	Rate Control	Technical Skills	Technical applications	1	24	0.001%	1	0.001%	-0.000%	-29.900%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,240	0.689%	84	0.068%	-0.621%	-90.076%
1077	Remote control software	Technical Skills	Network	2	3,284	0.159%	262	0.213%	0.054%	34.223%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,110	0.054%	19	0.015%	-0.038%	-71.202%
1379	Risk Analysis	Technical Skills	Information mgmt	1	15,308	0.741%	1,059	0.863%	0.121%	16.387%
1262	Robotics	Technical Skills	Hardware	3	8,117	0.393%	1,028	0.837%	0.444%	113.071%
1532	Role-Based Access Control	Technical Skills	Security	3	2,868	0.139%	256	0.209%	0.070%	50.172%
1318	RSA	Technical Skills	Security	1	6,775	0.328%	234	0.191%	-0.137%	-41.892%
1489	SaaS	Technical Skills	Security	1	23,889	1.157%	2,617	2.132%	0.975%	84.303%
1429	SASE	Technical Skills	Security	2	352	0.017%	137	0.112%	0.095%	554.795%
1533	SCCM	Technical Skills	Security	1	13,924	0.674%	1,285	1.047%	0.373%	55.262%
44	SDLC	Technical Skills	Software development	7	196,745	9.526%	9,289	7.566%	-1.959%	-20.569%
1500	SecOps	Technical Skills	Security	2	4,491	0.217%	1,416	1.153%	0.936%	430.454%
1537	Secure SDLC	Technical Skills	Security	1	6,146	0.298%	47	0.038%	-0.259%	-87.134%
1132	Secure shell (SSH)	Technical Skills	Security	1	136	0.007%	0	0.000%	-0.007%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	21,204	1.027%	745	0.607%	-0.420%	-40.889%
1569	Secure Web Gateway	Technical Skills	Security	1	2,860	0.138%	12	0.010%	-0.129%	-92.941%
76	Security	Technical Skills	Hardware	4	1,359,871	65.841%	50,052	40.771%	-25.070%	-38.077%
1382	Security Audit	Technical Skills	Information mgmt	1	2,553	0.124%	155	0.126%	0.003%	2.143%
1315	Security Clearance	Technical Skills	Misc	2	210,674	10.200%	12,142	9.890%	-0.310%	-3.037%
1477	Security Frameworks	Technical Skills	Security	1	5,525	0.268%	687	0.560%	0.292%	109.195%
1540	Security Information and Event Management	Technical Skills	Security	1	12,314	0.596%	1,449	1.180%	0.584%	97.969%
1584	Security Information Management	Technical Skills	Security	1	3,025	0.146%	91	0.074%	-0.072%	-49.389%
1567	Security Operations Center	Technical Skills	Security	1	14,368	0.696%	1,684	1.372%	0.676%	97.185%
1381	Security Plan	Technical Skills	Information mgmt	1	3,829	0.185%	355	0.289%	0.104%	55.980%
1380	Security Policy	Technical Skills	Information mgmt	2	49,945	2.418%	4,055	3.303%	0.885%	36.592%
1457	Security Standards	Technical Skills	Security	1	23,641	1.145%	2,193	1.786%	0.642%	56.063%
1135	Security testing software	Technical Skills	Security	1	6,462	0.313%	468	0.381%	0.068%	21.845%
1550	Securonix	Technical Skills	Security	1	42	0.002%	3	0.002%	0.000%	20.171%
1538	Segmentation	Technical Skills	Security	1	5,541	0.268%	561	0.457%	0.189%	70.334%
60	Sharepoint Server	Technical Skills	Business applications	1	5,648	0.273%	47	0.038%	-0.235%	-86.000%
1084	Signal generators	Technical Skills	Network	1	430	0.021%	24	0.020%	-0.001%	-6.099%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,374	0.599%	235	0.191%	-0.408%	-68.049%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	40,052	1.939%	1,546	1.259%	-0.680%	-35.060%
1220	Simulation software	Technical Skills	Software development	5	25,447	1.232%	1,646	1.341%	0.109%	8.823%
1568	Single Sign-On	Technical Skills	Security	3	12,107	0.586%	975	0.794%	0.208%	35.486%
1558	SOAR	Technical Skills	Security	1	1,262	0.061%	364	0.297%	0.235%	385.254%
1475	SOC 2	Technical Skills	Security	1	2,411	0.117%	395	0.322%	0.205%	175.630%
1366	Social Network	Technical Skills	Social Networking	1	3,419	0.166%	75	0.061%	-0.104%	-63.095%
1358	Social Networking	Technical Skills	Social Networking	1	11,689	0.566%	128	0.104%	-0.462%	-81.577%
1534	Software Defined Network	Technical Skills	Security	2	1,738	0.084%	170	0.138%	0.054%	64.561%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,377	0.067%	437	0.356%	0.289%	433.918%
42	Software Development	Technical Skills	Software development	2	435,021	21.062%	14,446	11.767%	-9.295%	-44.132%
1291	Software Development software	Technical Skills	Software development	3	2,593	0.126%	35	0.029%	-0.097%	-77.291%
1309	Software Engineering	Technical Skills	Software development	1	245,974	11.909%	8,383	6.828%	-5.081%	-42.663%
1292	Software Installation	Technical Skills	Software development	4	211,618	10.246%	13,386	10.904%	0.658%	6.421%
1223	Software libraries	Technical Skills	Software development	1	301	0.015%	25	0.020%	0.006%	39.734%
1293	Software Maintenance	Technical Skills	Software development	1	7,913	0.383%	248	0.202%	-0.181%	-47.272%
1294	Software Testing	Technical Skills	Software development	14	175,194	8.482%	10,959	8.927%	0.444%	5.240%
1225	Source code management (SCM)	Technical Skills	Software development	5	44,253	2.143%	2,563	2.088%	-0.055%	-2.561%
1541	Splunk	Technical Skills	Security	1	12,274	0.594%	1,593	1.298%	0.703%	118.352%
1229	Static analysis software	Technical Skills	Software development	1	835	0.040%	23	0.019%	-0.022%	-53.659%
772	Statistical analysis software	Technical Skills	Business applications	27	169,403	8.202%	10,056	8.191%	-0.011%	-0.131%
774	Statistical software	Technical Skills	Business applications	1	62,918	3.046%	5,672	4.620%	1.574%	51.666%
1230	Stress testing software	Technical Skills	Software development	1	3,026	0.147%	136	0.111%	-0.036%	-24.387%
1547	sumo logic	Technical Skills	Security	1	227	0.011%	50	0.041%	0.030%	270.571%
122	Sun operating systems	Technical Skills	Business applications	3	51,655	2.501%	805	0.656%	-1.845%	-73.781%
939	Surveillance systems	Technical Skills	Hardware	5	23,757	1.150%	1,503	1.224%	0.074%	6.438%
1564	Swimlane	Technical Skills	Security	1	101	0.005%	4	0.003%	-0.002%	-33.371%
791	Symantec software	Technical Skills	Business applications	1	13,213	0.640%	251	0.204%	-0.435%	-68.041%
1355	Symbian	Technical Skills	Mobile Platforms	1	21	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	133,619	6.469%	7,922	6.453%	-0.016%	-0.254%
45	System Testing	Technical Skills	Software development	5	32,658	1.581%	1,819	1.482%	-0.100%	-6.293%
46	Systems Analysis	Technical Skills	Software development	8	160,678	7.780%	8,087	6.587%	-1.192%	-15.324%
47	Systems Design	Technical Skills	Software development	1	25,290	1.224%	1,324	1.078%	-0.146%	-11.922%
1233	Systems Evaluation	Technical Skills	Software development	1	685	0.033%	37	0.030%	-0.003%	-9.126%
1234	Systems integration	Technical Skills	Software development	8	108,864	5.271%	2,063	1.680%	-3.590%	-68.118%
75	TCP/IP	Technical Skills	Hardware	3	79,104	3.830%	3,303	2.691%	-1.139%	-29.751%
1235	Technology Design	Technical Skills	Software development	1	2,554	0.124%	190	0.155%	0.031%	25.158%
1236	Templates	Technical Skills	Software development	1	34,258	1.659%	2,174	1.771%	0.112%	6.764%
1239	Test implementation	Technical Skills	Software development	1	812	0.039%	74	0.060%	0.021%	53.321%
1302	Testing	Technical Skills	Software development	1	526,399	25.487%	31,624	25.760%	0.273%	1.072%
1435	Threat Intelligence	Technical Skills	Security	1	4,537	0.220%	611	0.498%	0.278%	126.569%
1561	ThreatConnect	Technical Skills	Security	1	87	0.004%	13	0.011%	0.006%	151.392%
1571	Traffic Analysis	Technical Skills	Security	1	2,766	0.134%	128	0.104%	-0.030%	-22.145%
1570	Traffic Capture	Technical Skills	Security	1	95	0.005%	3	0.002%	-0.002%	-46.872%
1297	Training software	Technical Skills	Business applications	3	3,334	0.161%	204	0.166%	0.005%	2.942%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,596	0.126%	59	0.048%	-0.078%	-61.764%
1360	Twitter	Technical Skills	Social Networking	1	31,271	1.514%	999	0.814%	-0.700%	-46.253%
1411	Unified Process	Technical Skills	Software development	1	3,448	0.167%	16	0.013%	-0.154%	-92.193%
123	UNIX operating systems	Technical Skills	Business applications	5	210,568	10.195%	3,553	2.894%	-7.301%	-71.612%
1298	UNIX Shells	Technical Skills	Business applications	4	37,862	1.833%	1,236	1.007%	-0.826%	-45.079%
1410	Use Case	Technical Skills	Software development	1	12,655	0.613%	483	0.393%	-0.219%	-35.789%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	97	0.005%	24	0.020%	0.015%	316.262%
1572	User Behavior Analytics	Technical Skills	Security	1	209	0.010%	32	0.026%	0.016%	157.591%
48	User-Interface Design	Technical Skills	Software development	2	106,397	5.151%	3,009	2.451%	-2.700%	-52.420%
836	Video creation and editing software	Technical Skills	Business applications	3	2,571	0.124%	135	0.110%	-0.015%	-11.660%
1574	Virtual Machine	Technical Skills	Security	1	10,834	0.525%	746	0.608%	0.083%	15.845%
840	Visual Color Discrimination	Technical Skills	Business applications	2	190	0.009%	35	0.029%	0.019%	209.914%
64	Visual Studio	Technical Skills	Software development	1	39,855	1.930%	1,054	0.859%	-1.071%	-55.508%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,894	0.140%	50	0.041%	-0.099%	-70.933%
77	Voice/Data Telecom	Technical Skills	Hardware	10	205,091	9.930%	8,217	6.693%	-3.237%	-32.595%
1575	Vulnerability Management	Technical Skills	Security	1	12,538	0.607%	1,283	1.045%	0.438%	72.157%
1583	Vulnerability Testing	Technical Skills	Security	1	2,304	0.112%	174	0.142%	0.030%	27.056%
1577	Web Application Firewall	Technical Skills	Security	1	1,880	0.091%	186	0.152%	0.060%	66.449%
1299	Web Application Server	Technical Skills	Business applications	8	60,302	2.920%	635	0.517%	-2.402%	-82.284%
1248	Web platform development software	Technical Skills	Software development	5	3,100	0.150%	17	0.014%	-0.136%	-90.774%
65	web programmer	Technical Skills	Software development	4	63,009	3.051%	965	0.786%	-2.265%	-74.234%
1579	Web proxy	Technical Skills	Security	1	958	0.046%	49	0.040%	-0.006%	-13.949%
58	Web servers	Technical Skills	Business applications	6	97,486	4.720%	2,219	1.808%	-2.912%	-61.705%
49	Web-based Application Development	Technical Skills	Software development	2	62,285	3.016%	1,654	1.347%	-1.668%	-55.323%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,411	0.214%	22	0.018%	-0.196%	-91.609%
1102	Wireless	Technical Skills	Network	5	68,858	3.334%	4,456	3.630%	0.296%	8.872%
1363	YouTube	Technical Skills	Social Networking	2	4,069	0.197%	567	0.462%	0.265%	134.435%
1524	Zero Trust	Technical Skills	Security	2	518	0.025%	256	0.209%	0.183%	731.453%
79	.NET	Programming Skills	Current	1	163,788	7.930%	3,316	2.701%	-5.229%	-65.939%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	47	0.002%	1	0.001%	-0.001%	-64.204%
209	A programming language (APL)	Programming Skills	Legacy	2	2,442	0.118%	119	0.097%	-0.021%	-18.016%
99	Ada	Programming Skills	Legacy	1	14,352	0.695%	2,204	1.795%	1.100%	158.361%
80	AJAX	Programming Skills	Current	1	51,574	2.497%	437	0.356%	-2.141%	-85.745%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	68	0.003%	1	0.001%	-0.002%	-75.259%
192	Apple AppleScript	Programming Skills	Current	1	189	0.009%	7	0.006%	-0.003%	-37.689%
81	ASP	Programming Skills	Current	2	88,630	4.291%	1,646	1.341%	-2.950%	-68.755%
108	Assembly	Programming Skills	Legacy	2	1,801	0.087%	9	0.007%	-0.080%	-91.593%
211	AWK	Programming Skills	Legacy	1	1,741	0.084%	20	0.016%	-0.068%	-80.673%
83	C#	Programming Skills	Current	2	144,170	6.980%	3,482	2.836%	-4.144%	-59.367%
82	C/C++	Programming Skills	Current	3	323,166	15.647%	96,480	78.589%	62.942%	402.272%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	86,510	4.189%	3,222	2.625%	-1.564%	-37.341%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	520	0.025%	7	0.006%	-0.019%	-77.352%
84	CGI	Programming Skills	Current	2	15,299	0.741%	86	0.070%	-0.671%	-90.543%
217	Clipper	Programming Skills	Legacy	1	161	0.008%	7	0.006%	-0.002%	-26.853%
218	CLU	Programming Skills	Legacy	1	190	0.009%	3	0.002%	-0.007%	-73.436%
100	Cobol	Programming Skills	Legacy	1	11,949	0.579%	275	0.224%	-0.355%	-61.281%
85	ColdFusion	Programming Skills	Current	2	8,344	0.404%	131	0.107%	-0.297%	-73.587%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	201	0.010%	16	0.013%	0.003%	33.922%
195	Component object model (COM)	Programming Skills	Current	1	58	0.003%	1	0.001%	-0.002%	-70.993%
125	Database programming	Programming Skills	Current	3	24,292	1.176%	432	0.352%	-0.824%	-70.081%
1501	DevOps	Programming Skills	Misc	1	26,271	1.272%	5,618	4.576%	3.304%	259.776%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,037	0.050%	20	0.016%	-0.034%	-67.553%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	52,407	2.537%	47,570	38.749%	36.211%	1,427.113%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,663	0.129%	159	0.130%	0.001%	0.451%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,678	0.469%	123	0.100%	-0.368%	-78.618%
109	Forth	Programming Skills	Legacy	1	12,979	0.628%	2,193	1.786%	1.158%	184.266%
102	Fortran	Programming Skills	Legacy	1	1,464	0.071%	77	0.063%	-0.008%	-11.514%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	237,593	11.504%	6,062	4.938%	-6.566%	-57.075%
222	J	Programming Skills	Legacy	1	8,329	0.403%	524	0.427%	0.024%	5.844%
87	Java/J2EE/J2P	Programming Skills	Current	4	271,012	13.122%	7,790	6.345%	-6.776%	-51.641%
97	JavaScript	Programming Skills	Current	3	131,564	6.370%	5,572	4.539%	-1.831%	-28.747%
89	JavaServer Faces	Programming Skills	Current	3	10,019	0.485%	167	0.136%	-0.349%	-71.957%
88	JavaServer Pages	Programming Skills	Current	3	37,655	1.823%	278	0.226%	-1.597%	-87.579%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,583	0.464%	180	0.147%	-0.317%	-68.399%
126	LAMP	Programming Skills	Current	1	10,625	0.514%	98	0.080%	-0.435%	-84.482%
104	Lisp	Programming Skills	Legacy	1	608	0.029%	40	0.033%	0.003%	10.684%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,045	0.051%	124	0.101%	0.050%	99.633%
201	Microsoft ActiveX	Programming Skills	Current	1	1,024	0.050%	11	0.009%	-0.041%	-81.927%
107	Pascal	Programming Skills	Legacy	1	464	0.022%	7	0.006%	-0.017%	-74.619%
90	Perl	Programming Skills	Current	1	64,049	3.101%	1,601	1.304%	-1.797%	-57.946%
91	PHP	Programming Skills	Current	1	43,966	2.129%	1,385	1.128%	-1.001%	-47.002%
103	PL/1	Programming Skills	Legacy	3	354	0.017%	11	0.009%	-0.008%	-47.722%
105	Prolog	Programming Skills	Legacy	1	793	0.038%	18	0.015%	-0.024%	-61.812%
95	Python	Programming Skills	Current	1	68,105	3.297%	8,326	6.782%	3.485%	105.677%
227	R	Programming Skills	Current	1	244,290	11.828%	101,914	83.016%	71.188%	601.868%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,338	0.743%	33	0.027%	-0.716%	-96.380%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	22,576	1.093%	1,047	0.853%	-0.240%	-21.976%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	313	0.015%	10	0.008%	-0.007%	-46.249%
206	Scripting languages	Programming Skills	Current	1	23,639	1.145%	1,699	1.384%	0.239%	20.918%
101	Smalltalk	Programming Skills	Legacy	1	190	0.009%	1	0.001%	-0.008%	-91.145%
92	SQL	Programming Skills	Current	3	430,906	20.863%	15,165	12.353%	-8.510%	-40.791%
110	TCL	Programming Skills	Legacy	1	2,403	0.116%	52	0.042%	-0.074%	-63.594%
98	Unified Modeling Language	Programming Skills	Current	2	30,659	1.484%	377	0.307%	-1.177%	-79.312%
93	Visual Basic	Programming Skills	Current	6	82,175	3.979%	1,748	1.424%	-2.555%	-64.213%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,541	0.414%	144	0.117%	-0.296%	-71.635%
94	XML	Programming Skills	Current	2	128,263	6.210%	2,595	2.114%	-4.096%	-65.962%
1342	Computer Science	Majors	Computer Science	2	688,913	33.355%	43,592	35.508%	2.153%	6.456%
1344	Information Technology	Majors	Information Technology	3	1,900,695	92.026%	94,007	76.575%	-15.451%	-16.790%
1343	Management Information Systems	Majors	Management Information Systems	9	438,622	21.237%	32,953	26.842%	5.606%	26.396%

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