
	DOGS-IT.org Skill Frequencies: April, 2007 through 2020-07-10

All Degrees

All Degree Programs	2020-07-10	Jobs Found:	5,304,099	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	18,340	0.346%	7,318	0.729%	0.383%	110.793%
2	Attention to Details	Soft Skills	Problem-solving skills	2	19,304	0.364%	4,938	0.492%	0.128%	35.134%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	32,117	0.606%	9,125	0.909%	0.303%	50.093%
231	Cooperation	Soft Skills	Interpersonal skills	1	44,887	0.846%	11,384	1.134%	0.288%	33.979%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	24,932	0.470%	8,321	0.829%	0.359%	76.312%
3	Creativity	Soft Skills	Problem-solving skills	4	174,583	3.291%	53,303	5.309%	2.017%	61.292%
4	Critical thinking	Soft Skills	Problem-solving skills	3	87,595	1.651%	36,868	3.672%	2.021%	122.348%
1300	Flexibility	Soft Skills	Work ethic	1	240,219	4.529%	59,129	5.889%	1.360%	30.034%
232	Independence	Soft Skills	Interpersonal skills	1	30,597	0.577%	10,287	1.025%	0.448%	77.612%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	661,503	12.472%	171,462	17.077%	4.606%	36.930%
256	Innovation	Soft Skills	Problem-solving skills	1	461,634	8.703%	165,178	16.451%	7.748%	89.024%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	544,948	10.274%	162,050	16.140%	5.866%	57.093%
1422	Internship	Soft Skills	Work ethic	3	131,781	2.485%	44,117	4.394%	1.909%	76.854%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	4,030	0.076%	1,891	0.188%	0.112%	147.884%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	383,534	7.231%	121,683	12.119%	4.888%	67.606%
10	Leadership	Soft Skills	Interpersonal skills	1	1,137,791	21.451%	282,111	28.098%	6.647%	30.984%
258	Learning	Soft Skills	Problem-solving skills	1	511,740	9.648%	180,314	17.959%	8.311%	86.141%
1	Learning Ability	Soft Skills	Problem-solving skills	3	98,872	1.864%	29,611	2.949%	1.085%	58.213%
236	Listening	Soft Skills	Language skills	1	114,843	2.165%	25,053	2.495%	0.330%	15.244%
260	Mathematics	Soft Skills	Problem-solving skills	3	310,144	5.847%	99,623	9.922%	4.075%	69.691%
261	Memorization	Soft Skills	Problem-solving skills	2	346	0.007%	184	0.018%	0.012%	180.934%
18	Negotiation Skills	Soft Skills	Language skills	1	45,913	0.866%	8,377	0.834%	-0.031%	-3.614%
262	Optimization	Soft Skills	Problem-solving skills	1	263,482	4.968%	62,575	6.232%	1.265%	25.462%
19	Oral Communications	Soft Skills	Language skills	5	87,812	1.656%	23,802	2.371%	0.715%	43.193%
273	Persistence	Soft Skills	Work ethic	1	19,329	0.364%	4,461	0.444%	0.080%	21.923%
239	Persuasion	Soft Skills	Language skills	1	8,972	0.169%	2,981	0.297%	0.128%	75.523%
1301	Physical Skill	Soft Skills	Work ethic	2	10,298	0.194%	6,382	0.636%	0.441%	227.391%
240	Presentations	Soft Skills	Language skills	1	265,027	4.997%	73,674	7.338%	2.341%	46.854%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	940,844	17.738%	229,433	22.851%	5.113%	28.825%
20	Questioning skills	Soft Skills	Language skills	1	1,648	0.031%	517	0.051%	0.020%	65.728%
241	Reading Comprehension	Soft Skills	Language skills	1	1,815	0.034%	826	0.082%	0.048%	140.417%
6	Research skills	Soft Skills	Problem-solving skills	1	9,569	0.180%	2,729	0.272%	0.091%	50.660%
15	Responsibility	Soft Skills	Work ethic	2	510,352	9.622%	129,152	12.863%	3.241%	33.688%
234	Self Control	Soft Skills	Interpersonal skills	1	785	0.015%	372	0.037%	0.022%	150.343%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,141	0.022%	889	0.089%	0.067%	311.603%
16	Self-management	Soft Skills	Work ethic	1	7,019	0.132%	2,456	0.245%	0.112%	84.848%
250	Stress Tolerance	Soft Skills	Physical skills	1	1,559	0.029%	947	0.094%	0.065%	220.897%
12	Teamwork	Soft Skills	Interpersonal skills	1	229,508	4.327%	66,185	6.592%	2.265%	52.344%
17	Time Management	Soft Skills	Work ethic	2	188,904	3.561%	51,206	5.100%	1.539%	43.200%
268	Visualization	Soft Skills	Problem-solving skills	1	79,119	1.492%	38,324	3.817%	2.325%	155.889%
7	Working under pressure	Soft Skills	Problem-solving skills	1	3,330	0.063%	1,287	0.128%	0.065%	104.172%
21	Written Communications	Soft Skills	Language skills	5	783,721	14.776%	176,996	17.628%	2.853%	19.307%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	452,869	8.538%	149,580	14.898%	6.360%	74.487%
172	Account management	Business Skills	Management skills	1	61,873	1.167%	11,345	1.130%	-0.037%	-3.135%
22	Accounting	Business Skills	Business processes	4	574,014	10.822%	78,358	7.804%	-3.018%	-27.885%
1263	Accounting software	Business Skills	Business processes	8	68,646	1.294%	8,859	0.882%	-0.412%	-31.824%
174	Administration	Business Skills	Management skills	3	1,235,530	23.294%	228,757	22.784%	-0.510%	-2.190%
1313	Analyst	Business Skills	Project management	1	859,546	16.205%	163,604	16.295%	0.089%	0.551%
175	Application management	Business Skills	Management skills	5	354,733	6.688%	72,357	7.207%	0.519%	7.756%
150	Asset management	Business Skills	Business processes	1	75,046	1.415%	17,888	1.782%	0.367%	25.921%
151	Auditing	Business Skills	Business processes	5	314,887	5.937%	72,395	7.210%	1.274%	21.455%
1264	Auditing software	Business Skills	Business processes	1	229	0.004%	15	0.001%	-0.003%	-65.397%
152	Billing	Business Skills	Business processes	1	135,230	2.550%	21,353	2.127%	-0.423%	-16.584%
153	Bills of Lading	Business Skills	Business processes	1	228	0.004%	135	0.013%	0.009%	212.796%
1314	Business Analyst	Business Skills	Project management	1	301,967	5.693%	40,493	4.033%	-1.660%	-29.159%
35	Business Intelligence	Business Skills	Strategy skills	1	215,029	4.054%	37,259	3.711%	-0.343%	-8.463%
155	Business performance management (BPM)	Business Skills	Business processes	2	30,103	0.568%	3,965	0.395%	-0.173%	-30.418%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	109,231	2.059%	4,123	0.411%	-1.649%	-80.060%
36	Business Strategy	Business Skills	Strategy skills	3	1,036,232	19.536%	274,838	27.373%	7.837%	40.114%
182	Calendar and scheduling	Business Skills	Project management	3	213,880	4.032%	50,767	5.056%	1.024%	25.393%
156	Capacity planning	Business Skills	Business processes	1	96,635	1.822%	12,985	1.293%	-0.529%	-29.014%
28	Change Management	Business Skills	Management skills	1	214,276	4.040%	50,541	5.034%	0.994%	24.604%
183	Content workflow	Business Skills	Project management	1	187	0.004%	26	0.003%	-0.001%	-26.550%
24	Contracting and legal	Business Skills	Business processes	2	366,392	6.908%	89,157	8.880%	1.972%	28.550%
176	Coordination	Business Skills	Management skills	1	264,833	4.993%	76,707	7.640%	2.647%	53.012%
157	Cost accounting	Business Skills	Business processes	1	8,093	0.153%	1,781	0.177%	0.025%	16.256%
158	Cost estimation	Business Skills	Business processes	1	4,100	0.077%	944	0.094%	0.017%	21.633%
1312	Customer Support	Business Skills	Business processes	6	994,183	18.744%	203,711	20.289%	1.546%	8.246%
1339	Education	Business Skills	Industry Segment	1	58,007	1.094%	22,494	2.240%	1.147%	104.856%
1333	Energy	Business Skills	Industry Segment	1	264,887	4.994%	63,239	6.298%	1.304%	26.121%
1340	Entertainment	Business Skills	Industry Segment	1	248,362	4.682%	20,289	2.021%	-2.662%	-56.844%
1319	Environmental	Business Skills	Environmental	16	221,108	4.169%	53,213	5.300%	1.131%	27.138%
1320	Environmental Strategy	Business Skills	Environmental	12	58,817	1.109%	34,285	3.415%	2.306%	207.938%
161	Financial	Business Skills	Business processes	2	1,319,494	24.877%	289,680	28.852%	3.975%	15.977%
1275	Financial Analysis software	Business Skills	Business processes	8	6,125	0.115%	1,022	0.102%	-0.014%	-11.853%
1332	Health Care	Business Skills	Industry Segment	2	833,156	15.708%	149,611	14.901%	-0.807%	-5.136%
177	Human resources	Business Skills	Management skills	2	394,869	7.445%	66,582	6.631%	-0.813%	-10.923%
1336	Insurance	Business Skills	Industry Segment	1	29,172	0.550%	5,170	0.515%	-0.035%	-6.376%
1316	Managing/Supervision	Business Skills	Management skills	6	2,965,706	55.913%	533,201	53.106%	-2.808%	-5.022%
1334	Manufacturing	Business Skills	Industry Segment	2	436,115	8.222%	71,123	7.084%	-1.139%	-13.847%
26	Marketing	Business Skills	Business processes	1	624,529	11.774%	96,251	9.586%	-2.188%	-18.583%
185	Monitoring	Business Skills	Project management	1	604,703	11.401%	159,020	15.838%	4.437%	38.922%
179	Negotiation	Business Skills	Management skills	1	180,649	3.406%	40,445	4.028%	0.622%	18.275%
163	Operation and Control	Business Skills	Business processes	3	3,843	0.072%	1,652	0.165%	0.092%	127.092%
29	Outsourcing Management	Business Skills	Management skills	3	162,142	3.057%	10,324	1.028%	-2.029%	-66.363%
167	Procurement	Business Skills	Business processes	1	152,154	2.869%	30,683	3.056%	0.187%	6.531%
1290	Project Management software	Business Skills	Project management	3	128,007	2.413%	16,838	1.677%	-0.736%	-30.511%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	902,767	17.020%	178,390	17.767%	0.747%	4.390%
168	Quality	Business Skills	Business processes	1	1,557,373	29.362%	373,797	37.229%	7.868%	26.796%
1337	Real Estate	Business Skills	Industry Segment	2	199,802	3.767%	11,093	1.105%	-2.662%	-70.670%
1335	Retail	Business Skills	Industry Segment	2	976,288	18.406%	136,932	13.638%	-4.768%	-25.905%
34	Risk Management	Business Skills	Project management	1	178,086	3.358%	58,462	5.823%	2.465%	73.423%
169	Service Orientation	Business Skills	Business processes	1	36,862	0.695%	8,725	0.869%	0.174%	25.040%
27	Supply Chain Management	Business Skills	Business processes	3	198,433	3.741%	35,598	3.545%	-0.196%	-5.229%
1295	Supply Chain Management software	Business Skills	Business processes	4	12,449	0.235%	1,619	0.161%	-0.073%	-31.297%
178	Teaching	Business Skills	Management skills	7	337,987	6.372%	58,207	5.797%	-0.575%	-9.022%
190	Timekeeping	Business Skills	Project management	3	135,453	2.554%	21,165	2.108%	-0.446%	-17.455%
1296	Timekeeping software	Business Skills	Project management	1	6,364	0.120%	1,842	0.183%	0.063%	52.905%
171	Total quality management (TQM)	Business Skills	Business processes	2	5,352	0.101%	727	0.072%	-0.028%	-28.240%
180	Troubleshooting	Business Skills	Management skills	1	659,324	12.430%	147,723	14.713%	2.282%	18.362%
181	Verification	Business Skills	Management skills	1	315,636	5.951%	59,429	5.919%	-0.032%	-0.534%
1338	Waste Management	Business Skills	Industry Segment	1	5,011	0.094%	683	0.068%	-0.026%	-27.996%
191	Workflow	Business Skills	Project management	1	225,984	4.261%	52,722	5.251%	0.990%	23.247%
31	Working Globally	Business Skills	Management skills	3	24,982	0.471%	1,413	0.141%	-0.330%	-70.120%
32	Working with Virtual Teams	Business Skills	Management skills	2	9,625	0.181%	2,342	0.233%	0.052%	28.543%
51	4GL	Technical Skills	Software development	3	6,542	0.123%	792	0.079%	-0.044%	-36.045%
1510	Access Control	Technical Skills	Security	1	51,701	0.975%	13,551	1.350%	0.375%	38.463%
987	Access servers & software	Technical Skills	Network	10	152,648	2.878%	27,676	2.756%	-0.121%	-4.220%
38	Agile Development Methods	Technical Skills	Software development	13	344,831	6.501%	108,945	10.851%	4.349%	66.903%
304	Algorithmic software	Technical Skills	Business applications	1	128	0.002%	16	0.002%	-0.001%	-33.965%
1546	Alienvault	Technical Skills	Security	1	337	0.006%	265	0.026%	0.020%	315.411%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,723	0.108%	1,456	0.145%	0.037%	34.400%
1352	Android	Technical Skills	Mobile Platforms	3	92,612	1.746%	24,824	2.472%	0.726%	41.601%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	62,259	1.174%	10,154	1.011%	-0.162%	-13.842%
120	Apple operating systems	Technical Skills	Business applications	6	137,531	2.593%	33,096	3.296%	0.703%	27.127%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	44,811	0.845%	1,827	0.182%	-0.663%	-78.461%
1543	ArcSight	Technical Skills	Security	1	8,225	0.155%	1,658	0.165%	0.010%	6.491%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	135,944	2.563%	74,755	7.445%	4.882%	190.498%
1432	Attribute-Based Access Control	Technical Skills	Security	2	598	0.011%	256	0.025%	0.014%	126.152%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	226	0.004%	65	0.006%	0.002%	51.938%
1265	Backup & Recovery	Technical Skills	Technical applications	16	377,596	7.119%	65,081	6.482%	-0.637%	-8.948%
1386	Biometric	Technical Skills	Information mgmt	2	13,646	0.257%	3,176	0.316%	0.059%	22.953%
1353	Blackberry	Technical Skills	Mobile Platforms	2	36,563	0.689%	1,498	0.149%	-0.540%	-78.356%
336	Borland Delphi	Technical Skills	Business applications	1	6,747	0.127%	666	0.066%	-0.061%	-47.853%
337	Borland JBuilder	Technical Skills	Business applications	1	4,186	0.079%	48	0.005%	-0.074%	-93.942%
338	Borland Paradox	Technical Skills	Business applications	1	429	0.008%	77	0.008%	-0.000%	-5.181%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,446	0.027%	634	0.063%	0.036%	131.624%
72	Business Continuity Planning	Technical Skills	Hardware	2	81,879	1.544%	13,683	1.363%	-0.181%	-11.718%
352	Cadence Opus	Technical Skills	Business applications	1	2,211	0.042%	206	0.021%	-0.021%	-50.780%
868	Calculators	Technical Skills	Hardware	1	4,661	0.088%	1,007	0.100%	0.012%	14.133%
39	CASE Tools	Technical Skills	Software development	1	294,186	5.546%	57,104	5.687%	0.141%	2.543%
367	Categorization or classification software	Technical Skills	Business applications	1	20,064	0.378%	3,659	0.364%	-0.014%	-3.660%
1469	CCPA	Technical Skills	Security	1	1,223	0.023%	1,208	0.120%	0.097%	421.798%
1478	Center for Internet Security	Technical Skills	Security	1	94,181	1.776%	25,144	2.504%	0.729%	41.037%
1441	Certificate management	Technical Skills	Security	1	2,708	0.051%	919	0.092%	0.040%	79.279%
112	Certification	Technical Skills	Misc	3	1,010,688	19.055%	257,642	25.661%	6.606%	34.667%
78	Cisco	Technical Skills	Hardware	1	367,925	6.937%	42,098	4.193%	-2.744%	-39.554%
1009	Cisco Systems IOS	Technical Skills	Network	1	97,381	1.836%	25,861	2.576%	0.740%	40.292%
40	Client-Server	Technical Skills	Software development	1	96,839	1.826%	6,648	0.662%	-1.164%	-63.734%
1437	Cloud Access Security Broker	Technical Skills	Security	1	841	0.016%	779	0.078%	0.062%	389.332%
1438	Cloud Configuration Management	Technical Skills	Security	1	4,629	0.087%	1,020	0.102%	0.014%	16.406%
1445	Cloud Migration	Technical Skills	Security	1	3,051	0.058%	2,541	0.253%	0.196%	339.972%
1455	cloud security	Technical Skills	Security	1	8,405	0.158%	6,004	0.598%	0.440%	277.368%
1456	Cloud Security Posture Management	Technical Skills	Security	1	211	0.004%	86	0.009%	0.005%	115.317%
1486	Cloud Services	Technical Skills	Security	1	47,319	0.892%	26,674	2.657%	1.765%	197.793%
1011	Cluster server software	Technical Skills	Network	9	75,357	1.421%	12,650	1.260%	-0.161%	-11.319%
1147	CMAKE	Technical Skills	Software development	1	1,659	0.031%	1,000	0.100%	0.068%	218.431%
1151	Compatibility testing	Technical Skills	Software development	1	2,240	0.042%	346	0.034%	-0.008%	-18.400%
1152	Compilers	Technical Skills	Software development	5	53,310	1.005%	14,857	1.480%	0.475%	47.226%
1255	Compliance software	Technical Skills	Technical applications	4	29,905	0.564%	7,728	0.770%	0.206%	36.517%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	88,650	1.671%	12,530	1.248%	-0.423%	-25.332%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	8,305	0.157%	1,531	0.152%	-0.004%	-2.614%
875	Computer diagnostics	Technical Skills	Hardware	5	221,159	4.170%	57,144	5.691%	1.522%	36.499%
1107	Computer forensics	Technical Skills	Security	1	11,064	0.209%	1,993	0.198%	-0.010%	-4.839%
1266	Computer Hardware	Technical Skills	Hardware	15	125,504	2.366%	33,699	3.356%	0.990%	41.848%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	38,025	0.717%	567	0.056%	-0.660%	-92.123%
1015	Computer servers	Technical Skills	Network	6	439,215	8.281%	72,115	7.183%	-1.098%	-13.262%
1267	Computer Utilities	Technical Skills	Misc	2	3,440	0.065%	934	0.093%	0.028%	43.434%
1447	Configuration Management Database	Technical Skills	Security	1	10,413	0.196%	2,734	0.272%	0.076%	38.703%
1448	Container security	Technical Skills	Security	1	277	0.005%	240	0.024%	0.019%	357.714%
1449	Containers	Technical Skills	Security	1	46,271	0.872%	23,623	2.353%	1.480%	169.705%
59	Content Manager	Technical Skills	Business applications	1	5,458	0.103%	492	0.049%	-0.054%	-52.380%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	3,553	0.067%	1,683	0.168%	0.101%	150.237%
1396	Continuous Improvement	Technical Skills	Software development	1	124,078	2.339%	55,069	5.485%	3.145%	134.463%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	119,984	2.262%	57,631	5.740%	3.478%	153.744%
1453	Control Plane	Technical Skills	Security	1	1,466	0.028%	647	0.064%	0.037%	133.149%
878	Controllers	Technical Skills	Hardware	3	36,817	0.694%	8,930	0.889%	0.195%	28.134%
1454	Crown Jewels	Technical Skills	Security	1	234	0.004%	76	0.008%	0.003%	71.577%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	6,209	0.117%	1,485	0.148%	0.031%	26.348%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	17,290	0.326%	1,644	0.164%	-0.162%	-49.769%
53	Customer Relationship Management	Technical Skills	Business applications	9	302,449	5.702%	42,469	4.230%	-1.472%	-25.821%
1368	Cyber Security	Technical Skills	Information mgmt	3	134,414	2.534%	74,303	7.400%	4.866%	192.028%
1479	Cybersecurity Framework	Technical Skills	Security	2	4,630	0.087%	3,409	0.340%	0.252%	288.963%
1492	Data Access Governance	Technical Skills	Security	1	959	0.018%	364	0.036%	0.018%	100.514%
953	Data acquisition systems	Technical Skills	Information mgmt	1	26,939	0.508%	6,940	0.691%	0.183%	36.094%
1434	Data classification	Technical Skills	Security	1	3,064	0.058%	1,054	0.105%	0.047%	81.725%
955	Data compression software	Technical Skills	Information mgmt	1	14,973	0.282%	2,020	0.201%	-0.081%	-28.730%
956	Data conversion software	Technical Skills	Information mgmt	1	21,513	0.406%	3,018	0.301%	-0.105%	-25.889%
958	Data dictionary	Technical Skills	Information mgmt	1	12,270	0.231%	1,743	0.174%	-0.058%	-24.956%
1495	Data discovery	Technical Skills	Security	1	4,434	0.084%	1,988	0.198%	0.114%	136.855%
959	Data entry	Technical Skills	Information mgmt	1	200,905	3.788%	9,717	0.968%	-2.820%	-74.449%
1502	Data Loss Prevention	Technical Skills	Security	1	13,985	0.264%	5,250	0.523%	0.259%	98.317%
962	Data mapping	Technical Skills	Information mgmt	1	25,107	0.473%	4,270	0.425%	-0.048%	-10.155%
67	Data Mining	Technical Skills	Information mgmt	5	129,212	2.436%	24,015	2.392%	-0.044%	-1.816%
963	Data modeling	Technical Skills	Information mgmt	1	150,268	2.833%	23,243	2.315%	-0.518%	-18.288%
1496	Data retention	Technical Skills	Security	1	3,573	0.067%	812	0.081%	0.014%	20.056%
1494	Data tagging	Technical Skills	Security	1	369	0.007%	223	0.022%	0.015%	219.257%
68	Data Warehousing	Technical Skills	Information mgmt	2	226,055	4.262%	32,437	3.231%	-1.031%	-24.197%
69	Database Administration	Technical Skills	Information mgmt	12	290,492	5.477%	39,342	3.918%	-1.558%	-28.454%
969	Database design software	Technical Skills	Information mgmt	16	230,537	4.346%	29,762	2.964%	-1.382%	-31.800%
1268	Database Reporting	Technical Skills	Information mgmt	3	65,726	1.239%	5,430	0.541%	-0.698%	-56.356%
1373	Database Security	Technical Skills	Information mgmt	1	1,169	0.022%	283	0.028%	0.006%	27.889%
1269	Database Security	Technical Skills	Information mgmt	2	855	0.016%	205	0.020%	0.004%	26.663%
1270	Database Servers	Technical Skills	Information mgmt	3	53,543	1.009%	2,719	0.271%	-0.739%	-73.173%
1271	Database Testing	Technical Skills	Information mgmt	1	4,038	0.076%	666	0.066%	-0.010%	-12.869%
1160	Debugging	Technical Skills	Software development	7	334,699	6.310%	69,046	6.877%	0.567%	8.980%
1385	Decryption	Technical Skills	Information mgmt	2	1,719	0.032%	392	0.039%	0.007%	20.468%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	18,095	0.341%	1,514	0.151%	-0.190%	-55.799%
418	Desktop publishing software	Technical Skills	Business applications	13	84,695	1.597%	31,263	3.114%	1.517%	95.000%
1272	Development Environment	Technical Skills	Software development	13	228,748	4.313%	48,551	4.836%	0.523%	12.125%
1498	Device Management	Technical Skills	Security	1	10,600	0.200%	3,908	0.389%	0.189%	94.765%
1273	Digital Imaging	Technical Skills	Hardware	1	2,259	0.043%	185	0.018%	-0.024%	-56.737%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	14,244	0.269%	2,875	0.286%	0.018%	6.627%
1446	Digital Transformation	Technical Skills	Security	1	21,302	0.402%	20,862	2.078%	1.676%	417.366%
1472	DISA	Technical Skills	Security	1	17,997	0.339%	7,869	0.784%	0.444%	130.984%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	13,278	0.250%	2,100	0.209%	-0.041%	-16.450%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,728	0.070%	1,317	0.131%	0.061%	86.626%
1504	DMZ	Technical Skills	Network	1	8,136	0.153%	1,042	0.104%	-0.050%	-32.342%
1451	Docker	Technical Skills	Security	1	41,770	0.788%	33,504	3.337%	2.549%	323.735%
1307	Doctor of Philosophy	Technical Skills	Misc	3	234,943	4.429%	55,731	5.551%	1.121%	25.313%
973	Document management software	Technical Skills	Information mgmt	4	46,148	0.870%	10,038	1.000%	0.130%	14.910%
1020	Domain name system (DNS)	Technical Skills	Network	3	149,754	2.823%	27,464	2.735%	-0.088%	-3.117%
61	Dreamweaver	Technical Skills	Software development	1	21,099	0.398%	1,036	0.103%	-0.295%	-74.061%
54	DSS/GDSS	Technical Skills	Business applications	5	56,939	1.073%	8,400	0.837%	-0.237%	-22.065%
425	Dynamic modeling software	Technical Skills	Business applications	1	192	0.004%	50	0.005%	0.001%	37.572%
62	Eclipse	Technical Skills	Software development	1	87,984	1.659%	9,332	0.929%	-0.729%	-43.968%
1308	Electronic Commerce	Technical Skills	Business applications	2	199,435	3.760%	23,483	2.339%	-1.421%	-37.797%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	40,131	0.757%	5,305	0.528%	-0.228%	-30.166%
1023	Electronic mail software	Technical Skills	Network	8	75,283	1.419%	13,431	1.338%	-0.082%	-5.752%
1384	Encryption	Technical Skills	Information mgmt	1	439	0.008%	250	0.025%	0.017%	200.842%
1507	Endpoint	Technical Skills	Security	1	19,867	0.375%	9,611	0.957%	0.583%	155.563%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	233,612	4.404%	36,746	3.660%	-0.745%	-16.905%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	280,896	5.296%	39,109	3.895%	-1.401%	-26.448%
1321	Environmental Certification	Technical Skills	Environmental	1	811	0.015%	464	0.046%	0.031%	202.245%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,692	0.032%	185	0.018%	-0.013%	-42.239%
1329	Environmental Energy	Technical Skills	Environmental	25	22,348	0.421%	7,245	0.722%	0.300%	71.262%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	19,390	0.366%	5,726	0.570%	0.205%	56.004%
1327	Environmental Pollution	Technical Skills	Environmental	24	50,110	0.945%	7,782	0.775%	-0.170%	-17.959%
1324	Environmental Pollution Control	Technical Skills	Environmental	9	10,119	0.191%	3,676	0.366%	0.175%	91.911%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	3,629	0.068%	1,475	0.147%	0.078%	114.717%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	56,830	1.071%	4,884	0.486%	-0.585%	-54.600%
1331	Environmental Science	Technical Skills	Environmental	2	1,704	0.032%	199	0.020%	-0.012%	-38.306%
1322	Environmental Technology	Technical Skills	Environmental	2	1,412	0.027%	649	0.065%	0.038%	142.813%
1470	EPRI	Technical Skills	Security	1	186	0.004%	59	0.006%	0.002%	67.572%
1551	Exabeam	Technical Skills	Security	1	256	0.005%	225	0.022%	0.018%	364.307%
461	Expert system software	Technical Skills	Business applications	1	1,935	0.036%	527	0.052%	0.016%	43.877%
1359	Facebook	Technical Skills	Social Networking	1	538,012	10.143%	18,622	1.855%	-8.289%	-81.715%
463	Facilities management software	Technical Skills	Business applications	4	17,559	0.331%	5,064	0.504%	0.173%	52.355%
1476	FedRAMP	Technical Skills	Security	1	4,070	0.077%	3,102	0.309%	0.232%	302.633%
1467	FINRA	Technical Skills	Security	1	3,077	0.058%	874	0.087%	0.029%	50.054%
1556	FireEye	Technical Skills	Security	1	3,445	0.065%	1,739	0.173%	0.108%	166.669%
1464	FISMA	Technical Skills	Security	1	18,478	0.348%	5,894	0.587%	0.239%	68.507%
468	Flight control software	Technical Skills	Business applications	1	1,616	0.030%	497	0.050%	0.019%	62.472%
1508	Flow analysis	Technical Skills	Security	1	7,060	0.133%	1,578	0.157%	0.024%	18.077%
469	Flowchart software	Technical Skills	Business applications	5	14,036	0.265%	2,200	0.219%	-0.046%	-17.198%
1367	Forensic	Technical Skills	Information mgmt	2	81,008	1.527%	13,726	1.367%	-0.160%	-10.489%
1552	Fortinet	Technical Skills	Security	1	4,725	0.089%	1,953	0.195%	0.105%	118.355%
1112	Fraud Detection	Technical Skills	Security	1	31,157	0.587%	10,745	1.070%	0.483%	82.185%
63	FrontPage	Technical Skills	Software development	1	3,467	0.065%	64	0.006%	-0.059%	-90.248%
475	Fund accounting software	Technical Skills	Business applications	1	2,333	0.044%	478	0.048%	0.004%	8.237%
1260	Gaming	Technical Skills	Misc	2	109,911	2.072%	24,605	2.451%	0.378%	18.262%
1468	GDPR	Technical Skills	Security	1	3,884	0.073%	3,877	0.386%	0.313%	427.326%
113	Generic databases	Technical Skills	Information mgmt	2	714,855	13.477%	136,661	13.611%	0.134%	0.992%
1365	Google Apps	Technical Skills	Business applications	4	16,232	0.306%	2,914	0.290%	-0.016%	-5.163%
1364	Google Plus	Technical Skills	Social Networking	1	1,589	0.030%	281	0.028%	-0.002%	-6.579%
1512	Governance	Technical Skills	Security	1	156,898	2.958%	56,436	5.621%	2.663%	90.021%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	301,984	5.693%	55,265	5.504%	-0.189%	-3.322%
484	Graphic software	Technical Skills	Business applications	16	395,068	7.448%	65,402	6.514%	-0.934%	-12.546%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	77,620	1.463%	6,761	0.673%	-0.790%	-53.985%
1323	Green IT	Technical Skills	Environmental	9	14,510	0.274%	3,531	0.352%	0.078%	28.556%
893	Guidance systems	Technical Skills	Hardware	1	256	0.005%	87	0.009%	0.004%	79.532%
1371	Hacking	Technical Skills	Information mgmt	5	26,176	0.494%	8,221	0.819%	0.325%	65.914%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,612	0.030%	604	0.060%	0.030%	97.940%
1277	Hardware Design	Technical Skills	Hardware	21	40,696	0.767%	11,213	1.117%	0.350%	45.557%
1278	Hardware Testing	Technical Skills	Hardware	4	13,034	0.246%	2,910	0.290%	0.044%	17.944%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	3,259	0.061%	1,625	0.162%	0.100%	163.409%
492	Helpdesk or call center	Technical Skills	Business applications	2	277,698	5.236%	42,163	4.199%	-1.036%	-19.791%
1465	HIPAA	Technical Skills	Security	1	60,774	1.146%	18,591	1.852%	0.706%	61.602%
1473	HITRUST	Technical Skills	Security	1	3,222	0.061%	1,965	0.196%	0.135%	222.181%
1377	Homeland Security	Technical Skills	Information mgmt	1	131,539	2.480%	24,969	2.487%	0.007%	0.279%
1487	IaaS	Technical Skills	Security	1	17,190	0.324%	10,260	1.022%	0.698%	215.307%
114	IBM databases	Technical Skills	Information mgmt	2	111,839	2.109%	9,285	0.925%	-1.184%	-56.142%
121	IBM operating systems	Technical Skills	Business applications	4	86,234	1.626%	4,707	0.469%	-1.157%	-71.164%
1513	Identity Access Management	Technical Skills	Security	2	37,174	0.701%	16,508	1.644%	0.943%	134.594%
1511	Identity Governance and Administration	Technical Skills	Security	1	353	0.007%	257	0.026%	0.019%	284.610%
898	Image capture devices	Technical Skills	Hardware	9	26,613	0.502%	8,408	0.837%	0.336%	66.902%
524	Industrial control software	Technical Skills	Business applications	3	22,560	0.425%	7,106	0.708%	0.282%	66.398%
1485	Industrial Control Systems	Technical Skills	Security	1	10,117	0.191%	3,093	0.308%	0.117%	61.507%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	69,129	1.303%	14,705	1.465%	0.161%	12.374%
1375	Information Security	Technical Skills	Information mgmt	3	217,324	4.097%	65,849	6.558%	2.461%	60.068%
899	Infrared	Technical Skills	Hardware	1	6,418	0.121%	1,198	0.119%	-0.002%	-1.390%
1491	Infrastructure as Code	Technical Skills	Security	1	8,171	0.154%	6,191	0.617%	0.463%	300.265%
1180	Installation	Technical Skills	Software development	1	413,053	7.787%	78,644	7.833%	0.045%	0.582%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,648	0.031%	370	0.037%	0.006%	18.606%
536	Internet browser software	Technical Skills	Business applications	4	27,623	0.521%	4,078	0.406%	-0.115%	-22.010%
1483	Internet of Things	Technical Skills	Security	1	25,271	0.476%	18,529	1.845%	1.369%	287.340%
1578	Internet proxy	Technical Skills	Security	1	697	0.013%	102	0.010%	-0.003%	-22.691%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	52,004	0.980%	10,369	1.033%	0.052%	5.333%
541	Inventory management software	Technical Skills	Business applications	3	31,939	0.602%	9,398	0.936%	0.334%	55.445%
1459	ISO 27000	Technical Skills	Security	1	3,225	0.061%	1,032	0.103%	0.042%	69.049%
1460	ISO 27001	Technical Skills	Security	1	14,774	0.279%	6,016	0.599%	0.321%	115.116%
1461	ISO 27002	Technical Skills	Security	1	1,895	0.036%	497	0.050%	0.014%	38.551%
1414	ISO 9000	Technical Skills	Software development	1	7,235	0.136%	591	0.059%	-0.078%	-56.847%
73	IT Architecture/Standards	Technical Skills	Hardware	2	40,424	0.762%	7,913	0.788%	0.026%	3.410%
1515	IT Service Management	Technical Skills	Security	1	36,471	0.688%	13,447	1.339%	0.652%	94.778%
1481	ITIL	Technical Skills	Security	1	145,724	2.747%	37,957	3.780%	1.033%	37.601%
1357	Java ME	Technical Skills	Mobile Platforms	2	2,337	0.044%	16	0.002%	-0.042%	-96.383%
1035	Kernel	Technical Skills	Network	1	42,727	0.806%	5,771	0.575%	-0.231%	-28.647%
1442	Key management	Technical Skills	Security	1	10,648	0.201%	2,699	0.269%	0.068%	33.905%
1450	Kubernetes	Technical Skills	Security	1	23,867	0.450%	22,525	2.243%	1.793%	398.574%
907	Lasers	Technical Skills	Hardware	1	1,631	0.031%	566	0.056%	0.026%	83.326%
1516	Least Privilege	Technical Skills	Security	1	1,125	0.021%	542	0.054%	0.033%	154.512%
1038	License management software	Technical Skills	Network	1	3,685	0.069%	1,084	0.108%	0.038%	55.401%
1361	LinkedIn	Technical Skills	Social Networking	1	49,616	0.935%	15,835	1.577%	0.642%	68.600%
1544	LogRhythm	Technical Skills	Security	1	1,244	0.023%	536	0.053%	0.030%	127.618%
908	Mainframe computers	Technical Skills	Hardware	2	134,434	2.535%	10,601	1.056%	-1.479%	-58.342%
124	Mainframe operating systems	Technical Skills	Business applications	8	65,030	1.226%	10,604	1.056%	-0.170%	-13.857%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	101,785	1.919%	13,378	1.332%	-0.587%	-30.566%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	28,109	0.530%	3,827	0.381%	-0.149%	-28.076%
1549	McAfee Enterprise Security	Technical Skills	Security	1	153	0.003%	76	0.008%	0.005%	162.412%
1281	Medical software	Technical Skills	Business applications	9	40,855	0.770%	12,721	1.267%	0.497%	64.490%
1452	Mesos	Technical Skills	Security	1	2,935	0.055%	1,680	0.167%	0.112%	202.387%
1517	Metadata analysis	Technical Skills	Security	1	408	0.008%	87	0.009%	0.001%	12.647%
1555	Micro Focus	Technical Skills	Security	1	3,001	0.057%	1,048	0.104%	0.048%	84.484%
1433	Micro-segmentation	Technical Skills	Security	1	353	0.007%	326	0.032%	0.026%	387.871%
115	Microsoft databases	Technical Skills	Information mgmt	5	632,781	11.930%	74,869	7.457%	-4.473%	-37.496%
119	Microsoft operating systems	Technical Skills	Business applications	4	928,889	17.513%	139,639	13.908%	-3.605%	-20.585%
1518	MITRE	Technical Skills	Security	1	7,919	0.149%	2,584	0.257%	0.108%	72.379%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	24,385	0.460%	3,999	0.398%	-0.061%	-13.365%
1581	Mobile security	Technical Skills	Security	2	3,611	0.068%	1,043	0.104%	0.036%	52.588%
1431	Multi-Factor Authentication	Technical Skills	Security	3	5,841	0.110%	3,247	0.323%	0.213%	193.669%
625	Multimedia	Technical Skills	Business applications	1	153,776	2.899%	5,652	0.563%	-2.336%	-80.583%
1362	MySpace	Technical Skills	Social Networking	1	5,431	0.102%	84	0.008%	-0.094%	-91.829%
1471	NERC	Technical Skills	Security	1	5,533	0.104%	1,637	0.163%	0.059%	56.297%
1548	NetWitness	Technical Skills	Security	1	846	0.016%	316	0.031%	0.016%	97.324%
1499	Network Access Control	Technical Skills	Security	2	11,380	0.215%	2,356	0.235%	0.020%	9.369%
74	Network administration	Technical Skills	Hardware	17	570,298	10.752%	141,312	14.074%	3.322%	30.900%
1282	Network Administration software	Technical Skills	Network	18	253,779	4.785%	53,119	5.291%	0.506%	10.575%
1519	Network discovery	Technical Skills	Security	1	622	0.012%	233	0.023%	0.011%	97.892%
1283	Network Hardware	Technical Skills	Network	11	181,438	3.421%	30,251	3.013%	-0.408%	-11.921%
1284	Network Monitoring software	Technical Skills	Network	15	126,978	2.394%	25,041	2.494%	0.100%	4.180%
1059	Network operation system software (NOS)	Technical Skills	Network	2	6,688	0.126%	852	0.085%	-0.041%	-32.701%
1369	Network Security	Technical Skills	Information mgmt	1	28,067	0.529%	4,243	0.423%	-0.107%	-20.138%
1122	Network security	Technical Skills	Security	1	151,732	2.861%	25,174	2.507%	-0.353%	-12.353%
1285	Network Security software	Technical Skills	Security	37	368,656	6.950%	87,038	8.669%	1.718%	24.724%
1503	Network Segmentation	Technical Skills	Network	1	1,845	0.035%	788	0.078%	0.044%	125.628%
1286	Network software	Technical Skills	Network	6	132,085	2.490%	66,050	6.578%	4.088%	164.169%
1287	Network Testing	Technical Skills	Network	11	80,455	1.517%	12,489	1.244%	-0.273%	-17.996%
1521	Next Generation Firewall	Technical Skills	Security	2	1,621	0.031%	940	0.094%	0.063%	206.342%
1458	NIST	Technical Skills	Security	1	49,641	0.936%	22,930	2.284%	1.348%	144.020%
1065	Novell network software	Technical Skills	Network	2	5,902	0.111%	202	0.020%	-0.091%	-81.919%
643	Oberon	Technical Skills	Business applications	1	563	0.011%	29	0.003%	-0.008%	-72.789%
1413	Object Oriented Design	Technical Skills	Software development	2	113,102	2.132%	9,569	0.953%	-1.179%	-55.305%
41	Object Oriented Programming	Technical Skills	Software development	5	537,950	10.142%	67,136	6.687%	-3.456%	-34.071%
1288	Office Applications	Technical Skills	Business applications	13	787,456	14.846%	189,812	18.905%	4.059%	27.338%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	48,109	0.907%	3,807	0.379%	-0.528%	-58.196%
116	Open-source databases	Technical Skills	Information mgmt	4	256,544	4.837%	41,954	4.179%	-0.658%	-13.608%
118	Open-source operating systems	Technical Skills	Business applications	8	745,221	14.050%	128,281	12.777%	-1.273%	-9.063%
56	Operating Systems	Technical Skills	Business applications	3	438,710	8.271%	89,854	8.949%	0.678%	8.199%
1482	Operational Technology	Technical Skills	Security	1	10,192	0.192%	3,607	0.359%	0.167%	86.960%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	3,540	0.067%	1,011	0.101%	0.034%	50.873%
117	Oracle databases	Technical Skills	Information mgmt	1	783,358	14.769%	80,407	8.008%	-6.761%	-45.775%
1529	Orchestration & Automation	Technical Skills	Security	1	629	0.012%	431	0.043%	0.031%	261.984%
1488	PaaS	Technical Skills	Security	1	20,192	0.381%	11,520	1.147%	0.767%	201.395%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,393	0.064%	38	0.004%	-0.060%	-94.084%
1522	Panorama	Technical Skills	Security	1	1,014	0.019%	426	0.042%	0.023%	121.939%
1466	Payment Card Industry	Technical Skills	Security	1	54,084	1.020%	14,762	1.470%	0.451%	44.191%
1376	Penetration Testing	Technical Skills	Information mgmt	5	152,056	2.867%	51,193	5.099%	2.232%	77.856%
1527	Personal Healthcare Information	Technical Skills	Security	1	5,432	0.102%	2,644	0.263%	0.161%	157.137%
1528	Personally Identifiable Information	Technical Skills	Security	1	5,797	0.109%	2,753	0.274%	0.165%	150.880%
1289	Physical Tools	Technical Skills	Hardware	1	447	0.008%	210	0.021%	0.012%	148.184%
683	Point of sale (POS)	Technical Skills	Business applications	3	30,924	0.583%	7,954	0.792%	0.209%	35.879%
1525	Policy Decision Point	Technical Skills	Security	1	1,473	0.028%	432	0.043%	0.015%	54.933%
1526	Policy Enforcement Point	Technical Skills	Security	1	1,365	0.026%	574	0.057%	0.031%	122.148%
686	Polka	Technical Skills	Business applications	1	1,117	0.021%	1,115	0.111%	0.090%	427.332%
931	Printers	Technical Skills	Hardware	4	57,775	1.089%	20,809	2.073%	0.983%	90.271%
1430	Privileged Account Management	Technical Skills	Security	2	47,207	0.890%	1,743	0.174%	-0.716%	-80.495%
43	Programming	Technical Skills	Software development	1	1,213,146	22.872%	214,635	21.377%	-1.495%	-6.535%
700	Provisioning	Technical Skills	Business applications	1	73,118	1.379%	17,696	1.762%	0.384%	27.854%
1545	QRadar	Technical Skills	Security	1	2,384	0.045%	937	0.093%	0.048%	107.633%
1531	Quality of Service	Technical Skills	Security	1	43,290	0.816%	7,326	0.730%	-0.087%	-10.599%
1405	Rapid Application Development	Technical Skills	Software development	2	23,132	0.436%	1,839	0.183%	-0.253%	-58.002%
1553	Rapid7	Technical Skills	Security	1	1,214	0.023%	597	0.059%	0.037%	159.787%
1258	Rate Control	Technical Skills	Technical applications	1	213	0.004%	20	0.002%	-0.002%	-50.396%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	49,904	0.941%	1,496	0.149%	-0.792%	-84.164%
1077	Remote control software	Technical Skills	Network	2	5,767	0.109%	1,380	0.137%	0.029%	26.413%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,772	0.052%	375	0.037%	-0.015%	-28.534%
1379	Risk Analysis	Technical Skills	Information mgmt	1	33,672	0.635%	8,463	0.843%	0.208%	32.775%
1262	Robotics	Technical Skills	Hardware	3	32,392	0.611%	16,967	1.690%	1.079%	176.713%
1532	Role-Based Access Control	Technical Skills	Security	3	5,887	0.111%	1,741	0.173%	0.062%	56.231%
1318	RSA	Technical Skills	Security	1	19,948	0.376%	2,275	0.227%	-0.150%	-39.752%
1489	SaaS	Technical Skills	Security	1	100,826	1.901%	33,809	3.367%	1.466%	77.142%
1429	SASE	Technical Skills	Security	2	574	0.011%	433	0.043%	0.032%	298.509%
1533	SCCM	Technical Skills	Security	1	23,830	0.449%	8,881	0.885%	0.435%	96.879%
44	SDLC	Technical Skills	Software development	7	591,961	11.160%	100,844	10.044%	-1.117%	-10.005%
1500	SecOps	Technical Skills	Security	2	5,607	0.106%	5,453	0.543%	0.437%	413.768%
1537	Secure SDLC	Technical Skills	Security	1	28,908	0.545%	609	0.061%	-0.484%	-88.871%
1132	Secure shell (SSH)	Technical Skills	Security	1	442	0.008%	61	0.006%	-0.002%	-27.093%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	61,599	1.161%	9,300	0.926%	-0.235%	-20.242%
1569	Secure Web Gateway	Technical Skills	Security	1	9,207	0.174%	78	0.008%	-0.166%	-95.525%
76	Security	Technical Skills	Hardware	4	3,345,517	63.074%	395,438	39.385%	-23.689%	-37.558%
1382	Security Audit	Technical Skills	Information mgmt	1	5,151	0.097%	1,084	0.108%	0.011%	11.173%
1315	Security Clearance	Technical Skills	Misc	2	444,630	8.383%	120,103	11.962%	3.579%	42.698%
1477	Security Frameworks	Technical Skills	Security	1	9,951	0.188%	4,173	0.416%	0.228%	121.536%
1540	Security Information and Event Management	Technical Skills	Security	1	20,963	0.395%	9,557	0.952%	0.557%	140.841%
1584	Security Information Management	Technical Skills	Security	1	8,147	0.154%	1,029	0.102%	-0.051%	-33.276%
1567	Security Operations Center	Technical Skills	Security	1	28,581	0.539%	13,915	1.386%	0.847%	157.198%
1381	Security Plan	Technical Skills	Information mgmt	1	5,377	0.101%	2,062	0.205%	0.104%	102.587%
1380	Security Policy	Technical Skills	Information mgmt	2	88,450	1.668%	26,067	2.596%	0.929%	55.688%
1457	Security Standards	Technical Skills	Security	1	44,975	0.848%	13,849	1.379%	0.531%	62.671%
1135	Security testing software	Technical Skills	Security	1	14,977	0.282%	4,856	0.484%	0.201%	71.284%
1550	Securonix	Technical Skills	Security	1	155	0.003%	133	0.013%	0.010%	353.296%
1538	Segmentation	Technical Skills	Security	1	20,154	0.380%	7,521	0.749%	0.369%	97.141%
60	Sharepoint Server	Technical Skills	Business applications	1	15,303	0.289%	756	0.075%	-0.213%	-73.902%
1084	Signal generators	Technical Skills	Network	1	1,517	0.029%	695	0.069%	0.041%	142.026%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	38,950	0.734%	4,108	0.409%	-0.325%	-44.283%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	167,256	3.153%	23,325	2.323%	-0.830%	-26.328%
1220	Simulation software	Technical Skills	Software development	5	85,345	1.609%	26,428	2.632%	1.023%	63.587%
1568	Single Sign-On	Technical Skills	Security	3	31,695	0.598%	7,527	0.750%	0.152%	25.457%
1558	SOAR	Technical Skills	Security	1	2,080	0.039%	800	0.080%	0.040%	103.184%
1475	SOC 2	Technical Skills	Security	1	3,815	0.072%	2,766	0.275%	0.204%	283.019%
1366	Social Network	Technical Skills	Social Networking	1	14,313	0.270%	1,872	0.186%	-0.083%	-30.906%
1358	Social Networking	Technical Skills	Social Networking	1	25,019	0.472%	1,574	0.157%	-0.315%	-66.765%
1534	Software Defined Network	Technical Skills	Security	2	6,650	0.125%	3,376	0.336%	0.211%	168.190%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	2,140	0.040%	2,086	0.208%	0.167%	414.947%
42	Software Development	Technical Skills	Software development	2	1,246,251	23.496%	196,617	19.583%	-3.913%	-16.655%
1291	Software Development software	Technical Skills	Software development	3	7,644	0.144%	457	0.046%	-0.099%	-68.417%
1309	Software Engineering	Technical Skills	Software development	1	760,087	14.330%	125,976	12.547%	-1.783%	-12.444%
1292	Software Installation	Technical Skills	Software development	4	585,367	11.036%	133,644	13.311%	2.275%	20.610%
1223	Software libraries	Technical Skills	Software development	1	1,783	0.034%	608	0.061%	0.027%	80.142%
1293	Software Maintenance	Technical Skills	Software development	1	32,768	0.618%	3,988	0.397%	-0.221%	-35.706%
1294	Software Testing	Technical Skills	Software development	14	555,955	10.482%	119,935	11.945%	1.464%	13.964%
1225	Source code management (SCM)	Technical Skills	Software development	5	177,801	3.352%	35,733	3.559%	0.207%	6.169%
1541	Splunk	Technical Skills	Security	1	27,794	0.524%	16,802	1.673%	1.149%	219.354%
1229	Static analysis software	Technical Skills	Software development	1	4,348	0.082%	1,174	0.117%	0.035%	42.640%
772	Statistical analysis software	Technical Skills	Business applications	26	443,890	8.369%	122,040	12.155%	3.786%	45.241%
774	Statistical software	Technical Skills	Business applications	1	202,242	3.813%	65,736	6.547%	2.734%	71.709%
1230	Stress testing software	Technical Skills	Software development	1	11,773	0.222%	1,945	0.194%	-0.028%	-12.724%
1547	sumo logic	Technical Skills	Security	1	1,046	0.020%	834	0.083%	0.063%	321.208%
122	Sun operating systems	Technical Skills	Business applications	3	173,452	3.270%	9,733	0.969%	-2.301%	-70.356%
939	Surveillance systems	Technical Skills	Hardware	5	56,121	1.058%	18,265	1.819%	0.761%	71.932%
1564	Swimlane	Technical Skills	Security	1	133	0.003%	65	0.006%	0.004%	158.181%
791	Symantec software	Technical Skills	Business applications	1	34,145	0.644%	3,526	0.351%	-0.293%	-45.447%
1355	Symbian	Technical Skills	Mobile Platforms	1	127	0.002%	10	0.001%	-0.001%	-58.403%
1310	System Administration	Technical Skills	Network	4	317,712	5.990%	55,794	5.557%	-0.433%	-7.228%
45	System Testing	Technical Skills	Software development	5	103,808	1.957%	20,747	2.066%	0.109%	5.581%
46	Systems Analysis	Technical Skills	Software development	8	409,093	7.713%	75,788	7.548%	-0.164%	-2.132%
47	Systems Design	Technical Skills	Software development	1	67,299	1.269%	12,738	1.269%	-0.000%	-0.010%
1233	Systems Evaluation	Technical Skills	Software development	1	957	0.018%	327	0.033%	0.015%	80.509%
1234	Systems integration	Technical Skills	Software development	8	296,559	5.591%	20,956	2.087%	-3.504%	-62.670%
75	TCP/IP	Technical Skills	Hardware	3	253,211	4.774%	34,832	3.469%	-1.305%	-27.329%
1235	Technology Design	Technical Skills	Software development	1	8,491	0.160%	1,354	0.135%	-0.025%	-15.759%
1236	Templates	Technical Skills	Software development	1	82,455	1.555%	17,548	1.748%	0.193%	12.428%
1239	Test implementation	Technical Skills	Software development	1	2,613	0.049%	1,129	0.112%	0.063%	128.253%
1302	Testing	Technical Skills	Software development	1	1,553,138	29.282%	327,258	32.594%	3.312%	11.312%
1435	Threat Intelligence	Technical Skills	Security	1	7,939	0.150%	5,074	0.505%	0.356%	237.635%
1561	ThreatConnect	Technical Skills	Security	1	288	0.005%	286	0.028%	0.023%	424.609%
1571	Traffic Analysis	Technical Skills	Security	1	5,658	0.107%	1,344	0.134%	0.027%	25.487%
1570	Traffic Capture	Technical Skills	Security	1	206	0.004%	27	0.003%	-0.001%	-30.760%
1297	Training software	Technical Skills	Business applications	3	5,778	0.109%	1,382	0.138%	0.029%	26.355%
57	Transaction Processing Systems	Technical Skills	Business applications	4	7,171	0.135%	900	0.090%	-0.046%	-33.698%
1360	Twitter	Technical Skills	Social Networking	1	73,416	1.384%	16,819	1.675%	0.291%	21.024%
1411	Unified Process	Technical Skills	Software development	1	11,132	0.210%	216	0.022%	-0.188%	-89.750%
123	UNIX operating systems	Technical Skills	Business applications	5	688,435	12.979%	62,545	6.229%	-6.750%	-52.005%
1298	UNIX Shells	Technical Skills	Business applications	4	149,954	2.827%	18,342	1.827%	-1.000%	-35.382%
1410	Use Case	Technical Skills	Software development	1	35,804	0.675%	5,674	0.565%	-0.110%	-16.282%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	216	0.004%	216	0.022%	0.017%	428.278%
1572	User Behavior Analytics	Technical Skills	Security	1	344	0.006%	287	0.029%	0.022%	340.743%
48	User-Interface Design	Technical Skills	Software development	2	326,327	6.152%	49,986	4.979%	-1.174%	-19.080%
836	Video creation and editing software	Technical Skills	Business applications	3	18,265	0.344%	3,273	0.326%	-0.018%	-5.335%
1574	Virtual Machine	Technical Skills	Security	1	28,016	0.528%	6,168	0.614%	0.086%	16.306%
840	Visual Color Discrimination	Technical Skills	Business applications	2	348	0.007%	294	0.029%	0.023%	346.304%
64	Visual Studio	Technical Skills	Software development	1	152,396	2.873%	18,314	1.824%	-1.049%	-36.515%
843	Voice dictation & recognition	Technical Skills	Business applications	2	7,775	0.147%	1,820	0.181%	0.035%	23.661%
77	Voice/Data Telecom	Technical Skills	Hardware	10	421,027	7.938%	54,190	5.397%	-2.541%	-32.006%
1575	Vulnerability Management	Technical Skills	Security	1	20,491	0.386%	8,416	0.838%	0.452%	116.973%
1583	Vulnerability Testing	Technical Skills	Security	1	5,097	0.096%	1,486	0.148%	0.052%	54.016%
1577	Web Application Firewall	Technical Skills	Security	1	3,749	0.071%	1,799	0.179%	0.108%	153.500%
1299	Web Application Server	Technical Skills	Business applications	8	197,354	3.721%	10,825	1.078%	-2.643%	-71.024%
1248	Web platform development software	Technical Skills	Software development	5	11,277	0.213%	207	0.021%	-0.192%	-90.303%
65	web programmer	Technical Skills	Software development	4	97,063	1.830%	5,779	0.576%	-1.254%	-68.547%
1579	Web proxy	Technical Skills	Security	1	2,098	0.040%	540	0.054%	0.014%	35.972%
58	Web servers	Technical Skills	Business applications	6	326,005	6.146%	34,835	3.469%	-2.677%	-43.551%
49	Web-based Application Development	Technical Skills	Software development	2	232,830	4.390%	25,029	2.493%	-1.897%	-43.211%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,493	0.443%	763	0.076%	-0.367%	-82.843%
1102	Wireless	Technical Skills	Network	5	201,436	3.798%	36,113	3.597%	-0.201%	-5.292%
1363	YouTube	Technical Skills	Social Networking	2	14,230	0.268%	7,219	0.719%	0.451%	168.000%
1524	Zero Trust	Technical Skills	Security	1	544	0.010%	468	0.047%	0.036%	354.474%
79	.NET	Programming Skills	Current	1	516,865	9.745%	51,888	5.168%	-4.577%	-46.966%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	169	0.003%	41	0.004%	0.001%	28.162%
209	A programming language (APL)	Programming Skills	Legacy	2	7,754	0.146%	2,208	0.220%	0.074%	50.430%
99	Ada	Programming Skills	Legacy	1	29,164	0.550%	13,944	1.389%	0.839%	152.582%
80	AJAX	Programming Skills	Current	1	244,425	4.608%	12,838	1.279%	-3.330%	-72.253%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	137	0.003%	24	0.002%	-0.000%	-7.455%
192	Apple AppleScript	Programming Skills	Current	1	718	0.014%	81	0.008%	-0.005%	-40.403%
81	ASP	Programming Skills	Current	2	326,263	6.151%	27,009	2.690%	-3.461%	-56.268%
108	Assembly	Programming Skills	Legacy	2	11,247	0.212%	1,070	0.107%	-0.105%	-49.742%
211	AWK	Programming Skills	Legacy	1	8,788	0.166%	673	0.067%	-0.099%	-59.544%
212	B	Programming Skills	Legacy	1	74,207	1.399%	19,721	1.964%	0.565%	40.393%
83	C#	Programming Skills	Current	2	521,776	9.837%	73,830	7.353%	-2.484%	-25.250%
82	C/C++	Programming Skills	Current	3	828,373	15.618%	167,996	16.732%	1.114%	7.136%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	381,913	7.200%	60,424	6.018%	-1.182%	-16.419%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,233	0.023%	96	0.010%	-0.014%	-58.869%
84	CGI	Programming Skills	Current	2	37,290	0.703%	5,083	0.506%	-0.197%	-27.990%
217	Clipper	Programming Skills	Legacy	1	768	0.014%	80	0.008%	-0.007%	-44.971%
218	CLU	Programming Skills	Legacy	1	444	0.008%	54	0.005%	-0.003%	-35.750%
100	Cobol	Programming Skills	Legacy	1	34,394	0.648%	3,289	0.328%	-0.321%	-49.482%
85	ColdFusion	Programming Skills	Current	2	26,852	0.506%	1,573	0.157%	-0.350%	-69.053%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	646	0.012%	121	0.012%	-0.000%	-1.050%
195	Component object model (COM)	Programming Skills	Current	1	580	0.011%	20	0.002%	-0.009%	-81.784%
125	Database programming	Programming Skills	Current	3	101,790	1.919%	7,685	0.765%	-1.154%	-60.116%
1501	DevOps	Programming Skills	Misc	1	69,530	1.311%	49,723	4.952%	3.641%	277.787%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	6,028	0.114%	157	0.016%	-0.098%	-86.241%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	25,094	0.473%	1,899	0.189%	-0.284%	-60.022%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	8,383	0.158%	1,258	0.125%	-0.033%	-20.724%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	42,541	0.802%	1,952	0.194%	-0.608%	-75.760%
109	Forth	Programming Skills	Legacy	1	23,003	0.434%	10,175	1.013%	0.580%	133.675%
102	Fortran	Programming Skills	Legacy	1	7,523	0.142%	1,520	0.151%	0.010%	6.737%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	834,879	15.740%	90,610	9.025%	-6.716%	-42.666%
222	J	Programming Skills	Legacy	1	20,866	0.393%	4,630	0.461%	0.068%	17.221%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,094,254	20.630%	164,347	16.369%	-4.262%	-20.657%
97	JavaScript	Programming Skills	Current	3	619,511	11.680%	106,616	10.619%	-1.061%	-9.085%
89	JavaServer Faces	Programming Skills	Current	3	36,611	0.690%	2,075	0.207%	-0.484%	-70.059%
88	JavaServer Pages	Programming Skills	Current	3	156,618	2.953%	7,795	0.776%	-2.176%	-73.707%
223	Job control language (JCL)	Programming Skills	Legacy	2	22,504	0.424%	2,212	0.220%	-0.204%	-48.074%
126	LAMP	Programming Skills	Current	1	44,631	0.841%	2,257	0.225%	-0.617%	-73.285%
104	Lisp	Programming Skills	Legacy	1	2,796	0.053%	336	0.033%	-0.019%	-36.516%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	3,927	0.074%	1,644	0.164%	0.090%	121.158%
201	Microsoft ActiveX	Programming Skills	Current	1	5,648	0.106%	112	0.011%	-0.095%	-89.524%
107	Pascal	Programming Skills	Legacy	1	2,062	0.039%	144	0.014%	-0.025%	-63.108%
90	Perl	Programming Skills	Current	1	313,254	5.906%	32,337	3.221%	-2.685%	-45.466%
91	PHP	Programming Skills	Current	1	188,750	3.559%	23,004	2.291%	-1.267%	-35.616%
103	PL/1	Programming Skills	Legacy	3	868	0.016%	210	0.021%	0.005%	27.809%
105	Prolog	Programming Skills	Legacy	1	1,842	0.035%	171	0.017%	-0.018%	-50.958%
95	Python	Programming Skills	Current	1	368,662	6.951%	147,022	14.643%	7.693%	110.677%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	54,400	1.026%	1,434	0.143%	-0.883%	-86.074%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	127,489	2.404%	26,089	2.598%	0.195%	8.105%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	2,087	0.039%	337	0.034%	-0.006%	-14.696%
206	Scripting languages	Programming Skills	Current	1	105,107	1.982%	23,587	2.349%	0.368%	18.551%
101	Smalltalk	Programming Skills	Legacy	1	1,102	0.021%	32	0.003%	-0.018%	-84.660%
92	SQL	Programming Skills	Current	3	1,438,770	27.126%	206,207	20.538%	-6.588%	-24.286%
110	TCL	Programming Skills	Legacy	1	19,530	0.368%	2,222	0.221%	-0.147%	-39.896%
98	Unified Modeling Language	Programming Skills	Current	2	119,431	2.252%	7,301	0.727%	-1.525%	-67.706%
93	Visual Basic	Programming Skills	Current	6	290,536	5.478%	26,181	2.608%	-2.870%	-52.395%
207	Web service definition language (WSDL)	Programming Skills	Current	2	33,023	0.623%	2,490	0.248%	-0.375%	-60.167%
94	XML	Programming Skills	Current	2	524,167	9.882%	40,928	4.076%	-5.806%	-58.751%
1342	Computer Science	Majors	Computer Science	2	3,576,532	67.430%	685,737	68.298%	0.868%	1.288%
1344	Information Technology	Majors	Information Technology	3	2,175,194	41.010%	397,590	39.599%	-1.411%	-3.439%
1343	Management Information Systems	Majors	Management Information Systems	9	1,366,396	25.761%	303,838	30.262%	4.501%	17.470%

mis Degrees

Management Information Systems	2020-07-10	Jobs Found:	1,538,461	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	6,660	0.433%	2,843	0.918%	0.485%	112.074%
2	Attention to Details	Soft Skills	Problem-solving skills	2	5,837	0.379%	1,547	0.500%	0.120%	31.669%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	10,521	0.684%	3,134	1.012%	0.328%	47.988%
231	Cooperation	Soft Skills	Interpersonal skills	1	16,248	1.056%	3,968	1.281%	0.225%	21.327%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	7,061	0.459%	2,517	0.813%	0.354%	77.093%
3	Creativity	Soft Skills	Problem-solving skills	4	46,948	3.052%	15,714	5.074%	2.023%	66.285%
4	Critical thinking	Soft Skills	Problem-solving skills	3	31,427	2.043%	13,846	4.471%	2.428%	118.880%
1300	Flexibility	Soft Skills	Work ethic	1	71,507	4.648%	19,687	6.357%	1.709%	36.778%
232	Independence	Soft Skills	Interpersonal skills	1	10,016	0.651%	3,651	1.179%	0.528%	81.093%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	211,770	13.765%	55,371	17.881%	4.115%	29.898%
256	Innovation	Soft Skills	Problem-solving skills	1	154,903	10.069%	47,300	15.274%	5.206%	51.700%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	202,914	13.189%	59,516	19.219%	6.030%	45.716%
1422	Internship	Soft Skills	Work ethic	3	28,362	1.844%	11,577	3.738%	1.895%	102.789%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,483	0.096%	610	0.197%	0.101%	104.349%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	135,490	8.807%	44,592	14.400%	5.593%	63.506%
10	Leadership	Soft Skills	Interpersonal skills	1	395,292	25.694%	94,564	30.537%	4.843%	18.848%
258	Learning	Soft Skills	Problem-solving skills	1	122,906	7.989%	45,910	14.825%	6.836%	85.575%
1	Learning Ability	Soft Skills	Problem-solving skills	3	29,011	1.886%	8,798	2.841%	0.955%	50.663%
236	Listening	Soft Skills	Language skills	1	30,485	1.982%	9,790	3.161%	1.180%	59.544%
260	Mathematics	Soft Skills	Problem-solving skills	3	91,425	5.943%	27,217	8.789%	2.846%	47.897%
261	Memorization	Soft Skills	Problem-solving skills	2	158	0.010%	103	0.033%	0.023%	223.866%
18	Negotiation Skills	Soft Skills	Language skills	1	18,829	1.224%	3,297	1.065%	-0.159%	-13.009%
262	Optimization	Soft Skills	Problem-solving skills	1	67,220	4.369%	17,390	5.616%	1.246%	28.524%
19	Oral Communications	Soft Skills	Language skills	5	27,543	1.790%	8,972	2.897%	1.107%	61.831%
273	Persistence	Soft Skills	Work ethic	1	5,243	0.341%	1,354	0.437%	0.096%	28.299%
239	Persuasion	Soft Skills	Language skills	1	3,587	0.233%	1,209	0.390%	0.157%	67.448%
1301	Physical Skill	Soft Skills	Work ethic	2	4,570	0.297%	2,799	0.904%	0.607%	204.278%
240	Presentations	Soft Skills	Language skills	1	92,871	6.037%	26,815	8.659%	2.623%	43.444%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	309,405	20.111%	78,722	25.421%	5.310%	26.402%
20	Questioning skills	Soft Skills	Language skills	1	404	0.026%	142	0.046%	0.020%	74.619%
241	Reading Comprehension	Soft Skills	Language skills	1	635	0.041%	402	0.130%	0.089%	214.512%
6	Research skills	Soft Skills	Problem-solving skills	1	2,967	0.193%	905	0.292%	0.099%	51.536%
15	Responsibility	Soft Skills	Work ethic	2	183,989	11.959%	47,307	15.276%	3.317%	27.737%
234	Self Control	Soft Skills	Interpersonal skills	1	405	0.026%	187	0.060%	0.034%	129.388%
11	Self-esteem	Soft Skills	Interpersonal skills	1	146	0.009%	101	0.033%	0.023%	243.679%
16	Self-management	Soft Skills	Work ethic	1	2,182	0.142%	778	0.251%	0.109%	77.137%
250	Stress Tolerance	Soft Skills	Physical skills	1	617	0.040%	377	0.122%	0.082%	203.557%
12	Teamwork	Soft Skills	Interpersonal skills	1	79,851	5.190%	20,156	6.509%	1.319%	25.403%
17	Time Management	Soft Skills	Work ethic	2	66,148	4.300%	18,870	6.094%	1.794%	41.723%
268	Visualization	Soft Skills	Problem-solving skills	1	20,073	1.305%	10,803	3.489%	2.184%	167.372%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,138	0.074%	517	0.167%	0.093%	125.701%
21	Written Communications	Soft Skills	Language skills	5	235,617	15.315%	56,643	18.291%	2.976%	19.433%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	114,949	7.472%	47,317	15.280%	7.808%	104.502%
172	Account management	Business Skills	Management skills	1	26,537	1.725%	4,205	1.358%	-0.367%	-21.278%
22	Accounting	Business Skills	Business processes	4	198,608	12.910%	35,576	11.488%	-1.421%	-11.009%
1263	Accounting software	Business Skills	Business processes	8	9,952	0.647%	2,082	0.672%	0.025%	3.933%
174	Administration	Business Skills	Management skills	3	440,473	28.631%	95,769	30.926%	2.295%	8.017%
1313	Analyst	Business Skills	Project management	1	346,110	22.497%	70,131	22.647%	0.150%	0.665%
175	Application management	Business Skills	Management skills	5	120,042	7.803%	25,794	8.329%	0.527%	6.751%
150	Asset management	Business Skills	Business processes	1	32,407	2.106%	6,744	2.178%	0.071%	3.386%
151	Auditing	Business Skills	Business processes	5	140,099	9.106%	37,304	12.046%	2.940%	32.283%
1264	Auditing software	Business Skills	Business processes	1	196	0.013%	6	0.002%	-0.011%	-84.792%
152	Billing	Business Skills	Business processes	1	43,447	2.824%	9,759	3.151%	0.327%	11.591%
153	Bills of Lading	Business Skills	Business processes	1	86	0.006%	39	0.013%	0.007%	125.295%
1314	Business Analyst	Business Skills	Project management	1	107,372	6.979%	19,249	6.216%	-0.763%	-10.936%
35	Business Intelligence	Business Skills	Strategy skills	1	80,797	5.252%	15,621	5.044%	-0.207%	-3.950%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,398	0.611%	1,555	0.502%	-0.109%	-17.799%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	76,877	4.997%	2,027	0.655%	-4.342%	-86.901%
36	Business Strategy	Business Skills	Strategy skills	3	361,351	23.488%	92,334	29.817%	6.329%	26.945%
182	Calendar and scheduling	Business Skills	Project management	3	78,233	5.085%	19,150	6.184%	1.099%	21.608%
156	Capacity planning	Business Skills	Business processes	1	32,419	2.107%	4,455	1.439%	-0.669%	-31.730%
28	Change Management	Business Skills	Management skills	1	91,951	5.977%	22,067	7.126%	1.149%	19.226%
183	Content workflow	Business Skills	Project management	1	80	0.005%	9	0.003%	-0.002%	-44.110%
24	Contracting and legal	Business Skills	Business processes	2	112,033	7.282%	28,439	9.184%	1.901%	26.111%
176	Coordination	Business Skills	Management skills	1	102,100	6.637%	28,953	9.350%	2.713%	40.881%
157	Cost accounting	Business Skills	Business processes	1	3,896	0.253%	699	0.226%	-0.028%	-10.866%
158	Cost estimation	Business Skills	Business processes	1	1,565	0.102%	311	0.100%	-0.001%	-1.274%
1312	Customer Support	Business Skills	Business processes	6	332,364	21.604%	72,969	23.563%	1.960%	9.071%
1339	Education	Business Skills	Industry Segment	1	20,575	1.337%	8,388	2.709%	1.371%	102.536%
1333	Energy	Business Skills	Industry Segment	1	90,307	5.870%	18,715	6.043%	0.174%	2.956%
1340	Entertainment	Business Skills	Industry Segment	1	36,237	2.355%	4,141	1.337%	-1.018%	-43.228%
1319	Environmental	Business Skills	Environmental	16	57,302	3.725%	17,032	5.500%	1.775%	47.666%
1320	Environmental Strategy	Business Skills	Environmental	12	11,941	0.776%	7,742	2.500%	1.724%	222.105%
161	Financial	Business Skills	Business processes	2	446,472	29.021%	101,951	32.922%	3.902%	13.444%
1275	Financial Analysis software	Business Skills	Business processes	8	2,484	0.161%	399	0.129%	-0.033%	-20.199%
1332	Health Care	Business Skills	Industry Segment	2	261,518	16.999%	53,386	17.240%	0.241%	1.417%
177	Human resources	Business Skills	Management skills	2	109,605	7.124%	23,838	7.698%	0.573%	8.050%
1336	Insurance	Business Skills	Industry Segment	1	11,700	0.761%	2,039	0.658%	-0.102%	-13.420%
1316	Managing/Supervision	Business Skills	Management skills	6	948,441	61.649%	180,722	58.359%	-3.290%	-5.336%
1334	Manufacturing	Business Skills	Industry Segment	2	123,221	8.009%	18,100	5.845%	-2.164%	-27.024%
26	Marketing	Business Skills	Business processes	1	146,611	9.530%	25,603	8.268%	-1.262%	-13.242%
185	Monitoring	Business Skills	Project management	1	215,585	14.013%	59,357	19.168%	5.155%	36.785%
179	Negotiation	Business Skills	Management skills	1	68,363	4.444%	14,593	4.712%	0.269%	6.049%
163	Operation and Control	Business Skills	Business processes	3	1,838	0.119%	1,027	0.332%	0.212%	177.594%
29	Outsourcing Management	Business Skills	Management skills	3	37,744	2.453%	2,914	0.941%	-1.512%	-61.645%
167	Procurement	Business Skills	Business processes	1	50,857	3.306%	10,881	3.514%	0.208%	6.293%
1290	Project Management software	Business Skills	Project management	3	50,444	3.279%	6,858	2.215%	-1.064%	-32.458%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	348,396	22.646%	69,660	22.495%	-0.151%	-0.667%
168	Quality	Business Skills	Business processes	1	463,465	30.125%	117,377	37.904%	7.778%	25.820%
1337	Real Estate	Business Skills	Industry Segment	2	26,603	1.729%	3,373	1.089%	-0.640%	-37.010%
1335	Retail	Business Skills	Industry Segment	2	284,688	18.505%	41,441	13.382%	-5.123%	-27.682%
34	Risk Management	Business Skills	Project management	1	82,188	5.342%	28,384	9.166%	3.824%	71.573%
169	Service Orientation	Business Skills	Business processes	1	13,627	0.886%	3,440	1.111%	0.225%	25.413%
27	Supply Chain Management	Business Skills	Business processes	3	67,488	4.387%	11,774	3.802%	-0.585%	-13.327%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,467	0.420%	578	0.187%	-0.234%	-55.597%
178	Teaching	Business Skills	Management skills	7	77,078	5.010%	19,521	6.304%	1.294%	25.822%
190	Timekeeping	Business Skills	Project management	3	35,577	2.313%	7,698	2.486%	0.173%	7.496%
1296	Timekeeping software	Business Skills	Project management	1	2,756	0.179%	779	0.252%	0.072%	40.424%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,970	0.128%	301	0.097%	-0.031%	-24.092%
180	Troubleshooting	Business Skills	Management skills	1	207,958	13.517%	49,380	15.946%	2.429%	17.967%
181	Verification	Business Skills	Management skills	1	62,691	4.075%	17,823	5.755%	1.681%	41.241%
1338	Waste Management	Business Skills	Industry Segment	1	2,624	0.171%	189	0.061%	-0.110%	-64.217%
191	Workflow	Business Skills	Project management	1	83,053	5.398%	20,244	6.537%	1.139%	21.095%
31	Working Globally	Business Skills	Management skills	3	4,954	0.322%	373	0.120%	-0.202%	-62.594%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,927	0.190%	670	0.216%	0.026%	13.720%
51	4GL	Technical Skills	Software development	3	2,831	0.184%	319	0.103%	-0.081%	-44.020%
1510	Access Control	Technical Skills	Security	1	23,902	1.554%	6,137	1.982%	0.428%	27.558%
987	Access servers & software	Technical Skills	Network	10	55,001	3.575%	11,890	3.840%	0.264%	7.398%
38	Agile Development Methods	Technical Skills	Software development	13	73,715	4.791%	29,206	9.431%	4.640%	96.834%
304	Algorithmic software	Technical Skills	Business applications	1	39	0.003%	2	0.001%	-0.002%	-74.523%
1546	Alienvault	Technical Skills	Security	1	129	0.008%	100	0.032%	0.024%	285.119%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,146	0.074%	300	0.097%	0.022%	30.053%
1352	Android	Technical Skills	Mobile Platforms	3	11,918	0.775%	4,604	1.487%	0.712%	91.918%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	7,049	0.458%	1,726	0.557%	0.099%	21.646%
120	Apple operating systems	Technical Skills	Business applications	6	29,315	1.905%	8,537	2.757%	0.851%	44.677%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	1,547	0.101%	171	0.055%	-0.045%	-45.085%
1543	ArcSight	Technical Skills	Security	1	3,868	0.251%	712	0.230%	-0.021%	-8.551%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	16,769	1.090%	11,278	3.642%	2.552%	234.125%
1432	Attribute-Based Access Control	Technical Skills	Security	2	257	0.017%	99	0.032%	0.015%	91.376%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	19	0.001%	10	0.003%	0.002%	161.475%
1265	Backup & Recovery	Technical Skills	Technical applications	16	138,585	9.008%	26,564	8.578%	-0.430%	-4.773%
1386	Biometric	Technical Skills	Information mgmt	2	5,153	0.335%	937	0.303%	-0.032%	-9.663%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,381	0.740%	552	0.178%	-0.562%	-75.904%
336	Borland Delphi	Technical Skills	Business applications	1	1,865	0.121%	143	0.046%	-0.075%	-61.907%
337	Borland JBuilder	Technical Skills	Business applications	1	1,055	0.069%	15	0.005%	-0.064%	-92.936%
338	Borland Paradox	Technical Skills	Business applications	1	174	0.011%	25	0.008%	-0.003%	-28.620%
1436	Bring Your Own Devices	Technical Skills	Security	1	595	0.039%	317	0.102%	0.064%	164.683%
72	Business Continuity Planning	Technical Skills	Hardware	2	25,896	1.683%	6,112	1.974%	0.290%	17.256%
352	Cadence Opus	Technical Skills	Business applications	1	438	0.028%	71	0.023%	-0.006%	-19.468%
868	Calculators	Technical Skills	Hardware	1	2,398	0.156%	626	0.202%	0.046%	29.691%
39	CASE Tools	Technical Skills	Software development	1	100,326	6.521%	20,116	6.496%	-0.025%	-0.388%
367	Categorization or classification software	Technical Skills	Business applications	1	5,571	0.362%	980	0.316%	-0.046%	-12.607%
1469	CCPA	Technical Skills	Security	1	534	0.035%	533	0.172%	0.137%	395.873%
1478	Center for Internet Security	Technical Skills	Security	1	94,120	6.118%	25,113	8.110%	1.992%	32.557%
1441	Certificate management	Technical Skills	Security	1	964	0.063%	326	0.105%	0.043%	68.006%
112	Certification	Technical Skills	Misc	3	385,991	25.089%	105,135	33.950%	8.861%	35.318%
78	Cisco	Technical Skills	Hardware	1	96,390	6.265%	15,286	4.936%	-1.329%	-21.214%
1009	Cisco Systems IOS	Technical Skills	Network	1	17,372	1.129%	5,626	1.817%	0.688%	60.892%
40	Client-Server	Technical Skills	Software development	1	32,233	2.095%	2,719	0.878%	-1.217%	-58.092%
1437	Cloud Access Security Broker	Technical Skills	Security	1	357	0.023%	324	0.105%	0.081%	350.880%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,670	0.109%	404	0.130%	0.022%	20.185%
1445	Cloud Migration	Technical Skills	Security	1	802	0.052%	675	0.218%	0.166%	318.133%
1455	cloud security	Technical Skills	Security	1	3,593	0.234%	2,839	0.917%	0.683%	292.548%
1456	Cloud Security Posture Management	Technical Skills	Security	1	97	0.006%	56	0.018%	0.012%	186.814%
1486	Cloud Services	Technical Skills	Security	1	11,718	0.762%	7,472	2.413%	1.651%	216.787%
1011	Cluster server software	Technical Skills	Network	9	18,452	1.199%	3,532	1.141%	-0.059%	-4.904%
1147	CMAKE	Technical Skills	Software development	1	112	0.007%	71	0.023%	0.016%	214.938%
1151	Compatibility testing	Technical Skills	Software development	1	259	0.017%	77	0.025%	0.008%	47.698%
1152	Compilers	Technical Skills	Software development	5	13,963	0.908%	4,521	1.460%	0.552%	60.857%
1255	Compliance software	Technical Skills	Technical applications	4	18,134	1.179%	5,153	1.664%	0.485%	41.173%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	12,547	0.816%	2,799	0.904%	0.088%	10.828%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,100	0.137%	386	0.125%	-0.012%	-8.683%
875	Computer diagnostics	Technical Skills	Hardware	5	68,587	4.458%	17,780	5.742%	1.283%	28.788%
1107	Computer forensics	Technical Skills	Security	1	5,236	0.340%	1,066	0.344%	0.004%	1.144%
1266	Computer Hardware	Technical Skills	Hardware	15	44,800	2.912%	12,489	4.033%	1.121%	38.495%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	1,259	0.082%	130	0.042%	-0.040%	-48.702%
1015	Computer servers	Technical Skills	Network	6	140,704	9.146%	28,043	9.056%	-0.090%	-0.985%
1267	Computer Utilities	Technical Skills	Misc	2	410	0.027%	110	0.036%	0.009%	33.289%
1447	Configuration Management Database	Technical Skills	Security	1	4,739	0.308%	1,341	0.433%	0.125%	40.581%
1448	Container security	Technical Skills	Security	1	105	0.007%	105	0.034%	0.027%	396.803%
1449	Containers	Technical Skills	Security	1	13,122	0.853%	5,407	1.746%	0.893%	104.711%
59	Content Manager	Technical Skills	Business applications	1	2,842	0.185%	138	0.045%	-0.140%	-75.877%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,149	0.075%	610	0.197%	0.122%	163.751%
1396	Continuous Improvement	Technical Skills	Software development	1	40,266	2.617%	16,774	5.417%	2.799%	106.958%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	22,492	1.462%	13,025	4.206%	2.744%	187.696%
1453	Control Plane	Technical Skills	Security	1	104	0.007%	73	0.024%	0.017%	248.718%
878	Controllers	Technical Skills	Hardware	3	11,224	0.730%	1,996	0.645%	-0.085%	-11.652%
1454	Crown Jewels	Technical Skills	Security	1	44	0.003%	18	0.006%	0.003%	103.238%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,149	0.075%	361	0.117%	0.042%	56.089%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,528	0.424%	750	0.242%	-0.182%	-42.922%
53	Customer Relationship Management	Technical Skills	Business applications	9	116,607	7.579%	17,449	5.635%	-1.945%	-25.659%
1368	Cyber Security	Technical Skills	Information mgmt	3	57,957	3.767%	30,989	10.007%	6.240%	165.636%
1479	Cybersecurity Framework	Technical Skills	Security	2	3,079	0.200%	2,398	0.774%	0.574%	286.923%
1492	Data Access Governance	Technical Skills	Security	1	264	0.017%	120	0.039%	0.022%	125.820%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,735	0.503%	1,688	0.545%	0.042%	8.417%
1434	Data classification	Technical Skills	Security	1	1,503	0.098%	515	0.166%	0.069%	70.229%
955	Data compression software	Technical Skills	Information mgmt	1	2,258	0.147%	372	0.120%	-0.027%	-18.153%
956	Data conversion software	Technical Skills	Information mgmt	1	9,374	0.609%	1,487	0.480%	-0.129%	-21.192%
958	Data dictionary	Technical Skills	Information mgmt	1	5,241	0.341%	756	0.244%	-0.097%	-28.337%
1495	Data discovery	Technical Skills	Security	1	1,268	0.082%	573	0.185%	0.103%	124.502%
959	Data entry	Technical Skills	Information mgmt	1	32,783	2.131%	3,782	1.221%	-0.910%	-42.686%
1502	Data Loss Prevention	Technical Skills	Security	1	6,819	0.443%	2,770	0.894%	0.451%	101.810%
962	Data mapping	Technical Skills	Information mgmt	1	10,020	0.651%	1,969	0.636%	-0.015%	-2.375%
67	Data Mining	Technical Skills	Information mgmt	5	25,104	1.632%	6,801	2.196%	0.564%	34.590%
963	Data modeling	Technical Skills	Information mgmt	1	53,720	3.492%	8,941	2.887%	-0.605%	-17.313%
1496	Data retention	Technical Skills	Security	1	1,585	0.103%	359	0.116%	0.013%	12.525%
1494	Data tagging	Technical Skills	Security	1	165	0.011%	94	0.030%	0.020%	183.027%
68	Data Warehousing	Technical Skills	Information mgmt	2	77,577	5.043%	12,495	4.035%	-1.008%	-19.982%
69	Database Administration	Technical Skills	Information mgmt	12	101,589	6.603%	15,247	4.924%	-1.680%	-25.437%
969	Database design software	Technical Skills	Information mgmt	16	75,616	4.915%	11,378	3.674%	-1.241%	-25.246%
1268	Database Reporting	Technical Skills	Information mgmt	3	28,208	1.834%	2,699	0.872%	-0.962%	-52.465%
1373	Database Security	Technical Skills	Information mgmt	1	441	0.029%	99	0.032%	0.003%	11.527%
1269	Database Security	Technical Skills	Information mgmt	2	124	0.008%	47	0.015%	0.007%	88.305%
1270	Database Servers	Technical Skills	Information mgmt	3	16,874	1.097%	1,070	0.346%	-0.751%	-68.497%
1271	Database Testing	Technical Skills	Information mgmt	1	1,303	0.085%	245	0.079%	-0.006%	-6.587%
1160	Debugging	Technical Skills	Software development	7	78,591	5.108%	18,342	5.923%	0.815%	15.947%
1385	Decryption	Technical Skills	Information mgmt	2	378	0.025%	128	0.041%	0.017%	68.230%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	4,829	0.314%	504	0.163%	-0.151%	-48.149%
418	Desktop publishing software	Technical Skills	Business applications	13	23,351	1.518%	9,855	3.182%	1.665%	109.670%
1272	Development Environment	Technical Skills	Software development	13	48,192	3.132%	12,416	4.009%	0.877%	27.994%
1498	Device Management	Technical Skills	Security	1	3,348	0.218%	1,364	0.440%	0.223%	102.401%
1273	Digital Imaging	Technical Skills	Hardware	1	1,239	0.081%	37	0.012%	-0.069%	-85.164%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,666	0.108%	442	0.143%	0.034%	31.805%
1446	Digital Transformation	Technical Skills	Security	1	5,670	0.369%	5,584	1.803%	1.435%	389.268%
1472	DISA	Technical Skills	Security	1	11,331	0.737%	4,833	1.561%	0.824%	111.901%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,522	0.294%	743	0.240%	-0.054%	-18.371%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,070	0.070%	454	0.147%	0.077%	110.793%
1504	DMZ	Technical Skills	Network	1	2,748	0.179%	466	0.150%	-0.028%	-15.753%
1451	Docker	Technical Skills	Security	1	7,902	0.514%	6,903	2.229%	1.716%	333.996%
1307	Doctor of Philosophy	Technical Skills	Misc	3	43,200	2.808%	10,333	3.337%	0.529%	18.830%
973	Document management software	Technical Skills	Information mgmt	4	18,473	1.201%	3,993	1.289%	0.089%	7.386%
1020	Domain name system (DNS)	Technical Skills	Network	3	47,127	3.063%	10,090	3.258%	0.195%	6.367%
61	Dreamweaver	Technical Skills	Software development	1	5,304	0.345%	285	0.092%	-0.253%	-73.305%
54	DSS/GDSS	Technical Skills	Business applications	5	24,024	1.562%	4,628	1.494%	-0.067%	-4.295%
425	Dynamic modeling software	Technical Skills	Business applications	1	40	0.003%	1	0.000%	-0.002%	-87.580%
62	Eclipse	Technical Skills	Software development	1	20,897	1.358%	2,504	0.809%	-0.550%	-40.470%
1308	Electronic Commerce	Technical Skills	Business applications	2	39,651	2.577%	5,994	1.936%	-0.642%	-24.899%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,073	0.980%	2,258	0.729%	-0.251%	-25.577%
1023	Electronic mail software	Technical Skills	Network	8	26,521	1.724%	5,418	1.750%	0.026%	1.492%
1384	Encryption	Technical Skills	Information mgmt	1	103	0.007%	65	0.021%	0.014%	213.517%
1507	Endpoint	Technical Skills	Security	1	7,396	0.481%	4,000	1.292%	0.811%	168.688%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	98,913	6.429%	17,172	5.545%	-0.884%	-13.751%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	112,837	7.334%	17,796	5.747%	-1.588%	-21.647%
1321	Environmental Certification	Technical Skills	Environmental	1	249	0.016%	147	0.047%	0.031%	193.294%
1328	Environmental Cleanup	Technical Skills	Environmental	3	143	0.009%	50	0.016%	0.007%	73.707%
1329	Environmental Energy	Technical Skills	Environmental	25	7,797	0.507%	1,913	0.618%	0.111%	21.891%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	4,808	0.313%	1,259	0.407%	0.094%	30.091%
1327	Environmental Pollution	Technical Skills	Environmental	24	6,254	0.407%	2,170	0.701%	0.294%	72.380%
1324	Environmental Pollution Control	Technical Skills	Environmental	9	3,499	0.227%	1,161	0.375%	0.147%	64.844%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,121	0.073%	419	0.135%	0.062%	85.692%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	16,476	1.071%	1,484	0.479%	-0.592%	-55.253%
1331	Environmental Science	Technical Skills	Environmental	2	1,204	0.078%	52	0.017%	-0.061%	-78.543%
1322	Environmental Technology	Technical Skills	Environmental	2	487	0.032%	150	0.048%	0.017%	53.020%
1470	EPRI	Technical Skills	Security	1	52	0.003%	19	0.006%	0.003%	81.524%
1551	Exabeam	Technical Skills	Security	1	33	0.002%	31	0.010%	0.008%	366.694%
461	Expert system software	Technical Skills	Business applications	1	636	0.041%	245	0.079%	0.038%	91.379%
1359	Facebook	Technical Skills	Social Networking	1	139,009	9.036%	4,641	1.499%	-7.537%	-83.414%
463	Facilities management software	Technical Skills	Business applications	4	8,985	0.584%	1,795	0.580%	-0.004%	-0.750%
1476	FedRAMP	Technical Skills	Security	1	2,336	0.152%	1,810	0.584%	0.433%	284.938%
1467	FINRA	Technical Skills	Security	1	1,103	0.072%	423	0.137%	0.065%	90.524%
1556	FireEye	Technical Skills	Security	1	1,050	0.068%	587	0.190%	0.121%	177.737%
1464	FISMA	Technical Skills	Security	1	11,186	0.727%	3,819	1.233%	0.506%	69.613%
468	Flight control software	Technical Skills	Business applications	1	181	0.012%	44	0.014%	0.002%	20.770%
1508	Flow analysis	Technical Skills	Security	1	4,060	0.264%	860	0.278%	0.014%	5.234%
469	Flowchart software	Technical Skills	Business applications	5	4,987	0.324%	841	0.272%	-0.053%	-16.220%
1367	Forensic	Technical Skills	Information mgmt	2	22,814	1.483%	6,260	2.021%	0.539%	36.319%
1552	Fortinet	Technical Skills	Security	1	1,181	0.077%	564	0.182%	0.105%	137.254%
1112	Fraud Detection	Technical Skills	Security	1	11,612	0.755%	4,460	1.440%	0.685%	90.815%
63	FrontPage	Technical Skills	Software development	1	1,491	0.097%	31	0.010%	-0.087%	-89.671%
475	Fund accounting software	Technical Skills	Business applications	1	1,372	0.089%	224	0.072%	-0.017%	-18.889%
1260	Gaming	Technical Skills	Misc	2	20,276	1.318%	4,027	1.300%	-0.018%	-1.330%
1468	GDPR	Technical Skills	Security	1	1,936	0.126%	1,930	0.623%	0.497%	395.264%
113	Generic databases	Technical Skills	Information mgmt	2	222,029	14.432%	45,635	14.737%	0.305%	2.111%
1365	Google Apps	Technical Skills	Business applications	4	4,105	0.267%	781	0.252%	-0.015%	-5.480%
1364	Google Plus	Technical Skills	Social Networking	1	85	0.006%	47	0.015%	0.010%	174.703%
1512	Governance	Technical Skills	Security	1	69,448	4.514%	25,313	8.174%	3.660%	81.079%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	100,772	6.550%	23,306	7.526%	0.976%	14.898%
484	Graphic software	Technical Skills	Business applications	16	106,692	6.935%	20,247	6.538%	-0.397%	-5.721%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,978	0.974%	1,345	0.434%	-0.539%	-55.388%
1323	Green IT	Technical Skills	Environmental	9	3,167	0.206%	431	0.139%	-0.067%	-32.390%
893	Guidance systems	Technical Skills	Hardware	1	79	0.005%	31	0.010%	0.005%	94.948%
1371	Hacking	Technical Skills	Information mgmt	5	8,899	0.578%	3,426	1.106%	0.528%	91.263%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	118	0.008%	61	0.020%	0.012%	156.822%
1277	Hardware Design	Technical Skills	Hardware	21	7,475	0.486%	2,060	0.665%	0.179%	36.912%
1278	Hardware Testing	Technical Skills	Hardware	4	2,218	0.144%	762	0.246%	0.102%	70.678%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,371	0.089%	764	0.247%	0.158%	176.847%
492	Helpdesk or call center	Technical Skills	Business applications	2	81,454	5.295%	16,115	5.204%	-0.091%	-1.712%
1465	HIPAA	Technical Skills	Security	1	30,040	1.953%	9,193	2.969%	1.016%	52.034%
1473	HITRUST	Technical Skills	Security	1	2,125	0.138%	1,283	0.414%	0.276%	199.952%
1377	Homeland Security	Technical Skills	Information mgmt	1	58,350	3.793%	6,921	2.235%	-1.558%	-41.073%
1487	IaaS	Technical Skills	Security	1	4,868	0.316%	3,149	1.017%	0.700%	221.371%
114	IBM databases	Technical Skills	Information mgmt	2	39,200	2.548%	3,661	1.182%	-1.366%	-53.602%
121	IBM operating systems	Technical Skills	Business applications	4	28,382	1.845%	2,174	0.702%	-1.143%	-61.946%
1513	Identity Access Management	Technical Skills	Security	2	18,296	1.189%	8,118	2.621%	1.432%	120.433%
1511	Identity Governance and Administration	Technical Skills	Security	1	147	0.010%	116	0.037%	0.028%	292.035%
898	Image capture devices	Technical Skills	Hardware	9	9,599	0.624%	3,620	1.169%	0.545%	87.356%
524	Industrial control software	Technical Skills	Business applications	3	5,870	0.382%	1,939	0.626%	0.245%	64.106%
1485	Industrial Control Systems	Technical Skills	Security	1	3,301	0.215%	1,224	0.395%	0.181%	84.213%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	21,151	1.375%	4,960	1.602%	0.227%	16.503%
1375	Information Security	Technical Skills	Information mgmt	3	104,865	6.816%	33,778	10.908%	4.091%	60.025%
899	Infrared	Technical Skills	Hardware	1	1,089	0.071%	140	0.045%	-0.026%	-36.132%
1491	Infrastructure as Code	Technical Skills	Security	1	2,216	0.144%	1,875	0.605%	0.461%	320.355%
1180	Installation	Technical Skills	Software development	1	153,689	9.990%	32,096	10.365%	0.375%	3.751%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	339	0.022%	60	0.019%	-0.003%	-12.070%
536	Internet browser software	Technical Skills	Business applications	4	9,433	0.613%	1,478	0.477%	-0.136%	-22.159%
1483	Internet of Things	Technical Skills	Security	1	4,352	0.283%	3,949	1.275%	0.992%	350.799%
1578	Internet proxy	Technical Skills	Security	1	191	0.012%	25	0.008%	-0.004%	-34.973%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	24,650	1.602%	5,342	1.725%	0.123%	7.664%
541	Inventory management software	Technical Skills	Business applications	3	14,117	0.918%	3,644	1.177%	0.259%	28.239%
1459	ISO 27000	Technical Skills	Security	1	1,641	0.107%	698	0.225%	0.119%	111.316%
1460	ISO 27001	Technical Skills	Security	1	8,217	0.534%	3,676	1.187%	0.653%	122.253%
1461	ISO 27002	Technical Skills	Security	1	1,203	0.078%	371	0.120%	0.042%	53.212%
1414	ISO 9000	Technical Skills	Software development	1	2,952	0.192%	260	0.084%	-0.108%	-56.244%
73	IT Architecture/Standards	Technical Skills	Hardware	2	14,989	0.974%	3,823	1.235%	0.260%	26.712%
1515	IT Service Management	Technical Skills	Security	1	13,470	0.876%	5,192	1.677%	0.801%	91.492%
1481	ITIL	Technical Skills	Security	1	58,648	3.812%	16,588	5.357%	1.545%	40.516%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,201	0.078%	4	0.001%	-0.077%	-98.345%
1035	Kernel	Technical Skills	Network	1	3,456	0.225%	562	0.181%	-0.043%	-19.212%
1442	Key management	Technical Skills	Security	1	3,644	0.237%	1,233	0.398%	0.161%	68.101%
1450	Kubernetes	Technical Skills	Security	1	4,871	0.317%	4,611	1.489%	1.172%	370.285%
907	Lasers	Technical Skills	Hardware	1	216	0.014%	86	0.028%	0.014%	97.801%
1516	Least Privilege	Technical Skills	Security	1	635	0.041%	324	0.105%	0.063%	153.487%
1038	License management software	Technical Skills	Network	1	1,459	0.095%	353	0.114%	0.019%	20.200%
1361	LinkedIn	Technical Skills	Social Networking	1	11,665	0.758%	4,939	1.595%	0.837%	110.348%
1544	LogRhythm	Technical Skills	Security	1	623	0.040%	211	0.068%	0.028%	68.259%
908	Mainframe computers	Technical Skills	Hardware	2	41,228	2.680%	4,504	1.454%	-1.225%	-45.726%
124	Mainframe operating systems	Technical Skills	Business applications	8	18,877	1.227%	2,817	0.910%	-0.317%	-25.862%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	29,114	1.892%	5,206	1.681%	-0.211%	-11.164%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,047	0.913%	1,500	0.484%	-0.429%	-46.949%
1549	McAfee Enterprise Security	Technical Skills	Security	1	45	0.003%	15	0.005%	0.002%	65.601%
1281	Medical software	Technical Skills	Business applications	9	15,967	1.038%	4,234	1.367%	0.329%	31.738%
1452	Mesos	Technical Skills	Security	1	323	0.021%	201	0.065%	0.044%	209.156%
1517	Metadata analysis	Technical Skills	Security	1	129	0.008%	35	0.011%	0.003%	34.792%
1555	Micro Focus	Technical Skills	Security	1	1,266	0.082%	418	0.135%	0.053%	64.031%
1433	Micro-segmentation	Technical Skills	Security	1	153	0.010%	143	0.046%	0.036%	364.333%
115	Microsoft databases	Technical Skills	Information mgmt	5	206,116	13.398%	30,098	9.719%	-3.678%	-27.454%
119	Microsoft operating systems	Technical Skills	Business applications	4	286,711	18.636%	48,984	15.818%	-2.818%	-15.122%
1518	MITRE	Technical Skills	Security	1	2,518	0.164%	810	0.262%	0.098%	59.814%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,517	0.164%	729	0.235%	0.072%	43.889%
1581	Mobile security	Technical Skills	Security	2	1,012	0.066%	425	0.137%	0.071%	108.638%
1431	Multi-Factor Authentication	Technical Skills	Security	3	2,518	0.164%	1,498	0.484%	0.320%	195.557%
625	Multimedia	Technical Skills	Business applications	1	18,524	1.204%	1,480	0.478%	-0.726%	-60.307%
1362	MySpace	Technical Skills	Social Networking	1	1,965	0.128%	26	0.008%	-0.119%	-93.427%
1471	NERC	Technical Skills	Security	1	2,862	0.186%	772	0.249%	0.063%	34.008%
1548	NetWitness	Technical Skills	Security	1	419	0.027%	156	0.050%	0.023%	84.967%
1499	Network Access Control	Technical Skills	Security	2	4,610	0.300%	1,125	0.363%	0.064%	21.237%
74	Network administration	Technical Skills	Hardware	17	165,322	10.746%	46,366	14.973%	4.227%	39.333%
1282	Network Administration software	Technical Skills	Network	18	92,509	6.013%	20,663	6.673%	0.659%	10.967%
1519	Network discovery	Technical Skills	Security	1	325	0.021%	164	0.053%	0.032%	150.695%
1283	Network Hardware	Technical Skills	Network	11	56,709	3.686%	11,074	3.576%	-0.110%	-2.985%
1284	Network Monitoring software	Technical Skills	Network	15	40,539	2.635%	8,824	2.849%	0.214%	8.138%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,970	0.128%	341	0.110%	-0.018%	-14.005%
1369	Network Security	Technical Skills	Information mgmt	1	8,287	0.539%	1,389	0.449%	-0.090%	-16.730%
1122	Network security	Technical Skills	Security	1	59,042	3.838%	11,100	3.584%	-0.253%	-6.600%
1285	Network Security software	Technical Skills	Security	37	141,216	9.179%	37,257	12.031%	2.852%	31.072%
1503	Network Segmentation	Technical Skills	Network	1	793	0.052%	405	0.131%	0.079%	153.727%
1286	Network software	Technical Skills	Network	6	40,955	2.662%	19,656	6.347%	3.685%	138.437%
1287	Network Testing	Technical Skills	Network	11	19,927	1.295%	3,820	1.234%	-0.062%	-4.763%
1521	Next Generation Firewall	Technical Skills	Security	2	579	0.038%	386	0.125%	0.087%	231.202%
1458	NIST	Technical Skills	Security	1	31,115	2.022%	14,962	4.832%	2.809%	138.894%
1065	Novell network software	Technical Skills	Network	2	2,459	0.160%	90	0.029%	-0.131%	-81.817%
643	Oberon	Technical Skills	Business applications	1	173	0.011%	10	0.003%	-0.008%	-71.283%
1413	Object Oriented Design	Technical Skills	Software development	2	17,500	1.138%	1,541	0.498%	-0.640%	-56.253%
41	Object Oriented Programming	Technical Skills	Software development	5	98,923	6.430%	13,130	4.240%	-2.190%	-34.060%
1288	Office Applications	Technical Skills	Business applications	13	292,438	19.008%	71,097	22.959%	3.950%	20.782%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	16,572	1.077%	1,716	0.554%	-0.523%	-48.557%
116	Open-source databases	Technical Skills	Information mgmt	4	42,317	2.751%	10,023	3.237%	0.486%	17.670%
118	Open-source operating systems	Technical Skills	Business applications	8	155,511	10.108%	34,197	11.043%	0.935%	9.247%
56	Operating Systems	Technical Skills	Business applications	3	153,183	9.957%	32,833	10.603%	0.646%	6.484%
1482	Operational Technology	Technical Skills	Security	1	3,781	0.246%	1,413	0.456%	0.211%	85.661%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,149	0.075%	305	0.098%	0.024%	31.876%
117	Oracle databases	Technical Skills	Information mgmt	1	246,349	16.013%	31,481	10.166%	-5.847%	-36.513%
1529	Orchestration & Automation	Technical Skills	Security	1	192	0.012%	129	0.042%	0.029%	233.790%
1488	PaaS	Technical Skills	Security	1	5,341	0.347%	3,618	1.168%	0.821%	236.535%
1354	Palm OS	Technical Skills	Mobile Platforms	3	167	0.011%	3	0.001%	-0.010%	-91.075%
1522	Panorama	Technical Skills	Security	1	417	0.027%	175	0.057%	0.029%	108.491%
1466	Payment Card Industry	Technical Skills	Security	1	25,396	1.651%	8,102	2.616%	0.966%	58.494%
1376	Penetration Testing	Technical Skills	Information mgmt	5	73,856	4.801%	25,111	8.109%	3.308%	68.913%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,265	0.147%	1,126	0.364%	0.216%	146.976%
1528	Personally Identifiable Information	Technical Skills	Security	1	2,357	0.153%	1,259	0.407%	0.253%	165.369%
1289	Physical Tools	Technical Skills	Hardware	1	70	0.005%	38	0.012%	0.008%	169.693%
683	Point of sale (POS)	Technical Skills	Business applications	3	10,440	0.679%	3,504	1.132%	0.453%	66.743%
1525	Policy Decision Point	Technical Skills	Security	1	534	0.035%	146	0.047%	0.012%	35.830%
1526	Policy Enforcement Point	Technical Skills	Security	1	567	0.037%	258	0.083%	0.046%	126.059%
686	Polka	Technical Skills	Business applications	1	42	0.003%	42	0.014%	0.011%	396.803%
931	Printers	Technical Skills	Hardware	4	21,671	1.409%	8,066	2.605%	1.196%	84.911%
1430	Privileged Account Management	Technical Skills	Security	2	12,946	0.841%	860	0.278%	-0.564%	-66.997%
43	Programming	Technical Skills	Software development	1	309,560	20.121%	57,652	18.617%	-1.504%	-7.476%
700	Provisioning	Technical Skills	Business applications	1	24,209	1.574%	6,413	2.071%	0.497%	31.604%
1545	QRadar	Technical Skills	Security	1	1,187	0.077%	398	0.129%	0.051%	66.578%
1531	Quality of Service	Technical Skills	Security	1	10,624	0.691%	2,375	0.767%	0.076%	11.061%
1405	Rapid Application Development	Technical Skills	Software development	2	6,928	0.450%	538	0.174%	-0.277%	-61.420%
1553	Rapid7	Technical Skills	Security	1	617	0.040%	278	0.090%	0.050%	123.843%
1258	Rate Control	Technical Skills	Technical applications	1	14	0.001%	8	0.003%	0.002%	183.888%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	15,359	0.998%	586	0.189%	-0.809%	-81.045%
1077	Remote control software	Technical Skills	Network	2	1,977	0.129%	375	0.121%	-0.007%	-5.766%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	901	0.059%	98	0.032%	-0.027%	-45.964%
1379	Risk Analysis	Technical Skills	Information mgmt	1	15,821	1.028%	4,204	1.358%	0.329%	32.012%
1262	Robotics	Technical Skills	Hardware	3	6,788	0.441%	3,515	1.135%	0.694%	157.258%
1532	Role-Based Access Control	Technical Skills	Security	3	3,234	0.210%	890	0.287%	0.077%	36.721%
1318	RSA	Technical Skills	Security	1	8,764	0.570%	1,026	0.331%	-0.238%	-41.839%
1489	SaaS	Technical Skills	Security	1	19,115	1.242%	8,921	2.881%	1.638%	131.859%
1429	SASE	Technical Skills	Security	2	183	0.012%	131	0.042%	0.030%	255.635%
1533	SCCM	Technical Skills	Security	1	8,534	0.555%	3,593	1.160%	0.606%	109.165%
44	SDLC	Technical Skills	Software development	7	188,968	12.283%	34,967	11.292%	-0.991%	-8.071%
1500	SecOps	Technical Skills	Security	2	2,123	0.138%	2,091	0.675%	0.537%	389.315%
1537	Secure SDLC	Technical Skills	Security	1	11,816	0.768%	303	0.098%	-0.670%	-87.260%
1132	Secure shell (SSH)	Technical Skills	Security	1	82	0.005%	27	0.009%	0.003%	63.582%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,322	1.061%	3,267	1.055%	-0.006%	-0.560%
1569	Secure Web Gateway	Technical Skills	Security	1	1,145	0.074%	37	0.012%	-0.062%	-83.946%
76	Security	Technical Skills	Hardware	4	958,159	62.280%	139,799	45.144%	-17.136%	-27.515%
1382	Security Audit	Technical Skills	Information mgmt	1	2,682	0.174%	738	0.238%	0.064%	36.704%
1315	Security Clearance	Technical Skills	Misc	2	173,155	11.255%	38,902	12.562%	1.307%	11.615%
1477	Security Frameworks	Technical Skills	Security	1	5,512	0.358%	2,682	0.866%	0.508%	141.732%
1540	Security Information and Event Management	Technical Skills	Security	1	10,048	0.653%	4,679	1.511%	0.858%	131.344%
1584	Security Information Management	Technical Skills	Security	1	3,572	0.232%	365	0.118%	-0.114%	-49.235%
1567	Security Operations Center	Technical Skills	Security	1	11,109	0.722%	5,963	1.926%	1.204%	166.670%
1381	Security Plan	Technical Skills	Information mgmt	1	3,427	0.223%	1,366	0.441%	0.218%	98.026%
1380	Security Policy	Technical Skills	Information mgmt	2	46,991	3.054%	13,979	4.514%	1.460%	47.790%
1457	Security Standards	Technical Skills	Security	1	21,605	1.404%	7,111	2.296%	0.892%	63.516%
1135	Security testing software	Technical Skills	Security	1	6,355	0.413%	2,258	0.729%	0.316%	76.520%
1550	Securonix	Technical Skills	Security	1	66	0.004%	57	0.018%	0.014%	329.057%
1538	Segmentation	Technical Skills	Security	1	6,266	0.407%	1,990	0.643%	0.235%	57.778%
60	Sharepoint Server	Technical Skills	Business applications	1	5,606	0.364%	319	0.103%	-0.261%	-71.730%
1084	Signal generators	Technical Skills	Network	1	223	0.014%	51	0.016%	0.002%	13.619%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,180	0.662%	1,262	0.408%	-0.254%	-38.412%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	36,800	2.392%	7,645	2.469%	0.077%	3.208%
1220	Simulation software	Technical Skills	Software development	5	20,933	1.361%	4,329	1.398%	0.037%	2.740%
1568	Single Sign-On	Technical Skills	Security	3	11,431	0.743%	3,263	1.054%	0.311%	41.813%
1558	SOAR	Technical Skills	Security	1	852	0.055%	317	0.102%	0.047%	84.844%
1475	SOC 2	Technical Skills	Security	1	2,289	0.149%	1,667	0.538%	0.390%	261.805%
1366	Social Network	Technical Skills	Social Networking	1	2,199	0.143%	687	0.222%	0.079%	55.209%
1358	Social Networking	Technical Skills	Social Networking	1	8,526	0.554%	296	0.096%	-0.459%	-82.752%
1534	Software Defined Network	Technical Skills	Security	2	1,022	0.066%	632	0.204%	0.138%	207.221%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	586	0.038%	577	0.186%	0.148%	389.173%
42	Software Development	Technical Skills	Software development	2	284,131	18.469%	50,536	16.319%	-2.149%	-11.638%
1291	Software Development software	Technical Skills	Software development	3	2,600	0.169%	139	0.045%	-0.124%	-73.440%
1309	Software Engineering	Technical Skills	Software development	1	131,064	8.519%	24,443	7.893%	-0.626%	-7.348%
1292	Software Installation	Technical Skills	Software development	4	185,713	12.071%	43,102	13.919%	1.847%	15.303%
1223	Software libraries	Technical Skills	Software development	1	311	0.020%	86	0.028%	0.008%	37.380%
1293	Software Maintenance	Technical Skills	Software development	1	7,701	0.501%	1,061	0.343%	-0.158%	-31.553%
1294	Software Testing	Technical Skills	Software development	14	156,149	10.150%	35,180	11.360%	1.211%	11.929%
1225	Source code management (SCM)	Technical Skills	Software development	5	39,827	2.589%	8,812	2.846%	0.257%	9.921%
1541	Splunk	Technical Skills	Security	1	8,351	0.543%	5,428	1.753%	1.210%	222.913%
1229	Static analysis software	Technical Skills	Software development	1	508	0.033%	237	0.077%	0.044%	131.776%
772	Statistical analysis software	Technical Skills	Business applications	26	124,655	8.103%	35,630	11.506%	3.403%	42.001%
774	Statistical software	Technical Skills	Business applications	1	62,870	4.087%	18,695	6.037%	1.950%	47.729%
1230	Stress testing software	Technical Skills	Software development	1	3,073	0.200%	633	0.204%	0.005%	2.335%
1547	sumo logic	Technical Skills	Security	1	276	0.018%	217	0.070%	0.052%	290.603%
122	Sun operating systems	Technical Skills	Business applications	3	57,198	3.718%	3,576	1.155%	-2.563%	-68.940%
939	Surveillance systems	Technical Skills	Hardware	5	15,376	0.999%	5,086	1.642%	0.643%	64.330%
1564	Swimlane	Technical Skills	Security	1	35	0.002%	10	0.003%	0.001%	41.944%
791	Symantec software	Technical Skills	Business applications	1	10,984	0.714%	1,279	0.413%	-0.301%	-42.151%
1355	Symbian	Technical Skills	Mobile Platforms	1	35	0.002%	0	0.000%	-0.002%	-100.000%
1310	System Administration	Technical Skills	Network	4	118,022	7.671%	22,594	7.296%	-0.375%	-4.893%
45	System Testing	Technical Skills	Software development	5	34,631	2.251%	7,256	2.343%	0.092%	4.092%
46	Systems Analysis	Technical Skills	Software development	8	170,794	11.102%	32,875	10.616%	-0.486%	-4.374%
47	Systems Design	Technical Skills	Software development	1	26,509	1.723%	5,206	1.681%	-0.042%	-2.435%
1233	Systems Evaluation	Technical Skills	Software development	1	352	0.023%	184	0.059%	0.037%	159.693%
1234	Systems integration	Technical Skills	Software development	8	149,874	9.742%	8,117	2.621%	-7.121%	-73.094%
75	TCP/IP	Technical Skills	Hardware	3	65,347	4.248%	10,930	3.530%	-0.718%	-16.904%
1235	Technology Design	Technical Skills	Software development	1	4,919	0.320%	438	0.141%	-0.178%	-55.763%
1236	Templates	Technical Skills	Software development	1	26,656	1.733%	6,368	2.056%	0.324%	18.684%
1239	Test implementation	Technical Skills	Software development	1	709	0.046%	335	0.108%	0.062%	134.738%
1302	Testing	Technical Skills	Software development	1	490,390	31.875%	107,210	34.621%	2.745%	8.612%
1435	Threat Intelligence	Technical Skills	Security	1	3,196	0.208%	2,037	0.658%	0.450%	216.642%
1561	ThreatConnect	Technical Skills	Security	1	59	0.004%	59	0.019%	0.015%	396.803%
1571	Traffic Analysis	Technical Skills	Security	1	1,916	0.125%	498	0.161%	0.036%	29.127%
1570	Traffic Capture	Technical Skills	Security	1	55	0.004%	14	0.005%	0.001%	26.459%
1297	Training software	Technical Skills	Business applications	3	2,118	0.138%	570	0.184%	0.046%	33.701%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,008	0.131%	203	0.066%	-0.065%	-49.775%
1360	Twitter	Technical Skills	Social Networking	1	19,191	1.247%	4,823	1.557%	0.310%	24.855%
1411	Unified Process	Technical Skills	Software development	1	3,879	0.252%	54	0.017%	-0.235%	-93.084%
123	UNIX operating systems	Technical Skills	Business applications	5	171,343	11.137%	19,743	6.375%	-4.762%	-42.756%
1298	UNIX Shells	Technical Skills	Business applications	4	39,762	2.585%	5,408	1.746%	-0.838%	-32.430%
1410	Use Case	Technical Skills	Software development	1	13,161	0.855%	1,809	0.584%	-0.271%	-31.714%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	76	0.005%	76	0.025%	0.020%	396.803%
1572	User Behavior Analytics	Technical Skills	Security	1	132	0.009%	113	0.036%	0.028%	325.294%
48	User-Interface Design	Technical Skills	Software development	2	59,830	3.889%	11,221	3.624%	-0.265%	-6.825%
836	Video creation and editing software	Technical Skills	Business applications	3	2,727	0.177%	433	0.140%	-0.037%	-21.116%
1574	Virtual Machine	Technical Skills	Security	1	9,080	0.590%	2,071	0.669%	0.079%	13.313%
840	Visual Color Discrimination	Technical Skills	Business applications	2	105	0.007%	78	0.025%	0.018%	269.054%
64	Visual Studio	Technical Skills	Software development	1	42,452	2.759%	6,027	1.946%	-0.813%	-29.468%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,685	0.110%	335	0.108%	-0.001%	-1.229%
77	Voice/Data Telecom	Technical Skills	Hardware	10	133,509	8.678%	20,335	6.567%	-2.111%	-24.331%
1575	Vulnerability Management	Technical Skills	Security	1	11,302	0.735%	4,731	1.528%	0.793%	107.961%
1583	Vulnerability Testing	Technical Skills	Security	1	2,322	0.151%	774	0.250%	0.099%	65.601%
1577	Web Application Firewall	Technical Skills	Security	1	1,425	0.093%	734	0.237%	0.144%	155.897%
1299	Web Application Server	Technical Skills	Business applications	8	63,779	4.146%	4,123	1.331%	-2.814%	-67.884%
1248	Web platform development software	Technical Skills	Software development	5	2,453	0.159%	58	0.019%	-0.141%	-88.253%
65	web programmer	Technical Skills	Software development	4	24,344	1.582%	2,003	0.647%	-0.936%	-59.124%
1579	Web proxy	Technical Skills	Security	1	785	0.051%	257	0.083%	0.032%	62.648%
58	Web servers	Technical Skills	Business applications	6	89,767	5.835%	11,591	3.743%	-2.092%	-35.851%
49	Web-based Application Development	Technical Skills	Software development	2	59,276	3.853%	7,024	2.268%	-1.585%	-41.131%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,428	0.158%	240	0.078%	-0.080%	-50.893%
1102	Wireless	Technical Skills	Network	5	55,918	3.635%	10,968	3.542%	-0.093%	-2.555%
1363	YouTube	Technical Skills	Social Networking	2	2,324	0.151%	1,424	0.460%	0.309%	204.410%
1524	Zero Trust	Technical Skills	Security	1	152	0.010%	135	0.044%	0.034%	341.240%
79	.NET	Programming Skills	Current	1	133,561	8.681%	16,430	5.306%	-3.376%	-38.886%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	7	0.000%	3	0.001%	0.001%	112.916%
209	A programming language (APL)	Programming Skills	Legacy	2	2,127	0.138%	703	0.227%	0.089%	64.200%
99	Ada	Programming Skills	Legacy	1	12,012	0.781%	5,895	1.904%	1.123%	143.811%
80	AJAX	Programming Skills	Current	1	47,541	3.090%	3,755	1.213%	-1.878%	-60.760%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	42	0.003%	13	0.004%	0.001%	53.772%
192	Apple AppleScript	Programming Skills	Current	1	91	0.006%	24	0.008%	0.002%	31.025%
81	ASP	Programming Skills	Current	2	93,155	6.055%	9,791	3.162%	-2.893%	-47.784%
108	Assembly	Programming Skills	Legacy	2	1,376	0.089%	190	0.061%	-0.028%	-31.401%
211	AWK	Programming Skills	Legacy	1	1,954	0.127%	156	0.050%	-0.077%	-60.337%
212	B	Programming Skills	Legacy	1	20,517	1.334%	5,764	1.861%	0.528%	39.571%
83	C#	Programming Skills	Current	2	111,097	7.221%	18,506	5.976%	-1.245%	-17.245%
82	C/C++	Programming Skills	Current	3	144,703	9.406%	35,229	11.376%	1.971%	20.950%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	72,660	4.723%	15,135	4.887%	0.165%	3.484%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	462	0.030%	45	0.015%	-0.015%	-51.610%
84	CGI	Programming Skills	Current	2	10,216	0.664%	2,015	0.651%	-0.013%	-2.011%
217	Clipper	Programming Skills	Legacy	1	249	0.016%	20	0.006%	-0.010%	-60.096%
218	CLU	Programming Skills	Legacy	1	183	0.012%	25	0.008%	-0.004%	-32.131%
100	Cobol	Programming Skills	Legacy	1	15,290	0.994%	1,505	0.486%	-0.508%	-51.099%
85	ColdFusion	Programming Skills	Current	2	9,284	0.603%	666	0.215%	-0.388%	-64.361%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	344	0.022%	21	0.007%	-0.016%	-69.672%
195	Component object model (COM)	Programming Skills	Current	1	175	0.011%	11	0.004%	-0.008%	-68.772%
125	Database programming	Programming Skills	Current	3	24,699	1.605%	2,741	0.885%	-0.720%	-44.867%
1501	DevOps	Programming Skills	Misc	1	17,498	1.137%	14,550	4.699%	3.561%	313.104%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,681	0.109%	50	0.016%	-0.093%	-85.223%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,758	0.244%	355	0.115%	-0.130%	-53.069%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,085	0.136%	281	0.091%	-0.045%	-33.045%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	10,365	0.674%	754	0.243%	-0.430%	-63.860%
109	Forth	Programming Skills	Legacy	1	9,472	0.616%	4,105	1.326%	0.710%	115.306%
102	Fortran	Programming Skills	Legacy	1	1,648	0.107%	189	0.061%	-0.046%	-43.024%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	211,156	13.725%	24,691	7.973%	-5.752%	-41.908%
222	J	Programming Skills	Legacy	1	5,988	0.389%	1,470	0.475%	0.085%	21.961%
87	Java/J2EE/J2P	Programming Skills	Current	4	231,275	15.033%	37,559	12.129%	-2.904%	-19.319%
97	JavaScript	Programming Skills	Current	3	126,454	8.220%	26,657	8.608%	0.389%	4.728%
89	JavaServer Faces	Programming Skills	Current	3	9,318	0.606%	716	0.231%	-0.374%	-61.825%
88	JavaServer Pages	Programming Skills	Current	3	35,628	2.316%	2,817	0.910%	-1.406%	-60.719%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,323	0.541%	918	0.296%	-0.245%	-45.204%
126	LAMP	Programming Skills	Current	1	4,931	0.321%	581	0.188%	-0.133%	-41.464%
104	Lisp	Programming Skills	Legacy	1	201	0.013%	51	0.016%	0.003%	26.055%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	728	0.047%	336	0.109%	0.061%	129.294%
201	Microsoft ActiveX	Programming Skills	Current	1	1,417	0.092%	30	0.010%	-0.082%	-89.482%
107	Pascal	Programming Skills	Legacy	1	757	0.049%	23	0.007%	-0.042%	-84.906%
90	Perl	Programming Skills	Current	1	58,621	3.810%	7,870	2.541%	-1.269%	-33.303%
91	PHP	Programming Skills	Current	1	30,765	2.000%	6,301	2.035%	0.035%	1.751%
103	PL/1	Programming Skills	Legacy	3	326	0.021%	92	0.030%	0.009%	40.202%
105	Prolog	Programming Skills	Legacy	1	240	0.016%	62	0.020%	0.004%	28.341%
95	Python	Programming Skills	Current	1	53,992	3.509%	28,734	9.279%	5.769%	164.394%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,803	0.962%	64	0.021%	-0.942%	-97.852%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	16,251	1.056%	5,355	1.729%	0.673%	63.706%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	298	0.019%	49	0.016%	-0.004%	-18.311%
206	Scripting languages	Programming Skills	Current	1	20,522	1.334%	6,169	1.992%	0.658%	49.341%
101	Smalltalk	Programming Skills	Legacy	1	293	0.019%	10	0.003%	-0.016%	-83.044%
92	SQL	Programming Skills	Current	3	415,184	26.987%	71,125	22.968%	-4.019%	-14.893%
110	TCL	Programming Skills	Legacy	1	2,494	0.162%	230	0.074%	-0.088%	-54.184%
98	Unified Modeling Language	Programming Skills	Current	2	31,108	2.022%	1,918	0.619%	-1.403%	-69.369%
93	Visual Basic	Programming Skills	Current	6	102,377	6.655%	10,708	3.458%	-3.197%	-48.037%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,517	0.554%	957	0.309%	-0.245%	-44.177%
94	XML	Programming Skills	Current	2	128,651	8.362%	13,429	4.337%	-4.026%	-48.142%
1342	Computer Science	Majors	Computer Science	2	956,790	62.191%	198,696	64.163%	1.972%	3.171%
1344	Information Technology	Majors	Information Technology	3	599,260	38.952%	121,749	39.315%	0.364%	0.933%
1343	Management Information Systems	Majors	Management Information Systems	9	1,366,112	88.797%	303,835	98.115%	9.318%	10.493%

cs Degrees

Computer Science	2020-07-10	Jobs Found:	3,684,813	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	13,603	0.369%	5,171	0.744%	0.375%	101.478%
2	Attention to Details	Soft Skills	Problem-solving skills	2	14,578	0.396%	3,397	0.489%	0.093%	23.505%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	19,790	0.537%	5,035	0.724%	0.187%	34.847%
231	Cooperation	Soft Skills	Interpersonal skills	1	28,959	0.786%	6,430	0.925%	0.139%	17.683%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	19,189	0.521%	6,199	0.892%	0.371%	71.221%
3	Creativity	Soft Skills	Problem-solving skills	4	129,688	3.520%	38,244	5.501%	1.981%	56.297%
4	Critical thinking	Soft Skills	Problem-solving skills	3	59,512	1.615%	23,624	3.398%	1.783%	110.395%
1300	Flexibility	Soft Skills	Work ethic	1	128,898	3.498%	39,670	5.706%	2.208%	63.118%
232	Independence	Soft Skills	Interpersonal skills	1	19,472	0.528%	6,123	0.881%	0.352%	66.664%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	460,353	12.493%	110,799	15.937%	3.444%	27.565%
256	Innovation	Soft Skills	Problem-solving skills	1	321,387	8.722%	121,832	17.524%	8.802%	100.919%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	330,678	8.974%	95,885	13.792%	4.818%	53.685%
1422	Internship	Soft Skills	Work ethic	3	72,901	1.978%	35,303	5.078%	3.099%	156.664%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,429	0.066%	1,029	0.148%	0.082%	124.530%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	257,039	6.976%	74,900	10.773%	3.798%	54.444%
10	Leadership	Soft Skills	Interpersonal skills	1	745,072	20.220%	180,447	25.955%	5.735%	28.363%
258	Learning	Soft Skills	Problem-solving skills	1	330,019	8.956%	135,081	19.430%	10.473%	116.941%
1	Learning Ability	Soft Skills	Problem-solving skills	3	73,776	2.002%	19,900	2.862%	0.860%	42.963%
236	Listening	Soft Skills	Language skills	1	57,859	1.570%	15,897	2.287%	0.716%	45.623%
260	Mathematics	Soft Skills	Problem-solving skills	3	277,085	7.520%	87,816	12.631%	5.112%	67.976%
261	Memorization	Soft Skills	Problem-solving skills	2	187	0.005%	90	0.013%	0.008%	155.087%
18	Negotiation Skills	Soft Skills	Language skills	1	27,093	0.735%	5,025	0.723%	-0.012%	-1.697%
262	Optimization	Soft Skills	Problem-solving skills	1	205,099	5.566%	48,280	6.944%	1.378%	24.764%
19	Oral Communications	Soft Skills	Language skills	5	57,538	1.561%	14,430	2.076%	0.514%	32.923%
273	Persistence	Soft Skills	Work ethic	1	16,371	0.444%	3,619	0.521%	0.076%	17.166%
239	Persuasion	Soft Skills	Language skills	1	5,441	0.148%	1,654	0.238%	0.090%	61.118%
1301	Physical Skill	Soft Skills	Work ethic	2	6,221	0.169%	3,672	0.528%	0.359%	212.845%
240	Presentations	Soft Skills	Language skills	1	165,721	4.497%	43,385	6.240%	1.743%	38.755%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	730,417	19.822%	164,171	23.614%	3.792%	19.128%
20	Questioning skills	Soft Skills	Language skills	1	1,241	0.034%	358	0.051%	0.018%	52.897%
241	Reading Comprehension	Soft Skills	Language skills	1	894	0.024%	342	0.049%	0.025%	102.757%
6	Research skills	Soft Skills	Problem-solving skills	1	6,252	0.170%	1,674	0.241%	0.071%	41.913%
15	Responsibility	Soft Skills	Work ethic	2	342,015	9.282%	80,732	11.612%	2.331%	25.109%
234	Self Control	Soft Skills	Interpersonal skills	1	490	0.013%	171	0.025%	0.011%	84.964%
11	Self-esteem	Soft Skills	Interpersonal skills	1	1,006	0.027%	788	0.113%	0.086%	315.160%
16	Self-management	Soft Skills	Work ethic	1	4,944	0.134%	1,520	0.219%	0.084%	62.949%
250	Stress Tolerance	Soft Skills	Physical skills	1	961	0.026%	540	0.078%	0.052%	197.822%
12	Teamwork	Soft Skills	Interpersonal skills	1	158,897	4.312%	39,584	5.694%	1.381%	32.036%
17	Time Management	Soft Skills	Work ethic	2	130,754	3.548%	32,269	4.641%	1.093%	30.803%
268	Visualization	Soft Skills	Problem-solving skills	1	67,833	1.841%	31,941	4.594%	2.753%	149.571%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,417	0.066%	897	0.129%	0.063%	96.699%
21	Written Communications	Soft Skills	Language skills	5	561,396	15.235%	119,178	17.142%	1.907%	12.516%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	189,198	5.135%	96,316	13.854%	8.719%	169.817%
172	Account management	Business Skills	Management skills	1	31,681	0.860%	7,190	1.034%	0.174%	20.287%
22	Accounting	Business Skills	Business processes	4	200,578	5.443%	33,717	4.850%	-0.594%	-10.905%
1263	Accounting software	Business Skills	Business processes	8	24,795	0.673%	6,880	0.990%	0.317%	47.066%
174	Administration	Business Skills	Management skills	3	744,454	20.203%	141,186	20.308%	0.105%	0.517%
1313	Analyst	Business Skills	Project management	1	537,149	14.577%	102,896	14.800%	0.223%	1.529%
175	Application management	Business Skills	Management skills	5	270,601	7.344%	53,777	7.735%	0.391%	5.330%
150	Asset management	Business Skills	Business processes	1	45,854	1.244%	11,012	1.584%	0.340%	27.285%
151	Auditing	Business Skills	Business processes	5	156,421	4.245%	37,279	5.362%	1.117%	26.315%
1264	Auditing software	Business Skills	Business processes	1	99	0.003%	4	0.001%	-0.002%	-78.585%
152	Billing	Business Skills	Business processes	1	53,880	1.462%	10,215	1.469%	0.007%	0.484%
153	Bills of Lading	Business Skills	Business processes	1	121	0.003%	74	0.011%	0.007%	224.141%
1314	Business Analyst	Business Skills	Project management	1	177,064	4.805%	26,186	3.767%	-1.039%	-21.616%
35	Business Intelligence	Business Skills	Strategy skills	1	156,179	4.238%	27,925	4.017%	-0.222%	-5.233%
155	Business performance management (BPM)	Business Skills	Business processes	2	20,524	0.557%	2,240	0.322%	-0.235%	-42.154%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	33,541	0.910%	2,217	0.319%	-0.591%	-64.967%
36	Business Strategy	Business Skills	Strategy skills	3	653,793	17.743%	175,705	25.273%	7.530%	42.440%
182	Calendar and scheduling	Business Skills	Project management	3	134,683	3.655%	27,195	3.912%	0.257%	7.020%
156	Capacity planning	Business Skills	Business processes	1	76,428	2.074%	9,990	1.437%	-0.637%	-30.721%
28	Change Management	Business Skills	Management skills	1	138,949	3.771%	30,499	4.387%	0.616%	16.337%
183	Content workflow	Business Skills	Project management	1	134	0.004%	18	0.003%	-0.001%	-28.804%
24	Contracting and legal	Business Skills	Business processes	2	159,751	4.335%	52,627	7.570%	3.234%	74.603%
176	Coordination	Business Skills	Management skills	1	161,400	4.380%	41,464	5.964%	1.584%	36.162%
157	Cost accounting	Business Skills	Business processes	1	2,457	0.067%	553	0.080%	0.013%	19.291%
158	Cost estimation	Business Skills	Business processes	1	2,882	0.078%	610	0.088%	0.010%	12.182%
1312	Customer Support	Business Skills	Business processes	6	674,189	18.296%	133,576	19.213%	0.917%	5.011%
1339	Education	Business Skills	Industry Segment	1	34,243	0.929%	12,525	1.802%	0.872%	93.862%
1333	Energy	Business Skills	Industry Segment	1	179,104	4.861%	43,653	6.279%	1.418%	29.180%
1340	Entertainment	Business Skills	Industry Segment	1	76,509	2.076%	16,861	2.425%	0.349%	16.804%
1319	Environmental	Business Skills	Environmental	16	86,307	2.342%	33,714	4.849%	2.507%	107.039%
1320	Environmental Strategy	Business Skills	Environmental	12	49,250	1.337%	27,956	4.021%	2.685%	200.854%
161	Financial	Business Skills	Business processes	2	701,775	19.045%	172,719	24.843%	5.798%	30.446%
1275	Financial Analysis software	Business Skills	Business processes	8	2,649	0.072%	639	0.092%	0.020%	27.852%
1332	Health Care	Business Skills	Industry Segment	2	400,725	10.875%	90,634	13.037%	2.162%	19.876%
177	Human resources	Business Skills	Management skills	2	120,800	3.278%	30,960	4.453%	1.175%	35.838%
1336	Insurance	Business Skills	Industry Segment	1	19,919	0.541%	3,330	0.479%	-0.062%	-11.394%
1316	Managing/Supervision	Business Skills	Management skills	6	1,824,683	49.519%	336,415	48.389%	-1.130%	-2.282%
1334	Manufacturing	Business Skills	Industry Segment	2	210,580	5.715%	48,630	6.995%	1.280%	22.398%
26	Marketing	Business Skills	Business processes	1	297,852	8.083%	65,516	9.424%	1.340%	16.583%
185	Monitoring	Business Skills	Project management	1	437,939	11.885%	103,878	14.942%	3.057%	25.718%
179	Negotiation	Business Skills	Management skills	1	107,144	2.908%	23,896	3.437%	0.529%	18.207%
163	Operation and Control	Business Skills	Business processes	3	2,634	0.071%	1,234	0.177%	0.106%	148.305%
29	Outsourcing Management	Business Skills	Management skills	3	72,104	1.957%	4,360	0.627%	-1.330%	-67.951%
167	Procurement	Business Skills	Business processes	1	55,890	1.517%	14,097	2.028%	0.511%	33.684%
1290	Project Management software	Business Skills	Project management	3	79,197	2.149%	9,211	1.325%	-0.824%	-38.357%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	584,271	15.856%	108,548	15.613%	-0.243%	-1.532%
168	Quality	Business Skills	Business processes	1	1,090,981	29.607%	257,089	36.979%	7.371%	24.897%
1337	Real Estate	Business Skills	Industry Segment	2	24,469	0.664%	7,025	1.010%	0.346%	52.166%
1335	Retail	Business Skills	Industry Segment	2	506,007	13.732%	91,940	13.224%	-0.508%	-3.698%
34	Risk Management	Business Skills	Project management	1	104,338	2.832%	32,592	4.688%	1.856%	65.560%
169	Service Orientation	Business Skills	Business processes	1	24,340	0.661%	5,114	0.736%	0.075%	11.359%
27	Supply Chain Management	Business Skills	Business processes	3	97,258	2.639%	22,586	3.249%	0.609%	23.084%
1295	Supply Chain Management software	Business Skills	Business processes	4	6,025	0.164%	816	0.117%	-0.046%	-28.217%
178	Teaching	Business Skills	Management skills	7	101,037	2.742%	34,272	4.930%	2.188%	79.782%
190	Timekeeping	Business Skills	Project management	3	38,839	1.054%	7,471	1.075%	0.021%	1.952%
1296	Timekeeping software	Business Skills	Project management	1	4,028	0.109%	1,064	0.153%	0.044%	40.004%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,811	0.103%	445	0.064%	-0.039%	-38.112%
180	Troubleshooting	Business Skills	Management skills	1	508,880	13.810%	104,578	15.042%	1.232%	8.921%
181	Verification	Business Skills	Management skills	1	264,155	7.169%	40,247	5.789%	-1.380%	-19.246%
1338	Waste Management	Business Skills	Industry Segment	1	2,757	0.075%	406	0.058%	-0.016%	-21.949%
191	Workflow	Business Skills	Project management	1	159,964	4.341%	34,556	4.970%	0.629%	14.495%
31	Working Globally	Business Skills	Management skills	3	19,376	0.526%	1,204	0.173%	-0.353%	-67.066%
32	Working with Virtual Teams	Business Skills	Management skills	2	6,970	0.189%	1,706	0.245%	0.056%	29.728%
51	4GL	Technical Skills	Software development	3	5,386	0.146%	643	0.092%	-0.054%	-36.725%
1510	Access Control	Technical Skills	Security	1	37,386	1.015%	9,357	1.346%	0.331%	32.652%
987	Access servers & software	Technical Skills	Network	10	111,989	3.039%	19,034	2.738%	-0.301%	-9.917%
38	Agile Development Methods	Technical Skills	Software development	13	300,589	8.158%	91,214	13.120%	4.962%	60.833%
304	Algorithmic software	Technical Skills	Business applications	1	126	0.003%	16	0.002%	-0.001%	-32.697%
1546	Alienvault	Technical Skills	Security	1	278	0.008%	218	0.031%	0.024%	315.622%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,837	0.131%	1,217	0.175%	0.044%	33.353%
1352	Android	Technical Skills	Mobile Platforms	3	85,922	2.332%	22,344	3.214%	0.882%	37.830%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	56,321	1.528%	8,763	1.260%	-0.268%	-17.535%
120	Apple operating systems	Technical Skills	Business applications	6	111,700	3.031%	25,141	3.616%	0.585%	19.293%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	7,213	0.196%	1,695	0.244%	0.048%	24.549%
1543	ArcSight	Technical Skills	Security	1	5,402	0.147%	1,110	0.160%	0.013%	8.907%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	120,519	3.271%	68,109	9.797%	6.526%	199.527%
1432	Attribute-Based Access Control	Technical Skills	Security	2	467	0.013%	202	0.029%	0.016%	129.256%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	205	0.006%	58	0.008%	0.003%	49.955%
1265	Backup & Recovery	Technical Skills	Technical applications	16	276,270	7.498%	43,934	6.319%	-1.178%	-15.714%
1386	Biometric	Technical Skills	Information mgmt	2	9,666	0.262%	2,412	0.347%	0.085%	32.257%
1353	Blackberry	Technical Skills	Mobile Platforms	2	25,341	0.688%	853	0.123%	-0.565%	-82.159%
336	Borland Delphi	Technical Skills	Business applications	1	5,756	0.156%	516	0.074%	-0.082%	-52.487%
337	Borland JBuilder	Technical Skills	Business applications	1	3,854	0.105%	47	0.007%	-0.098%	-93.536%
338	Borland Paradox	Technical Skills	Business applications	1	306	0.008%	54	0.008%	-0.001%	-6.468%
1436	Bring Your Own Devices	Technical Skills	Security	1	1,154	0.031%	495	0.071%	0.040%	127.345%
72	Business Continuity Planning	Technical Skills	Hardware	2	41,189	1.118%	8,627	1.241%	0.123%	11.011%
352	Cadence Opus	Technical Skills	Business applications	1	1,438	0.039%	128	0.018%	-0.021%	-52.822%
868	Calculators	Technical Skills	Hardware	1	2,570	0.070%	648	0.093%	0.023%	33.638%
39	CASE Tools	Technical Skills	Software development	1	152,676	4.143%	36,155	5.200%	1.057%	25.512%
367	Categorization or classification software	Technical Skills	Business applications	1	17,094	0.464%	2,971	0.427%	-0.037%	-7.882%
1469	CCPA	Technical Skills	Security	1	820	0.022%	817	0.118%	0.095%	428.074%
1478	Center for Internet Security	Technical Skills	Security	1	43,254	1.174%	11,412	1.641%	0.468%	39.837%
1441	Certificate management	Technical Skills	Security	1	2,177	0.059%	681	0.098%	0.039%	65.797%
112	Certification	Technical Skills	Misc	3	626,882	17.013%	151,665	21.815%	4.802%	28.229%
78	Cisco	Technical Skills	Hardware	1	173,490	4.708%	30,056	4.323%	-0.385%	-8.179%
1009	Cisco Systems IOS	Technical Skills	Network	1	86,401	2.345%	22,246	3.200%	0.855%	36.465%
40	Client-Server	Technical Skills	Software development	1	68,039	1.846%	5,311	0.764%	-1.083%	-58.628%
1437	Cloud Access Security Broker	Technical Skills	Security	1	577	0.016%	553	0.080%	0.064%	407.968%
1438	Cloud Configuration Management	Technical Skills	Security	1	3,209	0.087%	476	0.068%	-0.019%	-21.382%
1445	Cloud Migration	Technical Skills	Security	1	2,264	0.061%	1,869	0.269%	0.207%	337.542%
1455	cloud security	Technical Skills	Security	1	6,716	0.182%	4,604	0.662%	0.480%	263.339%
1456	Cloud Security Posture Management	Technical Skills	Security	1	128	0.003%	39	0.006%	0.002%	61.488%
1486	Cloud Services	Technical Skills	Security	1	40,813	1.108%	22,405	3.223%	2.115%	190.960%
1011	Cluster server software	Technical Skills	Network	9	63,397	1.720%	10,602	1.525%	-0.196%	-11.365%
1147	CMAKE	Technical Skills	Software development	1	1,627	0.044%	985	0.142%	0.098%	220.875%
1151	Compatibility testing	Technical Skills	Software development	1	2,023	0.055%	296	0.043%	-0.012%	-22.450%
1152	Compilers	Technical Skills	Software development	5	39,668	1.077%	9,371	1.348%	0.271%	25.208%
1255	Compliance software	Technical Skills	Technical applications	4	17,278	0.469%	4,481	0.645%	0.176%	37.457%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	32,946	0.894%	8,965	1.290%	0.395%	44.223%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	5,359	0.145%	1,082	0.156%	0.010%	7.012%
875	Computer diagnostics	Technical Skills	Hardware	5	167,574	4.548%	39,680	5.707%	1.160%	25.502%
1107	Computer forensics	Technical Skills	Security	1	8,203	0.223%	1,335	0.192%	-0.031%	-13.743%
1266	Computer Hardware	Technical Skills	Hardware	15	83,856	2.276%	21,002	3.021%	0.745%	32.744%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,650	0.072%	378	0.054%	-0.018%	-24.398%
1015	Computer servers	Technical Skills	Network	6	349,894	9.496%	52,119	7.497%	-1.999%	-21.051%
1267	Computer Utilities	Technical Skills	Misc	2	3,144	0.085%	892	0.128%	0.043%	50.373%
1447	Configuration Management Database	Technical Skills	Security	1	6,554	0.178%	1,610	0.232%	0.054%	30.199%
1448	Container security	Technical Skills	Security	1	218	0.006%	186	0.027%	0.021%	352.213%
1449	Containers	Technical Skills	Security	1	37,191	1.009%	20,798	2.992%	1.982%	196.395%
59	Content Manager	Technical Skills	Business applications	1	2,697	0.073%	305	0.044%	-0.029%	-40.062%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	2,280	0.062%	982	0.141%	0.079%	128.278%
1396	Continuous Improvement	Technical Skills	Software development	1	80,356	2.181%	32,956	4.740%	2.560%	117.372%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	110,614	3.002%	52,129	7.498%	4.496%	149.779%
1453	Control Plane	Technical Skills	Security	1	1,429	0.039%	635	0.091%	0.053%	135.520%
878	Controllers	Technical Skills	Hardware	3	25,819	0.701%	6,771	0.974%	0.273%	38.995%
1454	Crown Jewels	Technical Skills	Security	1	212	0.006%	59	0.008%	0.003%	47.504%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	3,910	0.106%	1,117	0.161%	0.055%	51.413%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	13,299	0.361%	1,273	0.183%	-0.178%	-49.266%
53	Customer Relationship Management	Technical Skills	Business applications	9	171,697	4.660%	27,915	4.015%	-0.644%	-13.829%
1368	Cyber Security	Technical Skills	Information mgmt	3	95,927	2.603%	48,876	7.030%	4.427%	170.048%
1479	Cybersecurity Framework	Technical Skills	Security	2	2,876	0.078%	2,136	0.307%	0.229%	293.640%
1492	Data Access Governance	Technical Skills	Security	1	697	0.019%	215	0.031%	0.012%	63.491%
953	Data acquisition systems	Technical Skills	Information mgmt	1	21,009	0.570%	5,610	0.807%	0.237%	41.529%
1434	Data classification	Technical Skills	Security	1	2,128	0.058%	789	0.113%	0.056%	96.513%
955	Data compression software	Technical Skills	Information mgmt	1	13,128	0.356%	1,728	0.249%	-0.108%	-30.236%
956	Data conversion software	Technical Skills	Information mgmt	1	14,862	0.403%	2,086	0.300%	-0.103%	-25.608%
958	Data dictionary	Technical Skills	Information mgmt	1	9,904	0.269%	1,342	0.193%	-0.076%	-28.183%
1495	Data discovery	Technical Skills	Security	1	3,563	0.097%	1,763	0.254%	0.157%	162.255%
959	Data entry	Technical Skills	Information mgmt	1	15,513	0.421%	3,920	0.564%	0.143%	33.930%
1502	Data Loss Prevention	Technical Skills	Security	1	10,230	0.278%	3,896	0.560%	0.283%	101.851%
962	Data mapping	Technical Skills	Information mgmt	1	18,329	0.497%	3,087	0.444%	-0.053%	-10.734%
67	Data Mining	Technical Skills	Information mgmt	5	75,416	2.047%	19,554	2.813%	0.766%	37.423%
963	Data modeling	Technical Skills	Information mgmt	1	124,908	3.390%	19,568	2.815%	-0.575%	-16.968%
1496	Data retention	Technical Skills	Security	1	2,833	0.077%	579	0.083%	0.006%	8.323%
1494	Data tagging	Technical Skills	Security	1	309	0.008%	191	0.027%	0.019%	227.614%
68	Data Warehousing	Technical Skills	Information mgmt	2	180,307	4.893%	25,844	3.717%	-1.176%	-24.031%
69	Database Administration	Technical Skills	Information mgmt	12	229,170	6.219%	28,922	4.160%	-2.059%	-33.111%
969	Database design software	Technical Skills	Information mgmt	16	195,162	5.296%	24,308	3.496%	-1.800%	-33.985%
1268	Database Reporting	Technical Skills	Information mgmt	3	51,019	1.385%	4,104	0.590%	-0.794%	-57.365%
1373	Database Security	Technical Skills	Information mgmt	1	803	0.022%	218	0.031%	0.010%	43.889%
1269	Database Security	Technical Skills	Information mgmt	2	694	0.019%	152	0.022%	0.003%	16.084%
1270	Database Servers	Technical Skills	Information mgmt	3	43,278	1.174%	2,341	0.337%	-0.838%	-71.330%
1271	Database Testing	Technical Skills	Information mgmt	1	3,451	0.094%	574	0.083%	-0.011%	-11.844%
1160	Debugging	Technical Skills	Software development	7	289,861	7.866%	58,330	8.390%	0.524%	6.657%
1385	Decryption	Technical Skills	Information mgmt	2	1,287	0.035%	321	0.046%	0.011%	32.195%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	15,170	0.412%	1,297	0.187%	-0.225%	-54.685%
418	Desktop publishing software	Technical Skills	Business applications	13	56,631	1.537%	20,210	2.907%	1.370%	89.147%
1272	Development Environment	Technical Skills	Software development	13	197,273	5.354%	41,344	5.947%	0.593%	11.079%
1498	Device Management	Technical Skills	Security	1	8,000	0.217%	2,762	0.397%	0.180%	82.987%
1273	Digital Imaging	Technical Skills	Hardware	1	932	0.025%	112	0.016%	-0.009%	-36.307%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	12,457	0.338%	2,507	0.361%	0.023%	6.666%
1446	Digital Transformation	Technical Skills	Security	1	15,950	0.433%	15,630	2.248%	1.815%	419.380%
1472	DISA	Technical Skills	Security	1	10,496	0.285%	4,048	0.582%	0.297%	104.411%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	9,864	0.268%	1,366	0.196%	-0.071%	-26.602%
1497	Distributed Denial of Service	Technical Skills	Security	1	3,156	0.086%	1,048	0.151%	0.065%	75.999%
1504	DMZ	Technical Skills	Network	1	6,382	0.173%	705	0.101%	-0.072%	-41.451%
1451	Docker	Technical Skills	Security	1	38,851	1.054%	30,970	4.455%	3.400%	322.499%
1307	Doctor of Philosophy	Technical Skills	Misc	3	163,837	4.446%	44,824	6.447%	2.001%	45.006%
973	Document management software	Technical Skills	Information mgmt	4	27,906	0.757%	4,636	0.667%	-0.090%	-11.949%
1020	Domain name system (DNS)	Technical Skills	Network	3	121,280	3.291%	20,152	2.899%	-0.393%	-11.932%
61	Dreamweaver	Technical Skills	Software development	1	15,234	0.413%	764	0.110%	-0.304%	-73.419%
54	DSS/GDSS	Technical Skills	Business applications	5	38,794	1.053%	5,372	0.773%	-0.280%	-26.606%
425	Dynamic modeling software	Technical Skills	Business applications	1	147	0.004%	48	0.007%	0.003%	73.066%
62	Eclipse	Technical Skills	Software development	1	77,426	2.101%	8,515	1.225%	-0.876%	-41.711%
1308	Electronic Commerce	Technical Skills	Business applications	2	162,250	4.403%	20,229	2.910%	-1.494%	-33.919%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	29,661	0.805%	3,855	0.554%	-0.250%	-31.115%
1023	Electronic mail software	Technical Skills	Network	8	52,941	1.437%	8,567	1.232%	-0.204%	-14.232%
1384	Encryption	Technical Skills	Information mgmt	1	388	0.011%	215	0.031%	0.020%	193.693%
1507	Endpoint	Technical Skills	Security	1	15,071	0.409%	7,077	1.018%	0.609%	148.882%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	156,882	4.258%	23,224	3.340%	-0.917%	-21.540%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	159,237	4.321%	25,276	3.636%	-0.686%	-15.870%
1321	Environmental Certification	Technical Skills	Environmental	1	324	0.009%	158	0.023%	0.014%	158.463%
1328	Environmental Cleanup	Technical Skills	Environmental	3	629	0.017%	116	0.017%	-0.000%	-2.255%
1329	Environmental Energy	Technical Skills	Environmental	25	14,500	0.394%	4,975	0.716%	0.322%	81.849%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	12,913	0.350%	4,291	0.617%	0.267%	76.124%
1327	Environmental Pollution	Technical Skills	Environmental	24	10,789	0.293%	4,525	0.651%	0.358%	122.292%
1324	Environmental Pollution Control	Technical Skills	Environmental	9	6,251	0.170%	2,410	0.347%	0.177%	104.341%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	2,360	0.064%	878	0.126%	0.062%	97.183%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	8,194	0.222%	2,968	0.427%	0.205%	91.980%
1331	Environmental Science	Technical Skills	Environmental	2	527	0.014%	163	0.023%	0.009%	63.932%
1322	Environmental Technology	Technical Skills	Environmental	2	864	0.023%	474	0.068%	0.045%	190.771%
1470	EPRI	Technical Skills	Security	1	131	0.004%	39	0.006%	0.002%	57.790%
1551	Exabeam	Technical Skills	Security	1	225	0.006%	197	0.028%	0.022%	364.056%
461	Expert system software	Technical Skills	Business applications	1	1,537	0.042%	457	0.066%	0.024%	57.590%
1359	Facebook	Technical Skills	Social Networking	1	447,452	12.143%	14,760	2.123%	-10.020%	-82.517%
463	Facilities management software	Technical Skills	Business applications	4	6,811	0.185%	1,835	0.264%	0.079%	42.795%
1476	FedRAMP	Technical Skills	Security	1	2,598	0.071%	1,971	0.284%	0.213%	302.100%
1467	FINRA	Technical Skills	Security	1	1,891	0.051%	470	0.068%	0.016%	31.733%
1556	FireEye	Technical Skills	Security	1	2,722	0.074%	1,307	0.188%	0.114%	154.492%
1464	FISMA	Technical Skills	Security	1	11,792	0.320%	3,506	0.504%	0.184%	57.584%
468	Flight control software	Technical Skills	Business applications	1	1,416	0.038%	415	0.060%	0.021%	55.336%
1508	Flow analysis	Technical Skills	Security	1	4,145	0.112%	1,131	0.163%	0.050%	44.619%
469	Flowchart software	Technical Skills	Business applications	5	10,490	0.285%	1,641	0.236%	-0.049%	-17.087%
1367	Forensic	Technical Skills	Information mgmt	2	32,217	0.874%	9,613	1.383%	0.508%	58.147%
1552	Fortinet	Technical Skills	Security	1	3,825	0.104%	1,452	0.209%	0.105%	101.197%
1112	Fraud Detection	Technical Skills	Security	1	21,257	0.577%	6,933	0.997%	0.420%	72.865%
63	FrontPage	Technical Skills	Software development	1	2,522	0.068%	45	0.006%	-0.062%	-90.543%
475	Fund accounting software	Technical Skills	Business applications	1	803	0.022%	133	0.019%	-0.003%	-12.214%
1260	Gaming	Technical Skills	Misc	2	87,216	2.367%	21,316	3.066%	0.699%	29.538%
1468	GDPR	Technical Skills	Security	1	2,825	0.077%	2,820	0.406%	0.329%	429.075%
113	Generic databases	Technical Skills	Information mgmt	2	590,060	16.013%	107,347	15.441%	-0.573%	-3.577%
1365	Google Apps	Technical Skills	Business applications	4	13,396	0.364%	1,962	0.282%	-0.081%	-22.373%
1364	Google Plus	Technical Skills	Social Networking	1	1,560	0.042%	253	0.036%	-0.006%	-14.043%
1512	Governance	Technical Skills	Security	1	102,186	2.773%	35,266	5.073%	2.299%	82.916%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	180,762	4.906%	36,953	5.315%	0.410%	8.350%
484	Graphic software	Technical Skills	Business applications	16	263,968	7.164%	47,366	6.813%	-0.351%	-4.895%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	69,470	1.885%	6,212	0.894%	-0.992%	-52.606%
1323	Green IT	Technical Skills	Environmental	9	9,850	0.267%	2,960	0.426%	0.158%	59.273%
893	Guidance systems	Technical Skills	Hardware	1	215	0.006%	76	0.011%	0.005%	87.354%
1371	Hacking	Technical Skills	Information mgmt	5	20,738	0.563%	6,688	0.962%	0.399%	70.929%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,395	0.038%	510	0.073%	0.035%	93.768%
1277	Hardware Design	Technical Skills	Hardware	21	33,026	0.896%	9,476	1.363%	0.467%	52.074%
1278	Hardware Testing	Technical Skills	Hardware	4	10,422	0.283%	2,186	0.314%	0.032%	11.170%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,337	0.036%	486	0.070%	0.034%	92.660%
492	Helpdesk or call center	Technical Skills	Business applications	2	125,693	3.411%	24,082	3.464%	0.053%	1.547%
1465	HIPAA	Technical Skills	Security	1	37,355	1.014%	11,362	1.634%	0.621%	61.210%
1473	HITRUST	Technical Skills	Security	1	2,093	0.057%	1,358	0.195%	0.139%	243.888%
1377	Homeland Security	Technical Skills	Information mgmt	1	63,456	1.722%	10,596	1.524%	-0.198%	-11.497%
1487	IaaS	Technical Skills	Security	1	13,985	0.380%	8,052	1.158%	0.779%	205.160%
114	IBM databases	Technical Skills	Information mgmt	2	89,603	2.432%	7,288	1.048%	-1.383%	-56.891%
121	IBM operating systems	Technical Skills	Business applications	4	62,551	1.698%	3,486	0.501%	-1.196%	-70.462%
1513	Identity Access Management	Technical Skills	Security	2	26,684	0.724%	11,797	1.697%	0.973%	134.319%
1511	Identity Governance and Administration	Technical Skills	Security	1	230	0.006%	191	0.027%	0.021%	340.142%
898	Image capture devices	Technical Skills	Hardware	9	18,560	0.504%	5,376	0.773%	0.270%	53.521%
524	Industrial control software	Technical Skills	Business applications	3	16,728	0.454%	5,316	0.765%	0.311%	68.433%
1485	Industrial Control Systems	Technical Skills	Security	1	6,482	0.176%	2,147	0.309%	0.133%	75.554%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	56,829	1.542%	11,840	1.703%	0.161%	10.425%
1375	Information Security	Technical Skills	Information mgmt	3	153,475	4.165%	44,001	6.329%	2.164%	51.954%
899	Infrared	Technical Skills	Hardware	1	3,099	0.084%	816	0.117%	0.033%	39.558%
1491	Infrastructure as Code	Technical Skills	Security	1	7,098	0.193%	5,296	0.762%	0.569%	295.457%
1180	Installation	Technical Skills	Software development	1	298,981	8.114%	52,159	7.502%	-0.611%	-7.536%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,404	0.038%	273	0.039%	0.001%	3.058%
536	Internet browser software	Technical Skills	Business applications	4	19,787	0.537%	2,482	0.357%	-0.180%	-33.517%
1483	Internet of Things	Technical Skills	Security	1	22,880	0.621%	16,492	2.372%	1.751%	282.036%
1578	Internet proxy	Technical Skills	Security	1	504	0.014%	59	0.008%	-0.005%	-37.955%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	39,696	1.077%	7,413	1.066%	-0.011%	-1.023%
541	Inventory management software	Technical Skills	Business applications	3	16,758	0.455%	3,839	0.552%	0.097%	21.418%
1459	ISO 27000	Technical Skills	Security	1	2,216	0.060%	644	0.093%	0.032%	54.029%
1460	ISO 27001	Technical Skills	Security	1	9,654	0.262%	3,933	0.566%	0.304%	115.925%
1461	ISO 27002	Technical Skills	Security	1	1,378	0.037%	297	0.043%	0.005%	14.234%
1414	ISO 9000	Technical Skills	Software development	1	5,188	0.141%	348	0.050%	-0.091%	-64.448%
73	IT Architecture/Standards	Technical Skills	Hardware	2	24,758	0.672%	4,830	0.695%	0.023%	3.400%
1515	IT Service Management	Technical Skills	Security	1	22,836	0.620%	7,656	1.101%	0.481%	77.692%
1481	ITIL	Technical Skills	Security	1	95,638	2.595%	23,053	3.316%	0.720%	27.757%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,153	0.031%	16	0.002%	-0.029%	-92.645%
1035	Kernel	Technical Skills	Network	1	40,509	1.099%	5,546	0.798%	-0.302%	-27.437%
1442	Key management	Technical Skills	Security	1	7,553	0.205%	2,014	0.290%	0.085%	41.328%
1450	Kubernetes	Technical Skills	Security	1	22,211	0.603%	20,966	3.016%	2.413%	400.305%
907	Lasers	Technical Skills	Hardware	1	1,138	0.031%	379	0.055%	0.024%	76.516%
1516	Least Privilege	Technical Skills	Security	1	788	0.021%	348	0.050%	0.029%	134.067%
1038	License management software	Technical Skills	Network	1	2,492	0.068%	627	0.090%	0.023%	33.354%
1361	LinkedIn	Technical Skills	Social Networking	1	37,266	1.011%	11,416	1.642%	0.631%	62.363%
1544	LogRhythm	Technical Skills	Security	1	777	0.021%	409	0.059%	0.038%	178.990%
908	Mainframe computers	Technical Skills	Hardware	2	72,581	1.970%	7,432	1.069%	-0.901%	-45.729%
124	Mainframe operating systems	Technical Skills	Business applications	8	44,946	1.220%	6,706	0.965%	-0.255%	-20.921%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	76,780	2.084%	9,198	1.323%	-0.761%	-36.506%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	14,239	0.386%	2,197	0.316%	-0.070%	-18.222%
1549	McAfee Enterprise Security	Technical Skills	Security	1	70	0.002%	11	0.002%	-0.000%	-16.712%
1281	Medical software	Technical Skills	Business applications	9	24,914	0.676%	8,552	1.230%	0.554%	81.933%
1452	Mesos	Technical Skills	Security	1	2,810	0.076%	1,632	0.235%	0.158%	207.823%
1517	Metadata analysis	Technical Skills	Security	1	223	0.006%	66	0.009%	0.003%	56.865%
1555	Micro Focus	Technical Skills	Security	1	2,470	0.067%	838	0.121%	0.054%	79.818%
1433	Micro-segmentation	Technical Skills	Security	1	314	0.009%	292	0.042%	0.033%	392.879%
115	Microsoft databases	Technical Skills	Information mgmt	5	525,785	14.269%	61,167	8.798%	-5.471%	-38.341%
119	Microsoft operating systems	Technical Skills	Business applications	4	735,875	19.970%	99,555	14.320%	-5.651%	-28.296%
1518	MITRE	Technical Skills	Security	1	6,316	0.171%	1,930	0.278%	0.106%	61.958%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	22,804	0.619%	3,611	0.519%	-0.099%	-16.073%
1581	Mobile security	Technical Skills	Security	2	3,097	0.084%	842	0.121%	0.037%	44.098%
1431	Multi-Factor Authentication	Technical Skills	Security	3	4,403	0.119%	2,364	0.340%	0.221%	184.568%
625	Multimedia	Technical Skills	Business applications	1	30,356	0.824%	3,511	0.505%	-0.319%	-38.698%
1362	MySpace	Technical Skills	Social Networking	1	3,919	0.106%	76	0.011%	-0.095%	-89.722%
1471	NERC	Technical Skills	Security	1	3,957	0.107%	1,144	0.165%	0.057%	53.231%
1548	NetWitness	Technical Skills	Security	1	562	0.015%	176	0.025%	0.010%	65.983%
1499	Network Access Control	Technical Skills	Security	2	8,033	0.218%	1,620	0.233%	0.015%	6.887%
74	Network administration	Technical Skills	Hardware	17	406,800	11.040%	98,231	14.129%	3.089%	27.984%
1282	Network Administration software	Technical Skills	Network	18	187,076	5.077%	35,633	5.125%	0.048%	0.953%
1519	Network discovery	Technical Skills	Security	1	495	0.013%	168	0.024%	0.011%	79.883%
1283	Network Hardware	Technical Skills	Network	11	136,231	3.697%	20,536	2.954%	-0.743%	-20.104%
1284	Network Monitoring software	Technical Skills	Network	15	100,225	2.720%	18,315	2.634%	-0.086%	-3.146%
1059	Network operation system software (NOS)	Technical Skills	Network	2	4,070	0.110%	549	0.079%	-0.031%	-28.507%
1369	Network Security	Technical Skills	Information mgmt	1	23,253	0.631%	3,331	0.479%	-0.152%	-24.075%
1122	Network security	Technical Skills	Security	1	114,404	3.105%	18,261	2.627%	-0.478%	-15.400%
1285	Network Security software	Technical Skills	Security	37	269,773	7.321%	59,668	8.582%	1.261%	17.228%
1503	Network Segmentation	Technical Skills	Network	1	1,319	0.036%	565	0.081%	0.045%	127.034%
1286	Network software	Technical Skills	Network	6	98,862	2.683%	45,368	6.526%	3.843%	143.224%
1287	Network Testing	Technical Skills	Network	11	57,552	1.562%	9,553	1.374%	-0.188%	-12.024%
1521	Next Generation Firewall	Technical Skills	Security	2	1,204	0.033%	652	0.094%	0.061%	187.017%
1458	NIST	Technical Skills	Security	1	31,188	0.846%	14,482	2.083%	1.237%	146.109%
1065	Novell network software	Technical Skills	Network	2	4,352	0.118%	145	0.021%	-0.097%	-82.341%
643	Oberon	Technical Skills	Business applications	1	438	0.012%	23	0.003%	-0.009%	-72.168%
1413	Object Oriented Design	Technical Skills	Software development	2	104,084	2.825%	9,085	1.307%	-1.518%	-53.738%
41	Object Oriented Programming	Technical Skills	Software development	5	494,683	13.425%	63,442	9.125%	-4.300%	-32.027%
1288	Office Applications	Technical Skills	Business applications	13	464,051	12.594%	98,599	14.182%	1.589%	12.614%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	39,934	1.084%	3,034	0.436%	-0.647%	-59.732%
116	Open-source databases	Technical Skills	Information mgmt	4	232,632	6.313%	38,496	5.537%	-0.776%	-12.293%
118	Open-source operating systems	Technical Skills	Business applications	8	650,459	17.652%	108,624	15.624%	-2.028%	-11.490%
56	Operating Systems	Technical Skills	Business applications	3	351,998	9.553%	66,025	9.497%	-0.056%	-0.584%
1482	Operational Technology	Technical Skills	Security	1	6,156	0.167%	2,443	0.351%	0.184%	110.335%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,428	0.066%	700	0.101%	0.035%	52.805%
117	Oracle databases	Technical Skills	Information mgmt	1	594,580	16.136%	63,158	9.084%	-7.051%	-43.700%
1529	Orchestration & Automation	Technical Skills	Security	1	527	0.014%	365	0.053%	0.038%	267.087%
1488	PaaS	Technical Skills	Security	1	17,284	0.469%	9,537	1.372%	0.903%	192.452%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,216	0.087%	38	0.005%	-0.082%	-93.737%
1522	Panorama	Technical Skills	Security	1	773	0.021%	296	0.043%	0.022%	102.955%
1466	Payment Card Industry	Technical Skills	Security	1	38,827	1.054%	10,428	1.500%	0.446%	42.349%
1376	Penetration Testing	Technical Skills	Information mgmt	5	107,094	2.906%	35,118	5.051%	2.145%	73.801%
1527	Personal Healthcare Information	Technical Skills	Security	1	3,214	0.087%	1,529	0.220%	0.133%	152.144%
1528	Personally Identifiable Information	Technical Skills	Security	1	3,928	0.107%	1,786	0.257%	0.150%	140.989%
1289	Physical Tools	Technical Skills	Hardware	1	287	0.008%	124	0.018%	0.010%	128.995%
683	Point of sale (POS)	Technical Skills	Business applications	3	21,587	0.586%	4,443	0.639%	0.053%	9.086%
1525	Policy Decision Point	Technical Skills	Security	1	976	0.026%	282	0.041%	0.014%	53.139%
1526	Policy Enforcement Point	Technical Skills	Security	1	971	0.026%	376	0.054%	0.028%	105.237%
686	Polka	Technical Skills	Business applications	1	1,067	0.029%	1,067	0.153%	0.125%	430.014%
931	Printers	Technical Skills	Hardware	4	36,626	0.994%	12,200	1.755%	0.761%	76.546%
1430	Privileged Account Management	Technical Skills	Security	2	3,974	0.108%	1,194	0.172%	0.064%	59.244%
43	Programming	Technical Skills	Software development	1	1,051,459	28.535%	187,390	26.954%	-1.581%	-5.542%
700	Provisioning	Technical Skills	Business applications	1	55,860	1.516%	12,950	1.863%	0.347%	22.873%
1545	QRadar	Technical Skills	Security	1	1,670	0.045%	679	0.098%	0.052%	115.497%
1531	Quality of Service	Technical Skills	Security	1	33,711	0.915%	5,098	0.733%	-0.182%	-19.848%
1405	Rapid Application Development	Technical Skills	Software development	2	19,266	0.523%	1,549	0.223%	-0.300%	-57.387%
1553	Rapid7	Technical Skills	Security	1	965	0.026%	444	0.064%	0.038%	143.861%
1258	Rate Control	Technical Skills	Technical applications	1	196	0.005%	11	0.002%	-0.004%	-70.254%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	40,422	1.097%	1,115	0.160%	-0.937%	-85.380%
1077	Remote control software	Technical Skills	Network	2	3,630	0.099%	877	0.126%	0.028%	28.050%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,232	0.061%	270	0.039%	-0.022%	-35.885%
1379	Risk Analysis	Technical Skills	Information mgmt	1	23,366	0.634%	5,708	0.821%	0.187%	29.475%
1262	Robotics	Technical Skills	Hardware	3	26,561	0.721%	13,980	2.011%	1.290%	178.965%
1532	Role-Based Access Control	Technical Skills	Security	3	4,599	0.125%	1,370	0.197%	0.072%	57.886%
1318	RSA	Technical Skills	Security	1	15,594	0.423%	1,593	0.229%	-0.194%	-45.857%
1489	SaaS	Technical Skills	Security	1	89,774	2.436%	28,797	4.142%	1.706%	70.014%
1429	SASE	Technical Skills	Security	2	477	0.013%	371	0.053%	0.040%	312.233%
1533	SCCM	Technical Skills	Security	1	16,849	0.457%	5,761	0.829%	0.371%	81.222%
44	SDLC	Technical Skills	Software development	7	482,439	13.093%	81,164	11.674%	-1.418%	-10.832%
1500	SecOps	Technical Skills	Security	2	4,349	0.118%	4,220	0.607%	0.489%	414.292%
1537	Secure SDLC	Technical Skills	Security	1	24,564	0.667%	458	0.066%	-0.601%	-90.118%
1132	Secure shell (SSH)	Technical Skills	Security	1	351	0.010%	34	0.005%	-0.005%	-48.660%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	49,476	1.343%	7,515	1.081%	-0.262%	-19.495%
1569	Secure Web Gateway	Technical Skills	Security	1	6,849	0.186%	66	0.009%	-0.176%	-94.893%
76	Security	Technical Skills	Hardware	4	2,355,655	63.929%	265,156	38.139%	-25.789%	-40.341%
1382	Security Audit	Technical Skills	Information mgmt	1	3,666	0.099%	676	0.097%	-0.002%	-2.267%
1315	Security Clearance	Technical Skills	Misc	2	292,245	7.931%	76,716	11.035%	3.104%	39.132%
1477	Security Frameworks	Technical Skills	Security	1	7,116	0.193%	2,847	0.410%	0.216%	112.050%
1540	Security Information and Event Management	Technical Skills	Security	1	15,544	0.422%	6,895	0.992%	0.570%	135.103%
1584	Security Information Management	Technical Skills	Security	1	6,058	0.164%	762	0.110%	-0.055%	-33.333%
1567	Security Operations Center	Technical Skills	Security	1	21,244	0.577%	9,952	1.431%	0.855%	148.291%
1381	Security Plan	Technical Skills	Information mgmt	1	3,227	0.088%	1,212	0.174%	0.087%	99.063%
1380	Security Policy	Technical Skills	Information mgmt	2	60,300	1.636%	16,661	2.396%	0.760%	46.444%
1457	Security Standards	Technical Skills	Security	1	32,119	0.872%	9,715	1.397%	0.526%	60.313%
1135	Security testing software	Technical Skills	Security	1	12,103	0.328%	3,840	0.552%	0.224%	68.161%
1550	Securonix	Technical Skills	Security	1	131	0.004%	112	0.016%	0.013%	353.141%
1538	Segmentation	Technical Skills	Security	1	14,250	0.387%	5,896	0.848%	0.461%	119.295%
60	Sharepoint Server	Technical Skills	Business applications	1	11,978	0.325%	567	0.082%	-0.244%	-74.911%
1084	Signal generators	Technical Skills	Network	1	1,153	0.031%	565	0.081%	0.050%	159.720%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	32,908	0.893%	3,232	0.465%	-0.428%	-47.946%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	151,382	4.108%	20,565	2.958%	-1.150%	-27.999%
1220	Simulation software	Technical Skills	Software development	5	69,214	1.878%	20,919	3.009%	1.131%	60.189%
1568	Single Sign-On	Technical Skills	Security	3	25,813	0.701%	5,816	0.837%	0.136%	19.419%
1558	SOAR	Technical Skills	Security	1	1,484	0.040%	535	0.077%	0.037%	91.076%
1475	SOC 2	Technical Skills	Security	1	2,588	0.070%	1,924	0.277%	0.207%	294.029%
1366	Social Network	Technical Skills	Social Networking	1	12,337	0.335%	1,201	0.173%	-0.162%	-48.403%
1358	Social Networking	Technical Skills	Social Networking	1	19,258	0.523%	1,175	0.169%	-0.354%	-67.662%
1534	Software Defined Network	Technical Skills	Security	2	5,784	0.157%	2,819	0.405%	0.249%	158.317%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	1,611	0.044%	1,569	0.226%	0.182%	416.196%
42	Software Development	Technical Skills	Software development	2	970,794	26.346%	170,635	24.544%	-1.802%	-6.840%
1291	Software Development software	Technical Skills	Software development	3	6,314	0.171%	385	0.055%	-0.116%	-67.682%
1309	Software Engineering	Technical Skills	Software development	1	592,597	16.082%	118,400	17.030%	0.948%	5.896%
1292	Software Installation	Technical Skills	Software development	4	458,071	12.431%	103,900	14.945%	2.513%	20.218%
1223	Software libraries	Technical Skills	Software development	1	1,655	0.045%	573	0.082%	0.038%	83.503%
1293	Software Maintenance	Technical Skills	Software development	1	29,107	0.790%	3,644	0.524%	-0.266%	-33.646%
1294	Software Testing	Technical Skills	Software development	14	450,289	12.220%	92,543	13.311%	1.091%	8.928%
1225	Source code management (SCM)	Technical Skills	Software development	5	157,585	4.277%	30,784	4.428%	0.151%	3.537%
1541	Splunk	Technical Skills	Security	1	22,607	0.614%	13,153	1.892%	1.278%	208.368%
1229	Static analysis software	Technical Skills	Software development	1	4,062	0.110%	1,087	0.156%	0.046%	41.833%
772	Statistical analysis software	Technical Skills	Business applications	26	307,637	8.349%	92,158	13.256%	4.907%	58.775%
774	Statistical software	Technical Skills	Business applications	1	155,166	4.211%	54,847	7.889%	3.678%	87.345%
1230	Stress testing software	Technical Skills	Software development	1	9,777	0.265%	1,302	0.187%	-0.078%	-29.418%
1547	sumo logic	Technical Skills	Security	1	995	0.027%	787	0.113%	0.086%	319.217%
122	Sun operating systems	Technical Skills	Business applications	3	140,792	3.821%	7,034	1.012%	-2.809%	-73.520%
939	Surveillance systems	Technical Skills	Hardware	5	36,870	1.001%	12,021	1.729%	0.728%	72.804%
1564	Swimlane	Technical Skills	Security	1	91	0.002%	53	0.008%	0.005%	208.689%
791	Symantec software	Technical Skills	Business applications	1	25,370	0.689%	2,424	0.349%	-0.340%	-49.359%
1355	Symbian	Technical Skills	Mobile Platforms	1	120	0.003%	9	0.001%	-0.002%	-60.249%
1310	System Administration	Technical Skills	Network	4	240,761	6.534%	38,130	5.485%	-1.049%	-16.060%
45	System Testing	Technical Skills	Software development	5	84,439	2.292%	16,073	2.312%	0.020%	0.888%
46	Systems Analysis	Technical Skills	Software development	8	309,197	8.391%	53,977	7.764%	-0.627%	-7.475%
47	Systems Design	Technical Skills	Software development	1	53,554	1.453%	9,293	1.337%	-0.117%	-8.029%
1233	Systems Evaluation	Technical Skills	Software development	1	440	0.012%	179	0.026%	0.014%	115.619%
1234	Systems integration	Technical Skills	Software development	8	164,193	4.456%	14,450	2.078%	-2.377%	-53.356%
75	TCP/IP	Technical Skills	Hardware	3	211,448	5.738%	27,718	3.987%	-1.751%	-30.522%
1235	Technology Design	Technical Skills	Software development	1	3,519	0.096%	908	0.131%	0.035%	36.758%
1236	Templates	Technical Skills	Software development	1	57,624	1.564%	11,252	1.618%	0.055%	3.494%
1239	Test implementation	Technical Skills	Software development	1	1,938	0.053%	753	0.108%	0.056%	105.934%
1302	Testing	Technical Skills	Software development	1	1,217,867	33.051%	248,172	35.696%	2.645%	8.004%
1435	Threat Intelligence	Technical Skills	Security	1	6,089	0.165%	3,955	0.569%	0.404%	244.261%
1561	ThreatConnect	Technical Skills	Security	1	253	0.007%	253	0.036%	0.030%	430.014%
1571	Traffic Analysis	Technical Skills	Security	1	4,260	0.116%	937	0.135%	0.019%	16.578%
1570	Traffic Capture	Technical Skills	Security	1	149	0.004%	24	0.003%	-0.001%	-14.629%
1297	Training software	Technical Skills	Business applications	3	2,931	0.080%	520	0.075%	-0.005%	-5.968%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,910	0.133%	701	0.101%	-0.032%	-24.330%
1360	Twitter	Technical Skills	Social Networking	1	49,575	1.345%	13,055	1.878%	0.532%	39.573%
1411	Unified Process	Technical Skills	Software development	1	8,916	0.242%	153	0.022%	-0.220%	-90.905%
123	UNIX operating systems	Technical Skills	Business applications	5	554,855	15.058%	51,820	7.454%	-7.604%	-50.500%
1298	UNIX Shells	Technical Skills	Business applications	4	131,805	3.577%	16,062	2.310%	-1.267%	-35.412%
1410	Use Case	Technical Skills	Software development	1	26,783	0.727%	4,307	0.620%	-0.107%	-14.768%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	177	0.005%	177	0.025%	0.021%	430.014%
1572	User Behavior Analytics	Technical Skills	Security	1	255	0.007%	208	0.030%	0.023%	332.325%
48	User-Interface Design	Technical Skills	Software development	2	252,656	6.857%	44,813	6.446%	-0.411%	-5.993%
836	Video creation and editing software	Technical Skills	Business applications	3	16,040	0.435%	2,929	0.421%	-0.014%	-3.216%
1574	Virtual Machine	Technical Skills	Security	1	21,937	0.595%	4,602	0.662%	0.067%	11.188%
840	Visual Color Discrimination	Technical Skills	Business applications	2	243	0.007%	208	0.030%	0.023%	353.674%
64	Visual Studio	Technical Skills	Software development	1	133,761	3.630%	16,122	2.319%	-1.311%	-36.118%
843	Voice dictation & recognition	Technical Skills	Business applications	2	5,364	0.146%	1,560	0.224%	0.079%	54.143%
77	Voice/Data Telecom	Technical Skills	Hardware	10	254,838	6.916%	36,340	5.227%	-1.689%	-24.420%
1575	Vulnerability Management	Technical Skills	Security	1	14,230	0.386%	5,655	0.813%	0.427%	110.627%
1583	Vulnerability Testing	Technical Skills	Security	1	4,053	0.110%	1,078	0.155%	0.045%	40.971%
1577	Web Application Firewall	Technical Skills	Security	1	2,847	0.077%	1,351	0.194%	0.117%	151.510%
1299	Web Application Server	Technical Skills	Business applications	8	160,492	4.355%	8,825	1.269%	-3.086%	-70.856%
1248	Web platform development software	Technical Skills	Software development	5	9,898	0.269%	196	0.028%	-0.240%	-89.505%
65	web programmer	Technical Skills	Software development	4	41,225	1.119%	4,263	0.613%	-0.506%	-45.192%
1579	Web proxy	Technical Skills	Security	1	1,555	0.042%	397	0.057%	0.015%	35.315%
58	Web servers	Technical Skills	Business applications	6	278,492	7.558%	29,732	4.277%	-3.281%	-43.415%
49	Web-based Application Development	Technical Skills	Software development	2	196,686	5.338%	21,645	3.113%	-2.224%	-41.673%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,588	0.586%	637	0.092%	-0.494%	-84.361%
1102	Wireless	Technical Skills	Network	5	156,482	4.247%	26,904	3.870%	-0.377%	-8.875%
1363	YouTube	Technical Skills	Social Networking	2	11,667	0.317%	5,439	0.782%	0.466%	147.085%
1524	Zero Trust	Technical Skills	Security	1	425	0.012%	372	0.054%	0.042%	363.918%
79	.NET	Programming Skills	Current	1	420,750	11.418%	45,911	6.604%	-4.815%	-42.166%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	135	0.004%	39	0.006%	0.002%	53.115%
209	A programming language (APL)	Programming Skills	Legacy	2	6,314	0.171%	1,802	0.259%	0.088%	51.265%
99	Ada	Programming Skills	Legacy	1	18,919	0.513%	8,917	1.283%	0.769%	149.809%
80	AJAX	Programming Skills	Current	1	218,885	5.940%	11,826	1.701%	-4.239%	-71.364%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	103	0.003%	21	0.003%	0.000%	8.061%
192	Apple AppleScript	Programming Skills	Current	1	598	0.016%	63	0.009%	-0.007%	-44.162%
81	ASP	Programming Skills	Current	2	280,006	7.599%	22,378	3.219%	-4.380%	-57.641%
108	Assembly	Programming Skills	Legacy	2	10,397	0.282%	1,020	0.147%	-0.135%	-48.003%
211	AWK	Programming Skills	Legacy	1	7,978	0.217%	598	0.086%	-0.130%	-60.272%
212	B	Programming Skills	Legacy	1	52,006	1.411%	14,344	2.063%	0.652%	46.185%
83	C#	Programming Skills	Current	2	440,674	11.959%	68,270	9.820%	-2.139%	-17.889%
82	C/C++	Programming Skills	Current	3	688,961	18.697%	138,118	19.867%	1.169%	6.253%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	339,961	9.226%	54,261	7.805%	-1.421%	-15.405%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	950	0.026%	79	0.011%	-0.014%	-55.925%
84	CGI	Programming Skills	Current	2	27,047	0.734%	3,787	0.545%	-0.189%	-25.790%
217	Clipper	Programming Skills	Legacy	1	633	0.017%	67	0.010%	-0.008%	-43.901%
218	CLU	Programming Skills	Legacy	1	214	0.006%	28	0.004%	-0.002%	-30.652%
100	Cobol	Programming Skills	Legacy	1	27,099	0.735%	2,499	0.359%	-0.376%	-51.124%
85	ColdFusion	Programming Skills	Current	2	22,339	0.606%	1,311	0.189%	-0.418%	-68.895%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	468	0.013%	81	0.012%	-0.001%	-8.267%
195	Component object model (COM)	Programming Skills	Current	1	549	0.015%	20	0.003%	-0.012%	-80.692%
125	Database programming	Programming Skills	Current	3	91,221	2.476%	6,766	0.973%	-1.502%	-60.688%
1501	DevOps	Programming Skills	Misc	1	60,981	1.655%	42,572	6.123%	4.469%	270.013%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,447	0.148%	144	0.021%	-0.127%	-85.988%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	22,805	0.619%	1,762	0.253%	-0.365%	-59.049%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	6,472	0.176%	1,001	0.144%	-0.032%	-18.025%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	38,328	1.040%	1,718	0.247%	-0.793%	-76.243%
109	Forth	Programming Skills	Legacy	1	13,958	0.379%	5,199	0.748%	0.369%	97.417%
102	Fortran	Programming Skills	Legacy	1	6,706	0.182%	1,338	0.192%	0.010%	5.750%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	671,732	18.230%	77,843	11.197%	-7.033%	-38.580%
222	J	Programming Skills	Legacy	1	14,929	0.405%	3,228	0.464%	0.059%	14.601%
87	Java/J2EE/J2P	Programming Skills	Current	4	937,406	25.440%	150,908	21.706%	-3.734%	-14.676%
97	JavaScript	Programming Skills	Current	3	558,764	15.164%	97,776	14.064%	-1.100%	-7.255%
89	JavaServer Faces	Programming Skills	Current	3	32,838	0.891%	1,723	0.248%	-0.643%	-72.190%
88	JavaServer Pages	Programming Skills	Current	3	138,342	3.754%	6,556	0.943%	-2.811%	-74.883%
223	Job control language (JCL)	Programming Skills	Legacy	2	15,826	0.429%	1,645	0.237%	-0.193%	-44.909%
126	LAMP	Programming Skills	Current	1	39,133	1.062%	2,024	0.291%	-0.771%	-72.587%
104	Lisp	Programming Skills	Legacy	1	2,578	0.070%	303	0.044%	-0.026%	-37.706%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	3,331	0.090%	1,427	0.205%	0.115%	127.058%
201	Microsoft ActiveX	Programming Skills	Current	1	5,173	0.140%	104	0.015%	-0.125%	-89.344%
107	Pascal	Programming Skills	Legacy	1	1,681	0.046%	113	0.016%	-0.029%	-64.371%
90	Perl	Programming Skills	Current	1	283,482	7.693%	28,963	4.166%	-3.527%	-45.849%
91	PHP	Programming Skills	Current	1	167,966	4.558%	20,019	2.879%	-1.679%	-36.830%
103	PL/1	Programming Skills	Legacy	3	690	0.019%	145	0.021%	0.002%	11.380%
105	Prolog	Programming Skills	Legacy	1	1,551	0.042%	57	0.008%	-0.034%	-80.522%
95	Python	Programming Skills	Current	1	344,280	9.343%	135,328	19.465%	10.122%	108.335%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	45,652	1.239%	1,309	0.188%	-1.051%	-84.803%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	118,814	3.224%	24,299	3.495%	0.271%	8.395%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,967	0.053%	319	0.046%	-0.007%	-14.045%
206	Scripting languages	Programming Skills	Current	1	95,862	2.602%	20,928	3.010%	0.409%	15.709%
101	Smalltalk	Programming Skills	Legacy	1	1,014	0.028%	31	0.004%	-0.023%	-83.796%
92	SQL	Programming Skills	Current	3	1,188,375	32.251%	172,420	24.800%	-7.450%	-23.101%
110	TCL	Programming Skills	Legacy	1	18,423	0.500%	2,056	0.296%	-0.204%	-40.851%
98	Unified Modeling Language	Programming Skills	Current	2	105,521	2.864%	6,232	0.896%	-1.967%	-68.698%
93	Visual Basic	Programming Skills	Current	6	240,209	6.519%	20,991	3.019%	-3.500%	-53.684%
207	Web service definition language (WSDL)	Programming Skills	Current	2	29,021	0.788%	2,193	0.315%	-0.472%	-59.949%
94	XML	Programming Skills	Current	2	461,150	12.515%	35,719	5.138%	-7.377%	-58.947%
1342	Computer Science	Majors	Computer Science	2	3,576,602	97.063%	685,869	98.654%	1.590%	1.638%
1344	Information Technology	Majors	Information Technology	3	949,858	25.778%	167,267	24.059%	-1.718%	-6.666%
1343	Management Information Systems	Majors	Management Information Systems	9	951,858	25.832%	198,911	28.611%	2.779%	10.758%

IT Degrees

Information Technology	2020-07-10	Jobs Found:	1,907,802	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	7,034	0.369%	2,977	0.750%	0.381%	103.311%
2	Attention to Details	Soft Skills	Problem-solving skills	2	5,777	0.303%	1,938	0.488%	0.185%	61.152%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	14,341	0.752%	4,560	1.148%	0.396%	52.746%
231	Cooperation	Soft Skills	Interpersonal skills	1	19,724	1.034%	5,762	1.451%	0.417%	40.334%
1428	Creative Thinking	Soft Skills	Problem-solving skills	1	8,164	0.428%	3,124	0.787%	0.359%	83.820%
3	Creativity	Soft Skills	Problem-solving skills	4	58,950	3.090%	19,642	4.946%	1.856%	60.061%
4	Critical thinking	Soft Skills	Problem-solving skills	3	35,025	1.836%	16,223	4.085%	2.249%	122.504%
1300	Flexibility	Soft Skills	Work ethic	1	123,745	6.486%	25,076	6.314%	-0.172%	-2.655%
232	Independence	Soft Skills	Interpersonal skills	1	12,541	0.657%	4,465	1.124%	0.467%	71.030%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	256,764	13.459%	75,094	18.908%	5.450%	40.493%
256	Innovation	Soft Skills	Problem-solving skills	1	167,763	8.794%	59,605	15.008%	6.215%	70.675%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,611	13.398%	81,843	20.608%	7.210%	53.811%
1422	Internship	Soft Skills	Work ethic	3	62,220	3.261%	12,447	3.134%	-0.127%	-3.901%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,786	0.094%	911	0.229%	0.136%	145.031%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	156,145	8.185%	55,558	13.989%	5.805%	70.924%
10	Leadership	Soft Skills	Interpersonal skills	1	448,663	23.517%	127,684	32.150%	8.633%	36.710%
258	Learning	Soft Skills	Problem-solving skills	1	210,882	11.054%	58,722	14.786%	3.732%	33.766%
1	Learning Ability	Soft Skills	Problem-solving skills	3	33,282	1.745%	12,297	3.096%	1.352%	77.490%
236	Listening	Soft Skills	Language skills	1	63,186	3.312%	11,548	2.908%	-0.404%	-12.205%
260	Mathematics	Soft Skills	Problem-solving skills	3	66,562	3.489%	22,670	5.708%	2.219%	63.610%
261	Memorization	Soft Skills	Problem-solving skills	2	192	0.010%	81	0.020%	0.010%	102.660%
18	Negotiation Skills	Soft Skills	Language skills	1	20,305	1.064%	4,148	1.044%	-0.020%	-1.866%
262	Optimization	Soft Skills	Problem-solving skills	1	79,739	4.180%	20,015	5.040%	0.860%	20.578%
19	Oral Communications	Soft Skills	Language skills	5	35,898	1.882%	10,737	2.704%	0.822%	43.680%
273	Persistence	Soft Skills	Work ethic	1	4,795	0.251%	1,304	0.328%	0.077%	30.639%
239	Persuasion	Soft Skills	Language skills	1	4,071	0.213%	1,610	0.405%	0.192%	89.980%
1301	Physical Skill	Soft Skills	Work ethic	2	4,618	0.242%	3,200	0.806%	0.564%	232.874%
240	Presentations	Soft Skills	Language skills	1	111,955	5.868%	34,701	8.738%	2.869%	48.896%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	297,693	15.604%	89,130	22.443%	6.839%	43.827%
20	Questioning skills	Soft Skills	Language skills	1	647	0.034%	243	0.061%	0.027%	80.421%
241	Reading Comprehension	Soft Skills	Language skills	1	1,006	0.053%	523	0.132%	0.079%	149.740%
6	Research skills	Soft Skills	Problem-solving skills	1	4,027	0.211%	1,253	0.316%	0.104%	49.470%
15	Responsibility	Soft Skills	Work ethic	2	202,620	10.621%	60,288	15.180%	4.560%	42.933%
234	Self Control	Soft Skills	Interpersonal skills	1	322	0.017%	203	0.051%	0.034%	202.848%
11	Self-esteem	Soft Skills	Interpersonal skills	1	103	0.005%	54	0.014%	0.008%	151.849%
16	Self-management	Soft Skills	Work ethic	1	2,341	0.123%	1,051	0.265%	0.142%	115.668%
250	Stress Tolerance	Soft Skills	Physical skills	1	732	0.038%	491	0.124%	0.085%	222.222%
12	Teamwork	Soft Skills	Interpersonal skills	1	94,419	4.949%	32,068	8.075%	3.126%	63.154%
17	Time Management	Soft Skills	Work ethic	2	70,033	3.671%	22,238	5.599%	1.929%	52.538%
268	Visualization	Soft Skills	Problem-solving skills	1	19,853	1.041%	9,535	2.401%	1.360%	130.717%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,551	0.081%	666	0.168%	0.086%	106.275%
21	Written Communications	Soft Skills	Language skills	5	288,468	15.120%	74,398	18.733%	3.613%	23.893%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	281,319	14.746%	62,738	15.797%	1.052%	7.131%
172	Account management	Business Skills	Management skills	1	20,302	1.064%	4,757	1.198%	0.134%	12.559%
22	Accounting	Business Skills	Business processes	4	349,511	18.320%	38,436	9.678%	-8.642%	-47.172%
1263	Accounting software	Business Skills	Business processes	8	43,870	2.300%	2,413	0.608%	-1.692%	-73.578%
174	Administration	Business Skills	Management skills	3	602,042	31.557%	118,507	29.840%	-1.717%	-5.441%
1313	Analyst	Business Skills	Project management	1	376,199	19.719%	79,276	19.961%	0.242%	1.230%
175	Application management	Business Skills	Management skills	5	130,754	6.854%	32,023	8.063%	1.210%	17.650%
150	Asset management	Business Skills	Business processes	1	31,595	1.656%	9,147	2.303%	0.647%	39.074%
151	Auditing	Business Skills	Business processes	5	163,856	8.589%	38,619	9.724%	1.135%	13.220%
1264	Auditing software	Business Skills	Business processes	1	150	0.008%	10	0.003%	-0.005%	-67.975%
152	Billing	Business Skills	Business processes	1	71,764	3.762%	9,436	2.376%	-1.386%	-36.837%
153	Bills of Lading	Business Skills	Business processes	1	53	0.003%	25	0.006%	0.004%	126.594%
1314	Business Analyst	Business Skills	Project management	1	144,388	7.568%	18,870	4.751%	-2.817%	-37.219%
35	Business Intelligence	Business Skills	Strategy skills	1	77,251	4.049%	13,553	3.413%	-0.637%	-15.722%
155	Business performance management (BPM)	Business Skills	Business processes	2	11,380	0.596%	1,843	0.464%	-0.132%	-22.202%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	29,122	1.526%	2,354	0.593%	-0.934%	-61.170%
36	Business Strategy	Business Skills	Strategy skills	3	446,793	23.419%	126,556	31.866%	8.447%	36.069%
182	Calendar and scheduling	Business Skills	Project management	3	88,323	4.630%	25,727	6.478%	1.848%	39.926%
156	Capacity planning	Business Skills	Business processes	1	32,246	1.690%	5,885	1.482%	-0.208%	-12.329%
28	Change Management	Business Skills	Management skills	1	92,960	4.873%	26,993	6.797%	1.924%	39.489%
183	Content workflow	Business Skills	Project management	1	63	0.003%	10	0.003%	-0.001%	-23.749%
24	Contracting and legal	Business Skills	Business processes	2	216,688	11.358%	41,002	10.324%	-1.034%	-9.102%
176	Coordination	Business Skills	Management skills	1	122,012	6.395%	41,607	10.477%	4.081%	63.813%
157	Cost accounting	Business Skills	Business processes	1	4,093	0.215%	1,025	0.258%	0.044%	20.300%
158	Cost estimation	Business Skills	Business processes	1	1,886	0.099%	463	0.117%	0.018%	17.930%
1312	Customer Support	Business Skills	Business processes	6	419,300	21.978%	101,593	25.581%	3.603%	16.392%
1339	Education	Business Skills	Industry Segment	1	28,656	1.502%	12,675	3.192%	1.689%	112.479%
1333	Energy	Business Skills	Industry Segment	1	95,244	4.992%	25,195	6.344%	1.352%	27.075%
1340	Entertainment	Business Skills	Industry Segment	1	171,654	8.997%	4,526	1.140%	-7.858%	-87.334%
1319	Environmental	Business Skills	Environmental	16	141,940	7.440%	24,159	6.083%	-1.357%	-18.237%
1320	Environmental Strategy	Business Skills	Environmental	12	14,591	0.765%	9,591	2.415%	1.650%	215.764%
161	Financial	Business Skills	Business processes	2	637,697	33.426%	134,434	33.850%	0.424%	1.270%
1275	Financial Analysis software	Business Skills	Business processes	8	2,926	0.153%	389	0.098%	-0.055%	-36.136%
1332	Health Care	Business Skills	Industry Segment	2	467,210	24.489%	70,694	17.801%	-6.689%	-27.313%
177	Human resources	Business Skills	Management skills	2	279,008	14.625%	40,575	10.217%	-4.408%	-30.140%
1336	Insurance	Business Skills	Industry Segment	1	11,351	0.595%	2,378	0.599%	0.004%	0.638%
1316	Managing/Supervision	Business Skills	Management skills	6	1,267,648	66.445%	243,180	61.232%	-5.213%	-7.846%
1334	Manufacturing	Business Skills	Industry Segment	2	228,445	11.974%	26,095	6.571%	-5.404%	-45.127%
26	Marketing	Business Skills	Business processes	1	327,937	17.189%	32,987	8.306%	-8.883%	-51.679%
185	Monitoring	Business Skills	Project management	1	236,555	12.399%	77,096	19.413%	7.013%	56.561%
179	Negotiation	Business Skills	Management skills	1	82,096	4.303%	20,185	5.083%	0.779%	18.111%
163	Operation and Control	Business Skills	Business processes	3	1,659	0.087%	932	0.235%	0.148%	169.869%
29	Outsourcing Management	Business Skills	Management skills	3	103,659	5.433%	6,693	1.685%	-3.748%	-68.983%
167	Procurement	Business Skills	Business processes	1	93,068	4.878%	18,639	4.693%	-0.185%	-3.793%
1290	Project Management software	Business Skills	Project management	3	59,981	3.144%	9,499	2.392%	-0.752%	-23.924%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	382,835	20.067%	90,362	22.753%	2.686%	13.386%
168	Quality	Business Skills	Business processes	1	580,392	30.422%	147,186	37.061%	6.639%	21.823%
1337	Real Estate	Business Skills	Industry Segment	2	172,282	9.030%	4,233	1.066%	-7.965%	-88.197%
1335	Retail	Business Skills	Industry Segment	2	469,569	24.613%	47,099	11.859%	-12.754%	-51.817%
34	Risk Management	Business Skills	Project management	1	83,525	4.378%	30,905	7.782%	3.404%	77.745%
169	Service Orientation	Business Skills	Business processes	1	16,175	0.848%	4,535	1.142%	0.294%	34.684%
27	Supply Chain Management	Business Skills	Business processes	3	91,959	4.820%	13,904	3.501%	-1.319%	-27.368%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,912	0.205%	756	0.190%	-0.015%	-7.166%
178	Teaching	Business Skills	Management skills	7	242,160	12.693%	27,234	6.857%	-5.836%	-45.975%
190	Timekeeping	Business Skills	Project management	3	90,024	4.719%	12,227	3.079%	-1.640%	-34.755%
1296	Timekeeping software	Business Skills	Project management	1	2,631	0.138%	874	0.220%	0.082%	59.579%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,769	0.093%	294	0.074%	-0.019%	-20.163%
180	Troubleshooting	Business Skills	Management skills	1	234,499	12.292%	68,656	17.287%	4.996%	40.644%
181	Verification	Business Skills	Management skills	1	72,442	3.797%	24,949	6.282%	2.485%	65.442%
1338	Waste Management	Business Skills	Industry Segment	1	1,630	0.085%	302	0.076%	-0.009%	-10.997%
191	Workflow	Business Skills	Project management	1	85,108	4.461%	24,245	6.105%	1.644%	36.847%
31	Working Globally	Business Skills	Management skills	3	9,693	0.508%	318	0.080%	-0.428%	-84.240%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,663	0.192%	1,010	0.254%	0.062%	32.455%
51	4GL	Technical Skills	Software development	3	1,839	0.096%	250	0.063%	-0.033%	-34.696%
1510	Access Control	Technical Skills	Security	1	22,796	1.195%	7,482	1.884%	0.689%	57.668%
987	Access servers & software	Technical Skills	Network	10	62,659	3.284%	14,105	3.552%	0.267%	8.137%
38	Agile Development Methods	Technical Skills	Software development	13	85,724	4.493%	32,671	8.226%	3.733%	83.081%
304	Algorithmic software	Technical Skills	Business applications	1	9	0.000%	1	0.000%	-0.000%	-46.625%
1546	Alienvault	Technical Skills	Security	1	148	0.008%	125	0.031%	0.024%	305.726%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,522	0.080%	353	0.089%	0.009%	11.415%
1352	Android	Technical Skills	Mobile Platforms	3	14,767	0.774%	4,921	1.239%	0.465%	60.083%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	11,425	0.599%	2,341	0.589%	-0.009%	-1.570%
120	Apple operating systems	Technical Skills	Business applications	6	39,874	2.090%	12,551	3.160%	1.070%	51.207%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	37,141	1.947%	180	0.045%	-1.901%	-97.672%
1543	ArcSight	Technical Skills	Security	1	4,247	0.223%	926	0.233%	0.011%	4.740%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	31,399	1.646%	12,164	3.063%	1.417%	86.099%
1432	Attribute-Based Access Control	Technical Skills	Security	2	240	0.013%	108	0.027%	0.015%	116.171%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	22	0.001%	10	0.003%	0.001%	118.354%
1265	Backup & Recovery	Technical Skills	Technical applications	16	156,619	8.209%	36,358	9.155%	0.945%	11.517%
1386	Biometric	Technical Skills	Information mgmt	2	4,504	0.236%	1,264	0.318%	0.082%	34.813%
1353	Blackberry	Technical Skills	Mobile Platforms	2	12,161	0.637%	836	0.211%	-0.427%	-66.977%
336	Borland Delphi	Technical Skills	Business applications	1	1,660	0.087%	194	0.049%	-0.038%	-43.859%
337	Borland JBuilder	Technical Skills	Business applications	1	891	0.047%	9	0.002%	-0.044%	-95.148%
338	Borland Paradox	Technical Skills	Business applications	1	157	0.008%	40	0.010%	0.002%	22.390%
1436	Bring Your Own Devices	Technical Skills	Security	1	685	0.036%	350	0.088%	0.052%	145.449%
72	Business Continuity Planning	Technical Skills	Hardware	2	51,642	2.707%	8,256	2.079%	-0.628%	-23.202%
352	Cadence Opus	Technical Skills	Business applications	1	1,184	0.062%	91	0.023%	-0.039%	-63.079%
868	Calculators	Technical Skills	Hardware	1	1,080	0.057%	364	0.092%	0.035%	61.906%
39	CASE Tools	Technical Skills	Software development	1	129,178	6.771%	24,229	6.101%	-0.670%	-9.899%
367	Categorization or classification software	Technical Skills	Business applications	1	5,309	0.278%	1,134	0.286%	0.007%	2.609%
1469	CCPA	Technical Skills	Security	1	536	0.028%	524	0.132%	0.104%	369.624%
1478	Center for Internet Security	Technical Skills	Security	1	14,962	0.784%	4,126	1.039%	0.255%	32.472%
1441	Certificate management	Technical Skills	Security	1	1,171	0.061%	500	0.126%	0.065%	105.115%
112	Certification	Technical Skills	Misc	3	477,237	25.015%	139,555	35.140%	10.125%	40.474%
78	Cisco	Technical Skills	Hardware	1	226,422	11.868%	20,551	5.175%	-6.694%	-56.399%
1009	Cisco Systems IOS	Technical Skills	Network	1	21,310	1.117%	6,818	1.717%	0.600%	53.694%
40	Client-Server	Technical Skills	Software development	1	38,930	2.041%	2,693	0.678%	-1.362%	-66.770%
1437	Cloud Access Security Broker	Technical Skills	Security	1	418	0.022%	367	0.092%	0.070%	321.768%
1438	Cloud Configuration Management	Technical Skills	Security	1	1,352	0.071%	525	0.132%	0.061%	86.538%
1445	Cloud Migration	Technical Skills	Security	1	1,408	0.074%	1,222	0.308%	0.234%	316.920%
1455	cloud security	Technical Skills	Security	1	3,269	0.171%	2,434	0.613%	0.442%	257.676%
1456	Cloud Security Posture Management	Technical Skills	Security	1	77	0.004%	29	0.007%	0.003%	80.922%
1486	Cloud Services	Technical Skills	Security	1	12,064	0.632%	8,053	2.028%	1.395%	220.664%
1011	Cluster server software	Technical Skills	Network	9	24,676	1.293%	4,040	1.017%	-0.276%	-21.351%
1147	CMAKE	Technical Skills	Software development	1	133	0.007%	77	0.019%	0.012%	178.114%
1151	Compatibility testing	Technical Skills	Software development	1	497	0.026%	104	0.026%	0.000%	0.522%
1152	Compilers	Technical Skills	Software development	5	16,489	0.864%	5,718	1.440%	0.575%	66.584%
1255	Compliance software	Technical Skills	Technical applications	4	14,830	0.777%	4,294	1.081%	0.304%	39.093%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	54,947	2.880%	3,964	0.998%	-1.882%	-65.344%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	3,217	0.169%	521	0.131%	-0.037%	-22.202%
875	Computer diagnostics	Technical Skills	Hardware	5	79,588	4.172%	26,460	6.663%	2.491%	59.708%
1107	Computer forensics	Technical Skills	Security	1	5,232	0.274%	1,189	0.299%	0.025%	9.169%
1266	Computer Hardware	Technical Skills	Hardware	15	55,252	2.896%	19,406	4.886%	1.990%	68.722%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,139	1.842%	193	0.049%	-1.793%	-97.362%
1015	Computer servers	Technical Skills	Network	6	157,162	8.238%	36,437	9.175%	0.937%	11.373%
1267	Computer Utilities	Technical Skills	Misc	2	402	0.021%	98	0.025%	0.004%	17.107%
1447	Configuration Management Database	Technical Skills	Security	1	4,986	0.261%	1,506	0.379%	0.118%	45.096%
1448	Container security	Technical Skills	Security	1	76	0.004%	71	0.018%	0.014%	348.775%
1449	Containers	Technical Skills	Security	1	9,919	0.520%	5,613	1.413%	0.893%	171.839%
59	Content Manager	Technical Skills	Business applications	1	1,830	0.096%	263	0.066%	-0.030%	-30.962%
1439	Continuous Diagnostics and Mitigation	Technical Skills	Security	1	1,648	0.086%	966	0.243%	0.157%	181.582%
1396	Continuous Improvement	Technical Skills	Software development	1	52,696	2.762%	27,325	6.880%	4.118%	149.096%
1443	Continuous Integration Continuous Deployment	Technical Skills	Security	3	24,069	1.262%	13,312	3.352%	2.090%	165.686%
1453	Control Plane	Technical Skills	Security	1	101	0.005%	51	0.013%	0.008%	142.568%
878	Controllers	Technical Skills	Hardware	3	10,854	0.569%	3,086	0.777%	0.208%	36.581%
1454	Crown Jewels	Technical Skills	Security	1	45	0.002%	31	0.008%	0.005%	230.928%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,303	0.121%	361	0.091%	-0.030%	-24.700%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,681	0.350%	786	0.198%	-0.152%	-43.485%
53	Customer Relationship Management	Technical Skills	Business applications	9	125,995	6.604%	17,560	4.422%	-2.183%	-33.049%
1368	Cyber Security	Technical Skills	Information mgmt	3	63,796	3.344%	41,996	10.574%	7.231%	216.227%
1479	Cybersecurity Framework	Technical Skills	Security	2	2,269	0.119%	1,861	0.469%	0.350%	294.000%
1492	Data Access Governance	Technical Skills	Security	1	338	0.018%	154	0.039%	0.021%	118.871%
953	Data acquisition systems	Technical Skills	Information mgmt	1	7,177	0.376%	2,132	0.537%	0.161%	42.701%
1434	Data classification	Technical Skills	Security	1	1,555	0.082%	557	0.140%	0.059%	72.072%
955	Data compression software	Technical Skills	Information mgmt	1	2,594	0.136%	485	0.122%	-0.014%	-10.184%
956	Data conversion software	Technical Skills	Information mgmt	1	8,090	0.424%	1,295	0.326%	-0.098%	-23.104%
958	Data dictionary	Technical Skills	Information mgmt	1	4,275	0.224%	719	0.181%	-0.043%	-19.206%
1495	Data discovery	Technical Skills	Security	1	1,426	0.075%	509	0.128%	0.053%	71.468%
959	Data entry	Technical Skills	Information mgmt	1	183,384	9.612%	5,133	1.292%	-8.320%	-86.554%
1502	Data Loss Prevention	Technical Skills	Security	1	6,594	0.346%	2,815	0.709%	0.363%	105.075%
962	Data mapping	Technical Skills	Information mgmt	1	8,732	0.458%	1,754	0.442%	-0.016%	-3.506%
67	Data Mining	Technical Skills	Information mgmt	5	57,002	2.988%	5,493	1.383%	-1.605%	-53.708%
963	Data modeling	Technical Skills	Information mgmt	1	42,595	2.233%	6,764	1.703%	-0.530%	-23.717%
1496	Data retention	Technical Skills	Security	1	1,328	0.070%	391	0.098%	0.029%	41.437%
1494	Data tagging	Technical Skills	Security	1	123	0.006%	80	0.020%	0.014%	212.442%
68	Data Warehousing	Technical Skills	Information mgmt	2	71,248	3.735%	11,006	2.771%	-0.963%	-25.794%
69	Database Administration	Technical Skills	Information mgmt	12	98,313	5.153%	16,734	4.214%	-0.940%	-18.234%
969	Database design software	Technical Skills	Information mgmt	16	64,457	3.379%	10,173	2.562%	-0.817%	-24.184%
1268	Database Reporting	Technical Skills	Information mgmt	3	20,875	1.094%	2,339	0.589%	-0.505%	-46.175%
1373	Database Security	Technical Skills	Information mgmt	1	549	0.029%	108	0.027%	-0.002%	-5.499%
1269	Database Security	Technical Skills	Information mgmt	2	149	0.008%	43	0.011%	0.003%	38.633%
1270	Database Servers	Technical Skills	Information mgmt	3	14,978	0.785%	1,073	0.270%	-0.515%	-65.586%
1271	Database Testing	Technical Skills	Information mgmt	1	1,021	0.054%	167	0.042%	-0.011%	-21.427%
1160	Debugging	Technical Skills	Software development	7	83,438	4.374%	18,443	4.644%	0.270%	6.182%
1385	Decryption	Technical Skills	Information mgmt	2	743	0.039%	186	0.047%	0.008%	20.256%
1256	Desktop partitioning software	Technical Skills	Technical applications	1	5,590	0.293%	422	0.106%	-0.187%	-63.735%
418	Desktop publishing software	Technical Skills	Business applications	13	33,880	1.776%	13,526	3.406%	1.630%	91.783%
1272	Development Environment	Technical Skills	Software development	13	57,437	3.011%	13,139	3.308%	0.298%	9.889%
1498	Device Management	Technical Skills	Security	1	4,513	0.237%	2,095	0.528%	0.291%	122.999%
1273	Digital Imaging	Technical Skills	Hardware	1	412	0.022%	113	0.028%	0.007%	31.754%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,861	0.098%	381	0.096%	-0.002%	-1.653%
1446	Digital Transformation	Technical Skills	Security	1	7,910	0.415%	7,731	1.947%	1.532%	369.508%
1472	DISA	Technical Skills	Security	1	10,434	0.547%	5,514	1.388%	0.841%	153.863%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	4,465	0.234%	1,079	0.272%	0.038%	16.087%
1497	Distributed Denial of Service	Technical Skills	Security	1	1,087	0.057%	458	0.115%	0.058%	102.404%
1504	DMZ	Technical Skills	Network	1	3,063	0.161%	559	0.141%	-0.020%	-12.330%
1451	Docker	Technical Skills	Security	1	7,255	0.380%	6,104	1.537%	1.157%	304.167%
1307	Doctor of Philosophy	Technical Skills	Misc	3	80,385	4.213%	14,897	3.751%	-0.462%	-10.976%
973	Document management software	Technical Skills	Information mgmt	4	20,006	1.049%	6,129	1.543%	0.495%	47.168%
1020	Domain name system (DNS)	Technical Skills	Network	3	53,868	2.824%	13,177	3.318%	0.494%	17.509%
61	Dreamweaver	Technical Skills	Software development	1	7,935	0.416%	412	0.104%	-0.312%	-75.058%
54	DSS/GDSS	Technical Skills	Business applications	5	24,053	1.261%	4,459	1.123%	-0.138%	-10.946%
425	Dynamic modeling software	Technical Skills	Business applications	1	56	0.003%	9	0.002%	-0.001%	-22.796%
62	Eclipse	Technical Skills	Software development	1	20,145	1.056%	2,343	0.590%	-0.466%	-44.129%
1308	Electronic Commerce	Technical Skills	Business applications	2	56,833	2.979%	5,409	1.362%	-1.617%	-54.281%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	14,409	0.755%	2,143	0.540%	-0.216%	-28.555%
1023	Electronic mail software	Technical Skills	Network	8	31,373	1.644%	7,012	1.766%	0.121%	7.367%
1384	Encryption	Technical Skills	Information mgmt	1	114	0.006%	81	0.020%	0.014%	241.322%
1507	Endpoint	Technical Skills	Security	1	8,589	0.450%	4,993	1.257%	0.807%	179.256%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	96,106	5.038%	17,308	4.358%	-0.679%	-13.487%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	120,487	6.315%	16,382	4.125%	-2.191%	-34.685%
1321	Environmental Certification	Technical Skills	Environmental	1	418	0.022%	287	0.072%	0.050%	229.830%
1328	Environmental Cleanup	Technical Skills	Environmental	3	1,420	0.074%	72	0.018%	-0.056%	-75.643%
1329	Environmental Energy	Technical Skills	Environmental	25	7,597	0.398%	2,836	0.714%	0.316%	79.328%
1330	Environmental Energy Conservation	Technical Skills	Environmental	12	6,990	0.366%	1,871	0.471%	0.105%	28.582%
1327	Environmental Pollution	Technical Skills	Environmental	24	39,246	2.057%	3,364	0.847%	-1.210%	-58.824%
1324	Environmental Pollution Control	Technical Skills	Environmental	9	4,276	0.224%	1,450	0.365%	0.141%	62.898%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	8	1,320	0.069%	640	0.161%	0.092%	132.911%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	48,584	2.547%	2,067	0.520%	-2.026%	-79.562%
1331	Environmental Science	Technical Skills	Environmental	2	232	0.012%	48	0.012%	-0.000%	-0.611%
1322	Environmental Technology	Technical Skills	Environmental	2	391	0.020%	179	0.045%	0.025%	119.918%
1470	EPRI	Technical Skills	Security	1	82	0.004%	24	0.006%	0.002%	40.599%
1551	Exabeam	Technical Skills	Security	1	37	0.002%	33	0.008%	0.006%	328.446%
461	Expert system software	Technical Skills	Business applications	1	681	0.036%	194	0.049%	0.013%	36.848%
1359	Facebook	Technical Skills	Social Networking	1	154,251	8.085%	4,616	1.162%	-6.923%	-85.625%
463	Facilities management software	Technical Skills	Business applications	4	11,449	0.600%	3,190	0.803%	0.203%	33.847%
1476	FedRAMP	Technical Skills	Security	1	2,106	0.110%	1,600	0.403%	0.292%	264.960%
1467	FINRA	Technical Skills	Security	1	1,284	0.067%	322	0.081%	0.014%	20.469%
1556	FireEye	Technical Skills	Security	1	1,392	0.073%	777	0.196%	0.123%	168.143%
1464	FISMA	Technical Skills	Security	1	10,300	0.540%	3,891	0.980%	0.440%	81.471%
468	Flight control software	Technical Skills	Business applications	1	241	0.013%	98	0.025%	0.012%	95.341%
1508	Flow analysis	Technical Skills	Security	1	2,743	0.144%	660	0.166%	0.022%	15.585%
469	Flowchart software	Technical Skills	Business applications	5	5,275	0.276%	847	0.213%	-0.063%	-22.866%
1367	Forensic	Technical Skills	Information mgmt	2	55,105	2.888%	7,244	1.824%	-1.064%	-36.850%
1552	Fortinet	Technical Skills	Security	1	1,752	0.092%	838	0.211%	0.119%	129.770%
1112	Fraud Detection	Technical Skills	Security	1	10,140	0.532%	4,042	1.018%	0.486%	91.488%
63	FrontPage	Technical Skills	Software development	1	909	0.048%	23	0.006%	-0.042%	-87.845%
475	Fund accounting software	Technical Skills	Business applications	1	762	0.040%	217	0.055%	0.015%	36.801%
1260	Gaming	Technical Skills	Misc	2	33,345	1.748%	4,692	1.181%	-0.566%	-32.405%
1468	GDPR	Technical Skills	Security	1	1,734	0.091%	1,727	0.435%	0.344%	378.440%
113	Generic databases	Technical Skills	Information mgmt	2	202,887	10.635%	46,149	11.620%	0.986%	9.268%
1365	Google Apps	Technical Skills	Business applications	4	3,881	0.203%	1,246	0.314%	0.110%	54.226%
1364	Google Plus	Technical Skills	Social Networking	1	38	0.002%	30	0.008%	0.006%	279.247%
1512	Governance	Technical Skills	Security	1	76,968	4.034%	29,320	7.383%	3.348%	82.994%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	33	131,705	6.903%	22,793	5.739%	-1.164%	-16.865%
484	Graphic software	Technical Skills	Business applications	16	158,392	8.302%	24,035	6.052%	-2.250%	-27.105%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	16,152	0.847%	1,282	0.323%	-0.524%	-61.872%
1323	Green IT	Technical Skills	Environmental	9	4,175	0.219%	713	0.180%	-0.039%	-17.962%
893	Guidance systems	Technical Skills	Hardware	1	97	0.005%	30	0.008%	0.002%	48.571%
1371	Hacking	Technical Skills	Information mgmt	5	10,226	0.536%	3,322	0.836%	0.300%	56.055%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	207	0.011%	97	0.024%	0.014%	125.105%
1277	Hardware Design	Technical Skills	Hardware	21	8,954	0.469%	2,629	0.662%	0.193%	41.045%
1278	Hardware Testing	Technical Skills	Hardware	4	2,444	0.128%	641	0.161%	0.033%	25.991%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,302	0.068%	642	0.162%	0.093%	136.869%
492	Helpdesk or call center	Technical Skills	Business applications	2	169,355	8.877%	25,097	6.319%	-2.558%	-28.812%
1465	HIPAA	Technical Skills	Security	1	29,702	1.557%	10,179	2.563%	1.006%	64.628%
1473	HITRUST	Technical Skills	Security	1	1,592	0.083%	1,054	0.265%	0.182%	218.040%
1377	Homeland Security	Technical Skills	Information mgmt	1	82,774	4.339%	18,805	4.735%	0.396%	9.135%
1487	IaaS	Technical Skills	Security	1	6,031	0.316%	4,041	1.018%	0.701%	221.872%
114	IBM databases	Technical Skills	Information mgmt	2	34,732	1.821%	3,848	0.969%	-0.852%	-46.778%
121	IBM operating systems	Technical Skills	Business applications	4	32,578	1.708%	2,303	0.580%	-1.128%	-66.041%
1513	Identity Access Management	Technical Skills	Security	2	18,381	0.963%	9,084	2.287%	1.324%	137.406%
1511	Identity Governance and Administration	Technical Skills	Security	1	197	0.010%	139	0.035%	0.025%	238.948%
898	Image capture devices	Technical Skills	Hardware	9	11,062	0.580%	4,603	1.159%	0.579%	99.890%
524	Industrial control software	Technical Skills	Business applications	3	7,303	0.383%	2,540	0.640%	0.257%	67.077%
1485	Industrial Control Systems	Technical Skills	Security	1	4,441	0.233%	1,587	0.400%	0.167%	71.664%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	20,026	1.050%	4,595	1.157%	0.107%	10.224%
1375	Information Security	Technical Skills	Information mgmt	3	108,473	5.686%	38,097	9.593%	3.907%	68.715%
899	Infrared	Technical Skills	Hardware	1	3,468	0.182%	462	0.116%	-0.065%	-36.005%
1491	Infrastructure as Code	Technical Skills	Security	1	2,195	0.115%	1,902	0.479%	0.364%	316.256%
1180	Installation	Technical Skills	Software development	1	165,785	8.690%	42,946	10.814%	2.124%	24.440%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	320	0.017%	119	0.030%	0.013%	78.641%
536	Internet browser software	Technical Skills	Business applications	4	9,216	0.483%	2,179	0.549%	0.066%	13.579%
1483	Internet of Things	Technical Skills	Security	1	4,503	0.236%	3,834	0.965%	0.729%	309.010%
1578	Internet proxy	Technical Skills	Security	1	264	0.014%	62	0.016%	0.002%	12.816%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	24,072	1.262%	6,068	1.528%	0.266%	21.093%
541	Inventory management software	Technical Skills	Business applications	3	11,434	0.599%	4,676	1.177%	0.578%	96.454%
1459	ISO 27000	Technical Skills	Security	1	1,440	0.075%	560	0.141%	0.066%	86.814%
1460	ISO 27001	Technical Skills	Security	1	7,287	0.382%	3,103	0.781%	0.399%	104.558%
1461	ISO 27002	Technical Skills	Security	1	1,021	0.054%	315	0.079%	0.026%	48.207%
1414	ISO 9000	Technical Skills	Software development	1	1,879	0.098%	235	0.059%	-0.039%	-39.921%
73	IT Architecture/Standards	Technical Skills	Hardware	2	21,925	1.149%	4,924	1.240%	0.091%	7.885%
1515	IT Service Management	Technical Skills	Security	1	20,000	1.048%	8,709	2.193%	1.145%	109.181%
1481	ITIL	Technical Skills	Security	1	78,144	4.096%	23,930	6.026%	1.929%	47.106%
1357	Java ME	Technical Skills	Mobile Platforms	2	406	0.021%	4	0.001%	-0.020%	-95.267%
1035	Kernel	Technical Skills	Network	1	5,320	0.279%	530	0.133%	-0.145%	-52.143%
1442	Key management	Technical Skills	Security	1	4,280	0.224%	1,046	0.263%	0.039%	17.401%
1450	Kubernetes	Technical Skills	Security	1	4,107	0.215%	3,950	0.995%	0.779%	362.016%
907	Lasers	Technical Skills	Hardware	1	534	0.028%	224	0.056%	0.028%	101.507%
1516	Least Privilege	Technical Skills	Security	1	503	0.026%	279	0.070%	0.044%	166.453%
1038	License management software	Technical Skills	Network	1	1,652	0.087%	687	0.173%	0.086%	99.770%
1361	LinkedIn	Technical Skills	Social Networking	1	19,483	1.021%	5,554	1.398%	0.377%	36.941%
1544	LogRhythm	Technical Skills	Security	1	468	0.025%	253	0.064%	0.039%	159.692%
908	Mainframe computers	Technical Skills	Hardware	2	73,266	3.840%	5,747	1.447%	-2.393%	-62.319%
124	Mainframe operating systems	Technical Skills	Business applications	8	26,648	1.397%	5,932	1.494%	0.097%	6.935%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	36,359	1.906%	6,571	1.655%	-0.251%	-13.183%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	9,899	0.519%	1,659	0.418%	-0.101%	-19.492%
1549	McAfee Enterprise Security	Technical Skills	Security	1	109	0.006%	70	0.018%	0.012%	208.500%
1281	Medical software	Technical Skills	Business applications	9	17,326	0.908%	5,122	1.290%	0.382%	42.012%
1452	Mesos	Technical Skills	Security	1	345	0.018%	146	0.037%	0.019%	103.291%
1517	Metadata analysis	Technical Skills	Security	1	232	0.012%	34	0.009%	-0.004%	-29.600%
1555	Micro Focus	Technical Skills	Security	1	1,005	0.053%	311	0.078%	0.026%	48.655%
1433	Micro-segmentation	Technical Skills	Security	1	96	0.005%	88	0.022%	0.017%	340.348%
115	Microsoft databases	Technical Skills	Information mgmt	5	184,546	9.673%	25,551	6.434%	-3.240%	-33.490%
119	Microsoft operating systems	Technical Skills	Business applications	4	305,866	16.032%	64,752	16.304%	0.272%	1.697%
1518	MITRE	Technical Skills	Security	1	3,870	0.203%	1,029	0.259%	0.056%	27.729%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	4,236	0.222%	766	0.193%	-0.029%	-13.133%
1581	Mobile security	Technical Skills	Security	2	1,097	0.058%	403	0.101%	0.044%	76.475%
1431	Multi-Factor Authentication	Technical Skills	Security	3	2,537	0.133%	1,519	0.382%	0.249%	187.622%
625	Multimedia	Technical Skills	Business applications	1	127,732	6.695%	2,833	0.713%	-5.982%	-89.346%
1362	MySpace	Technical Skills	Social Networking	1	695	0.036%	11	0.003%	-0.034%	-92.397%
1471	NERC	Technical Skills	Security	1	2,876	0.151%	1,001	0.252%	0.101%	67.197%
1548	NetWitness	Technical Skills	Security	1	414	0.022%	198	0.050%	0.028%	129.747%
1499	Network Access Control	Technical Skills	Security	2	5,458	0.286%	1,369	0.345%	0.059%	20.491%
74	Network administration	Technical Skills	Hardware	17	238,336	12.493%	69,258	17.439%	4.946%	39.593%
1282	Network Administration software	Technical Skills	Network	18	109,492	5.739%	30,040	7.564%	1.825%	31.796%
1519	Network discovery	Technical Skills	Security	1	313	0.016%	171	0.043%	0.027%	162.444%
1283	Network Hardware	Technical Skills	Network	11	71,421	3.744%	16,439	4.139%	0.396%	10.569%
1284	Network Monitoring software	Technical Skills	Network	15	44,228	2.318%	11,642	2.931%	0.613%	26.449%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,332	0.175%	431	0.109%	-0.066%	-37.862%
1369	Network Security	Technical Skills	Information mgmt	1	9,159	0.480%	1,908	0.480%	0.000%	0.072%
1122	Network security	Technical Skills	Security	1	57,759	3.028%	13,231	3.332%	0.304%	10.042%
1285	Network Security software	Technical Skills	Security	37	153,288	8.035%	44,956	11.320%	3.285%	40.885%
1503	Network Segmentation	Technical Skills	Network	1	704	0.037%	319	0.080%	0.043%	117.672%
1286	Network software	Technical Skills	Network	6	52,679	2.761%	32,227	8.115%	5.353%	193.878%
1287	Network Testing	Technical Skills	Network	11	33,413	1.751%	5,545	1.396%	-0.355%	-20.279%
1521	Next Generation Firewall	Technical Skills	Security	2	777	0.041%	468	0.118%	0.077%	189.340%
1458	NIST	Technical Skills	Security	1	27,079	1.419%	13,401	3.374%	1.955%	137.733%
1065	Novell network software	Technical Skills	Network	2	1,965	0.103%	119	0.030%	-0.073%	-70.908%
643	Oberon	Technical Skills	Business applications	1	195	0.010%	11	0.003%	-0.007%	-72.902%
1413	Object Oriented Design	Technical Skills	Software development	2	19,991	1.048%	1,429	0.360%	-0.688%	-65.661%
41	Object Oriented Programming	Technical Skills	Software development	5	99,265	5.203%	10,468	2.636%	-2.567%	-49.342%
1288	Office Applications	Technical Skills	Business applications	13	349,669	18.328%	97,260	24.490%	6.161%	33.617%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	12,128	0.636%	992	0.250%	-0.386%	-60.708%
116	Open-source databases	Technical Skills	Information mgmt	4	51,270	2.687%	8,591	2.163%	-0.524%	-19.506%
118	Open-source operating systems	Technical Skills	Business applications	8	179,401	9.404%	38,516	9.698%	0.295%	3.134%
56	Operating Systems	Technical Skills	Business applications	3	150,263	7.876%	43,216	10.882%	3.005%	38.158%
1482	Operational Technology	Technical Skills	Security	1	4,767	0.250%	2,042	0.514%	0.264%	105.776%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,318	0.069%	475	0.120%	0.051%	73.126%
117	Oracle databases	Technical Skills	Information mgmt	1	267,360	14.014%	29,131	7.335%	-6.679%	-47.659%
1529	Orchestration & Automation	Technical Skills	Security	1	230	0.012%	150	0.038%	0.026%	213.291%
1488	PaaS	Technical Skills	Security	1	6,225	0.326%	4,146	1.044%	0.718%	219.944%
1354	Palm OS	Technical Skills	Mobile Platforms	3	289	0.015%	1	0.000%	-0.015%	-98.338%
1522	Panorama	Technical Skills	Security	1	378	0.020%	203	0.051%	0.031%	157.981%
1466	Payment Card Industry	Technical Skills	Security	1	21,671	1.136%	7,110	1.790%	0.654%	57.607%
1376	Penetration Testing	Technical Skills	Information mgmt	5	73,073	3.830%	27,726	6.981%	3.151%	82.270%
1527	Personal Healthcare Information	Technical Skills	Security	1	2,691	0.141%	1,292	0.325%	0.184%	130.639%
1528	Personally Identifiable Information	Technical Skills	Security	1	2,891	0.152%	1,375	0.346%	0.195%	128.475%
1289	Physical Tools	Technical Skills	Hardware	1	146	0.008%	85	0.021%	0.014%	179.673%
683	Point of sale (POS)	Technical Skills	Business applications	3	10,249	0.537%	2,580	0.650%	0.112%	20.927%
1525	Policy Decision Point	Technical Skills	Security	1	603	0.032%	198	0.050%	0.018%	57.736%
1526	Policy Enforcement Point	Technical Skills	Security	1	492	0.026%	229	0.058%	0.032%	123.591%
686	Polka	Technical Skills	Business applications	1	112	0.006%	110	0.028%	0.022%	371.801%
931	Printers	Technical Skills	Hardware	4	29,432	1.543%	12,930	3.256%	1.713%	111.039%
1430	Privileged Account Management	Technical Skills	Security	2	43,918	2.302%	953	0.240%	-2.062%	-89.576%
43	Programming	Technical Skills	Software development	1	295,984	15.514%	54,714	13.777%	-1.738%	-11.200%
700	Provisioning	Technical Skills	Business applications	1	26,858	1.408%	7,951	2.002%	0.594%	42.211%
1545	QRadar	Technical Skills	Security	1	1,135	0.059%	439	0.111%	0.051%	85.803%
1531	Quality of Service	Technical Skills	Security	1	14,856	0.779%	3,303	0.832%	0.053%	6.805%
1405	Rapid Application Development	Technical Skills	Software development	2	7,216	0.378%	618	0.156%	-0.223%	-58.859%
1553	Rapid7	Technical Skills	Security	1	420	0.022%	220	0.055%	0.033%	151.627%
1258	Rate Control	Technical Skills	Technical applications	1	23	0.001%	11	0.003%	0.002%	129.747%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	14,125	0.740%	526	0.132%	-0.608%	-82.111%
1077	Remote control software	Technical Skills	Network	2	2,930	0.154%	831	0.209%	0.056%	36.244%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,071	0.056%	199	0.050%	-0.006%	-10.742%
1379	Risk Analysis	Technical Skills	Information mgmt	1	13,899	0.729%	4,108	1.034%	0.306%	41.981%
1262	Robotics	Technical Skills	Hardware	3	6,756	0.354%	3,686	0.928%	0.574%	162.090%
1532	Role-Based Access Control	Technical Skills	Security	3	2,518	0.132%	890	0.224%	0.092%	69.792%
1318	RSA	Technical Skills	Security	1	6,445	0.338%	1,147	0.289%	-0.049%	-14.508%
1489	SaaS	Technical Skills	Security	1	20,491	1.074%	8,677	2.185%	1.111%	103.419%
1429	SASE	Technical Skills	Security	2	210	0.011%	169	0.043%	0.032%	286.591%
1533	SCCM	Technical Skills	Security	1	12,130	0.636%	5,556	1.399%	0.763%	120.032%
44	SDLC	Technical Skills	Software development	7	184,488	9.670%	34,993	8.811%	-0.859%	-8.883%
1500	SecOps	Technical Skills	Security	2	2,608	0.137%	2,541	0.640%	0.503%	368.038%
1537	Secure SDLC	Technical Skills	Security	1	6,078	0.319%	284	0.072%	-0.247%	-77.554%
1132	Secure shell (SSH)	Technical Skills	Security	1	135	0.007%	33	0.008%	0.001%	17.426%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	20,157	1.057%	3,542	0.892%	-0.165%	-15.587%
1569	Secure Web Gateway	Technical Skills	Security	1	2,847	0.149%	39	0.010%	-0.139%	-93.419%
76	Security	Technical Skills	Hardware	4	1,291,832	67.713%	192,032	48.353%	-19.360%	-28.591%
1382	Security Audit	Technical Skills	Information mgmt	1	2,332	0.122%	641	0.161%	0.039%	32.042%
1315	Security Clearance	Technical Skills	Misc	2	193,230	10.128%	60,870	15.327%	5.198%	51.326%
1477	Security Frameworks	Technical Skills	Security	1	4,630	0.243%	2,160	0.544%	0.301%	124.108%
1540	Security Information and Event Management	Technical Skills	Security	1	10,382	0.544%	5,038	1.269%	0.724%	133.110%
1584	Security Information Management	Technical Skills	Security	1	2,907	0.152%	461	0.116%	-0.036%	-23.820%
1567	Security Operations Center	Technical Skills	Security	1	12,049	0.632%	6,354	1.600%	0.968%	153.326%
1381	Security Plan	Technical Skills	Information mgmt	1	3,323	0.174%	1,454	0.366%	0.192%	110.193%
1380	Security Policy	Technical Skills	Information mgmt	2	44,425	2.329%	16,037	4.038%	1.709%	73.412%
1457	Security Standards	Technical Skills	Security	1	20,683	1.084%	7,645	1.925%	0.841%	77.561%
1135	Security testing software	Technical Skills	Security	1	5,825	0.305%	2,230	0.562%	0.256%	83.905%
1550	Securonix	Technical Skills	Security	1	39	0.002%	34	0.009%	0.007%	318.792%
1538	Segmentation	Technical Skills	Security	1	4,835	0.253%	1,787	0.450%	0.197%	77.547%
60	Sharepoint Server	Technical Skills	Business applications	1	5,574	0.292%	401	0.101%	-0.191%	-65.441%
1084	Signal generators	Technical Skills	Network	1	399	0.021%	135	0.034%	0.013%	62.534%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	12,007	0.629%	1,686	0.425%	-0.205%	-32.546%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	37,940	1.989%	6,600	1.662%	-0.327%	-16.434%
1220	Simulation software	Technical Skills	Software development	5	23,311	1.222%	8,347	2.102%	0.880%	72.010%
1568	Single Sign-On	Technical Skills	Security	3	10,814	0.567%	3,344	0.842%	0.275%	48.547%
1558	SOAR	Technical Skills	Security	1	849	0.045%	355	0.089%	0.045%	100.865%
1475	SOC 2	Technical Skills	Security	1	1,863	0.098%	1,307	0.329%	0.231%	237.013%
1366	Social Network	Technical Skills	Social Networking	1	3,309	0.173%	582	0.147%	-0.027%	-15.509%
1358	Social Networking	Technical Skills	Social Networking	1	11,530	0.604%	444	0.112%	-0.493%	-81.501%
1534	Software Defined Network	Technical Skills	Security	2	1,487	0.078%	968	0.244%	0.166%	212.715%
1535	Software Defined Wide Area Network	Technical Skills	Security	1	848	0.044%	830	0.209%	0.165%	370.182%
42	Software Development	Technical Skills	Software development	2	415,790	21.794%	53,090	13.368%	-8.426%	-38.663%
1291	Software Development software	Technical Skills	Software development	3	2,544	0.133%	161	0.041%	-0.093%	-69.599%
1309	Software Engineering	Technical Skills	Software development	1	235,365	12.337%	20,983	5.283%	-7.054%	-57.174%
1292	Software Installation	Technical Skills	Software development	4	193,719	10.154%	50,837	12.801%	2.647%	26.064%
1223	Software libraries	Technical Skills	Software development	1	272	0.014%	58	0.015%	0.000%	2.434%
1293	Software Maintenance	Technical Skills	Software development	1	7,567	0.397%	963	0.242%	-0.154%	-38.865%
1294	Software Testing	Technical Skills	Software development	14	160,645	8.420%	41,423	10.430%	2.010%	23.868%
1225	Source code management (SCM)	Technical Skills	Software development	5	40,969	2.147%	8,285	2.086%	-0.061%	-2.855%
1541	Splunk	Technical Skills	Security	1	10,084	0.529%	6,729	1.694%	1.166%	220.555%
1229	Static analysis software	Technical Skills	Software development	1	798	0.042%	203	0.051%	0.009%	22.202%
772	Statistical analysis software	Technical Skills	Business applications	26	156,289	8.192%	36,250	9.128%	0.936%	11.420%
774	Statistical software	Technical Skills	Business applications	1	55,659	2.917%	15,894	4.002%	1.085%	37.177%
1230	Stress testing software	Technical Skills	Software development	1	2,838	0.149%	519	0.131%	-0.018%	-12.151%
1547	sumo logic	Technical Skills	Security	1	167	0.009%	123	0.031%	0.022%	253.812%
122	Sun operating systems	Technical Skills	Business applications	3	50,541	2.649%	4,517	1.137%	-1.512%	-57.067%
939	Surveillance systems	Technical Skills	Hardware	5	21,661	1.135%	6,999	1.762%	0.627%	55.218%
1564	Swimlane	Technical Skills	Security	1	94	0.005%	48	0.012%	0.007%	145.300%
791	Symantec software	Technical Skills	Business applications	1	12,845	0.673%	1,757	0.442%	-0.231%	-34.291%
1355	Symbian	Technical Skills	Mobile Platforms	1	21	0.001%	1	0.000%	-0.001%	-77.125%
1310	System Administration	Technical Skills	Network	4	122,748	6.434%	30,873	7.774%	1.340%	20.823%
45	System Testing	Technical Skills	Software development	5	30,313	1.589%	7,771	1.957%	0.368%	23.149%
46	Systems Analysis	Technical Skills	Software development	8	149,860	7.855%	34,506	8.689%	0.833%	10.610%
47	Systems Design	Technical Skills	Software development	1	23,426	1.228%	5,856	1.475%	0.247%	20.085%
1233	Systems Evaluation	Technical Skills	Software development	1	612	0.032%	194	0.049%	0.017%	52.277%
1234	Systems integration	Technical Skills	Software development	8	106,148	5.564%	10,342	2.604%	-2.960%	-53.197%
75	TCP/IP	Technical Skills	Hardware	3	74,674	3.914%	13,481	3.394%	-0.520%	-13.276%
1235	Technology Design	Technical Skills	Software development	1	2,326	0.122%	575	0.145%	0.023%	18.752%
1236	Templates	Technical Skills	Software development	1	31,298	1.641%	8,312	2.093%	0.452%	27.577%
1239	Test implementation	Technical Skills	Software development	1	684	0.036%	351	0.088%	0.053%	146.510%
1302	Testing	Technical Skills	Software development	1	484,534	25.397%	119,715	30.144%	4.746%	18.688%
1435	Threat Intelligence	Technical Skills	Security	1	3,723	0.195%	2,251	0.567%	0.372%	190.447%
1561	ThreatConnect	Technical Skills	Security	1	68	0.004%	66	0.017%	0.013%	366.250%
1571	Traffic Analysis	Technical Skills	Security	1	2,564	0.134%	757	0.191%	0.056%	41.828%
1570	Traffic Capture	Technical Skills	Security	1	92	0.005%	15	0.004%	-0.001%	-21.677%
1297	Training software	Technical Skills	Business applications	3	3,042	0.159%	738	0.186%	0.026%	16.542%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,514	0.132%	295	0.074%	-0.057%	-43.631%
1360	Twitter	Technical Skills	Social Networking	1	29,899	1.567%	4,777	1.203%	-0.364%	-23.249%
1411	Unified Process	Technical Skills	Software development	1	3,424	0.179%	130	0.033%	-0.147%	-81.761%
123	UNIX operating systems	Technical Skills	Business applications	5	205,524	10.773%	20,226	5.093%	-5.680%	-52.725%
1298	UNIX Shells	Technical Skills	Business applications	4	36,141	1.894%	5,338	1.344%	-0.550%	-29.048%
1410	Use Case	Technical Skills	Software development	1	12,023	0.630%	2,211	0.557%	-0.073%	-11.659%
1573	User and Entity Behavior Analytics	Technical Skills	Security	1	71	0.004%	71	0.018%	0.014%	380.379%
1572	User Behavior Analytics	Technical Skills	Security	1	166	0.009%	146	0.037%	0.028%	322.502%
48	User-Interface Design	Technical Skills	Software development	2	102,478	5.372%	10,618	2.674%	-2.698%	-50.227%
836	Video creation and editing software	Technical Skills	Business applications	3	2,385	0.125%	460	0.116%	-0.009%	-7.348%
1574	Virtual Machine	Technical Skills	Security	1	9,844	0.516%	2,852	0.718%	0.202%	39.175%
840	Visual Color Discrimination	Technical Skills	Business applications	2	135	0.007%	118	0.030%	0.023%	319.887%
64	Visual Studio	Technical Skills	Software development	1	38,404	2.013%	5,271	1.327%	-0.686%	-34.067%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,815	0.148%	393	0.099%	-0.049%	-32.935%
77	Voice/Data Telecom	Technical Skills	Hardware	10	194,285	10.184%	27,752	6.988%	-3.196%	-31.382%
1575	Vulnerability Management	Technical Skills	Security	1	10,813	0.567%	4,745	1.195%	0.628%	110.802%
1583	Vulnerability Testing	Technical Skills	Security	1	2,050	0.107%	848	0.214%	0.106%	98.713%
1577	Web Application Firewall	Technical Skills	Security	1	1,623	0.085%	752	0.189%	0.104%	122.579%
1299	Web Application Server	Technical Skills	Business applications	8	59,287	3.108%	4,404	1.109%	-1.999%	-64.316%
1248	Web platform development software	Technical Skills	Software development	5	3,077	0.161%	48	0.012%	-0.149%	-92.506%
65	web programmer	Technical Skills	Software development	4	61,783	3.238%	2,467	0.621%	-2.617%	-80.818%
1579	Web proxy	Technical Skills	Security	1	895	0.047%	236	0.059%	0.013%	26.670%
58	Web servers	Technical Skills	Business applications	6	94,383	4.947%	10,954	2.758%	-2.189%	-44.248%
49	Web-based Application Development	Technical Skills	Software development	2	60,075	3.149%	7,138	1.797%	-1.352%	-42.922%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,382	0.230%	150	0.038%	-0.192%	-83.556%
1102	Wireless	Technical Skills	Network	5	63,017	3.303%	15,366	3.869%	0.566%	17.135%
1363	YouTube	Technical Skills	Social Networking	2	3,363	0.176%	2,351	0.592%	0.416%	235.823%
1524	Zero Trust	Technical Skills	Security	1	230	0.012%	203	0.051%	0.039%	323.987%
79	.NET	Programming Skills	Current	1	159,245	8.347%	14,330	3.608%	-4.739%	-56.772%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	46	0.002%	4	0.001%	-0.001%	-58.228%
209	A programming language (APL)	Programming Skills	Legacy	2	2,285	0.120%	644	0.162%	0.042%	35.389%
99	Ada	Programming Skills	Legacy	1	11,497	0.603%	6,464	1.628%	1.025%	170.085%
80	AJAX	Programming Skills	Current	1	50,923	2.669%	2,828	0.712%	-1.957%	-73.322%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	66	0.003%	15	0.004%	0.000%	9.177%
192	Apple AppleScript	Programming Skills	Current	1	182	0.010%	38	0.010%	0.000%	0.299%
81	ASP	Programming Skills	Current	2	86,249	4.521%	8,725	2.197%	-2.324%	-51.405%
108	Assembly	Programming Skills	Legacy	2	1,785	0.094%	152	0.038%	-0.055%	-59.094%
211	AWK	Programming Skills	Legacy	1	1,714	0.090%	157	0.040%	-0.050%	-55.998%
212	B	Programming Skills	Legacy	1	24,177	1.267%	6,095	1.535%	0.267%	21.103%
83	C#	Programming Skills	Current	2	139,469	7.310%	14,583	3.672%	-3.638%	-49.771%
82	C/C++	Programming Skills	Current	3	194,725	10.207%	45,745	11.518%	1.312%	12.851%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	82,200	4.309%	13,574	3.418%	-0.891%	-20.673%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	511	0.027%	44	0.011%	-0.016%	-58.637%
84	CGI	Programming Skills	Current	2	15,161	0.795%	1,978	0.498%	-0.297%	-37.327%
217	Clipper	Programming Skills	Legacy	1	153	0.008%	12	0.003%	-0.005%	-62.323%
218	CLU	Programming Skills	Legacy	1	185	0.010%	25	0.006%	-0.003%	-35.084%
100	Cobol	Programming Skills	Legacy	1	11,565	0.606%	1,527	0.384%	-0.222%	-36.572%
85	ColdFusion	Programming Skills	Current	2	8,178	0.429%	654	0.165%	-0.264%	-61.584%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	178	0.009%	39	0.010%	0.000%	5.252%
195	Component object model (COM)	Programming Skills	Current	1	57	0.003%	2	0.001%	-0.002%	-83.145%
125	Database programming	Programming Skills	Current	3	23,635	1.239%	2,188	0.551%	-0.688%	-55.529%
1501	DevOps	Programming Skills	Misc	1	19,007	0.996%	15,330	3.860%	2.864%	287.447%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,016	0.053%	42	0.011%	-0.043%	-80.142%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,808	0.252%	293	0.074%	-0.178%	-70.726%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,468	0.129%	394	0.099%	-0.030%	-23.311%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,511	0.499%	588	0.148%	-0.350%	-70.301%
109	Forth	Programming Skills	Legacy	1	10,289	0.539%	5,242	1.320%	0.781%	144.742%
102	Fortran	Programming Skills	Legacy	1	1,366	0.072%	345	0.087%	0.015%	21.326%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	229,436	12.026%	24,348	6.131%	-5.895%	-49.022%
222	J	Programming Skills	Legacy	1	7,655	0.401%	1,918	0.483%	0.082%	20.362%
87	Java/J2EE/J2P	Programming Skills	Current	4	260,506	13.655%	33,462	8.426%	-5.229%	-38.295%
97	JavaScript	Programming Skills	Current	3	124,121	6.506%	21,878	5.509%	-0.997%	-15.327%
89	JavaServer Faces	Programming Skills	Current	3	9,772	0.512%	805	0.203%	-0.310%	-60.427%
88	JavaServer Pages	Programming Skills	Current	3	37,177	1.949%	2,478	0.624%	-1.325%	-67.981%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,317	0.488%	1,021	0.257%	-0.231%	-47.358%
126	LAMP	Programming Skills	Current	1	10,492	0.550%	462	0.116%	-0.434%	-78.847%
104	Lisp	Programming Skills	Legacy	1	564	0.030%	67	0.017%	-0.013%	-42.934%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	896	0.047%	356	0.090%	0.043%	90.865%
201	Microsoft ActiveX	Programming Skills	Current	1	1,012	0.053%	27	0.007%	-0.046%	-87.184%
107	Pascal	Programming Skills	Legacy	1	454	0.024%	44	0.011%	-0.013%	-53.443%
90	Perl	Programming Skills	Current	1	61,788	3.239%	7,873	1.982%	-1.256%	-38.790%
91	PHP	Programming Skills	Current	1	42,033	2.203%	6,162	1.552%	-0.652%	-29.577%
103	PL/1	Programming Skills	Legacy	3	333	0.017%	131	0.033%	0.016%	88.978%
105	Prolog	Programming Skills	Legacy	1	763	0.040%	84	0.021%	-0.019%	-47.114%
95	Python	Programming Skills	Current	1	57,216	2.999%	25,484	6.417%	3.418%	113.961%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	15,303	0.802%	181	0.046%	-0.757%	-94.318%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	21,160	1.109%	4,579	1.153%	0.044%	3.954%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	300	0.016%	71	0.018%	0.002%	13.690%
206	Scripting languages	Programming Skills	Current	1	21,332	1.118%	6,337	1.596%	0.477%	42.704%
101	Smalltalk	Programming Skills	Legacy	1	188	0.010%	7	0.002%	-0.008%	-82.114%
92	SQL	Programming Skills	Current	3	410,420	21.513%	61,310	15.438%	-6.075%	-28.239%
110	TCL	Programming Skills	Legacy	1	2,328	0.122%	347	0.087%	-0.035%	-28.397%
98	Unified Modeling Language	Programming Skills	Current	2	30,155	1.581%	2,019	0.508%	-1.072%	-67.837%
93	Visual Basic	Programming Skills	Current	6	79,708	4.178%	8,516	2.144%	-2.034%	-48.676%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,329	0.437%	822	0.207%	-0.230%	-52.591%
94	XML	Programming Skills	Current	2	124,747	6.539%	11,655	2.935%	-3.604%	-55.119%
1342	Computer Science	Majors	Computer Science	2	631,378	33.095%	150,567	37.912%	4.818%	14.558%
1344	Information Technology	Majors	Information Technology	3	1,773,969	92.985%	361,579	91.045%	-1.940%	-2.087%
1343	Management Information Systems	Majors	Management Information Systems	9	395,607	20.736%	105,355	26.528%	5.792%	27.931%

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