Skill Frequencies: April, 2007 through 2019-11-14: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2019-11-14

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All Degree Programs	2019-11-14	Jobs Found:	4,617,971	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	14,913	0.323%	3,966	0.701%	0.378%	117.174%
2	Attention to Details	Soft Skills	Problem-solving skills	1	17,075	0.370%	2,789	0.493%	0.123%	33.386%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	27,828	0.603%	5,066	0.896%	0.293%	48.663%
231	Cooperation	Soft Skills	Interpersonal skills	1	36,280	0.786%	6,233	1.102%	0.317%	40.298%
3	Creativity	Soft Skills	Problem-solving skills	4	149,879	3.246%	29,615	5.237%	1.991%	61.358%
4	Critical thinking	Soft Skills	Problem-solving skills	3	70,615	1.529%	20,166	3.566%	2.037%	133.208%
1300	Flexibility	Soft Skills	Work ethic	1	209,232	4.531%	31,377	5.549%	1.018%	22.463%
232	Independence	Soft Skills	Interpersonal skills	1	25,631	0.555%	5,888	1.041%	0.486%	87.596%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	580,158	12.563%	97,268	17.200%	4.637%	36.913%
256	Innovation	Soft Skills	Problem-solving skills	1	366,874	7.944%	89,189	15.772%	7.827%	98.525%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	467,768	10.129%	91,539	16.187%	6.058%	59.807%
1422	Internship	Soft Skills	Work ethic	3	108,896	2.358%	23,818	4.212%	1.854%	78.613%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	3,102	0.067%	1,002	0.177%	0.110%	163.783%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	325,870	7.057%	66,857	11.823%	4.766%	67.542%
10	Leadership	Soft Skills	Interpersonal skills	1	965,885	20.916%	155,388	27.478%	6.562%	31.375%
258	Learning	Soft Skills	Problem-solving skills	1	425,345	9.211%	97,089	17.169%	7.958%	86.402%
1	Learning Ability	Soft Skills	Problem-solving skills	3	85,780	1.858%	17,212	3.044%	1.186%	63.857%
236	Listening	Soft Skills	Language skills	1	103,207	2.235%	14,260	2.522%	0.287%	12.832%
260	Mathematics	Soft Skills	Problem-solving skills	3	263,219	5.700%	53,893	9.530%	3.830%	67.200%
261	Memorization	Soft Skills	Problem-solving skills	2	301	0.007%	143	0.025%	0.019%	287.963%
18	Negotiation Skills	Soft Skills	Language skills	1	39,328	0.852%	5,054	0.894%	0.042%	4.943%
262	Optimization	Soft Skills	Problem-solving skills	1	232,956	5.045%	35,156	6.217%	1.172%	23.239%
19	Oral Communications	Soft Skills	Language skills	5	76,952	1.666%	13,611	2.407%	0.741%	44.441%
273	Persistence	Soft Skills	Work ethic	1	17,261	0.374%	2,486	0.440%	0.066%	17.613%
239	Persuasion	Soft Skills	Language skills	1	7,535	0.163%	1,727	0.305%	0.142%	87.167%
1301	Physical Skill	Soft Skills	Work ethic	2	7,499	0.162%	3,629	0.642%	0.479%	295.189%
240	Presentations	Soft Skills	Language skills	1	226,144	4.897%	40,271	7.121%	2.224%	45.421%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	834,014	18.060%	127,472	22.542%	4.481%	24.814%
20	Questioning skills	Soft Skills	Language skills	1	1,415	0.031%	285	0.050%	0.020%	64.479%
241	Reading Comprehension	Soft Skills	Language skills	1	1,518	0.033%	537	0.095%	0.062%	188.884%
6	Research skills	Soft Skills	Problem-solving skills	1	8,269	0.179%	1,589	0.281%	0.102%	56.925%
15	Responsibility	Soft Skills	Work ethic	2	438,932	9.505%	71,294	12.607%	3.102%	32.641%
234	Self Control	Soft Skills	Interpersonal skills	1	567	0.012%	154	0.027%	0.015%	121.798%
11	Self-esteem	Soft Skills	Interpersonal skills	1	811	0.018%	562	0.099%	0.082%	465.896%
16	Self-management	Soft Skills	Work ethic	1	5,741	0.124%	1,226	0.217%	0.092%	74.391%
250	Stress Tolerance	Soft Skills	Physical skills	1	968	0.021%	362	0.064%	0.043%	205.390%
12	Teamwork	Soft Skills	Interpersonal skills	1	199,026	4.310%	37,010	6.545%	2.235%	51.855%
17	Time Management	Soft Skills	Work ethic	2	163,760	3.546%	28,331	5.010%	1.464%	41.278%
268	Visualization	Soft Skills	Problem-solving skills	1	61,290	1.327%	20,613	3.645%	2.318%	174.645%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,638	0.057%	606	0.107%	0.050%	87.594%
21	Written Communications	Soft Skills	Language skills	5	696,085	15.073%	99,114	17.527%	2.453%	16.277%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	377,693	8.179%	78,604	13.900%	5.721%	69.952%
172	Account management	Business Skills	Management skills	1	48,282	1.046%	6,596	1.166%	0.121%	11.562%
22	Accounting	Business Skills	Business processes	4	526,310	11.397%	46,033	8.140%	-3.257%	-28.575%
1263	Accounting software	Business Skills	Business processes	8	64,063	1.387%	5,808	1.027%	-0.360%	-25.964%
174	Administration	Business Skills	Management skills	3	1,121,447	24.284%	128,074	22.648%	-1.636%	-6.738%
1313	Analyst	Business Skills	Project management	1	779,086	16.871%	95,087	16.815%	-0.056%	-0.332%
175	Application management	Business Skills	Management skills	5	318,823	6.904%	38,802	6.862%	-0.042%	-0.614%
150	Asset management	Business Skills	Business processes	1	63,247	1.370%	10,052	1.778%	0.408%	29.788%
151	Auditing	Business Skills	Business processes	5	279,884	6.061%	40,765	7.209%	1.148%	18.941%
1264	Auditing software	Business Skills	Business processes	1	226	0.005%	12	0.002%	-0.003%	-56.640%
152	Billing	Business Skills	Business processes	1	121,109	2.623%	12,217	2.160%	-0.462%	-17.622%
153	Bills of Lading	Business Skills	Business processes	1	147	0.003%	55	0.010%	0.007%	205.539%
1314	Business Analyst	Business Skills	Project management	1	281,992	6.106%	23,207	4.104%	-2.003%	-32.795%
35	Business Intelligence	Business Skills	Strategy skills	1	191,005	4.136%	21,283	3.764%	-0.373%	-9.007%
155	Business performance management (BPM)	Business Skills	Business processes	2	27,467	0.595%	2,413	0.427%	-0.168%	-28.259%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	61,847	1.339%	2,415	0.427%	-0.912%	-68.113%
36	Business Strategy	Business Skills	Strategy skills	3	881,510	19.089%	148,618	26.281%	7.192%	37.678%
182	Calendar and scheduling	Business Skills	Project management	3	184,997	4.006%	27,955	4.943%	0.937%	23.400%
156	Capacity planning	Business Skills	Business processes	1	88,201	1.910%	7,399	1.308%	-0.602%	-31.495%
28	Change Management	Business Skills	Management skills	1	184,036	3.985%	28,481	5.036%	1.051%	26.379%
183	Content workflow	Business Skills	Project management	1	175	0.004%	14	0.002%	-0.001%	-34.670%
24	Contracting and legal	Business Skills	Business processes	2	319,254	6.913%	48,437	8.565%	1.652%	23.897%
176	Coordination	Business Skills	Management skills	1	227,965	4.936%	42,640	7.540%	2.604%	52.746%
157	Cost accounting	Business Skills	Business processes	1	7,218	0.156%	1,104	0.195%	0.039%	24.903%
158	Cost estimation	Business Skills	Business processes	1	3,570	0.077%	489	0.086%	0.009%	11.857%
1312	Customer Support	Business Skills	Business processes	6	897,825	19.442%	115,332	20.395%	0.953%	4.901%
1339	Education	Business Skills	Industry Segment	1	47,659	1.032%	12,717	2.249%	1.217%	117.902%
1333	Energy	Business Skills	Industry Segment	1	230,700	4.996%	36,347	6.427%	1.432%	28.660%
1340	Entertainment	Business Skills	Industry Segment	1	236,600	5.123%	13,576	2.401%	-2.723%	-53.143%
1319	Environmental	Business Skills	Environmental	16	192,938	4.178%	28,254	4.996%	0.818%	19.587%
1320	Environmental Strategy	Business Skills	Environmental	10	41,358	0.896%	17,306	3.060%	2.165%	241.710%
161	Financial	Business Skills	Business processes	2	1,135,265	24.584%	144,324	25.522%	0.938%	3.816%
1275	Financial Analysis software	Business Skills	Business processes	8	5,421	0.117%	606	0.107%	-0.010%	-8.712%
1332	Health Care	Business Skills	Industry Segment	2	749,503	16.230%	86,151	15.235%	-0.996%	-6.134%
177	Human resources	Business Skills	Management skills	2	356,999	7.731%	36,415	6.439%	-1.291%	-16.702%
1336	Insurance	Business Skills	Industry Segment	1	25,853	0.560%	2,954	0.522%	-0.037%	-6.692%
1316	Managing/Supervision	Business Skills	Management skills	5	1,836,369	39.766%	220,763	39.039%	-0.727%	-1.828%
1334	Manufacturing	Business Skills	Industry Segment	2	391,043	8.468%	40,931	7.238%	-1.230%	-14.523%
26	Marketing	Business Skills	Business processes	1	570,593	12.356%	57,546	10.176%	-2.180%	-17.641%
185	Monitoring	Business Skills	Project management	1	528,760	11.450%	87,158	15.413%	3.963%	34.608%
179	Negotiation	Business Skills	Management skills	1	157,895	3.419%	22,946	4.058%	0.639%	18.675%
163	Operation and Control	Business Skills	Business processes	3	3,327	0.072%	1,179	0.208%	0.136%	189.389%
29	Outsourcing Management	Business Skills	Management skills	3	156,443	3.388%	5,546	0.981%	-2.407%	-71.050%
167	Procurement	Business Skills	Business processes	1	130,435	2.825%	16,564	2.929%	0.105%	3.703%
1290	Project Management software	Business Skills	Project management	3	120,492	2.609%	9,948	1.759%	-0.850%	-32.578%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	802,252	17.372%	101,044	17.868%	0.496%	2.854%
168	Quality	Business Skills	Business processes	1	1,370,938	29.687%	206,867	36.581%	6.894%	23.224%
1337	Real Estate	Business Skills	Industry Segment	2	193,028	4.180%	6,586	1.165%	-3.015%	-72.137%
1335	Retail	Business Skills	Industry Segment	2	879,460	19.044%	79,502	14.059%	-4.986%	-26.179%
34	Risk Management	Business Skills	Project management	1	148,525	3.216%	31,779	5.620%	2.403%	74.728%
169	Service Orientation	Business Skills	Business processes	1	33,153	0.718%	5,243	0.927%	0.209%	29.145%
27	Supply Chain Management	Business Skills	Business processes	3	170,340	3.689%	20,630	3.648%	-0.041%	-1.098%
1295	Supply Chain Management software	Business Skills	Business processes	4	8,798	0.191%	966	0.171%	-0.020%	-10.337%
178	Teaching	Business Skills	Management skills	7	307,599	6.661%	32,013	5.661%	-1.000%	-15.011%
190	Timekeeping	Business Skills	Project management	3	123,125	2.666%	11,984	2.119%	-0.547%	-20.517%
1296	Timekeeping software	Business Skills	Project management	1	5,665	0.123%	1,164	0.206%	0.083%	67.793%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,948	0.107%	436	0.077%	-0.030%	-28.042%
180	Troubleshooting	Business Skills	Management skills	1	590,512	12.787%	82,317	14.557%	1.769%	13.837%
181	Verification	Business Skills	Management skills	1	286,249	6.199%	31,402	5.553%	-0.646%	-10.415%
1338	Waste Management	Business Skills	Industry Segment	1	4,673	0.101%	397	0.070%	-0.031%	-30.623%
191	Workflow	Business Skills	Project management	1	200,582	4.344%	29,062	5.139%	0.796%	18.319%
31	Working Globally	Business Skills	Management skills	3	24,320	0.527%	892	0.158%	-0.369%	-70.048%
32	Working with Virtual Teams	Business Skills	Management skills	2	8,547	0.185%	1,334	0.236%	0.051%	27.457%
51	4GL	Technical Skills	Software development	3	6,198	0.134%	493	0.087%	-0.047%	-35.044%
987	Access servers & software	Technical Skills	Network	10	140,559	3.044%	16,246	2.873%	-0.171%	-5.614%
38	Agile Development Methods	Technical Skills	Software development	13	295,978	6.409%	60,777	10.748%	4.338%	67.688%
304	Algorithmic software	Technical Skills	Business applications	1	116	0.003%	6	0.001%	-0.001%	-57.761%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	5,025	0.109%	772	0.137%	0.028%	25.459%
1352	Android	Technical Skills	Mobile Platforms	3	83,162	1.801%	15,389	2.721%	0.920%	51.115%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	58,373	1.264%	6,377	1.128%	-0.136%	-10.788%
120	Apple operating systems	Technical Skills	Business applications	6	124,109	2.688%	20,365	3.601%	0.914%	33.999%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	43,494	0.942%	1,075	0.190%	-0.752%	-79.816%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	100,758	2.182%	39,661	7.013%	4.832%	221.444%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	191	0.004%	31	0.005%	0.001%	32.541%
1265	Backup & Recovery	Technical Skills	Technical applications	16	348,265	7.542%	37,223	6.582%	-0.959%	-12.718%
1386	Biometric	Technical Skills	Information mgmt	2	11,938	0.259%	1,527	0.270%	0.012%	4.455%
1353	Blackberry	Technical Skills	Mobile Platforms	2	33,055	0.716%	946	0.167%	-0.549%	-76.629%
336	Borland Delphi	Technical Skills	Business applications	1	6,457	0.140%	427	0.076%	-0.064%	-45.997%
337	Borland JBuilder	Technical Skills	Business applications	1	4,143	0.090%	40	0.007%	-0.083%	-92.116%
338	Borland Paradox	Technical Skills	Business applications	1	397	0.009%	49	0.009%	0.000%	0.792%
72	Business Continuity Planning	Technical Skills	Hardware	2	75,719	1.640%	7,690	1.360%	-0.280%	-17.064%
352	Cadence Opus	Technical Skills	Business applications	1	2,153	0.047%	152	0.027%	-0.020%	-42.347%
868	Calculators	Technical Skills	Hardware	1	4,179	0.090%	558	0.099%	0.008%	9.039%
39	CASE Tools	Technical Skills	Software development	1	241,917	5.239%	31,140	5.507%	0.268%	5.117%
367	Categorization or classification software	Technical Skills	Business applications	1	18,457	0.400%	2,120	0.375%	-0.025%	-6.202%
112	Certification	Technical Skills	Misc	3	872,469	18.893%	137,560	24.326%	5.433%	28.755%
78	Cisco	Technical Skills	Hardware	1	346,705	7.508%	25,136	4.445%	-3.063%	-40.795%
1009	Cisco Systems IOS	Technical Skills	Network	1	87,014	1.884%	15,609	2.760%	0.876%	46.490%
40	Client-Server	Technical Skills	Software development	1	93,050	2.015%	3,889	0.688%	-1.327%	-65.870%
1011	Cluster server software	Technical Skills	Network	9	69,627	1.508%	7,071	1.250%	-0.257%	-17.068%
1147	CMAKE	Technical Skills	Software development	1	1,174	0.025%	515	0.091%	0.066%	258.228%
1151	Compatibility testing	Technical Skills	Software development	1	2,076	0.045%	196	0.035%	-0.010%	-22.901%
1152	Compilers	Technical Skills	Software development	5	46,346	1.004%	8,326	1.472%	0.469%	46.705%
1255	Compliance software	Technical Skills	Technical applications	4	26,624	0.577%	4,587	0.811%	0.235%	40.694%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	80,633	1.746%	7,118	1.259%	-0.487%	-27.911%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	7,400	0.160%	908	0.161%	0.000%	0.202%
875	Computer diagnostics	Technical Skills	Hardware	5	194,399	4.210%	32,239	5.701%	1.491%	35.428%
1107	Computer forensics	Technical Skills	Security	1	10,229	0.222%	1,178	0.208%	-0.013%	-5.956%
1266	Computer Hardware	Technical Skills	Hardware	15	109,690	2.375%	19,186	3.393%	1.017%	42.836%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,376	0.809%	343	0.061%	-0.749%	-92.506%
1015	Computer servers	Technical Skills	Network	6	405,593	8.783%	40,891	7.231%	-1.552%	-17.670%
1267	Computer Utilities	Technical Skills	Misc	1	2,889	0.063%	562	0.099%	0.037%	58.858%
59	Content Manager	Technical Skills	Business applications	1	4,401	0.095%	269	0.048%	-0.048%	-50.086%
1396	Continuous Improvement	Technical Skills	Software development	1	97,144	2.104%	29,417	5.202%	3.098%	147.288%
878	Controllers	Technical Skills	Hardware	3	29,989	0.649%	5,053	0.894%	0.244%	37.597%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	5,507	0.119%	821	0.145%	0.026%	21.744%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	16,472	0.357%	908	0.161%	-0.196%	-54.985%
53	Customer Relationship Management	Technical Skills	Business applications	9	261,393	5.660%	24,873	4.398%	-1.262%	-22.294%
1368	Cyber Security	Technical Skills	Information mgmt	3	97,114	2.103%	37,118	6.564%	4.461%	212.121%
953	Data acquisition systems	Technical Skills	Information mgmt	1	23,338	0.505%	3,951	0.699%	0.193%	38.250%
955	Data compression software	Technical Skills	Information mgmt	1	13,872	0.300%	1,194	0.211%	-0.089%	-29.711%
956	Data conversion software	Technical Skills	Information mgmt	1	19,722	0.427%	1,677	0.297%	-0.131%	-30.561%
958	Data dictionary	Technical Skills	Information mgmt	1	11,511	0.249%	1,032	0.182%	-0.067%	-26.787%
959	Data entry	Technical Skills	Information mgmt	1	194,115	4.203%	5,577	0.986%	-3.217%	-76.538%
962	Data mapping	Technical Skills	Information mgmt	1	22,562	0.489%	2,518	0.445%	-0.043%	-8.862%
67	Data Mining	Technical Skills	Information mgmt	5	118,012	2.555%	14,036	2.482%	-0.073%	-2.873%
963	Data modeling	Technical Skills	Information mgmt	1	136,328	2.952%	12,894	2.280%	-0.672%	-22.763%
68	Data Warehousing	Technical Skills	Information mgmt	2	209,921	4.546%	18,543	3.279%	-1.267%	-27.865%
69	Database Administration	Technical Skills	Information mgmt	12	270,554	5.859%	22,407	3.962%	-1.896%	-32.368%
969	Database design software	Technical Skills	Information mgmt	16	217,239	4.704%	17,188	3.039%	-1.665%	-35.389%
1268	Database Reporting	Technical Skills	Information mgmt	3	63,298	1.371%	3,314	0.586%	-0.785%	-57.245%
1269	Database Security	Technical Skills	Information mgmt	2	769	0.017%	125	0.022%	0.005%	32.741%
1373	Database Security	Technical Skills	Information mgmt	1	1,074	0.023%	189	0.033%	0.010%	43.707%
1270	Database Servers	Technical Skills	Information mgmt	3	52,092	1.128%	1,651	0.292%	-0.836%	-74.118%
1271	Database Testing	Technical Skills	Information mgmt	1	3,760	0.081%	394	0.070%	-0.012%	-14.428%
1160	Debugging	Technical Skills	Software development	7	302,527	6.551%	38,566	6.820%	0.269%	4.103%
1385	Decryption	Technical Skills	Information mgmt	2	1,523	0.033%	203	0.036%	0.003%	8.847%
418	Desktop publishing software	Technical Skills	Business applications	13	69,529	1.506%	16,756	2.963%	1.457%	96.800%
1272	Development Environment	Technical Skills	Software development	13	201,346	4.360%	21,926	3.877%	-0.483%	-11.072%
1273	Digital Imaging	Technical Skills	Hardware	1	2,169	0.047%	104	0.018%	-0.029%	-60.844%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	12,706	0.275%	1,683	0.298%	0.022%	8.167%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	12,123	0.263%	1,151	0.204%	-0.059%	-22.467%
1307	Doctor of Philosophy	Technical Skills	Misc	3	206,524	4.472%	30,100	5.323%	0.851%	19.019%
973	Document management software	Technical Skills	Information mgmt	4	41,592	0.901%	5,946	1.051%	0.151%	16.744%
1020	Domain name system (DNS)	Technical Skills	Network	3	137,424	2.976%	15,508	2.742%	-0.233%	-7.846%
61	Dreamweaver	Technical Skills	Software development	1	20,515	0.444%	667	0.118%	-0.326%	-73.449%
54	DSS/GDSS	Technical Skills	Business applications	5	52,955	1.147%	4,991	0.883%	-0.264%	-23.034%
425	Dynamic modeling software	Technical Skills	Business applications	1	173	0.004%	35	0.006%	0.002%	65.212%
62	Eclipse	Technical Skills	Software development	1	83,130	1.800%	5,707	1.009%	-0.791%	-43.938%
1308	Electronic Commerce	Technical Skills	Business applications	2	189,240	4.098%	14,540	2.571%	-1.527%	-37.256%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	37,656	0.815%	3,145	0.556%	-0.259%	-31.796%
1023	Electronic mail software	Technical Skills	Network	8	69,452	1.504%	8,252	1.459%	-0.045%	-2.972%
1384	Encryption	Technical Skills	Information mgmt	1	324	0.007%	135	0.024%	0.017%	240.259%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	213,593	4.625%	21,325	3.771%	-0.854%	-18.469%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	252,738	5.473%	23,356	4.130%	-1.343%	-24.534%
1321	Environmental Certification	Technical Skills	Environmental	1	550	0.012%	220	0.039%	0.027%	226.649%
1328	Environmental Cleanup	Technical Skills	Environmental	2	1,505	0.033%	73	0.013%	-0.020%	-60.390%
1329	Environmental Energy	Technical Skills	Environmental	23	17,408	0.377%	4,355	0.770%	0.393%	104.296%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	16,078	0.348%	2,963	0.524%	0.176%	50.494%
1327	Environmental Pollution	Technical Skills	Environmental	22	45,553	0.986%	4,045	0.715%	-0.271%	-27.486%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	8,126	0.176%	1,986	0.351%	0.175%	99.583%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,836	0.061%	775	0.137%	0.076%	123.160%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	53,593	1.161%	2,660	0.470%	-0.690%	-59.468%
1331	Environmental Science	Technical Skills	Environmental	2	1,604	0.035%	101	0.018%	-0.017%	-48.579%
1322	Environmental Technology	Technical Skills	Environmental	2	1,002	0.022%	326	0.058%	0.036%	165.687%
461	Expert system software	Technical Skills	Business applications	1	1,644	0.036%	240	0.042%	0.007%	19.215%
1359	Facebook	Technical Skills	Social Networking	1	530,985	11.498%	11,865	2.098%	-9.400%	-81.752%
463	Facilities management software	Technical Skills	Business applications	4	14,793	0.320%	2,667	0.472%	0.151%	47.227%
468	Flight control software	Technical Skills	Business applications	1	1,358	0.029%	284	0.050%	0.021%	70.781%
469	Flowchart software	Technical Skills	Business applications	5	13,103	0.284%	1,301	0.230%	-0.054%	-18.917%
1367	Forensic	Technical Skills	Information mgmt	2	74,858	1.621%	7,877	1.393%	-0.228%	-14.070%
1112	Fraud Detection	Technical Skills	Security	1	25,649	0.555%	5,735	1.014%	0.459%	82.593%
63	FrontPage	Technical Skills	Software development	1	3,329	0.072%	51	0.009%	-0.063%	-87.489%
475	Fund accounting software	Technical Skills	Business applications	1	2,124	0.046%	298	0.053%	0.007%	14.573%
1260	Gaming	Technical Skills	Misc	2	98,792	2.139%	14,103	2.494%	0.355%	16.576%
113	Generic databases	Technical Skills	Information mgmt	2	652,657	14.133%	78,809	13.936%	-0.197%	-1.392%
1365	Google Apps	Technical Skills	Business applications	4	14,794	0.320%	1,619	0.286%	-0.034%	-10.632%
1364	Google Plus	Technical Skills	Social Networking	1	1,516	0.033%	208	0.037%	0.004%	12.043%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	32	266,537	5.772%	30,475	5.389%	-0.383%	-6.630%
484	Graphic software	Technical Skills	Business applications	16	363,080	7.862%	38,193	6.754%	-1.108%	-14.098%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	74,369	1.610%	4,097	0.724%	-0.886%	-55.012%
1323	Green IT	Technical Skills	Environmental	9	12,677	0.275%	1,936	0.342%	0.068%	24.712%
893	Guidance systems	Technical Skills	Hardware	1	197	0.004%	28	0.005%	0.001%	16.068%
1371	Hacking	Technical Skills	Information mgmt	5	22,569	0.489%	4,645	0.821%	0.333%	68.072%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,386	0.030%	382	0.068%	0.038%	125.072%
1277	Hardware Design	Technical Skills	Hardware	20	34,616	0.750%	6,515	1.152%	0.402%	53.695%
1278	Hardware Testing	Technical Skills	Hardware	4	11,307	0.245%	1,546	0.273%	0.029%	11.656%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	2,417	0.052%	839	0.148%	0.096%	183.469%
492	Helpdesk or call center	Technical Skills	Business applications	2	255,533	5.533%	24,389	4.313%	-1.221%	-22.059%
1377	Homeland Security	Technical Skills	Information mgmt	1	117,803	2.551%	11,981	2.119%	-0.432%	-16.947%
114	IBM databases	Technical Skills	Information mgmt	2	107,276	2.323%	5,557	0.983%	-1.340%	-57.698%
121	IBM operating systems	Technical Skills	Business applications	4	83,202	1.802%	2,876	0.509%	-1.293%	-71.772%
898	Image capture devices	Technical Skills	Hardware	9	22,489	0.487%	4,621	0.817%	0.330%	67.798%
524	Industrial control software	Technical Skills	Business applications	3	18,842	0.408%	3,966	0.701%	0.293%	71.888%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	62,398	1.351%	8,445	1.493%	0.142%	10.522%
1375	Information Security	Technical Skills	Information mgmt	3	187,155	4.053%	36,293	6.418%	2.365%	58.359%
899	Infrared	Technical Skills	Hardware	1	5,641	0.122%	686	0.121%	-0.001%	-0.691%
1180	Installation	Technical Skills	Software development	1	372,466	8.066%	43,623	7.714%	-0.351%	-4.358%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,459	0.032%	200	0.035%	0.004%	11.943%
536	Internet browser software	Technical Skills	Business applications	4	25,801	0.559%	2,577	0.456%	-0.103%	-18.436%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	47,254	1.023%	5,719	1.011%	-0.012%	-1.167%
541	Inventory management software	Technical Skills	Business applications	3	24,576	0.532%	5,180	0.916%	0.384%	72.123%
1414	ISO 9000	Technical Skills	Software development	1	6,558	0.142%	335	0.059%	-0.083%	-58.285%
73	IT Architecture/Standards	Technical Skills	Hardware	2	36,515	0.791%	4,394	0.777%	-0.014%	-1.733%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,459	0.032%	12	0.002%	-0.029%	-93.283%
1035	Kernel	Technical Skills	Network	1	40,124	0.869%	3,348	0.592%	-0.277%	-31.860%
907	Lasers	Technical Skills	Hardware	1	1,388	0.030%	345	0.061%	0.031%	102.979%
1038	License management software	Technical Skills	Network	1	3,189	0.069%	608	0.108%	0.038%	55.693%
1361	LinkedIn	Technical Skills	Social Networking	1	42,453	0.919%	8,689	1.537%	0.617%	67.141%
908	Mainframe computers	Technical Skills	Hardware	2	129,756	2.810%	6,419	1.135%	-1.675%	-59.602%
124	Mainframe operating systems	Technical Skills	Business applications	8	59,880	1.297%	6,057	1.071%	-0.226%	-17.397%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	95,701	2.072%	7,781	1.376%	-0.696%	-33.604%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	22,456	0.486%	2,117	0.374%	-0.112%	-23.014%
1281	Medical software	Technical Skills	Business applications	9	34,604	0.749%	6,879	1.216%	0.467%	62.338%
115	Microsoft databases	Technical Skills	Information mgmt	5	599,972	12.992%	44,800	7.922%	-5.070%	-39.023%
119	Microsoft operating systems	Technical Skills	Business applications	4	864,211	18.714%	80,910	14.308%	-4.406%	-23.545%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	22,793	0.494%	2,445	0.432%	-0.061%	-12.401%
625	Multimedia	Technical Skills	Business applications	1	149,768	3.243%	3,414	0.604%	-2.639%	-81.385%
1362	MySpace	Technical Skills	Social Networking	1	5,227	0.113%	57	0.010%	-0.103%	-91.095%
74	Network administration	Technical Skills	Hardware	17	480,989	10.416%	54,958	9.719%	-0.697%	-6.692%
1282	Network Administration software	Technical Skills	Network	18	229,597	4.972%	29,778	5.266%	0.294%	5.913%
1283	Network Hardware	Technical Skills	Network	11	167,154	3.620%	16,708	2.955%	-0.665%	-18.374%
1284	Network Monitoring software	Technical Skills	Network	15	115,252	2.496%	13,923	2.462%	-0.034%	-1.348%
1059	Network operation system software (NOS)	Technical Skills	Network	2	5,356	0.116%	442	0.078%	-0.038%	-32.609%
1122	Network security	Technical Skills	Security	1	139,801	3.027%	14,024	2.480%	-0.547%	-18.081%
1369	Network Security	Technical Skills	Information mgmt	1	26,131	0.566%	2,372	0.419%	-0.146%	-25.872%
1285	Network Security software	Technical Skills	Security	36	329,271	7.130%	48,937	8.654%	1.524%	21.368%
1286	Network software	Technical Skills	Network	6	76,649	1.660%	10,901	1.928%	0.268%	16.140%
1287	Network Testing	Technical Skills	Network	11	73,687	1.596%	6,828	1.207%	-0.388%	-24.330%
1065	Novell network software	Technical Skills	Network	2	5,798	0.126%	131	0.023%	-0.102%	-81.549%
643	Oberon	Technical Skills	Business applications	1	563	0.012%	29	0.005%	-0.007%	-57.936%
1413	Object Oriented Design	Technical Skills	Software development	2	107,600	2.330%	5,808	1.027%	-1.303%	-55.921%
41	Object Oriented Programming	Technical Skills	Software development	5	505,093	10.938%	38,989	6.895%	-4.043%	-36.964%
1288	Office Applications	Technical Skills	Business applications	13	696,589	15.084%	109,560	19.374%	4.290%	28.439%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	45,809	0.992%	2,300	0.407%	-0.585%	-58.999%
116	Open-source databases	Technical Skills	Information mgmt	4	237,552	5.144%	23,675	4.187%	-0.957%	-18.614%
118	Open-source operating systems	Technical Skills	Business applications	8	686,598	14.868%	73,704	13.033%	-1.834%	-12.338%
56	Operating Systems	Technical Skills	Business applications	3	397,441	8.606%	50,615	8.951%	0.344%	3.999%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	3,052	0.066%	541	0.096%	0.030%	44.755%
117	Oracle databases	Technical Skills	Information mgmt	1	742,177	16.071%	47,848	8.461%	-7.610%	-47.353%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,366	0.073%	20	0.004%	-0.069%	-95.148%
1376	Penetration Testing	Technical Skills	Information mgmt	5	127,894	2.769%	27,671	4.893%	2.124%	76.683%
1289	Physical Tools	Technical Skills	Hardware	1	346	0.007%	117	0.021%	0.013%	176.141%
683	Point of sale (POS)	Technical Skills	Business applications	3	27,536	0.596%	4,822	0.853%	0.256%	43.004%
686	Polka	Technical Skills	Business applications	1	619	0.013%	617	0.109%	0.096%	713.983%
931	Printers	Technical Skills	Hardware	3	48,454	1.049%	11,817	2.090%	1.040%	99.158%
43	Programming	Technical Skills	Software development	1	1,113,269	24.107%	122,308	21.628%	-2.479%	-10.283%
700	Provisioning	Technical Skills	Business applications	1	65,024	1.408%	9,781	1.730%	0.322%	22.837%
1405	Rapid Application Development	Technical Skills	Software development	2	22,396	0.485%	1,178	0.208%	-0.277%	-57.047%
1258	Rate Control	Technical Skills	Technical applications	1	201	0.004%	9	0.002%	-0.003%	-63.435%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	47,815	1.035%	949	0.168%	-0.868%	-83.792%
1077	Remote control software	Technical Skills	Network	2	5,194	0.112%	829	0.147%	0.034%	30.339%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,614	0.057%	225	0.040%	-0.017%	-29.709%
1379	Risk Analysis	Technical Skills	Information mgmt	1	29,171	0.632%	4,811	0.851%	0.219%	34.681%
1262	Robotics	Technical Skills	Hardware	3	24,604	0.533%	9,439	1.669%	1.136%	213.286%
1318	RSA	Technical Skills	Security	1	18,964	0.411%	1,339	0.237%	-0.174%	-42.340%
44	SDLC	Technical Skills	Software development	7	542,732	11.753%	56,381	9.970%	-1.782%	-15.166%
1132	Secure shell (SSH)	Technical Skills	Security	1	400	0.009%	22	0.004%	-0.005%	-55.086%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	57,399	1.243%	5,286	0.935%	-0.308%	-24.796%
76	Security	Technical Skills	Hardware	4	3,114,752	67.448%	212,213	37.527%	-29.922%	-44.362%
1382	Security Audit	Technical Skills	Information mgmt	1	4,667	0.101%	610	0.108%	0.007%	6.736%
1315	Security Clearance	Technical Skills	Misc	2	378,237	8.191%	58,766	10.392%	2.201%	26.877%
1381	Security Plan	Technical Skills	Information mgmt	1	4,382	0.095%	1,081	0.191%	0.096%	101.453%
1380	Security Policy	Technical Skills	Information mgmt	2	76,402	1.654%	14,342	2.536%	0.882%	53.294%
1135	Security testing software	Technical Skills	Security	1	12,855	0.278%	2,751	0.486%	0.208%	74.759%
60	Sharepoint Server	Technical Skills	Business applications	1	14,920	0.323%	463	0.082%	-0.241%	-74.658%
1084	Signal generators	Technical Skills	Network	1	1,084	0.023%	267	0.047%	0.024%	101.142%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	37,006	0.801%	2,274	0.402%	-0.399%	-49.819%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	157,099	3.402%	13,490	2.386%	-1.016%	-29.877%
1220	Simulation software	Technical Skills	Software development	5	73,202	1.585%	15,294	2.705%	1.119%	70.616%
1366	Social Network	Technical Skills	Social Networking	1	13,477	0.292%	1,077	0.190%	-0.101%	-34.741%
1358	Social Networking	Technical Skills	Social Networking	1	24,109	0.522%	915	0.162%	-0.360%	-69.007%
42	Software Development	Technical Skills	Software development	2	1,151,174	24.928%	109,766	19.411%	-5.518%	-22.134%
1291	Software Development software	Technical Skills	Software development	3	7,405	0.160%	253	0.045%	-0.116%	-72.099%
1309	Software Engineering	Technical Skills	Software development	1	697,389	15.102%	69,828	12.348%	-2.754%	-18.234%
1292	Software Installation	Technical Skills	Software development	4	515,732	11.168%	73,338	12.969%	1.801%	16.125%
1223	Software libraries	Technical Skills	Software development	1	1,573	0.034%	403	0.071%	0.037%	109.217%
1293	Software Maintenance	Technical Skills	Software development	1	31,053	0.672%	2,315	0.409%	-0.263%	-39.121%
1294	Software Testing	Technical Skills	Software development	14	496,895	10.760%	66,214	11.709%	0.949%	8.819%
1225	Source code management (SCM)	Technical Skills	Software development	5	161,607	3.500%	19,984	3.534%	0.034%	0.982%
1229	Static analysis software	Technical Skills	Software development	1	3,847	0.083%	682	0.121%	0.037%	44.772%
772	Statistical analysis software	Technical Skills	Business applications	26	385,882	8.356%	68,273	12.073%	3.717%	44.483%
774	Statistical software	Technical Skills	Business applications	1	170,984	3.703%	35,584	6.293%	2.590%	69.950%
1230	Stress testing software	Technical Skills	Software development	1	10,977	0.238%	1,179	0.208%	-0.029%	-12.290%
122	Sun operating systems	Technical Skills	Business applications	3	168,268	3.644%	5,995	1.060%	-2.584%	-70.906%
939	Surveillance systems	Technical Skills	Hardware	5	47,289	1.024%	10,192	1.802%	0.778%	76.003%
791	Symantec software	Technical Skills	Business applications	1	32,861	0.712%	2,371	0.419%	-0.292%	-41.079%
1355	Symbian	Technical Skills	Mobile Platforms	1	119	0.003%	5	0.001%	-0.002%	-65.688%
1310	System Administration	Technical Skills	Network	4	289,571	6.271%	30,842	5.454%	-0.817%	-13.022%
45	System Testing	Technical Skills	Software development	5	94,264	2.041%	11,726	2.074%	0.032%	1.584%
46	Systems Analysis	Technical Skills	Software development	8	373,326	8.084%	42,887	7.584%	-0.500%	-6.188%
47	Systems Design	Technical Skills	Software development	1	61,253	1.326%	6,993	1.237%	-0.090%	-6.770%
1233	Systems Evaluation	Technical Skills	Software development	1	840	0.018%	212	0.037%	0.019%	106.100%
1234	Systems integration	Technical Skills	Software development	8	239,949	5.196%	11,388	2.014%	-3.182%	-61.243%
75	TCP/IP	Technical Skills	Hardware	3	237,182	5.136%	19,675	3.479%	-1.657%	-32.259%
1235	Technology Design	Technical Skills	Software development	1	4,764	0.103%	775	0.137%	0.034%	32.847%
1236	Templates	Technical Skills	Software development	1	73,761	1.597%	9,490	1.678%	0.081%	5.066%
1239	Test implementation	Technical Skills	Software development	1	2,107	0.046%	644	0.114%	0.068%	149.599%
1302	Testing	Technical Skills	Software development	1	1,389,743	30.094%	181,774	32.144%	2.050%	6.812%
1297	Training software	Technical Skills	Business applications	3	5,003	0.108%	738	0.131%	0.022%	20.461%
57	Transaction Processing Systems	Technical Skills	Business applications	4	6,138	0.133%	487	0.086%	-0.047%	-35.208%
1360	Twitter	Technical Skills	Social Networking	1	67,352	1.458%	10,880	1.924%	0.465%	31.917%
1411	Unified Process	Technical Skills	Software development	1	10,808	0.234%	150	0.027%	-0.208%	-88.666%
123	UNIX operating systems	Technical Skills	Business applications	5	658,649	14.263%	36,914	6.528%	-7.735%	-54.232%
1298	UNIX Shells	Technical Skills	Business applications	4	141,970	3.074%	10,724	1.896%	-1.178%	-38.315%
1410	Use Case	Technical Skills	Software development	1	32,559	0.705%	3,243	0.573%	-0.132%	-18.661%
48	User-Interface Design	Technical Skills	Software development	2	302,385	6.548%	28,675	5.071%	-1.477%	-22.560%
836	Video creation and editing software	Technical Skills	Business applications	3	16,665	0.361%	1,760	0.311%	-0.050%	-13.756%
64	Visual Studio	Technical Skills	Software development	1	144,442	3.128%	11,114	1.965%	-1.162%	-37.166%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,949	0.150%	1,035	0.183%	0.033%	21.630%
77	Voice/Data Telecom	Technical Skills	Hardware	10	389,445	8.433%	30,194	5.339%	-3.094%	-36.687%
1299	Web Application Server	Technical Skills	Business applications	8	188,263	4.077%	6,717	1.188%	-2.889%	-70.864%
1248	Web platform development software	Technical Skills	Software development	5	11,157	0.242%	127	0.022%	-0.219%	-90.704%
65	web programmer	Technical Skills	Software development	4	93,392	2.022%	3,357	0.594%	-1.429%	-70.646%
58	Web servers	Technical Skills	Business applications	6	299,106	6.477%	20,480	3.622%	-2.855%	-44.085%
49	Web-based Application Development	Technical Skills	Software development	2	220,975	4.785%	14,895	2.634%	-2.151%	-44.955%
1356	Windows CE	Technical Skills	Mobile Platforms	4	23,094	0.500%	491	0.087%	-0.413%	-82.638%
1102	Wireless	Technical Skills	Network	5	183,541	3.974%	20,699	3.660%	-0.314%	-7.905%
1363	YouTube	Technical Skills	Social Networking	2	11,597	0.251%	4,629	0.819%	0.567%	225.959%
79	.NET	Programming Skills	Current	1	493,502	10.687%	31,571	5.583%	-5.104%	-47.758%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	151	0.003%	24	0.004%	0.001%	29.794%
209	A programming language (APL)	Programming Skills	Legacy	2	6,895	0.149%	1,423	0.252%	0.102%	68.536%
99	Ada	Programming Skills	Legacy	1	21,332	0.462%	7,120	1.259%	0.797%	172.565%
80	AJAX	Programming Skills	Current	1	238,511	5.165%	8,144	1.440%	-3.725%	-72.116%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	115	0.002%	12	0.002%	-0.000%	-14.787%
192	Apple AppleScript	Programming Skills	Current	1	688	0.015%	55	0.010%	-0.005%	-34.718%
81	ASP	Programming Skills	Current	2	312,095	6.758%	16,096	2.846%	-3.912%	-57.884%
108	Assembly	Programming Skills	Legacy	2	10,673	0.231%	664	0.117%	-0.114%	-49.195%
211	AWK	Programming Skills	Legacy	1	8,534	0.185%	439	0.078%	-0.107%	-57.992%
212	B	Programming Skills	Legacy	1	63,476	1.375%	10,988	1.943%	0.569%	41.361%
83	C#	Programming Skills	Current	2	488,318	10.574%	43,139	7.629%	-2.946%	-27.858%
82	C/C++	Programming Skills	Current	3	723,804	15.674%	73,752	13.042%	-2.632%	-16.790%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	356,606	7.722%	36,403	6.437%	-1.285%	-16.638%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,189	0.026%	58	0.010%	-0.015%	-60.165%
84	CGI	Programming Skills	Current	2	36,125	0.782%	4,020	0.711%	-0.071%	-9.126%
217	Clipper	Programming Skills	Legacy	1	750	0.016%	66	0.012%	-0.005%	-28.137%
218	CLU	Programming Skills	Legacy	1	391	0.008%	29	0.005%	-0.003%	-39.432%
100	Cobol	Programming Skills	Legacy	1	32,757	0.709%	1,922	0.340%	-0.369%	-52.085%
85	ColdFusion	Programming Skills	Current	2	25,727	0.557%	1,031	0.182%	-0.375%	-67.274%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	601	0.013%	76	0.013%	0.000%	3.267%
195	Component object model (COM)	Programming Skills	Current	1	571	0.012%	13	0.002%	-0.010%	-81.408%
125	Database programming	Programming Skills	Current	3	98,107	2.124%	4,517	0.799%	-1.326%	-62.401%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,921	0.128%	82	0.015%	-0.114%	-88.691%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	24,274	0.526%	1,163	0.206%	-0.320%	-60.875%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,666	0.166%	746	0.132%	-0.034%	-20.532%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	41,608	0.901%	1,245	0.220%	-0.681%	-75.565%
109	Forth	Programming Skills	Legacy	1	16,695	0.362%	5,295	0.936%	0.575%	159.000%
102	Fortran	Programming Skills	Legacy	1	6,787	0.147%	824	0.146%	-0.001%	-0.855%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	776,140	16.807%	52,705	9.320%	-7.487%	-44.546%
222	J	Programming Skills	Legacy	1	17,345	0.376%	2,735	0.484%	0.108%	28.767%
87	Java/J2EE/J2P	Programming Skills	Current	4	1,010,599	21.884%	95,134	16.823%	-5.061%	-23.126%
97	JavaScript	Programming Skills	Current	3	572,304	12.393%	62,129	10.987%	-1.406%	-11.348%
89	JavaServer Faces	Programming Skills	Current	3	35,625	0.771%	1,168	0.207%	-0.565%	-73.226%
88	JavaServer Pages	Programming Skills	Current	3	151,721	3.285%	4,625	0.818%	-2.468%	-75.106%
223	Job control language (JCL)	Programming Skills	Legacy	2	21,483	0.465%	1,253	0.222%	-0.244%	-52.370%
126	LAMP	Programming Skills	Current	1	43,689	0.946%	1,446	0.256%	-0.690%	-72.972%
104	Lisp	Programming Skills	Legacy	1	2,657	0.058%	206	0.036%	-0.021%	-36.686%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	3,167	0.069%	894	0.158%	0.090%	130.521%
201	Microsoft ActiveX	Programming Skills	Current	1	5,591	0.121%	80	0.014%	-0.107%	-88.315%
107	Pascal	Programming Skills	Legacy	1	1,999	0.043%	85	0.015%	-0.028%	-65.276%
90	Perl	Programming Skills	Current	1	298,763	6.470%	19,067	3.372%	-3.098%	-47.883%
91	PHP	Programming Skills	Current	1	178,581	3.867%	13,578	2.401%	-1.466%	-37.910%
103	PL/1	Programming Skills	Legacy	3	758	0.016%	103	0.018%	0.002%	10.966%
105	Prolog	Programming Skills	Legacy	1	1,774	0.038%	107	0.019%	-0.019%	-50.745%
95	Python	Programming Skills	Current	1	300,595	6.509%	79,588	14.074%	7.565%	116.215%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	53,729	1.163%	823	0.146%	-1.018%	-87.491%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	116,182	2.516%	15,198	2.688%	0.172%	6.824%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,955	0.042%	214	0.038%	-0.004%	-10.610%
206	Scripting languages	Programming Skills	Current	1	94,746	2.052%	13,388	2.367%	0.316%	15.392%
101	Smalltalk	Programming Skills	Legacy	1	1,076	0.023%	20	0.004%	-0.020%	-84.821%
92	SQL	Programming Skills	Current	3	1,345,151	29.129%	119,255	21.089%	-8.040%	-27.602%
110	TCL	Programming Skills	Legacy	1	18,598	0.403%	1,340	0.237%	-0.166%	-41.162%
98	Unified Modeling Language	Programming Skills	Current	2	115,447	2.500%	4,339	0.767%	-1.733%	-69.308%
93	Visual Basic	Programming Skills	Current	6	275,619	5.968%	15,989	2.827%	-3.141%	-52.627%
207	Web service definition language (WSDL)	Programming Skills	Current	2	32,063	0.694%	1,578	0.279%	-0.415%	-59.809%
94	XML	Programming Skills	Current	2	503,958	10.913%	24,480	4.329%	-6.584%	-60.332%
1342	Computer Science	Majors	Computer Science	2	3,281,426	71.058%	390,687	69.087%	-1.970%	-2.773%
1344	Information Technology	Majors	Information Technology	3	1,988,806	43.067%	225,372	39.854%	-3.213%	-7.460%
1343	Management Information Systems	Majors	Management Information Systems	9	1,237,918	26.807%	175,532	31.040%	4.234%	15.794%

mis Degrees

Management Information Systems	2019-11-14	Jobs Found:	1,237,683	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	5,253	0.424%	1,537	0.876%	0.451%	106.310%
2	Attention to Details	Soft Skills	Problem-solving skills	1	5,058	0.409%	858	0.489%	0.080%	19.608%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	8,967	0.724%	1,749	0.996%	0.272%	37.529%
231	Cooperation	Soft Skills	Interpersonal skills	1	13,583	1.097%	2,242	1.277%	0.180%	16.384%
3	Creativity	Soft Skills	Problem-solving skills	4	39,379	3.182%	8,954	5.101%	1.919%	60.327%
4	Critical thinking	Soft Skills	Problem-solving skills	3	24,508	1.980%	7,501	4.273%	2.293%	115.806%
1300	Flexibility	Soft Skills	Work ethic	1	48,760	3.940%	10,971	6.250%	2.311%	58.648%
232	Independence	Soft Skills	Interpersonal skills	1	7,960	0.643%	2,046	1.166%	0.522%	81.237%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	181,386	14.655%	31,604	18.005%	3.349%	22.855%
256	Innovation	Soft Skills	Problem-solving skills	1	111,501	9.009%	25,989	14.806%	5.797%	64.348%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	164,249	13.271%	33,844	19.281%	6.010%	45.289%
1422	Internship	Soft Skills	Work ethic	3	22,330	1.804%	6,460	3.680%	1.876%	103.984%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,155	0.093%	318	0.181%	0.088%	94.133%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	112,609	9.098%	24,549	13.985%	4.887%	53.714%
10	Leadership	Soft Skills	Interpersonal skills	1	306,208	24.740%	53,256	30.340%	5.599%	22.632%
258	Learning	Soft Skills	Problem-solving skills	1	86,018	6.950%	25,057	14.275%	7.325%	105.396%
1	Learning Ability	Soft Skills	Problem-solving skills	3	24,655	1.992%	5,085	2.897%	0.905%	45.425%
236	Listening	Soft Skills	Language skills	1	25,364	2.049%	5,583	3.181%	1.131%	55.204%
260	Mathematics	Soft Skills	Problem-solving skills	3	78,021	6.304%	14,938	8.510%	2.206%	35.000%
261	Memorization	Soft Skills	Problem-solving skills	2	138	0.011%	84	0.048%	0.037%	329.194%
18	Negotiation Skills	Soft Skills	Language skills	1	14,396	1.163%	2,128	1.212%	0.049%	4.228%
262	Optimization	Soft Skills	Problem-solving skills	1	56,355	4.553%	10,035	5.717%	1.164%	25.556%
19	Oral Communications	Soft Skills	Language skills	5	23,207	1.875%	5,152	2.935%	1.060%	56.534%
273	Persistence	Soft Skills	Work ethic	1	4,511	0.364%	732	0.417%	0.053%	14.417%
239	Persuasion	Soft Skills	Language skills	1	2,907	0.235%	739	0.421%	0.186%	79.247%
1301	Physical Skill	Soft Skills	Work ethic	2	3,372	0.272%	1,636	0.932%	0.660%	242.097%
240	Presentations	Soft Skills	Language skills	1	75,209	6.077%	14,337	8.168%	2.091%	34.413%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	269,256	21.755%	43,689	24.889%	3.135%	14.409%
20	Questioning skills	Soft Skills	Language skills	1	341	0.028%	82	0.047%	0.019%	69.556%
241	Reading Comprehension	Soft Skills	Language skills	1	530	0.043%	302	0.172%	0.129%	301.776%
6	Research skills	Soft Skills	Problem-solving skills	1	2,496	0.202%	536	0.305%	0.104%	51.417%
15	Responsibility	Soft Skills	Work ethic	2	148,382	11.989%	26,593	15.150%	3.161%	26.369%
234	Self Control	Soft Skills	Interpersonal skills	1	268	0.022%	50	0.028%	0.007%	31.549%
11	Self-esteem	Soft Skills	Interpersonal skills	1	79	0.006%	38	0.022%	0.015%	239.164%
16	Self-management	Soft Skills	Work ethic	1	1,741	0.141%	384	0.219%	0.078%	55.520%
250	Stress Tolerance	Soft Skills	Physical skills	1	406	0.033%	171	0.097%	0.065%	196.977%
12	Teamwork	Soft Skills	Interpersonal skills	1	70,526	5.698%	11,947	6.806%	1.108%	19.444%
17	Time Management	Soft Skills	Work ethic	2	55,333	4.471%	10,522	5.994%	1.524%	34.081%
268	Visualization	Soft Skills	Problem-solving skills	1	15,028	1.214%	5,858	3.337%	2.123%	174.854%
7	Working under pressure	Soft Skills	Problem-solving skills	1	839	0.068%	236	0.134%	0.067%	98.337%
21	Written Communications	Soft Skills	Language skills	5	203,029	16.404%	32,369	18.441%	2.037%	12.415%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	69,227	5.593%	25,010	14.248%	8.655%	154.737%
172	Account management	Business Skills	Management skills	1	15,733	1.271%	2,394	1.364%	0.093%	7.292%
22	Accounting	Business Skills	Business processes	4	151,614	12.250%	21,085	12.012%	-0.238%	-1.941%
1263	Accounting software	Business Skills	Business processes	8	7,975	0.644%	1,475	0.840%	0.196%	30.411%
174	Administration	Business Skills	Management skills	3	365,454	29.527%	54,588	31.099%	1.571%	5.322%
1313	Analyst	Business Skills	Project management	1	307,397	24.836%	41,173	23.456%	-1.380%	-5.558%
175	Application management	Business Skills	Management skills	5	106,114	8.574%	14,340	8.169%	-0.404%	-4.714%
150	Asset management	Business Skills	Business processes	1	24,683	1.994%	3,896	2.220%	0.225%	11.295%
151	Auditing	Business Skills	Business processes	5	121,302	9.801%	21,510	12.254%	2.453%	25.033%
1264	Auditing software	Business Skills	Business processes	1	194	0.016%	4	0.002%	-0.013%	-85.462%
152	Billing	Business Skills	Business processes	1	34,477	2.786%	5,585	3.182%	0.396%	14.221%
153	Bills of Lading	Business Skills	Business processes	1	76	0.006%	30	0.017%	0.011%	178.330%
1314	Business Analyst	Business Skills	Project management	1	95,816	7.742%	10,794	6.149%	-1.592%	-20.568%
35	Business Intelligence	Business Skills	Strategy skills	1	65,708	5.309%	9,036	5.148%	-0.161%	-3.036%
155	Business performance management (BPM)	Business Skills	Business processes	2	7,647	0.618%	1,010	0.575%	-0.042%	-6.871%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	20,010	1.617%	1,176	0.670%	-0.947%	-58.561%
36	Business Strategy	Business Skills	Strategy skills	3	287,161	23.201%	51,131	29.129%	5.928%	25.549%
182	Calendar and scheduling	Business Skills	Project management	3	63,733	5.149%	10,544	6.007%	0.858%	16.653%
156	Capacity planning	Business Skills	Business processes	1	27,706	2.239%	2,580	1.470%	-0.769%	-34.340%
28	Change Management	Business Skills	Management skills	1	72,250	5.838%	12,654	7.209%	1.371%	23.493%
183	Content workflow	Business Skills	Project management	1	74	0.006%	5	0.003%	-0.003%	-52.358%
24	Contracting and legal	Business Skills	Business processes	2	83,830	6.773%	15,579	8.875%	2.102%	31.037%
176	Coordination	Business Skills	Management skills	1	87,553	7.074%	16,534	9.419%	2.345%	33.156%
157	Cost accounting	Business Skills	Business processes	1	3,525	0.285%	459	0.261%	-0.023%	-8.186%
158	Cost estimation	Business Skills	Business processes	1	1,347	0.109%	201	0.115%	0.006%	5.216%
1312	Customer Support	Business Skills	Business processes	6	294,292	23.778%	41,352	23.558%	-0.220%	-0.923%
1339	Education	Business Skills	Industry Segment	1	16,465	1.330%	4,864	2.771%	1.441%	108.298%
1333	Energy	Business Skills	Industry Segment	1	75,516	6.101%	10,765	6.133%	0.031%	0.514%
1340	Entertainment	Business Skills	Industry Segment	1	19,514	1.577%	2,916	1.661%	0.085%	5.365%
1319	Environmental	Business Skills	Environmental	16	36,319	2.934%	9,464	5.392%	2.457%	83.736%
1320	Environmental Strategy	Business Skills	Environmental	10	7,538	0.609%	3,781	2.154%	1.545%	253.674%
161	Financial	Business Skills	Business processes	2	336,356	27.176%	53,269	30.347%	3.171%	11.668%
1275	Financial Analysis software	Business Skills	Business processes	8	2,095	0.169%	226	0.129%	-0.041%	-23.936%
1332	Health Care	Business Skills	Industry Segment	2	202,104	16.329%	30,908	17.608%	1.279%	7.832%
177	Human resources	Business Skills	Management skills	2	72,411	5.851%	12,882	7.339%	1.488%	25.439%
1336	Insurance	Business Skills	Industry Segment	1	9,728	0.786%	1,149	0.655%	-0.131%	-16.718%
1316	Managing/Supervision	Business Skills	Management skills	5	551,774	44.581%	78,073	44.478%	-0.103%	-0.232%
1334	Manufacturing	Business Skills	Industry Segment	2	82,661	6.679%	10,765	6.133%	-0.546%	-8.174%
26	Marketing	Business Skills	Business processes	1	103,099	8.330%	15,472	8.814%	0.484%	5.814%
185	Monitoring	Business Skills	Project management	1	185,502	14.988%	33,221	18.926%	3.938%	26.275%
179	Negotiation	Business Skills	Management skills	1	57,171	4.619%	8,533	4.861%	0.242%	5.240%
163	Operation and Control	Business Skills	Business processes	3	1,593	0.129%	791	0.451%	0.322%	250.118%
29	Outsourcing Management	Business Skills	Management skills	3	35,453	2.864%	1,701	0.969%	-1.895%	-66.170%
167	Procurement	Business Skills	Business processes	1	33,980	2.745%	5,939	3.383%	0.638%	23.238%
1290	Project Management software	Business Skills	Project management	3	46,968	3.795%	4,226	2.408%	-1.387%	-36.557%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	293,968	23.751%	39,914	22.739%	-1.013%	-4.263%
168	Quality	Business Skills	Business processes	1	393,638	31.804%	66,065	37.637%	5.833%	18.339%
1337	Real Estate	Business Skills	Industry Segment	2	12,369	0.999%	1,965	1.119%	0.120%	12.016%
1335	Retail	Business Skills	Industry Segment	2	208,458	16.843%	24,208	13.791%	-3.051%	-18.117%
34	Risk Management	Business Skills	Project management	1	66,315	5.358%	15,418	8.784%	3.426%	63.934%
169	Service Orientation	Business Skills	Business processes	1	12,046	0.973%	2,138	1.218%	0.245%	25.146%
27	Supply Chain Management	Business Skills	Business processes	3	43,229	3.493%	6,950	3.959%	0.467%	13.361%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,189	0.258%	354	0.202%	-0.056%	-21.729%
178	Teaching	Business Skills	Management skills	7	45,595	3.684%	10,978	6.254%	2.570%	69.769%
190	Timekeeping	Business Skills	Project management	3	29,360	2.372%	4,307	2.454%	0.082%	3.436%
1296	Timekeeping software	Business Skills	Project management	1	2,372	0.192%	471	0.268%	0.077%	40.010%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,822	0.147%	181	0.103%	-0.044%	-29.954%
180	Troubleshooting	Business Skills	Management skills	1	183,243	14.805%	28,033	15.970%	1.165%	7.869%
181	Verification	Business Skills	Management skills	1	53,137	4.293%	9,327	5.314%	1.020%	23.765%
1338	Waste Management	Business Skills	Industry Segment	1	2,517	0.203%	134	0.076%	-0.127%	-62.462%
191	Workflow	Business Skills	Project management	1	72,048	5.821%	11,301	6.438%	0.617%	10.598%
31	Working Globally	Business Skills	Management skills	3	4,782	0.386%	236	0.134%	-0.252%	-65.202%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,587	0.209%	370	0.211%	0.002%	0.846%
51	4GL	Technical Skills	Software development	3	2,628	0.212%	188	0.107%	-0.105%	-49.559%
987	Access servers & software	Technical Skills	Network	10	49,514	4.001%	6,935	3.951%	-0.050%	-1.242%
38	Agile Development Methods	Technical Skills	Software development	13	59,653	4.820%	16,489	9.394%	4.574%	94.901%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.003%	0	0.000%	-0.003%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,008	0.081%	173	0.099%	0.017%	21.015%
1352	Android	Technical Skills	Mobile Platforms	3	9,953	0.804%	2,790	1.589%	0.785%	97.653%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	6,232	0.504%	1,110	0.632%	0.129%	25.588%
120	Apple operating systems	Technical Skills	Business applications	6	25,424	2.054%	5,275	3.005%	0.951%	46.296%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	803	0.065%	96	0.055%	-0.010%	-15.704%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	11,319	0.915%	5,855	3.336%	2.421%	264.730%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	10	0.001%	1	0.001%	-0.000%	-29.490%
1265	Backup & Recovery	Technical Skills	Technical applications	16	126,231	10.199%	15,555	8.862%	-1.337%	-13.113%
1386	Biometric	Technical Skills	Information mgmt	2	4,646	0.375%	466	0.265%	-0.110%	-29.277%
1353	Blackberry	Technical Skills	Mobile Platforms	2	8,313	0.672%	357	0.203%	-0.468%	-69.719%
336	Borland Delphi	Technical Skills	Business applications	1	1,787	0.144%	89	0.051%	-0.094%	-64.883%
337	Borland JBuilder	Technical Skills	Business applications	1	1,033	0.083%	15	0.009%	-0.075%	-89.761%
338	Borland Paradox	Technical Skills	Business applications	1	160	0.013%	12	0.007%	-0.006%	-47.117%
72	Business Continuity Planning	Technical Skills	Hardware	2	23,110	1.867%	3,545	2.020%	0.152%	8.161%
352	Cadence Opus	Technical Skills	Business applications	1	406	0.033%	52	0.030%	-0.003%	-9.691%
868	Calculators	Technical Skills	Hardware	1	2,107	0.170%	367	0.209%	0.039%	22.816%
39	CASE Tools	Technical Skills	Software development	1	63,861	5.160%	11,119	6.334%	1.175%	22.767%
367	Categorization or classification software	Technical Skills	Business applications	1	5,142	0.415%	601	0.342%	-0.073%	-17.587%
112	Certification	Technical Skills	Misc	3	320,300	25.879%	57,751	32.901%	7.022%	27.132%
78	Cisco	Technical Skills	Hardware	1	66,820	5.399%	8,851	5.042%	-0.356%	-6.602%
1009	Cisco Systems IOS	Technical Skills	Network	1	15,023	1.214%	3,445	1.963%	0.749%	61.691%
40	Client-Server	Technical Skills	Software development	1	30,837	2.492%	1,582	0.901%	-1.590%	-63.827%
1011	Cluster server software	Technical Skills	Network	9	16,723	1.351%	1,992	1.135%	-0.216%	-16.010%
1147	CMAKE	Technical Skills	Software development	1	78	0.006%	38	0.022%	0.015%	243.512%
1151	Compatibility testing	Technical Skills	Software development	1	219	0.018%	38	0.022%	0.004%	22.347%
1152	Compilers	Technical Skills	Software development	5	11,679	0.944%	2,546	1.450%	0.507%	53.711%
1255	Compliance software	Technical Skills	Technical applications	4	15,966	1.290%	3,133	1.785%	0.495%	38.362%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	8,098	0.654%	1,593	0.908%	0.253%	38.705%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,609	0.130%	220	0.125%	-0.005%	-3.591%
875	Computer diagnostics	Technical Skills	Hardware	5	59,451	4.803%	10,266	5.849%	1.045%	21.757%
1107	Computer forensics	Technical Skills	Security	1	4,767	0.385%	609	0.347%	-0.038%	-9.921%
1266	Computer Hardware	Technical Skills	Hardware	15	38,289	3.094%	7,068	4.027%	0.933%	30.159%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	795	0.064%	78	0.044%	-0.020%	-30.820%
1015	Computer servers	Technical Skills	Network	6	126,913	10.254%	16,115	9.181%	-1.073%	-10.468%
1267	Computer Utilities	Technical Skills	Misc	1	200	0.016%	54	0.031%	0.015%	90.378%
59	Content Manager	Technical Skills	Business applications	1	1,734	0.140%	82	0.047%	-0.093%	-66.656%
1396	Continuous Improvement	Technical Skills	Software development	1	31,449	2.541%	9,246	5.267%	2.726%	107.300%
878	Controllers	Technical Skills	Hardware	3	7,387	0.597%	1,160	0.661%	0.064%	10.724%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	964	0.078%	208	0.118%	0.041%	52.139%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,162	0.498%	431	0.246%	-0.252%	-50.682%
53	Customer Relationship Management	Technical Skills	Business applications	9	86,039	6.952%	10,455	5.956%	-0.995%	-14.320%
1368	Cyber Security	Technical Skills	Information mgmt	3	42,397	3.426%	15,634	8.907%	5.481%	160.009%
953	Data acquisition systems	Technical Skills	Information mgmt	1	6,477	0.523%	966	0.550%	0.027%	5.161%
955	Data compression software	Technical Skills	Information mgmt	1	1,868	0.151%	217	0.124%	-0.027%	-18.090%
956	Data conversion software	Technical Skills	Information mgmt	1	8,292	0.670%	892	0.508%	-0.162%	-24.149%
958	Data dictionary	Technical Skills	Information mgmt	1	4,872	0.394%	432	0.246%	-0.148%	-37.478%
959	Data entry	Technical Skills	Information mgmt	1	8,839	0.714%	2,188	1.246%	0.532%	74.541%
962	Data mapping	Technical Skills	Information mgmt	1	8,361	0.676%	1,158	0.660%	-0.016%	-2.343%
67	Data Mining	Technical Skills	Information mgmt	5	20,728	1.675%	3,920	2.233%	0.558%	33.347%
963	Data modeling	Technical Skills	Information mgmt	1	46,196	3.732%	5,085	2.897%	-0.836%	-22.386%
68	Data Warehousing	Technical Skills	Information mgmt	2	69,688	5.631%	7,282	4.149%	-1.482%	-26.321%
69	Database Administration	Technical Skills	Information mgmt	12	93,079	7.520%	8,889	5.064%	-2.456%	-32.663%
969	Database design software	Technical Skills	Information mgmt	16	69,754	5.636%	6,641	3.783%	-1.852%	-32.870%
1268	Database Reporting	Technical Skills	Information mgmt	3	26,693	2.157%	1,703	0.970%	-1.186%	-55.015%
1269	Database Security	Technical Skills	Information mgmt	2	97	0.008%	27	0.015%	0.008%	96.266%
1373	Database Security	Technical Skills	Information mgmt	1	406	0.033%	64	0.036%	0.004%	11.149%
1270	Database Servers	Technical Skills	Information mgmt	3	16,239	1.312%	697	0.397%	-0.915%	-69.736%
1271	Database Testing	Technical Skills	Information mgmt	1	1,199	0.097%	149	0.085%	-0.012%	-12.377%
1160	Debugging	Technical Skills	Software development	7	69,353	5.603%	10,370	5.908%	0.304%	5.431%
1385	Decryption	Technical Skills	Information mgmt	2	313	0.025%	65	0.037%	0.012%	46.427%
418	Desktop publishing software	Technical Skills	Business applications	13	18,499	1.495%	5,504	3.136%	1.641%	109.789%
1272	Development Environment	Technical Skills	Software development	13	40,185	3.247%	5,501	3.134%	-0.113%	-3.477%
1273	Digital Imaging	Technical Skills	Hardware	1	1,217	0.098%	23	0.013%	-0.085%	-86.674%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,092	0.088%	286	0.163%	0.075%	84.670%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,972	0.321%	429	0.244%	-0.077%	-23.845%
1307	Doctor of Philosophy	Technical Skills	Misc	3	25,619	2.070%	5,328	3.035%	0.965%	46.641%
973	Document management software	Technical Skills	Information mgmt	4	16,183	1.308%	2,355	1.342%	0.034%	2.609%
1020	Domain name system (DNS)	Technical Skills	Network	3	42,466	3.431%	5,737	3.268%	-0.163%	-4.743%
61	Dreamweaver	Technical Skills	Software development	1	5,035	0.407%	188	0.107%	-0.300%	-73.672%
54	DSS/GDSS	Technical Skills	Business applications	5	21,906	1.770%	2,770	1.578%	-0.192%	-10.840%
425	Dynamic modeling software	Technical Skills	Business applications	1	35	0.003%	1	0.001%	-0.002%	-79.854%
62	Eclipse	Technical Skills	Software development	1	18,233	1.473%	1,569	0.894%	-0.579%	-39.324%
1308	Electronic Commerce	Technical Skills	Business applications	2	35,484	2.867%	3,711	2.114%	-0.753%	-26.259%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	13,921	1.125%	1,414	0.806%	-0.319%	-28.380%
1023	Electronic mail software	Technical Skills	Network	8	24,107	1.948%	3,279	1.868%	-0.080%	-4.093%
1384	Encryption	Technical Skills	Information mgmt	1	69	0.006%	33	0.019%	0.013%	237.224%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	87,091	7.037%	10,308	5.872%	-1.164%	-16.545%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	91,504	7.393%	10,854	6.183%	-1.210%	-16.362%
1321	Environmental Certification	Technical Skills	Environmental	1	159	0.013%	74	0.042%	0.029%	228.162%
1328	Environmental Cleanup	Technical Skills	Environmental	2	78	0.006%	20	0.011%	0.005%	80.796%
1329	Environmental Energy	Technical Skills	Environmental	23	6,429	0.519%	1,122	0.639%	0.120%	23.056%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,648	0.295%	605	0.345%	0.050%	16.937%
1327	Environmental Pollution	Technical Skills	Environmental	22	4,560	0.368%	1,180	0.672%	0.304%	82.461%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	2,780	0.225%	658	0.375%	0.150%	66.892%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	846	0.068%	231	0.132%	0.063%	92.528%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	4,783	0.386%	862	0.491%	0.105%	27.075%
1331	Environmental Science	Technical Skills	Environmental	2	1,183	0.096%	32	0.018%	-0.077%	-80.927%
1322	Environmental Technology	Technical Skills	Environmental	2	328	0.027%	77	0.044%	0.017%	65.527%
461	Expert system software	Technical Skills	Business applications	1	481	0.039%	91	0.052%	0.013%	33.398%
1359	Facebook	Technical Skills	Social Networking	1	135,116	10.917%	2,854	1.626%	-9.291%	-85.106%
463	Facilities management software	Technical Skills	Business applications	4	7,800	0.630%	944	0.538%	-0.092%	-14.664%
468	Flight control software	Technical Skills	Business applications	1	158	0.013%	24	0.014%	0.001%	7.104%
469	Flowchart software	Technical Skills	Business applications	5	4,586	0.371%	482	0.275%	-0.096%	-25.892%
1367	Forensic	Technical Skills	Information mgmt	2	20,028	1.618%	3,649	2.079%	0.461%	28.466%
1112	Fraud Detection	Technical Skills	Security	1	9,326	0.754%	2,537	1.445%	0.692%	91.813%
63	FrontPage	Technical Skills	Software development	1	1,375	0.111%	26	0.015%	-0.096%	-86.667%
475	Fund accounting software	Technical Skills	Business applications	1	1,259	0.102%	135	0.077%	-0.025%	-24.393%
1260	Gaming	Technical Skills	Misc	2	18,303	1.479%	2,398	1.366%	-0.113%	-7.620%
113	Generic databases	Technical Skills	Information mgmt	2	199,046	16.082%	26,934	15.344%	-0.738%	-4.589%
1365	Google Apps	Technical Skills	Business applications	4	3,547	0.287%	397	0.226%	-0.060%	-21.081%
1364	Google Plus	Technical Skills	Social Networking	1	75	0.006%	37	0.021%	0.015%	247.851%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	32	79,808	6.448%	12,904	7.351%	0.903%	14.007%
484	Graphic software	Technical Skills	Business applications	16	93,012	7.515%	11,866	6.760%	-0.755%	-10.046%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,999	1.131%	836	0.476%	-0.655%	-57.892%
1323	Green IT	Technical Skills	Environmental	9	2,812	0.227%	262	0.149%	-0.078%	-34.304%
893	Guidance systems	Technical Skills	Hardware	1	58	0.005%	11	0.006%	0.002%	33.727%
1371	Hacking	Technical Skills	Information mgmt	5	7,342	0.593%	1,958	1.115%	0.522%	88.041%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	92	0.007%	35	0.020%	0.013%	168.246%
1277	Hardware Design	Technical Skills	Hardware	20	5,041	0.407%	1,192	0.679%	0.272%	66.730%
1278	Hardware Testing	Technical Skills	Hardware	4	1,417	0.114%	373	0.212%	0.098%	85.606%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	977	0.079%	428	0.244%	0.165%	208.889%
492	Helpdesk or call center	Technical Skills	Business applications	2	64,212	5.188%	9,317	5.308%	0.120%	2.309%
1377	Homeland Security	Technical Skills	Information mgmt	1	54,398	4.395%	3,475	1.980%	-2.415%	-54.957%
114	IBM databases	Technical Skills	Information mgmt	2	36,731	2.968%	2,280	1.299%	-1.669%	-56.232%
121	IBM operating systems	Technical Skills	Business applications	4	26,292	2.124%	1,439	0.820%	-1.304%	-61.409%
898	Image capture devices	Technical Skills	Hardware	9	7,555	0.610%	1,917	1.092%	0.482%	78.913%
524	Industrial control software	Technical Skills	Business applications	3	4,508	0.364%	1,049	0.598%	0.233%	64.076%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	18,258	1.475%	2,860	1.629%	0.154%	10.450%
1375	Information Security	Technical Skills	Information mgmt	3	89,573	7.237%	19,032	10.842%	3.605%	49.817%
899	Infrared	Technical Skills	Hardware	1	815	0.066%	84	0.048%	-0.018%	-27.327%
1180	Installation	Technical Skills	Software development	1	131,794	10.648%	17,778	10.128%	-0.520%	-4.887%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	305	0.025%	41	0.023%	-0.001%	-5.216%
536	Internet browser software	Technical Skills	Business applications	4	8,633	0.698%	937	0.534%	-0.164%	-23.470%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	22,198	1.794%	2,960	1.686%	-0.107%	-5.978%
541	Inventory management software	Technical Skills	Business applications	3	8,915	0.720%	1,957	1.115%	0.395%	54.783%
1414	ISO 9000	Technical Skills	Software development	1	2,430	0.196%	126	0.072%	-0.125%	-63.439%
73	IT Architecture/Standards	Technical Skills	Hardware	2	12,386	1.001%	2,020	1.151%	0.150%	14.994%
1357	Java ME	Technical Skills	Mobile Platforms	2	116	0.009%	3	0.002%	-0.008%	-81.765%
1035	Kernel	Technical Skills	Network	1	3,121	0.252%	307	0.175%	-0.077%	-30.642%
907	Lasers	Technical Skills	Hardware	1	168	0.014%	55	0.031%	0.018%	130.838%
1038	License management software	Technical Skills	Network	1	1,279	0.103%	194	0.111%	0.007%	6.951%
1361	LinkedIn	Technical Skills	Social Networking	1	9,369	0.757%	2,746	1.564%	0.807%	106.662%
908	Mainframe computers	Technical Skills	Hardware	2	38,838	3.138%	2,717	1.548%	-1.590%	-50.673%
124	Mainframe operating systems	Technical Skills	Business applications	8	17,219	1.391%	1,711	0.975%	-0.416%	-29.936%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	26,605	2.150%	3,045	1.735%	-0.415%	-19.299%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	8,332	0.673%	838	0.477%	-0.196%	-29.083%
1281	Medical software	Technical Skills	Business applications	9	13,654	1.103%	2,234	1.273%	0.170%	15.366%
115	Microsoft databases	Technical Skills	Information mgmt	5	191,767	15.494%	18,658	10.629%	-4.865%	-31.397%
119	Microsoft operating systems	Technical Skills	Business applications	4	259,393	20.958%	28,589	16.287%	-4.671%	-22.287%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	2,196	0.177%	436	0.248%	0.071%	39.993%
625	Multimedia	Technical Skills	Business applications	1	6,004	0.485%	901	0.513%	0.028%	5.813%
1362	MySpace	Technical Skills	Social Networking	1	1,882	0.152%	26	0.015%	-0.137%	-90.259%
74	Network administration	Technical Skills	Hardware	17	136,273	11.010%	19,354	11.026%	0.016%	0.141%
1282	Network Administration software	Technical Skills	Network	18	82,900	6.698%	11,663	6.644%	-0.054%	-0.801%
1283	Network Hardware	Technical Skills	Network	11	51,090	4.128%	6,212	3.539%	-0.589%	-14.267%
1284	Network Monitoring software	Technical Skills	Network	15	36,128	2.919%	4,998	2.847%	-0.072%	-2.455%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,501	0.121%	189	0.108%	-0.014%	-11.216%
1122	Network security	Technical Skills	Security	1	53,048	4.286%	6,190	3.526%	-0.760%	-17.724%
1369	Network Security	Technical Skills	Information mgmt	1	7,506	0.606%	769	0.438%	-0.168%	-27.761%
1285	Network Security software	Technical Skills	Security	36	123,673	9.992%	20,965	11.944%	1.951%	19.529%
1286	Network software	Technical Skills	Network	6	24,666	1.993%	3,647	2.078%	0.085%	4.253%
1287	Network Testing	Technical Skills	Network	11	18,197	1.470%	2,243	1.278%	-0.192%	-13.087%
1065	Novell network software	Technical Skills	Network	2	2,413	0.195%	62	0.035%	-0.160%	-81.883%
643	Oberon	Technical Skills	Business applications	1	169	0.014%	10	0.006%	-0.008%	-58.278%
1413	Object Oriented Design	Technical Skills	Software development	2	15,237	1.231%	986	0.562%	-0.669%	-54.372%
41	Object Oriented Programming	Technical Skills	Software development	5	87,534	7.072%	7,669	4.369%	-2.703%	-38.225%
1288	Office Applications	Technical Skills	Business applications	13	253,463	20.479%	41,633	23.718%	3.239%	15.818%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	14,934	1.207%	1,071	0.610%	-0.596%	-49.433%
116	Open-source databases	Technical Skills	Information mgmt	4	37,456	3.026%	5,795	3.301%	0.275%	9.090%
118	Open-source operating systems	Technical Skills	Business applications	8	137,813	11.135%	19,848	11.307%	0.173%	1.550%
56	Operating Systems	Technical Skills	Business applications	3	137,735	11.128%	18,891	10.762%	-0.366%	-3.292%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,006	0.081%	174	0.099%	0.018%	21.956%
117	Oracle databases	Technical Skills	Information mgmt	1	226,482	18.299%	19,368	11.034%	-7.265%	-39.702%
1354	Palm OS	Technical Skills	Mobile Platforms	3	153	0.012%	1	0.001%	-0.012%	-95.391%
1376	Penetration Testing	Technical Skills	Information mgmt	5	61,958	5.006%	13,789	7.856%	2.850%	56.924%
1289	Physical Tools	Technical Skills	Hardware	1	46	0.004%	14	0.008%	0.004%	114.597%
683	Point of sale (POS)	Technical Skills	Business applications	3	8,851	0.715%	2,131	1.214%	0.499%	69.763%
686	Polka	Technical Skills	Business applications	1	28	0.002%	28	0.016%	0.014%	605.104%
931	Printers	Technical Skills	Hardware	3	17,897	1.446%	4,521	2.576%	1.130%	78.118%
43	Programming	Technical Skills	Software development	1	276,764	22.361%	33,776	19.242%	-3.119%	-13.950%
700	Provisioning	Technical Skills	Business applications	1	21,197	1.713%	3,584	2.042%	0.329%	19.219%
1405	Rapid Application Development	Technical Skills	Software development	2	6,579	0.532%	347	0.198%	-0.334%	-62.810%
1258	Rate Control	Technical Skills	Technical applications	1	13	0.001%	7	0.004%	0.003%	279.671%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,365	1.080%	369	0.210%	-0.870%	-80.532%
1077	Remote control software	Technical Skills	Network	2	1,795	0.145%	209	0.119%	-0.026%	-17.902%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	861	0.070%	65	0.037%	-0.033%	-46.769%
1379	Risk Analysis	Technical Skills	Information mgmt	1	13,334	1.077%	2,455	1.399%	0.321%	29.821%
1262	Robotics	Technical Skills	Hardware	3	4,876	0.394%	1,920	1.094%	0.700%	177.646%
1318	RSA	Technical Skills	Security	1	8,232	0.665%	581	0.331%	-0.334%	-50.235%
44	SDLC	Technical Skills	Software development	7	168,677	13.628%	20,034	11.413%	-2.215%	-16.254%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.004%	0	0.000%	-0.004%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	14,587	1.179%	1,824	1.039%	-0.139%	-11.832%
76	Security	Technical Skills	Hardware	4	839,032	67.791%	76,914	43.818%	-23.973%	-35.363%
1382	Security Audit	Technical Skills	Information mgmt	1	2,357	0.190%	425	0.242%	0.052%	27.140%
1315	Security Clearance	Technical Skills	Misc	2	151,829	12.267%	19,460	11.086%	-1.181%	-9.626%
1381	Security Plan	Technical Skills	Information mgmt	1	2,771	0.224%	716	0.408%	0.184%	82.192%
1380	Security Policy	Technical Skills	Information mgmt	2	40,480	3.271%	7,726	4.401%	1.131%	34.576%
1135	Security testing software	Technical Skills	Security	1	5,428	0.439%	1,343	0.765%	0.327%	74.457%
60	Sharepoint Server	Technical Skills	Business applications	1	5,338	0.431%	179	0.102%	-0.329%	-76.356%
1084	Signal generators	Technical Skills	Network	1	198	0.016%	27	0.015%	-0.001%	-3.849%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,594	0.775%	767	0.437%	-0.338%	-43.630%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	33,274	2.688%	4,547	2.590%	-0.098%	-3.645%
1220	Simulation software	Technical Skills	Software development	5	18,570	1.500%	2,674	1.523%	0.023%	1.532%
1366	Social Network	Technical Skills	Social Networking	1	1,814	0.147%	335	0.191%	0.044%	30.215%
1358	Social Networking	Technical Skills	Social Networking	1	8,093	0.654%	192	0.109%	-0.545%	-83.272%
42	Software Development	Technical Skills	Software development	2	244,280	19.737%	28,356	16.154%	-3.583%	-18.152%
1291	Software Development software	Technical Skills	Software development	3	2,508	0.203%	79	0.045%	-0.158%	-77.790%
1309	Software Engineering	Technical Skills	Software development	1	105,254	8.504%	13,936	7.939%	-0.565%	-6.642%
1292	Software Installation	Technical Skills	Software development	4	156,332	12.631%	23,997	13.671%	1.040%	8.234%
1223	Software libraries	Technical Skills	Software development	1	279	0.023%	60	0.034%	0.012%	51.635%
1293	Software Maintenance	Technical Skills	Software development	1	7,226	0.584%	654	0.373%	-0.211%	-36.184%
1294	Software Testing	Technical Skills	Software development	14	135,974	10.986%	20,046	11.420%	0.434%	3.950%
1225	Source code management (SCM)	Technical Skills	Software development	5	35,728	2.887%	5,234	2.982%	0.095%	3.295%
1229	Static analysis software	Technical Skills	Software development	1	401	0.032%	134	0.076%	0.044%	135.621%
772	Statistical analysis software	Technical Skills	Business applications	26	105,790	8.547%	20,471	11.662%	3.115%	36.442%
774	Statistical software	Technical Skills	Business applications	1	53,028	4.284%	9,944	5.665%	1.381%	32.224%
1230	Stress testing software	Technical Skills	Software development	1	2,789	0.225%	380	0.216%	-0.009%	-3.930%
122	Sun operating systems	Technical Skills	Business applications	3	54,590	4.411%	2,359	1.344%	-3.067%	-69.530%
939	Surveillance systems	Technical Skills	Hardware	5	12,525	1.012%	2,720	1.550%	0.538%	53.124%
791	Symantec software	Technical Skills	Business applications	1	10,398	0.840%	792	0.451%	-0.389%	-46.293%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	106,199	8.580%	12,511	7.127%	-1.453%	-16.934%
45	System Testing	Technical Skills	Software development	5	30,974	2.503%	4,189	2.386%	-0.116%	-4.640%
46	Systems Analysis	Technical Skills	Software development	8	154,496	12.483%	19,156	10.913%	-1.570%	-12.574%
47	Systems Design	Technical Skills	Software development	1	24,086	1.946%	2,983	1.699%	-0.247%	-12.674%
1233	Systems Evaluation	Technical Skills	Software development	1	312	0.025%	146	0.083%	0.058%	229.952%
1234	Systems integration	Technical Skills	Software development	8	88,603	7.159%	4,284	2.441%	-4.718%	-65.908%
75	TCP/IP	Technical Skills	Hardware	3	59,483	4.806%	6,294	3.586%	-1.220%	-25.392%
1235	Technology Design	Technical Skills	Software development	1	1,366	0.110%	276	0.157%	0.047%	42.466%
1236	Templates	Technical Skills	Software development	1	23,300	1.883%	3,469	1.976%	0.094%	4.979%
1239	Test implementation	Technical Skills	Software development	1	565	0.046%	211	0.120%	0.075%	163.322%
1302	Testing	Technical Skills	Software development	1	425,029	34.341%	61,372	34.963%	0.623%	1.813%
1297	Training software	Technical Skills	Business applications	3	1,815	0.147%	308	0.175%	0.029%	19.654%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,321	0.107%	112	0.064%	-0.043%	-40.218%
1360	Twitter	Technical Skills	Social Networking	1	17,279	1.396%	3,100	1.766%	0.370%	26.502%
1411	Unified Process	Technical Skills	Software development	1	3,583	0.289%	35	0.020%	-0.270%	-93.112%
123	UNIX operating systems	Technical Skills	Business applications	5	160,870	12.998%	11,982	6.826%	-6.172%	-47.482%
1298	UNIX Shells	Technical Skills	Business applications	4	37,005	2.990%	3,300	1.880%	-1.110%	-37.121%
1410	Use Case	Technical Skills	Software development	1	11,566	0.934%	1,091	0.622%	-0.313%	-33.489%
48	User-Interface Design	Technical Skills	Software development	2	42,153	3.406%	6,367	3.627%	0.221%	6.502%
836	Video creation and editing software	Technical Skills	Business applications	3	2,334	0.189%	121	0.069%	-0.120%	-63.446%
64	Visual Studio	Technical Skills	Software development	1	39,326	3.177%	3,753	2.138%	-1.039%	-32.710%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,485	0.120%	178	0.101%	-0.019%	-15.482%
77	Voice/Data Telecom	Technical Skills	Hardware	10	116,937	9.448%	10,984	6.258%	-3.191%	-33.769%
1299	Web Application Server	Technical Skills	Business applications	8	56,111	4.534%	2,700	1.538%	-2.995%	-66.071%
1248	Web platform development software	Technical Skills	Software development	5	2,398	0.194%	31	0.018%	-0.176%	-90.885%
65	web programmer	Technical Skills	Software development	4	12,412	1.003%	1,267	0.722%	-0.281%	-28.024%
58	Web servers	Technical Skills	Business applications	6	83,146	6.718%	7,197	4.100%	-2.618%	-38.967%
49	Web-based Application Development	Technical Skills	Software development	2	54,447	4.399%	4,239	2.415%	-1.984%	-45.104%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,319	0.187%	163	0.093%	-0.095%	-50.439%
1102	Wireless	Technical Skills	Network	5	49,342	3.987%	6,363	3.625%	-0.362%	-9.072%
1363	YouTube	Technical Skills	Social Networking	2	1,734	0.140%	890	0.507%	0.367%	261.905%
79	.NET	Programming Skills	Current	1	125,301	10.124%	10,351	5.897%	-4.227%	-41.752%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	4	0.000%	1	0.001%	0.000%	76.276%
209	A programming language (APL)	Programming Skills	Legacy	2	1,837	0.148%	470	0.268%	0.119%	80.402%
99	Ada	Programming Skills	Legacy	1	7,426	0.600%	2,987	1.702%	1.102%	183.618%
80	AJAX	Programming Skills	Current	1	45,323	3.662%	2,376	1.354%	-2.308%	-63.036%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	32	0.003%	5	0.003%	0.000%	10.172%
192	Apple AppleScript	Programming Skills	Current	1	83	0.007%	17	0.010%	0.003%	44.419%
81	ASP	Programming Skills	Current	2	87,238	7.048%	6,044	3.443%	-3.605%	-51.149%
108	Assembly	Programming Skills	Legacy	2	1,088	0.088%	108	0.062%	-0.026%	-30.008%
211	AWK	Programming Skills	Legacy	1	1,887	0.152%	101	0.058%	-0.095%	-62.260%
212	B	Programming Skills	Legacy	1	16,962	1.370%	3,196	1.821%	0.450%	32.857%
83	C#	Programming Skills	Current	2	101,612	8.210%	11,134	6.343%	-1.867%	-22.739%
82	C/C++	Programming Skills	Current	3	114,906	9.284%	13,427	7.649%	-1.635%	-17.607%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	65,552	5.296%	9,422	5.368%	0.071%	1.347%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	440	0.036%	24	0.014%	-0.022%	-61.540%
84	CGI	Programming Skills	Current	2	9,690	0.783%	1,559	0.888%	0.105%	13.442%
217	Clipper	Programming Skills	Legacy	1	243	0.020%	16	0.009%	-0.011%	-53.573%
218	CLU	Programming Skills	Legacy	1	162	0.013%	14	0.008%	-0.005%	-39.065%
100	Cobol	Programming Skills	Legacy	1	14,319	1.157%	875	0.498%	-0.658%	-56.913%
85	ColdFusion	Programming Skills	Current	2	8,872	0.717%	456	0.260%	-0.457%	-63.759%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	323	0.026%	15	0.009%	-0.018%	-67.255%
195	Component object model (COM)	Programming Skills	Current	1	98	0.008%	11	0.006%	-0.002%	-20.856%
125	Database programming	Programming Skills	Current	3	23,002	1.858%	1,571	0.895%	-0.963%	-51.843%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,629	0.132%	21	0.012%	-0.120%	-90.910%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,483	0.281%	224	0.128%	-0.154%	-54.653%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,859	0.150%	180	0.103%	-0.048%	-31.727%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,864	0.797%	442	0.252%	-0.545%	-68.405%
109	Forth	Programming Skills	Legacy	1	7,140	0.577%	2,207	1.257%	0.680%	117.950%
102	Fortran	Programming Skills	Legacy	1	1,558	0.126%	115	0.066%	-0.060%	-47.954%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	181,769	14.686%	14,873	8.473%	-6.213%	-42.306%
222	J	Programming Skills	Legacy	1	4,939	0.399%	932	0.531%	0.132%	33.055%
87	Java/J2EE/J2P	Programming Skills	Current	4	200,658	16.212%	22,182	12.637%	-3.575%	-22.053%
97	JavaScript	Programming Skills	Current	3	113,396	9.162%	15,820	9.013%	-0.149%	-1.630%
89	JavaServer Faces	Programming Skills	Current	3	8,973	0.725%	426	0.243%	-0.482%	-66.525%
88	JavaServer Pages	Programming Skills	Current	3	33,185	2.681%	1,758	1.002%	-1.680%	-62.647%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,858	0.635%	522	0.297%	-0.338%	-53.161%
126	LAMP	Programming Skills	Current	1	4,676	0.378%	416	0.237%	-0.141%	-37.270%
104	Lisp	Programming Skills	Legacy	1	171	0.014%	25	0.014%	0.000%	3.085%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	537	0.043%	160	0.091%	0.048%	110.087%
201	Microsoft ActiveX	Programming Skills	Current	1	1,401	0.113%	27	0.015%	-0.098%	-86.411%
107	Pascal	Programming Skills	Legacy	1	700	0.057%	16	0.009%	-0.047%	-83.883%
90	Perl	Programming Skills	Current	1	54,715	4.421%	4,659	2.654%	-1.767%	-39.960%
91	PHP	Programming Skills	Current	1	27,789	2.245%	3,828	2.181%	-0.064%	-2.870%
103	PL/1	Programming Skills	Legacy	3	281	0.023%	49	0.028%	0.005%	22.954%
105	Prolog	Programming Skills	Legacy	1	215	0.017%	38	0.022%	0.004%	24.623%
95	Python	Programming Skills	Current	1	39,649	3.203%	15,159	8.636%	5.433%	169.582%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,651	1.184%	31	0.018%	-1.166%	-98.508%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	13,436	1.086%	3,062	1.744%	0.659%	60.690%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	278	0.022%	31	0.018%	-0.005%	-21.373%
206	Scripting languages	Programming Skills	Current	1	17,784	1.437%	3,575	2.037%	0.600%	41.742%
101	Smalltalk	Programming Skills	Legacy	1	282	0.023%	8	0.005%	-0.018%	-79.997%
92	SQL	Programming Skills	Current	3	379,896	30.694%	42,452	24.185%	-6.509%	-21.207%
110	TCL	Programming Skills	Legacy	1	2,405	0.194%	151	0.086%	-0.108%	-55.729%
98	Unified Modeling Language	Programming Skills	Current	2	29,059	2.348%	1,153	0.657%	-1.691%	-72.023%
93	Visual Basic	Programming Skills	Current	6	94,390	7.626%	6,718	3.827%	-3.799%	-49.816%
207	Web service definition language (WSDL)	Programming Skills	Current	2	8,048	0.650%	631	0.359%	-0.291%	-44.717%
94	XML	Programming Skills	Current	2	119,907	9.688%	8,126	4.629%	-5.059%	-52.216%
1342	Computer Science	Majors	Computer Science	2	864,472	69.846%	115,027	65.531%	-4.315%	-6.179%
1344	Information Technology	Majors	Information Technology	3	492,825	39.818%	67,399	38.397%	-1.421%	-3.570%
1343	Management Information Systems	Majors	Management Information Systems	9	1,237,683	100.000%	175,532	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2019-11-14	Jobs Found:	3,281,276	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	11,277	0.344%	2,890	0.740%	0.396%	115.238%
2	Attention to Details	Soft Skills	Problem-solving skills	1	13,060	0.398%	1,944	0.498%	0.100%	25.016%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	17,262	0.526%	2,740	0.701%	0.175%	33.313%
231	Cooperation	Soft Skills	Interpersonal skills	1	23,923	0.729%	3,482	0.891%	0.162%	22.244%
3	Creativity	Soft Skills	Problem-solving skills	4	111,722	3.405%	21,110	5.403%	1.998%	58.695%
4	Critical thinking	Soft Skills	Problem-solving skills	3	48,561	1.480%	12,956	3.316%	1.836%	124.077%
1300	Flexibility	Soft Skills	Work ethic	1	109,418	3.335%	21,245	5.438%	2.103%	63.073%
232	Independence	Soft Skills	Interpersonal skills	1	16,731	0.510%	3,531	0.904%	0.394%	77.251%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	409,741	12.487%	63,420	16.233%	3.746%	29.996%
256	Innovation	Soft Skills	Problem-solving skills	1	264,732	8.068%	67,014	17.153%	9.085%	112.605%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	285,680	8.706%	53,596	13.718%	5.012%	57.567%
1422	Internship	Soft Skills	Work ethic	3	54,261	1.654%	18,603	4.762%	3.108%	187.945%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,870	0.057%	482	0.123%	0.066%	116.481%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	221,525	6.751%	41,035	10.503%	3.752%	55.577%
10	Leadership	Soft Skills	Interpersonal skills	1	659,591	20.102%	99,789	25.542%	5.440%	27.064%
258	Learning	Soft Skills	Problem-solving skills	1	266,177	8.112%	73,188	18.733%	10.621%	130.931%
1	Learning Ability	Soft Skills	Problem-solving skills	3	65,029	1.982%	11,594	2.968%	0.986%	49.741%
236	Listening	Soft Skills	Language skills	1	50,600	1.542%	9,090	2.327%	0.785%	50.878%
260	Mathematics	Soft Skills	Problem-solving skills	3	235,259	7.170%	46,921	12.010%	4.840%	67.508%
261	Memorization	Soft Skills	Problem-solving skills	2	155	0.005%	58	0.015%	0.010%	214.275%
18	Negotiation Skills	Soft Skills	Language skills	1	24,955	0.761%	3,159	0.809%	0.048%	6.318%
262	Optimization	Soft Skills	Problem-solving skills	1	183,137	5.581%	27,243	6.973%	1.392%	24.937%
19	Oral Communications	Soft Skills	Language skills	5	50,938	1.552%	8,302	2.125%	0.573%	36.885%
273	Persistence	Soft Skills	Work ethic	1	14,677	0.447%	2,030	0.520%	0.072%	16.164%
239	Persuasion	Soft Skills	Language skills	1	4,643	0.141%	902	0.231%	0.089%	63.163%
1301	Physical Skill	Soft Skills	Work ethic	2	4,569	0.139%	2,074	0.531%	0.392%	281.243%
240	Presentations	Soft Skills	Language skills	1	144,755	4.412%	23,880	6.112%	1.701%	38.553%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	654,607	19.950%	91,712	23.475%	3.525%	17.668%
20	Questioning skills	Soft Skills	Language skills	1	1,076	0.033%	198	0.051%	0.018%	54.549%
241	Reading Comprehension	Soft Skills	Language skills	1	756	0.023%	216	0.055%	0.032%	139.964%
6	Research skills	Soft Skills	Problem-solving skills	1	5,518	0.168%	991	0.254%	0.085%	50.836%
15	Responsibility	Soft Skills	Work ethic	2	303,142	9.239%	44,567	11.407%	2.169%	23.476%
234	Self Control	Soft Skills	Interpersonal skills	1	384	0.012%	73	0.019%	0.007%	59.663%
11	Self-esteem	Soft Skills	Interpersonal skills	1	725	0.022%	516	0.132%	0.110%	497.758%
16	Self-management	Soft Skills	Work ethic	1	4,192	0.128%	797	0.204%	0.076%	59.680%
250	Stress Tolerance	Soft Skills	Physical skills	1	638	0.019%	225	0.058%	0.038%	196.194%
12	Teamwork	Soft Skills	Interpersonal skills	1	140,896	4.294%	22,458	5.748%	1.454%	33.871%
17	Time Management	Soft Skills	Work ethic	2	115,265	3.513%	17,717	4.535%	1.022%	29.094%
268	Visualization	Soft Skills	Problem-solving skills	1	53,053	1.617%	17,296	4.427%	2.810%	173.810%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,915	0.058%	412	0.105%	0.047%	80.693%
21	Written Communications	Soft Skills	Language skills	5	506,319	15.431%	67,029	17.157%	1.726%	11.187%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	141,169	4.302%	49,665	12.712%	8.410%	195.478%
172	Account management	Business Skills	Management skills	1	28,238	0.861%	4,230	1.083%	0.222%	25.811%
22	Accounting	Business Skills	Business processes	4	183,658	5.597%	19,857	5.083%	-0.515%	-9.193%
1263	Accounting software	Business Skills	Business processes	8	22,010	0.671%	4,479	1.146%	0.476%	70.913%
174	Administration	Business Skills	Management skills	3	678,486	20.678%	80,059	20.492%	-0.186%	-0.898%
1313	Analyst	Business Skills	Project management	1	488,223	14.879%	60,095	15.382%	0.503%	3.379%
175	Application management	Business Skills	Management skills	5	244,993	7.466%	29,395	7.524%	0.058%	0.771%
150	Asset management	Business Skills	Business processes	1	40,732	1.241%	6,216	1.591%	0.350%	28.171%
151	Auditing	Business Skills	Business processes	5	138,608	4.224%	20,974	5.368%	1.144%	27.089%
1264	Auditing software	Business Skills	Business processes	1	97	0.003%	4	0.001%	-0.002%	-65.366%
152	Billing	Business Skills	Business processes	1	48,911	1.491%	5,843	1.496%	0.005%	0.333%
153	Bills of Lading	Business Skills	Business processes	1	62	0.002%	17	0.004%	0.002%	130.288%
1314	Business Analyst	Business Skills	Project management	1	164,572	5.015%	15,021	3.845%	-1.171%	-23.342%
35	Business Intelligence	Business Skills	Strategy skills	1	143,470	4.372%	16,066	4.112%	-0.260%	-5.950%
155	Business performance management (BPM)	Business Skills	Business processes	2	19,640	0.599%	1,441	0.369%	-0.230%	-38.378%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	32,412	0.988%	1,290	0.330%	-0.658%	-66.573%
36	Business Strategy	Business Skills	Strategy skills	3	570,474	17.386%	97,064	24.844%	7.459%	42.901%
182	Calendar and scheduling	Business Skills	Project management	3	121,284	3.696%	14,966	3.831%	0.134%	3.637%
156	Capacity planning	Business Skills	Business processes	1	71,893	2.191%	5,721	1.464%	-0.727%	-33.166%
28	Change Management	Business Skills	Management skills	1	125,090	3.812%	17,362	4.444%	0.632%	16.571%
183	Content workflow	Business Skills	Project management	1	124	0.004%	10	0.003%	-0.001%	-32.268%
24	Contracting and legal	Business Skills	Business processes	2	133,835	4.079%	28,889	7.394%	3.316%	81.291%
176	Coordination	Business Skills	Management skills	1	141,631	4.316%	23,085	5.909%	1.592%	36.894%
157	Cost accounting	Business Skills	Business processes	1	2,136	0.065%	326	0.083%	0.018%	28.183%
158	Cost estimation	Business Skills	Business processes	1	2,585	0.079%	334	0.085%	0.007%	8.517%
1312	Customer Support	Business Skills	Business processes	6	612,079	18.654%	76,624	19.613%	0.959%	5.141%
1339	Education	Business Skills	Industry Segment	1	28,281	0.862%	6,979	1.786%	0.924%	107.258%
1333	Energy	Business Skills	Industry Segment	1	158,372	4.827%	25,034	6.408%	1.581%	32.760%
1340	Entertainment	Business Skills	Industry Segment	1	70,151	2.138%	11,120	2.846%	0.708%	33.133%
1319	Environmental	Business Skills	Environmental	16	69,472	2.117%	17,973	4.600%	2.483%	117.282%
1320	Environmental Strategy	Business Skills	Environmental	10	35,932	1.095%	14,790	3.786%	2.691%	245.701%
161	Financial	Business Skills	Business processes	2	606,023	18.469%	83,992	21.499%	3.029%	16.403%
1275	Financial Analysis software	Business Skills	Business processes	8	2,381	0.073%	416	0.106%	0.034%	46.740%
1332	Health Care	Business Skills	Industry Segment	2	357,165	10.885%	52,043	13.321%	2.436%	22.379%
177	Human resources	Business Skills	Management skills	2	104,539	3.186%	16,371	4.190%	1.004%	31.526%
1336	Insurance	Business Skills	Industry Segment	1	18,261	0.557%	1,856	0.475%	-0.081%	-14.637%
1316	Managing/Supervision	Business Skills	Management skills	5	1,130,503	34.453%	136,280	34.882%	0.429%	1.245%
1334	Manufacturing	Business Skills	Industry Segment	2	185,119	5.642%	27,719	7.095%	1.453%	25.759%
26	Marketing	Business Skills	Business processes	1	267,293	8.146%	38,504	9.855%	1.709%	20.985%
185	Monitoring	Business Skills	Project management	1	389,171	11.860%	57,614	14.747%	2.886%	24.337%
179	Negotiation	Business Skills	Management skills	1	95,656	2.915%	13,585	3.477%	0.562%	19.278%
163	Operation and Control	Business Skills	Business processes	3	2,296	0.070%	913	0.234%	0.164%	233.974%
29	Outsourcing Management	Business Skills	Management skills	3	69,806	2.127%	2,642	0.676%	-1.451%	-68.213%
167	Procurement	Business Skills	Business processes	1	48,740	1.485%	7,570	1.938%	0.452%	30.444%
1290	Project Management software	Business Skills	Project management	3	75,167	2.291%	5,631	1.441%	-0.849%	-37.082%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	534,419	16.287%	62,312	15.949%	-0.338%	-2.073%
168	Quality	Business Skills	Business processes	1	968,775	29.524%	143,095	36.627%	7.102%	24.055%
1337	Real Estate	Business Skills	Industry Segment	2	20,952	0.639%	3,983	1.019%	0.381%	59.661%
1335	Retail	Business Skills	Industry Segment	2	457,421	13.940%	53,506	13.695%	-0.245%	-1.757%
34	Risk Management	Business Skills	Project management	1	89,151	2.717%	18,122	4.638%	1.922%	70.724%
169	Service Orientation	Business Skills	Business processes	1	22,179	0.676%	3,055	0.782%	0.106%	15.687%
27	Supply Chain Management	Business Skills	Business processes	3	87,077	2.654%	13,244	3.390%	0.736%	27.741%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,671	0.173%	506	0.130%	-0.043%	-25.062%
178	Teaching	Business Skills	Management skills	7	83,712	2.551%	18,574	4.754%	2.203%	86.351%
190	Timekeeping	Business Skills	Project management	3	34,761	1.059%	4,095	1.048%	-0.011%	-1.059%
1296	Timekeeping software	Business Skills	Project management	1	3,622	0.110%	689	0.176%	0.066%	59.766%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,522	0.107%	271	0.069%	-0.038%	-35.376%
180	Troubleshooting	Business Skills	Management skills	1	461,539	14.066%	59,279	15.173%	1.107%	7.871%
181	Verification	Business Skills	Management skills	1	244,449	7.450%	21,483	5.499%	-1.951%	-26.189%
1338	Waste Management	Business Skills	Industry Segment	1	2,558	0.078%	236	0.060%	-0.018%	-22.514%
191	Workflow	Business Skills	Project management	1	143,738	4.381%	19,133	4.897%	0.517%	11.796%
31	Working Globally	Business Skills	Management skills	3	18,774	0.572%	777	0.199%	-0.373%	-65.240%
32	Working with Virtual Teams	Business Skills	Management skills	2	6,195	0.189%	976	0.250%	0.061%	32.319%
51	4GL	Technical Skills	Software development	3	5,129	0.156%	407	0.104%	-0.052%	-33.354%
987	Access servers & software	Technical Skills	Network	10	103,511	3.155%	11,228	2.874%	-0.281%	-8.898%
38	Agile Development Methods	Technical Skills	Software development	13	260,071	7.926%	51,317	13.135%	5.209%	65.723%
304	Algorithmic software	Technical Skills	Business applications	1	113	0.003%	6	0.002%	-0.002%	-55.405%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,242	0.129%	634	0.162%	0.033%	25.526%
1352	Android	Technical Skills	Mobile Platforms	3	77,351	2.357%	13,866	3.549%	1.192%	50.556%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	52,621	1.604%	5,420	1.387%	-0.216%	-13.492%
120	Apple operating systems	Technical Skills	Business applications	6	101,202	3.084%	15,424	3.948%	0.864%	28.003%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	6,476	0.197%	1,020	0.261%	0.064%	32.284%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	89,034	2.713%	36,761	9.409%	6.696%	246.773%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	177	0.005%	31	0.008%	0.003%	47.096%
1265	Backup & Recovery	Technical Skills	Technical applications	16	256,463	7.816%	25,453	6.515%	-1.301%	-16.646%
1386	Biometric	Technical Skills	Information mgmt	2	8,346	0.254%	1,126	0.288%	0.034%	13.311%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,912	0.759%	582	0.149%	-0.610%	-80.379%
336	Borland Delphi	Technical Skills	Business applications	1	5,509	0.168%	325	0.083%	-0.085%	-50.452%
337	Borland JBuilder	Technical Skills	Business applications	1	3,825	0.117%	39	0.010%	-0.107%	-91.437%
338	Borland Paradox	Technical Skills	Business applications	1	277	0.008%	29	0.007%	-0.001%	-12.071%
72	Business Continuity Planning	Technical Skills	Hardware	2	37,365	1.139%	4,966	1.271%	0.132%	11.623%
352	Cadence Opus	Technical Skills	Business applications	1	1,393	0.042%	94	0.024%	-0.018%	-43.325%
868	Calculators	Technical Skills	Hardware	1	2,265	0.069%	367	0.094%	0.025%	36.085%
39	CASE Tools	Technical Skills	Software development	1	134,835	4.109%	19,469	4.983%	0.874%	21.270%
367	Categorization or classification software	Technical Skills	Business applications	1	15,845	0.483%	1,769	0.453%	-0.030%	-6.233%
112	Certification	Technical Skills	Misc	3	551,120	16.796%	81,277	20.804%	4.008%	23.861%
78	Cisco	Technical Skills	Hardware	1	160,895	4.903%	18,543	4.746%	-0.157%	-3.205%
1009	Cisco Systems IOS	Technical Skills	Network	1	77,385	2.358%	13,383	3.426%	1.067%	45.248%
40	Client-Server	Technical Skills	Software development	1	65,519	1.997%	3,058	0.783%	-1.214%	-60.800%
1011	Cluster server software	Technical Skills	Network	9	58,626	1.787%	6,016	1.540%	-0.247%	-13.815%
1147	CMAKE	Technical Skills	Software development	1	1,147	0.035%	505	0.129%	0.094%	269.779%
1151	Compatibility testing	Technical Skills	Software development	1	1,883	0.057%	168	0.043%	-0.014%	-25.067%
1152	Compilers	Technical Skills	Software development	5	35,361	1.078%	5,337	1.366%	0.288%	26.761%
1255	Compliance software	Technical Skills	Technical applications	4	15,412	0.470%	2,703	0.692%	0.222%	47.299%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	28,604	0.872%	5,179	1.326%	0.454%	52.066%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,907	0.150%	686	0.176%	0.026%	17.415%
875	Computer diagnostics	Technical Skills	Hardware	5	149,542	4.557%	22,614	5.788%	1.231%	27.007%
1107	Computer forensics	Technical Skills	Security	1	7,647	0.233%	805	0.206%	-0.027%	-11.586%
1266	Computer Hardware	Technical Skills	Hardware	15	74,483	2.270%	12,138	3.107%	0.837%	36.869%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,476	0.075%	254	0.065%	-0.010%	-13.842%
1015	Computer servers	Technical Skills	Network	6	326,363	9.946%	30,118	7.709%	-2.237%	-22.493%
1267	Computer Utilities	Technical Skills	Misc	1	2,713	0.083%	547	0.140%	0.057%	69.337%
59	Content Manager	Technical Skills	Business applications	1	2,540	0.077%	161	0.041%	-0.036%	-46.764%
1396	Continuous Improvement	Technical Skills	Software development	1	64,653	1.970%	17,831	4.564%	2.594%	131.633%
878	Controllers	Technical Skills	Hardware	3	22,788	0.694%	3,906	1.000%	0.305%	43.959%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	3,309	0.101%	610	0.156%	0.055%	54.827%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	12,662	0.386%	713	0.182%	-0.203%	-52.707%
53	Customer Relationship Management	Technical Skills	Business applications	9	157,928	4.813%	16,475	4.217%	-0.596%	-12.385%
1368	Cyber Security	Technical Skills	Information mgmt	3	72,090	2.197%	25,197	6.449%	4.252%	193.554%
953	Data acquisition systems	Technical Skills	Information mgmt	1	18,415	0.561%	3,174	0.812%	0.251%	44.760%
955	Data compression software	Technical Skills	Information mgmt	1	12,347	0.376%	1,023	0.262%	-0.114%	-30.413%
956	Data conversion software	Technical Skills	Information mgmt	1	13,860	0.422%	1,144	0.293%	-0.130%	-30.677%
958	Data dictionary	Technical Skills	Information mgmt	1	9,309	0.284%	781	0.200%	-0.084%	-29.537%
959	Data entry	Technical Skills	Information mgmt	1	13,533	0.412%	2,273	0.582%	0.169%	41.065%
962	Data mapping	Technical Skills	Information mgmt	1	17,016	0.519%	1,841	0.471%	-0.047%	-9.132%
67	Data Mining	Technical Skills	Information mgmt	5	66,838	2.037%	11,443	2.929%	0.892%	43.791%
963	Data modeling	Technical Skills	Information mgmt	1	115,768	3.528%	10,859	2.779%	-0.749%	-21.220%
68	Data Warehousing	Technical Skills	Information mgmt	2	168,205	5.126%	14,668	3.754%	-1.372%	-26.760%
69	Database Administration	Technical Skills	Information mgmt	12	215,008	6.553%	16,638	4.259%	-2.294%	-35.008%
969	Database design software	Technical Skills	Information mgmt	16	184,321	5.617%	14,080	3.604%	-2.013%	-35.843%
1268	Database Reporting	Technical Skills	Information mgmt	3	49,197	1.499%	2,478	0.634%	-0.865%	-57.696%
1269	Database Security	Technical Skills	Information mgmt	2	635	0.019%	101	0.026%	0.006%	33.586%
1373	Database Security	Technical Skills	Information mgmt	1	728	0.022%	144	0.037%	0.015%	66.129%
1270	Database Servers	Technical Skills	Information mgmt	3	42,096	1.283%	1,458	0.373%	-0.910%	-70.911%
1271	Database Testing	Technical Skills	Information mgmt	1	3,195	0.097%	330	0.084%	-0.013%	-13.253%
1160	Debugging	Technical Skills	Software development	7	263,005	8.015%	32,952	8.434%	0.419%	5.228%
1385	Decryption	Technical Skills	Information mgmt	2	1,126	0.034%	166	0.042%	0.008%	23.818%
418	Desktop publishing software	Technical Skills	Business applications	13	46,809	1.427%	10,737	2.748%	1.322%	92.649%
1272	Development Environment	Technical Skills	Software development	13	175,061	5.335%	19,723	5.048%	-0.287%	-5.377%
1273	Digital Imaging	Technical Skills	Hardware	1	876	0.027%	63	0.016%	-0.011%	-39.598%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	11,309	0.345%	1,488	0.381%	0.036%	10.508%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	9,243	0.282%	787	0.201%	-0.080%	-28.489%
1307	Doctor of Philosophy	Technical Skills	Misc	3	142,688	4.349%	24,230	6.202%	1.853%	42.620%
973	Document management software	Technical Skills	Information mgmt	4	25,830	0.787%	2,725	0.697%	-0.090%	-11.395%
1020	Domain name system (DNS)	Technical Skills	Network	3	112,403	3.426%	11,721	3.000%	-0.425%	-12.421%
61	Dreamweaver	Technical Skills	Software development	1	14,837	0.452%	488	0.125%	-0.327%	-72.376%
54	DSS/GDSS	Technical Skills	Business applications	5	36,347	1.108%	3,182	0.814%	-0.293%	-26.473%
425	Dynamic modeling software	Technical Skills	Business applications	1	131	0.004%	34	0.009%	0.005%	117.982%
62	Eclipse	Technical Skills	Software development	1	73,962	2.254%	5,229	1.338%	-0.916%	-40.622%
1308	Electronic Commerce	Technical Skills	Business applications	2	153,778	4.687%	12,575	3.219%	-1.468%	-31.320%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	27,860	0.849%	2,259	0.578%	-0.271%	-31.900%
1023	Electronic mail software	Technical Skills	Network	8	49,185	1.499%	5,377	1.376%	-0.123%	-8.183%
1384	Encryption	Technical Skills	Information mgmt	1	279	0.009%	107	0.027%	0.019%	222.102%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	146,089	4.452%	13,627	3.488%	-0.964%	-21.658%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	147,422	4.493%	15,302	3.917%	-0.576%	-12.823%
1321	Environmental Certification	Technical Skills	Environmental	1	234	0.007%	79	0.020%	0.013%	183.547%
1328	Environmental Cleanup	Technical Skills	Environmental	2	515	0.016%	39	0.010%	-0.006%	-36.398%
1329	Environmental Energy	Technical Skills	Environmental	23	11,028	0.336%	3,100	0.793%	0.457%	136.091%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	10,721	0.327%	2,225	0.570%	0.243%	74.304%
1327	Environmental Pollution	Technical Skills	Environmental	22	8,260	0.252%	2,317	0.593%	0.341%	135.592%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	4,966	0.151%	1,242	0.318%	0.167%	110.053%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,898	0.058%	452	0.116%	0.058%	100.012%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	6,763	0.206%	1,639	0.420%	0.213%	103.542%
1331	Environmental Science	Technical Skills	Environmental	2	438	0.013%	74	0.019%	0.006%	41.896%
1322	Environmental Technology	Technical Skills	Environmental	2	629	0.019%	250	0.064%	0.045%	233.813%
461	Expert system software	Technical Skills	Business applications	1	1,290	0.039%	213	0.055%	0.015%	38.677%
1359	Facebook	Technical Skills	Social Networking	1	440,526	13.425%	9,729	2.490%	-10.935%	-81.451%
463	Facilities management software	Technical Skills	Business applications	4	5,864	0.179%	983	0.252%	0.073%	40.791%
468	Flight control software	Technical Skills	Business applications	1	1,198	0.037%	240	0.061%	0.025%	68.255%
469	Flowchart software	Technical Skills	Business applications	5	9,796	0.299%	980	0.251%	-0.048%	-15.978%
1367	Forensic	Technical Skills	Information mgmt	2	28,005	0.853%	5,622	1.439%	0.586%	68.604%
1112	Fraud Detection	Technical Skills	Security	1	17,722	0.540%	3,542	0.907%	0.367%	67.861%
63	FrontPage	Technical Skills	Software development	1	2,480	0.076%	34	0.009%	-0.067%	-88.486%
475	Fund accounting software	Technical Skills	Business applications	1	743	0.023%	86	0.022%	-0.001%	-2.787%
1260	Gaming	Technical Skills	Misc	2	77,637	2.366%	12,195	3.121%	0.755%	31.925%
113	Generic databases	Technical Skills	Information mgmt	2	541,953	16.517%	61,435	15.725%	-0.792%	-4.793%
1365	Google Apps	Technical Skills	Business applications	4	12,579	0.383%	1,181	0.302%	-0.081%	-21.147%
1364	Google Plus	Technical Skills	Social Networking	1	1,494	0.046%	187	0.048%	0.002%	5.125%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	32	162,527	4.953%	20,525	5.254%	0.300%	6.065%
484	Graphic software	Technical Skills	Business applications	16	242,756	7.398%	27,892	7.139%	-0.259%	-3.501%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	66,596	2.030%	3,750	0.960%	-1.070%	-52.707%
1323	Green IT	Technical Skills	Environmental	9	8,446	0.257%	1,640	0.420%	0.162%	63.082%
893	Guidance systems	Technical Skills	Hardware	1	163	0.005%	24	0.006%	0.001%	23.662%
1371	Hacking	Technical Skills	Information mgmt	5	17,816	0.543%	3,828	0.980%	0.437%	80.458%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,210	0.037%	327	0.084%	0.047%	126.974%
1277	Hardware Design	Technical Skills	Hardware	20	28,919	0.881%	5,558	1.423%	0.541%	61.417%
1278	Hardware Testing	Technical Skills	Hardware	4	9,349	0.285%	1,191	0.305%	0.020%	6.994%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,044	0.032%	235	0.060%	0.028%	89.052%
492	Helpdesk or call center	Technical Skills	Business applications	2	114,386	3.486%	14,205	3.636%	0.150%	4.299%
1377	Homeland Security	Technical Skills	Information mgmt	1	57,660	1.757%	5,410	1.385%	-0.373%	-21.198%
114	IBM databases	Technical Skills	Information mgmt	2	86,016	2.621%	4,362	1.116%	-1.505%	-57.409%
121	IBM operating systems	Technical Skills	Business applications	4	60,746	1.851%	2,121	0.543%	-1.308%	-70.675%
898	Image capture devices	Technical Skills	Hardware	9	16,020	0.488%	2,911	0.745%	0.257%	52.614%
524	Industrial control software	Technical Skills	Business applications	3	14,121	0.430%	2,950	0.755%	0.325%	75.457%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	51,558	1.571%	6,725	1.721%	0.150%	9.549%
1375	Information Security	Technical Skills	Information mgmt	3	133,434	4.067%	24,556	6.285%	2.219%	54.563%
899	Infrared	Technical Skills	Hardware	1	2,709	0.083%	475	0.122%	0.039%	47.265%
1180	Installation	Technical Skills	Software development	1	274,406	8.363%	29,297	7.499%	-0.864%	-10.331%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,291	0.039%	164	0.042%	0.003%	6.692%
536	Internet browser software	Technical Skills	Business applications	4	18,553	0.565%	1,562	0.400%	-0.166%	-29.290%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	36,369	1.108%	4,188	1.072%	-0.036%	-3.286%
541	Inventory management software	Technical Skills	Business applications	3	14,938	0.455%	2,169	0.555%	0.100%	21.950%
1414	ISO 9000	Technical Skills	Software development	1	4,965	0.151%	190	0.049%	-0.103%	-67.860%
73	IT Architecture/Standards	Technical Skills	Hardware	2	22,480	0.685%	2,618	0.670%	-0.015%	-2.189%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,145	0.035%	12	0.003%	-0.032%	-91.198%
1035	Kernel	Technical Skills	Network	1	38,028	1.159%	3,273	0.838%	-0.321%	-27.714%
907	Lasers	Technical Skills	Hardware	1	988	0.030%	238	0.061%	0.031%	102.318%
1038	License management software	Technical Skills	Network	1	2,211	0.067%	357	0.091%	0.024%	35.610%
1361	LinkedIn	Technical Skills	Social Networking	1	32,121	0.979%	6,389	1.635%	0.656%	67.054%
908	Mainframe computers	Technical Skills	Hardware	2	69,208	2.109%	4,483	1.147%	-0.962%	-45.597%
124	Mainframe operating systems	Technical Skills	Business applications	8	42,075	1.282%	4,101	1.050%	-0.233%	-18.139%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	72,795	2.218%	5,595	1.432%	-0.786%	-35.448%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	13,084	0.399%	1,168	0.299%	-0.100%	-25.025%
1281	Medical software	Technical Skills	Business applications	9	20,875	0.636%	4,643	1.188%	0.552%	86.804%
115	Microsoft databases	Technical Skills	Information mgmt	5	498,814	15.202%	36,592	9.366%	-5.836%	-38.389%
119	Microsoft operating systems	Technical Skills	Business applications	4	690,927	21.057%	58,723	15.031%	-6.026%	-28.618%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	21,374	0.651%	2,239	0.573%	-0.078%	-12.020%
625	Multimedia	Technical Skills	Business applications	1	28,676	0.874%	2,068	0.529%	-0.345%	-39.432%
1362	MySpace	Technical Skills	Social Networking	1	3,739	0.114%	51	0.013%	-0.101%	-88.544%
74	Network administration	Technical Skills	Hardware	17	345,827	10.539%	39,345	10.071%	-0.469%	-4.447%
1282	Network Administration software	Technical Skills	Network	18	171,117	5.215%	20,441	5.232%	0.017%	0.328%
1283	Network Hardware	Technical Skills	Network	11	126,656	3.860%	11,601	2.969%	-0.891%	-23.072%
1284	Network Monitoring software	Technical Skills	Network	15	91,979	2.803%	10,417	2.666%	-0.137%	-4.881%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,115	0.095%	300	0.077%	-0.018%	-19.113%
1122	Network security	Technical Skills	Security	1	106,273	3.239%	10,480	2.682%	-0.556%	-17.177%
1369	Network Security	Technical Skills	Information mgmt	1	21,792	0.664%	1,929	0.494%	-0.170%	-25.655%
1285	Network Security software	Technical Skills	Security	36	243,105	7.409%	34,105	8.729%	1.321%	17.825%
1286	Network software	Technical Skills	Network	6	61,334	1.869%	8,041	2.058%	0.189%	10.109%
1287	Network Testing	Technical Skills	Network	11	53,194	1.621%	5,372	1.375%	-0.246%	-15.182%
1065	Novell network software	Technical Skills	Network	2	4,283	0.131%	98	0.025%	-0.105%	-80.783%
643	Oberon	Technical Skills	Business applications	1	436	0.013%	23	0.006%	-0.007%	-55.695%
1413	Object Oriented Design	Technical Skills	Software development	2	100,217	3.054%	5,525	1.414%	-1.640%	-53.697%
41	Object Oriented Programming	Technical Skills	Software development	5	466,567	14.219%	36,711	9.397%	-4.823%	-33.916%
1288	Office Applications	Technical Skills	Business applications	13	417,137	12.713%	57,553	14.731%	2.019%	15.879%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	38,516	1.174%	1,812	0.464%	-0.710%	-60.488%
116	Open-source databases	Technical Skills	Information mgmt	4	215,348	6.563%	21,805	5.581%	-0.982%	-14.959%
118	Open-source operating systems	Technical Skills	Business applications	8	602,137	18.351%	63,182	16.172%	-2.179%	-11.872%
56	Operating Systems	Technical Skills	Business applications	3	321,915	9.811%	37,632	9.632%	-0.178%	-1.818%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,088	0.064%	367	0.094%	0.030%	47.621%
117	Oracle databases	Technical Skills	Information mgmt	1	565,308	17.228%	37,549	9.611%	-7.617%	-44.214%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,190	0.097%	19	0.005%	-0.092%	-94.998%
1376	Penetration Testing	Technical Skills	Information mgmt	5	91,127	2.777%	19,531	4.999%	2.222%	80.008%
1289	Physical Tools	Technical Skills	Hardware	1	247	0.008%	90	0.023%	0.016%	206.027%
683	Point of sale (POS)	Technical Skills	Business applications	3	19,616	0.598%	2,701	0.691%	0.094%	15.645%
686	Polka	Technical Skills	Business applications	1	593	0.018%	593	0.152%	0.134%	739.873%
931	Printers	Technical Skills	Hardware	3	31,124	0.949%	6,926	1.773%	0.824%	86.896%
43	Programming	Technical Skills	Software development	1	967,003	29.470%	106,993	27.386%	-2.084%	-7.073%
700	Provisioning	Technical Skills	Business applications	1	49,921	1.521%	7,251	1.856%	0.335%	21.991%
1405	Rapid Application Development	Technical Skills	Software development	2	18,646	0.568%	994	0.254%	-0.314%	-55.227%
1258	Rate Control	Technical Skills	Technical applications	1	188	0.006%	4	0.001%	-0.005%	-82.130%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,895	1.216%	740	0.189%	-1.026%	-84.421%
1077	Remote control software	Technical Skills	Network	2	3,265	0.100%	528	0.135%	0.036%	35.820%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,119	0.065%	168	0.043%	-0.022%	-33.413%
1379	Risk Analysis	Technical Skills	Information mgmt	1	20,866	0.636%	3,341	0.855%	0.219%	34.478%
1262	Robotics	Technical Skills	Hardware	3	20,446	0.623%	7,963	2.038%	1.415%	227.101%
1318	RSA	Technical Skills	Security	1	14,909	0.454%	976	0.250%	-0.205%	-45.019%
44	SDLC	Technical Skills	Software development	7	445,154	13.566%	45,523	11.652%	-1.914%	-14.112%
1132	Secure shell (SSH)	Technical Skills	Security	1	333	0.010%	20	0.005%	-0.005%	-49.557%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	46,159	1.407%	4,381	1.121%	-0.285%	-20.287%
76	Security	Technical Skills	Hardware	4	2,204,772	67.193%	143,877	36.827%	-30.366%	-45.192%
1382	Security Audit	Technical Skills	Information mgmt	1	3,372	0.103%	394	0.101%	-0.002%	-1.865%
1315	Security Clearance	Technical Skills	Misc	2	250,628	7.638%	38,324	9.809%	2.171%	28.427%
1381	Security Plan	Technical Skills	Information mgmt	1	2,665	0.081%	658	0.168%	0.087%	107.368%
1380	Security Policy	Technical Skills	Information mgmt	2	52,588	1.603%	9,233	2.363%	0.761%	47.459%
1135	Security testing software	Technical Skills	Security	1	10,442	0.318%	2,198	0.563%	0.244%	76.790%
60	Sharepoint Server	Technical Skills	Business applications	1	11,721	0.357%	361	0.092%	-0.265%	-74.132%
1084	Signal generators	Technical Skills	Network	1	793	0.024%	212	0.054%	0.030%	124.531%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	31,386	0.957%	1,826	0.467%	-0.489%	-51.137%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	142,347	4.338%	11,973	3.065%	-1.274%	-29.357%
1220	Simulation software	Technical Skills	Software development	5	59,786	1.822%	12,129	3.105%	1.282%	70.388%
1366	Social Network	Technical Skills	Social Networking	1	11,826	0.360%	726	0.186%	-0.175%	-48.440%
1358	Social Networking	Technical Skills	Social Networking	1	18,654	0.568%	647	0.166%	-0.403%	-70.870%
42	Software Development	Technical Skills	Software development	2	892,279	27.193%	95,953	24.560%	-2.633%	-9.683%
1291	Software Development software	Technical Skills	Software development	3	6,097	0.186%	213	0.055%	-0.131%	-70.659%
1309	Software Engineering	Technical Skills	Software development	1	535,663	16.325%	65,281	16.709%	0.384%	2.355%
1292	Software Installation	Technical Skills	Software development	4	410,057	12.497%	57,739	14.779%	2.282%	18.260%
1223	Software libraries	Technical Skills	Software development	1	1,453	0.044%	376	0.096%	0.052%	117.338%
1293	Software Maintenance	Technical Skills	Software development	1	27,502	0.838%	2,114	0.541%	-0.297%	-35.441%
1294	Software Testing	Technical Skills	Software development	14	406,977	12.403%	51,571	13.200%	0.797%	6.426%
1225	Source code management (SCM)	Technical Skills	Software development	5	143,617	4.377%	17,312	4.431%	0.054%	1.241%
1229	Static analysis software	Technical Skills	Software development	1	3,598	0.110%	642	0.164%	0.055%	49.861%
772	Statistical analysis software	Technical Skills	Business applications	26	265,523	8.092%	51,829	13.266%	5.174%	63.940%
774	Statistical software	Technical Skills	Business applications	1	128,953	3.930%	29,242	7.485%	3.555%	90.454%
1230	Stress testing software	Technical Skills	Software development	1	9,216	0.281%	766	0.196%	-0.085%	-30.193%
122	Sun operating systems	Technical Skills	Business applications	3	137,201	4.181%	4,386	1.123%	-3.059%	-73.151%
939	Surveillance systems	Technical Skills	Hardware	5	31,147	0.949%	6,581	1.684%	0.735%	77.456%
791	Symantec software	Technical Skills	Business applications	1	24,544	0.748%	1,698	0.435%	-0.313%	-41.896%
1355	Symbian	Technical Skills	Mobile Platforms	1	113	0.003%	5	0.001%	-0.002%	-62.837%
1310	System Administration	Technical Skills	Network	4	222,165	6.771%	21,800	5.580%	-1.191%	-17.587%
45	System Testing	Technical Skills	Software development	5	77,210	2.353%	9,152	2.343%	-0.011%	-0.447%
46	Systems Analysis	Technical Skills	Software development	8	284,308	8.665%	30,947	7.921%	-0.743%	-8.580%
47	Systems Design	Technical Skills	Software development	1	49,203	1.500%	5,199	1.331%	-0.169%	-11.255%
1233	Systems Evaluation	Technical Skills	Software development	1	350	0.011%	93	0.024%	0.013%	123.166%
1234	Systems integration	Technical Skills	Software development	8	157,084	4.787%	8,038	2.057%	-2.730%	-57.024%
75	TCP/IP	Technical Skills	Hardware	3	198,770	6.058%	15,879	4.064%	-1.993%	-32.906%
1235	Technology Design	Technical Skills	Software development	1	3,100	0.094%	504	0.129%	0.035%	36.547%
1236	Templates	Technical Skills	Software development	1	51,999	1.585%	6,117	1.566%	-0.019%	-1.200%
1239	Test implementation	Technical Skills	Software development	1	1,580	0.048%	405	0.104%	0.056%	115.284%
1302	Testing	Technical Skills	Software development	1	1,102,866	33.611%	139,135	35.613%	2.002%	5.956%
1297	Training software	Technical Skills	Business applications	3	2,655	0.081%	272	0.070%	-0.011%	-13.956%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,543	0.138%	368	0.094%	-0.044%	-31.967%
1360	Twitter	Technical Skills	Social Networking	1	44,944	1.370%	8,581	2.196%	0.827%	60.354%
1411	Unified Process	Technical Skills	Software development	1	8,838	0.269%	114	0.029%	-0.240%	-89.167%
123	UNIX operating systems	Technical Skills	Business applications	5	530,537	16.169%	30,837	7.893%	-8.276%	-51.183%
1298	UNIX Shells	Technical Skills	Business applications	4	124,805	3.804%	9,463	2.422%	-1.381%	-36.319%
1410	Use Case	Technical Skills	Software development	1	24,863	0.758%	2,514	0.643%	-0.114%	-15.077%
48	User-Interface Design	Technical Skills	Software development	2	232,830	7.096%	25,849	6.616%	-0.479%	-6.756%
836	Video creation and editing software	Technical Skills	Business applications	3	14,634	0.446%	1,561	0.400%	-0.046%	-10.411%
64	Visual Studio	Technical Skills	Software development	1	126,991	3.870%	9,771	2.501%	-1.369%	-35.378%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,625	0.141%	876	0.224%	0.083%	59.077%
77	Voice/Data Telecom	Technical Skills	Hardware	10	237,112	7.226%	20,566	5.264%	-1.962%	-27.153%
1299	Web Application Server	Technical Skills	Business applications	8	156,316	4.764%	5,506	1.409%	-3.355%	-70.417%
1248	Web platform development software	Technical Skills	Software development	5	9,791	0.298%	123	0.031%	-0.267%	-89.449%
65	web programmer	Technical Skills	Software development	4	39,146	1.193%	2,473	0.633%	-0.560%	-46.942%
58	Web servers	Technical Skills	Business applications	6	258,385	7.875%	17,613	4.508%	-3.366%	-42.749%
49	Web-based Application Development	Technical Skills	Software development	2	187,440	5.712%	12,871	3.294%	-2.418%	-42.328%
1356	Windows CE	Technical Skills	Mobile Platforms	4	21,228	0.647%	426	0.109%	-0.538%	-83.146%
1102	Wireless	Technical Skills	Network	5	143,838	4.384%	15,524	3.974%	-0.410%	-9.355%
1363	YouTube	Technical Skills	Social Networking	2	9,737	0.297%	3,547	0.908%	0.611%	205.950%
79	.NET	Programming Skills	Current	1	400,080	12.193%	27,853	7.129%	-5.064%	-41.529%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	118	0.004%	23	0.006%	0.002%	63.704%
209	A programming language (APL)	Programming Skills	Legacy	2	5,628	0.172%	1,128	0.289%	0.117%	68.333%
99	Ada	Programming Skills	Legacy	1	14,354	0.437%	4,470	1.144%	0.707%	161.546%
80	AJAX	Programming Skills	Current	1	213,390	6.503%	7,486	1.916%	-4.587%	-70.536%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	81	0.002%	9	0.002%	-0.000%	-6.681%
192	Apple AppleScript	Programming Skills	Current	1	579	0.018%	46	0.012%	-0.006%	-33.274%
81	ASP	Programming Skills	Current	2	269,031	8.199%	13,586	3.477%	-4.722%	-57.587%
108	Assembly	Programming Skills	Legacy	2	9,973	0.304%	636	0.163%	-0.141%	-46.439%
211	AWK	Programming Skills	Legacy	1	7,737	0.236%	383	0.098%	-0.138%	-58.424%
212	B	Programming Skills	Legacy	1	44,555	1.358%	8,235	2.108%	0.750%	55.232%
83	C#	Programming Skills	Current	2	409,998	12.495%	39,752	10.175%	-2.320%	-18.569%
82	C/C++	Programming Skills	Current	3	610,501	18.606%	65,285	16.710%	-1.895%	-10.187%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	317,512	9.676%	32,844	8.407%	-1.270%	-13.122%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	913	0.028%	45	0.012%	-0.016%	-58.604%
84	CGI	Programming Skills	Current	2	26,034	0.793%	2,911	0.745%	-0.048%	-6.089%
217	Clipper	Programming Skills	Legacy	1	608	0.019%	55	0.014%	-0.004%	-24.025%
218	CLU	Programming Skills	Legacy	1	196	0.006%	14	0.004%	-0.002%	-40.009%
100	Cobol	Programming Skills	Legacy	1	25,833	0.787%	1,453	0.372%	-0.415%	-52.761%
85	ColdFusion	Programming Skills	Current	2	21,383	0.652%	874	0.224%	-0.428%	-65.671%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	431	0.013%	45	0.012%	-0.002%	-12.310%
195	Component object model (COM)	Programming Skills	Current	1	541	0.016%	13	0.003%	-0.013%	-79.818%
125	Database programming	Programming Skills	Current	3	88,124	2.686%	3,994	1.022%	-1.663%	-61.935%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,349	0.163%	76	0.019%	-0.144%	-88.067%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	22,069	0.673%	1,089	0.279%	-0.394%	-58.556%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,927	0.181%	598	0.153%	-0.028%	-15.262%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	37,546	1.144%	1,085	0.278%	-0.867%	-75.729%
109	Forth	Programming Skills	Legacy	1	10,418	0.317%	2,734	0.700%	0.382%	120.408%
102	Fortran	Programming Skills	Legacy	1	6,087	0.186%	747	0.191%	0.006%	3.070%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	636,394	19.395%	45,485	11.642%	-7.752%	-39.972%
222	J	Programming Skills	Legacy	1	12,392	0.378%	1,867	0.478%	0.100%	26.537%
87	Java/J2EE/J2P	Programming Skills	Current	4	867,822	26.448%	87,343	22.356%	-4.091%	-15.470%
97	JavaScript	Programming Skills	Current	3	515,836	15.721%	57,168	14.633%	-1.088%	-6.920%
89	JavaServer Faces	Programming Skills	Current	3	32,005	0.975%	1,000	0.256%	-0.719%	-73.758%
88	JavaServer Pages	Programming Skills	Current	3	134,995	4.114%	3,990	1.021%	-3.093%	-75.176%
223	Job control language (JCL)	Programming Skills	Legacy	2	15,057	0.459%	939	0.240%	-0.219%	-47.623%
126	LAMP	Programming Skills	Current	1	38,300	1.167%	1,295	0.331%	-0.836%	-71.602%
104	Lisp	Programming Skills	Legacy	1	2,456	0.075%	191	0.049%	-0.026%	-34.684%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,682	0.082%	783	0.200%	0.119%	145.198%
201	Microsoft ActiveX	Programming Skills	Current	1	5,114	0.156%	73	0.019%	-0.137%	-88.011%
107	Pascal	Programming Skills	Legacy	1	1,628	0.050%	65	0.017%	-0.033%	-66.467%
90	Perl	Programming Skills	Current	1	270,562	8.246%	17,307	4.430%	-3.816%	-46.276%
91	PHP	Programming Skills	Current	1	159,258	4.854%	11,959	3.061%	-1.793%	-36.932%
103	PL/1	Programming Skills	Legacy	3	609	0.019%	72	0.018%	-0.000%	-0.705%
105	Prolog	Programming Skills	Legacy	1	1,521	0.046%	27	0.007%	-0.039%	-85.091%
95	Python	Programming Skills	Current	1	282,450	8.608%	73,960	18.931%	10.323%	119.922%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,948	1.370%	772	0.198%	-1.172%	-85.575%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	108,360	3.302%	14,139	3.619%	0.317%	9.588%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,841	0.056%	201	0.051%	-0.005%	-8.303%
206	Scripting languages	Programming Skills	Current	1	86,645	2.641%	11,956	3.060%	0.420%	15.893%
101	Smalltalk	Programming Skills	Legacy	1	992	0.030%	19	0.005%	-0.025%	-83.914%
92	SQL	Programming Skills	Current	3	1,110,691	33.849%	99,972	25.589%	-8.261%	-24.404%
110	TCL	Programming Skills	Legacy	1	17,573	0.536%	1,259	0.322%	-0.213%	-39.828%
98	Unified Modeling Language	Programming Skills	Current	2	102,632	3.128%	3,737	0.957%	-2.171%	-69.419%
93	Visual Basic	Programming Skills	Current	6	230,253	7.017%	12,887	3.299%	-3.719%	-52.993%
207	Web service definition language (WSDL)	Programming Skills	Current	2	28,146	0.858%	1,406	0.360%	-0.498%	-58.045%
94	XML	Programming Skills	Current	2	444,835	13.557%	21,464	5.494%	-8.063%	-59.475%
1342	Computer Science	Majors	Computer Science	2	3,281,276	100.000%	390,687	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	868,123	26.457%	95,109	24.344%	-2.113%	-7.986%
1343	Management Information Systems	Majors	Management Information Systems	9	864,583	26.349%	115,027	29.442%	3.093%	11.740%

IT Degrees

Information Technology	2019-11-14	Jobs Found:	1,614,276	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	5,406	0.335%	1,432	0.709%	0.374%	111.802%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,718	0.292%	994	0.492%	0.200%	68.458%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	12,021	0.745%	2,477	1.227%	0.482%	64.759%
231	Cooperation	Soft Skills	Interpersonal skills	1	14,318	0.887%	2,957	1.465%	0.578%	65.132%
3	Creativity	Soft Skills	Problem-solving skills	4	48,436	3.000%	10,138	5.022%	2.021%	67.358%
4	Critical thinking	Soft Skills	Problem-solving skills	3	26,321	1.631%	8,196	4.060%	2.429%	148.979%
1300	Flexibility	Soft Skills	Work ethic	1	107,795	6.678%	11,764	5.827%	-0.851%	-12.739%
232	Independence	Soft Skills	Interpersonal skills	1	10,138	0.628%	2,350	1.164%	0.536%	85.344%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	215,604	13.356%	39,335	19.483%	6.127%	45.876%
256	Innovation	Soft Skills	Problem-solving skills	1	126,683	7.848%	29,053	14.391%	6.543%	83.373%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	214,588	13.293%	44,820	22.200%	8.907%	67.005%
1422	Internship	Soft Skills	Work ethic	3	55,440	3.434%	6,333	3.137%	-0.298%	-8.662%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,352	0.084%	509	0.252%	0.168%	201.026%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	125,667	7.785%	28,009	13.873%	6.089%	78.213%
10	Leadership	Soft Skills	Interpersonal skills	1	377,599	23.391%	65,513	32.450%	9.059%	38.727%
258	Learning	Soft Skills	Problem-solving skills	1	178,520	11.059%	28,459	14.096%	3.037%	27.466%
1	Learning Ability	Soft Skills	Problem-solving skills	3	27,007	1.673%	6,570	3.254%	1.581%	94.515%
236	Listening	Soft Skills	Language skills	1	57,031	3.533%	5,870	2.908%	-0.625%	-17.702%
260	Mathematics	Soft Skills	Problem-solving skills	3	52,088	3.227%	10,518	5.210%	1.983%	61.458%
261	Memorization	Soft Skills	Problem-solving skills	2	160	0.010%	65	0.032%	0.022%	224.830%
18	Negotiation Skills	Soft Skills	Language skills	1	17,980	1.114%	2,220	1.100%	-0.014%	-1.275%
262	Optimization	Soft Skills	Problem-solving skills	1	68,751	4.259%	10,154	5.029%	0.771%	18.092%
19	Oral Communications	Soft Skills	Language skills	5	30,146	1.867%	5,724	2.835%	0.968%	51.821%
273	Persistence	Soft Skills	Work ethic	1	4,033	0.250%	668	0.331%	0.081%	32.438%
239	Persuasion	Soft Skills	Language skills	1	3,199	0.198%	800	0.396%	0.198%	99.958%
1301	Physical Skill	Soft Skills	Work ethic	2	3,065	0.190%	1,710	0.847%	0.657%	346.096%
240	Presentations	Soft Skills	Language skills	1	91,032	5.639%	16,664	8.254%	2.615%	46.369%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	247,450	15.329%	44,460	22.022%	6.693%	43.663%
20	Questioning skills	Soft Skills	Language skills	1	510	0.032%	126	0.062%	0.031%	97.544%
241	Reading Comprehension	Soft Skills	Language skills	1	799	0.049%	319	0.158%	0.109%	219.232%
6	Research skills	Soft Skills	Problem-solving skills	1	3,284	0.203%	638	0.316%	0.113%	55.339%
15	Responsibility	Soft Skills	Work ethic	2	169,173	10.480%	30,703	15.208%	4.728%	45.115%
234	Self Control	Soft Skills	Interpersonal skills	1	173	0.011%	59	0.029%	0.019%	172.690%
11	Self-esteem	Soft Skills	Interpersonal skills	1	74	0.005%	31	0.015%	0.011%	234.960%
16	Self-management	Soft Skills	Work ethic	1	1,739	0.108%	484	0.240%	0.132%	122.540%
250	Stress Tolerance	Soft Skills	Physical skills	1	393	0.024%	165	0.082%	0.057%	235.702%
12	Teamwork	Soft Skills	Interpersonal skills	1	77,303	4.789%	16,686	8.265%	3.476%	72.591%
17	Time Management	Soft Skills	Work ethic	2	57,938	3.589%	11,346	5.620%	2.031%	56.582%
268	Visualization	Soft Skills	Problem-solving skills	1	14,665	0.908%	4,676	2.316%	1.408%	154.950%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,175	0.073%	295	0.146%	0.073%	100.746%
21	Written Communications	Soft Skills	Language skills	5	245,322	15.197%	38,157	18.900%	3.703%	24.366%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	246,825	15.290%	31,343	15.525%	0.235%	1.535%
172	Account management	Business Skills	Management skills	1	17,352	1.075%	2,453	1.215%	0.140%	13.034%
22	Accounting	Business Skills	Business processes	4	325,327	20.153%	21,564	10.681%	-9.472%	-47.000%
1263	Accounting software	Business Skills	Business processes	8	42,747	2.648%	1,492	0.739%	-1.909%	-72.092%
174	Administration	Business Skills	Management skills	3	532,137	32.964%	60,490	29.962%	-3.003%	-9.109%
1313	Analyst	Business Skills	Project management	1	332,229	20.581%	42,898	21.248%	0.668%	3.243%
175	Application management	Business Skills	Management skills	5	111,411	6.902%	15,412	7.634%	0.732%	10.610%
150	Asset management	Business Skills	Business processes	1	26,702	1.654%	4,828	2.391%	0.737%	44.573%
151	Auditing	Business Skills	Business processes	5	142,946	8.855%	20,417	10.113%	1.258%	14.204%
1264	Auditing software	Business Skills	Business processes	1	143	0.009%	8	0.004%	-0.005%	-55.268%
152	Billing	Business Skills	Business processes	1	66,159	4.098%	4,960	2.457%	-1.642%	-40.055%
153	Bills of Lading	Business Skills	Business processes	1	39	0.002%	11	0.005%	0.003%	125.523%
1314	Business Analyst	Business Skills	Project management	1	133,525	8.272%	9,935	4.921%	-3.351%	-40.507%
35	Business Intelligence	Business Skills	Strategy skills	1	69,789	4.323%	7,204	3.568%	-0.755%	-17.463%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,287	0.637%	1,012	0.501%	-0.136%	-21.340%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	27,744	1.719%	1,267	0.628%	-1.091%	-63.485%
36	Business Strategy	Business Skills	Strategy skills	3	369,729	22.904%	61,531	30.477%	7.574%	33.068%
182	Calendar and scheduling	Business Skills	Project management	3	73,564	4.557%	13,093	6.485%	1.928%	42.310%
156	Capacity planning	Business Skills	Business processes	1	28,952	1.793%	3,097	1.534%	-0.259%	-14.469%
28	Change Management	Business Skills	Management skills	1	78,678	4.874%	14,087	6.978%	2.104%	43.162%
183	Content workflow	Business Skills	Project management	1	55	0.003%	5	0.002%	-0.001%	-27.311%
24	Contracting and legal	Business Skills	Business processes	2	190,556	11.804%	20,248	10.029%	-1.775%	-15.038%
176	Coordination	Business Skills	Management skills	1	98,876	6.125%	21,440	10.620%	4.495%	73.379%
157	Cost accounting	Business Skills	Business processes	1	3,520	0.218%	600	0.297%	0.079%	36.292%
158	Cost estimation	Business Skills	Business processes	1	1,510	0.094%	207	0.103%	0.009%	9.612%
1312	Customer Support	Business Skills	Business processes	6	362,559	22.460%	51,948	25.731%	3.271%	14.565%
1339	Education	Business Skills	Industry Segment	1	22,196	1.375%	6,673	3.305%	1.930%	140.386%
1333	Energy	Business Skills	Industry Segment	1	81,764	5.065%	13,313	6.594%	1.529%	30.190%
1340	Entertainment	Business Skills	Industry Segment	1	168,407	10.432%	2,862	1.418%	-9.015%	-86.411%
1319	Environmental	Business Skills	Environmental	16	127,454	7.895%	11,961	5.925%	-1.971%	-24.963%
1320	Environmental Strategy	Business Skills	Environmental	10	8,643	0.535%	3,778	1.871%	1.336%	249.511%
161	Financial	Business Skills	Business processes	2	553,279	34.274%	62,355	30.886%	-3.388%	-9.886%
1275	Financial Analysis software	Business Skills	Business processes	8	2,663	0.165%	200	0.099%	-0.066%	-39.949%
1332	Health Care	Business Skills	Industry Segment	2	422,020	26.143%	37,879	18.762%	-7.381%	-28.232%
177	Human resources	Business Skills	Management skills	2	255,407	15.822%	21,242	10.522%	-5.300%	-33.499%
1336	Insurance	Business Skills	Industry Segment	1	10,090	0.625%	1,393	0.690%	0.065%	10.388%
1316	Managing/Supervision	Business Skills	Management skills	5	791,343	49.022%	94,614	46.864%	-2.157%	-4.401%
1334	Manufacturing	Business Skills	Industry Segment	2	211,902	13.127%	14,206	7.037%	-6.090%	-46.396%
26	Marketing	Business Skills	Business processes	1	305,995	18.956%	17,174	8.507%	-10.449%	-55.123%
185	Monitoring	Business Skills	Project management	1	193,035	11.958%	38,698	19.168%	7.210%	60.293%
179	Negotiation	Business Skills	Management skills	1	70,707	4.380%	10,705	5.302%	0.922%	21.056%
163	Operation and Control	Business Skills	Business processes	3	1,346	0.083%	661	0.327%	0.244%	292.662%
29	Outsourcing Management	Business Skills	Management skills	3	99,549	6.167%	3,237	1.603%	-4.563%	-74.000%
167	Procurement	Business Skills	Business processes	1	82,603	5.117%	9,378	4.645%	-0.472%	-9.223%
1290	Project Management software	Business Skills	Project management	3	54,251	3.361%	5,075	2.514%	-0.847%	-25.202%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	332,401	20.591%	46,923	23.242%	2.651%	12.872%
168	Quality	Business Skills	Business processes	1	491,990	30.477%	73,834	36.571%	6.094%	19.995%
1337	Real Estate	Business Skills	Industry Segment	2	168,870	10.461%	2,350	1.164%	-9.297%	-88.873%
1335	Retail	Business Skills	Industry Segment	2	433,804	26.873%	24,757	12.263%	-14.610%	-54.368%
34	Risk Management	Business Skills	Project management	1	66,846	4.141%	15,465	7.660%	3.519%	84.985%
169	Service Orientation	Business Skills	Business processes	1	13,941	0.864%	2,537	1.257%	0.393%	45.509%
27	Supply Chain Management	Business Skills	Business processes	3	84,348	5.225%	7,189	3.561%	-1.664%	-31.851%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,456	0.214%	415	0.206%	-0.009%	-3.985%
178	Teaching	Business Skills	Management skills	7	225,741	13.984%	13,929	6.899%	-7.085%	-50.663%
190	Timekeeping	Business Skills	Project management	3	82,458	5.108%	6,874	3.405%	-1.703%	-33.344%
1296	Timekeeping software	Business Skills	Project management	1	2,211	0.137%	501	0.248%	0.111%	81.181%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,591	0.099%	161	0.080%	-0.019%	-19.087%
180	Troubleshooting	Business Skills	Management skills	1	194,723	12.063%	34,045	16.863%	4.801%	39.797%
181	Verification	Business Skills	Management skills	1	57,597	3.568%	11,857	5.873%	2.305%	64.603%
1338	Waste Management	Business Skills	Industry Segment	1	1,455	0.090%	167	0.083%	-0.007%	-8.227%
191	Workflow	Business Skills	Project management	1	71,634	4.438%	12,434	6.159%	1.721%	38.789%
31	Working Globally	Business Skills	Management skills	3	9,467	0.586%	168	0.083%	-0.503%	-85.811%
32	Working with Virtual Teams	Business Skills	Management skills	2	3,116	0.193%	537	0.266%	0.073%	37.797%
51	4GL	Technical Skills	Software development	3	1,630	0.101%	127	0.063%	-0.038%	-37.701%
987	Access servers & software	Technical Skills	Network	10	54,960	3.405%	7,570	3.750%	0.345%	10.132%
38	Agile Development Methods	Technical Skills	Software development	13	68,003	4.213%	16,418	8.132%	3.920%	93.043%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.000%	0	0.000%	-0.000%	-100.000%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	1,337	0.083%	195	0.097%	0.014%	16.618%
1352	Android	Technical Skills	Mobile Platforms	3	12,235	0.758%	2,614	1.295%	0.537%	70.830%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	10,155	0.629%	1,239	0.614%	-0.015%	-2.444%
120	Apple operating systems	Technical Skills	Business applications	6	33,290	2.062%	6,656	3.297%	1.235%	59.868%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,623	2.269%	48	0.024%	-2.245%	-98.952%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	24,072	1.491%	5,010	2.482%	0.990%	66.413%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	12	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	135,668	8.404%	18,803	9.313%	0.909%	10.819%
1386	Biometric	Technical Skills	Information mgmt	2	3,626	0.225%	598	0.296%	0.072%	31.867%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,502	0.713%	459	0.227%	-0.485%	-68.092%
336	Borland Delphi	Technical Skills	Business applications	1	1,537	0.095%	111	0.055%	-0.040%	-42.255%
337	Borland JBuilder	Technical Skills	Business applications	1	851	0.053%	9	0.004%	-0.048%	-91.544%
338	Borland Paradox	Technical Skills	Business applications	1	128	0.008%	28	0.014%	0.006%	74.909%
72	Business Continuity Planning	Technical Skills	Hardware	2	47,208	2.924%	4,295	2.127%	-0.797%	-27.254%
352	Cadence Opus	Technical Skills	Business applications	1	1,144	0.071%	61	0.030%	-0.041%	-57.365%
868	Calculators	Technical Skills	Hardware	1	891	0.055%	187	0.093%	0.037%	67.813%
39	CASE Tools	Technical Skills	Software development	1	114,131	7.070%	12,077	5.982%	-1.088%	-15.391%
367	Categorization or classification software	Technical Skills	Business applications	1	4,578	0.284%	552	0.273%	-0.010%	-3.589%
112	Certification	Technical Skills	Misc	3	397,496	24.624%	68,427	33.893%	9.269%	37.644%
78	Cisco	Technical Skills	Hardware	1	213,121	13.202%	10,563	5.232%	-7.970%	-60.370%
1009	Cisco Systems IOS	Technical Skills	Network	1	17,565	1.088%	3,462	1.715%	0.627%	57.595%
40	Client-Server	Technical Skills	Software development	1	36,476	2.260%	1,431	0.709%	-1.551%	-68.631%
1011	Cluster server software	Technical Skills	Network	9	22,280	1.380%	2,014	0.998%	-0.383%	-27.722%
1147	CMAKE	Technical Skills	Software development	1	96	0.006%	41	0.020%	0.014%	241.488%
1151	Compatibility testing	Technical Skills	Software development	1	436	0.027%	54	0.027%	-0.000%	-0.969%
1152	Compilers	Technical Skills	Software development	5	13,280	0.823%	2,976	1.474%	0.651%	79.183%
1255	Compliance software	Technical Skills	Technical applications	4	12,696	0.786%	2,354	1.166%	0.379%	48.253%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	52,460	3.250%	1,968	0.975%	-2.275%	-70.004%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,824	0.175%	260	0.129%	-0.046%	-26.384%
875	Computer diagnostics	Technical Skills	Hardware	5	64,451	3.993%	13,254	6.565%	2.572%	64.430%
1107	Computer forensics	Technical Skills	Security	1	4,584	0.284%	629	0.312%	0.028%	9.716%
1266	Computer Hardware	Technical Skills	Hardware	15	44,087	2.731%	9,741	4.825%	2.094%	76.667%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	35,015	2.169%	96	0.048%	-2.122%	-97.808%
1015	Computer servers	Technical Skills	Network	6	135,293	8.381%	18,346	9.087%	0.706%	8.425%
1267	Computer Utilities	Technical Skills	Misc	1	335	0.021%	41	0.020%	-0.000%	-2.141%
59	Content Manager	Technical Skills	Business applications	1	1,599	0.099%	135	0.067%	-0.032%	-32.493%
1396	Continuous Improvement	Technical Skills	Software development	1	38,203	2.367%	13,564	6.719%	4.352%	183.892%
878	Controllers	Technical Skills	Hardware	3	9,088	0.563%	1,534	0.760%	0.197%	34.965%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,101	0.130%	192	0.095%	-0.035%	-26.930%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	6,172	0.382%	375	0.186%	-0.197%	-51.419%
53	Customer Relationship Management	Technical Skills	Business applications	9	115,939	7.182%	9,372	4.642%	-2.540%	-35.365%
1368	Cyber Security	Technical Skills	Information mgmt	3	40,081	2.483%	18,981	9.402%	6.919%	278.655%
953	Data acquisition systems	Technical Skills	Information mgmt	1	6,055	0.375%	1,138	0.564%	0.189%	50.277%
955	Data compression software	Technical Skills	Information mgmt	1	2,331	0.144%	256	0.127%	-0.018%	-12.187%
956	Data conversion software	Technical Skills	Information mgmt	1	7,370	0.457%	645	0.319%	-0.137%	-30.023%
958	Data dictionary	Technical Skills	Information mgmt	1	3,853	0.239%	391	0.194%	-0.045%	-18.859%
959	Data entry	Technical Skills	Information mgmt	1	178,842	11.079%	2,731	1.353%	-9.726%	-87.790%
962	Data mapping	Technical Skills	Information mgmt	1	7,786	0.482%	933	0.462%	-0.020%	-4.186%
67	Data Mining	Technical Skills	Information mgmt	5	53,974	3.344%	2,962	1.467%	-1.876%	-56.120%
963	Data modeling	Technical Skills	Information mgmt	1	38,372	2.377%	3,505	1.736%	-0.641%	-26.964%
68	Data Warehousing	Technical Skills	Information mgmt	2	64,938	4.023%	5,942	2.943%	-1.080%	-26.836%
69	Database Administration	Technical Skills	Information mgmt	12	88,404	5.476%	8,749	4.334%	-1.143%	-20.868%
969	Database design software	Technical Skills	Information mgmt	16	58,275	3.610%	5,200	2.576%	-1.034%	-28.652%
1268	Database Reporting	Technical Skills	Information mgmt	3	19,342	1.198%	1,293	0.640%	-0.558%	-46.548%
1269	Database Security	Technical Skills	Information mgmt	2	127	0.008%	22	0.011%	0.003%	38.510%
1373	Database Security	Technical Skills	Information mgmt	1	494	0.031%	58	0.029%	-0.002%	-6.122%
1270	Database Servers	Technical Skills	Information mgmt	3	14,045	0.870%	610	0.302%	-0.568%	-65.273%
1271	Database Testing	Technical Skills	Information mgmt	1	939	0.058%	96	0.048%	-0.011%	-18.254%
1160	Debugging	Technical Skills	Software development	7	72,525	4.493%	9,253	4.583%	0.090%	2.014%
1385	Decryption	Technical Skills	Information mgmt	2	637	0.039%	92	0.046%	0.006%	15.481%
418	Desktop publishing software	Technical Skills	Business applications	13	26,564	1.646%	6,770	3.353%	1.708%	103.778%
1272	Development Environment	Technical Skills	Software development	13	47,562	2.946%	4,278	2.119%	-0.827%	-28.081%
1273	Digital Imaging	Technical Skills	Hardware	1	342	0.021%	50	0.025%	0.004%	16.898%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,610	0.100%	176	0.087%	-0.013%	-12.592%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,788	0.235%	496	0.246%	0.011%	4.697%
1307	Doctor of Philosophy	Technical Skills	Misc	3	70,815	4.387%	6,844	3.390%	-0.997%	-22.723%
973	Document management software	Technical Skills	Information mgmt	4	16,905	1.047%	3,416	1.692%	0.645%	61.572%
1020	Domain name system (DNS)	Technical Skills	Network	3	46,191	2.861%	6,645	3.291%	0.430%	15.027%
61	Dreamweaver	Technical Skills	Software development	1	7,463	0.462%	238	0.118%	-0.344%	-74.501%
54	DSS/GDSS	Technical Skills	Business applications	5	20,998	1.301%	2,462	1.219%	-0.081%	-6.250%
425	Dynamic modeling software	Technical Skills	Business applications	1	49	0.003%	2	0.001%	-0.002%	-67.364%
62	Eclipse	Technical Skills	Software development	1	18,551	1.149%	1,328	0.658%	-0.491%	-42.761%
1308	Electronic Commerce	Technical Skills	Business applications	2	53,681	3.325%	2,930	1.451%	-1.874%	-56.357%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	13,140	0.814%	1,156	0.573%	-0.241%	-29.656%
1023	Electronic mail software	Technical Skills	Network	8	27,229	1.687%	3,830	1.897%	0.210%	12.468%
1384	Encryption	Technical Skills	Information mgmt	1	77	0.005%	45	0.022%	0.018%	367.288%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	86,430	5.354%	8,985	4.450%	-0.904%	-16.878%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	111,271	6.893%	8,801	4.359%	-2.534%	-36.757%
1321	Environmental Certification	Technical Skills	Environmental	1	225	0.014%	102	0.051%	0.037%	262.477%
1328	Environmental Cleanup	Technical Skills	Environmental	2	1,353	0.084%	33	0.016%	-0.067%	-80.498%
1329	Environmental Energy	Technical Skills	Environmental	23	6,071	0.376%	1,454	0.720%	0.344%	91.499%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,904	0.366%	892	0.442%	0.076%	20.804%
1327	Environmental Pollution	Technical Skills	Environmental	22	37,421	2.318%	1,721	0.852%	-1.466%	-63.227%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	3,524	0.218%	802	0.397%	0.179%	81.971%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	989	0.061%	351	0.174%	0.113%	183.775%
1326	Environmental Product Stewardship	Technical Skills	Environmental	13	46,558	2.884%	1,036	0.513%	-2.371%	-82.208%
1331	Environmental Science	Technical Skills	Environmental	2	212	0.013%	30	0.015%	0.002%	13.148%
1322	Environmental Technology	Technical Skills	Environmental	2	282	0.017%	72	0.036%	0.018%	104.149%
461	Expert system software	Technical Skills	Business applications	1	537	0.033%	68	0.034%	0.000%	1.251%
1359	Facebook	Technical Skills	Social Networking	1	148,199	9.181%	2,259	1.119%	-8.062%	-87.812%
463	Facilities management software	Technical Skills	Business applications	4	9,720	0.602%	1,649	0.817%	0.215%	35.649%
468	Flight control software	Technical Skills	Business applications	1	167	0.010%	46	0.023%	0.012%	120.244%
469	Flowchart software	Technical Skills	Business applications	5	4,787	0.297%	463	0.229%	-0.067%	-22.664%
1367	Forensic	Technical Skills	Information mgmt	2	51,273	3.176%	3,779	1.872%	-1.304%	-41.068%
1112	Fraud Detection	Technical Skills	Security	1	7,666	0.475%	1,928	0.955%	0.480%	101.095%
63	FrontPage	Technical Skills	Software development	1	882	0.055%	17	0.008%	-0.046%	-84.589%
475	Fund accounting software	Technical Skills	Business applications	1	663	0.041%	128	0.063%	0.022%	54.369%
1260	Gaming	Technical Skills	Misc	2	25,894	1.604%	2,346	1.162%	-0.442%	-27.558%
113	Generic databases	Technical Skills	Information mgmt	2	176,604	10.940%	24,450	12.111%	1.170%	10.698%
1365	Google Apps	Technical Skills	Business applications	4	3,136	0.194%	557	0.276%	0.082%	42.018%
1364	Google Plus	Technical Skills	Social Networking	1	26	0.002%	19	0.009%	0.008%	484.310%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	32	118,537	7.343%	11,436	5.664%	-1.679%	-22.859%
484	Graphic software	Technical Skills	Business applications	16	144,399	8.945%	12,687	6.284%	-2.661%	-29.748%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	15,121	0.937%	699	0.346%	-0.590%	-63.038%
1323	Green IT	Technical Skills	Environmental	9	3,764	0.233%	367	0.182%	-0.051%	-22.039%
893	Guidance systems	Technical Skills	Hardware	1	73	0.005%	6	0.003%	-0.002%	-34.281%
1371	Hacking	Technical Skills	Information mgmt	5	8,423	0.522%	1,619	0.802%	0.280%	53.689%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	149	0.009%	46	0.023%	0.014%	146.851%
1277	Hardware Design	Technical Skills	Hardware	20	7,373	0.457%	1,271	0.630%	0.173%	37.837%
1278	Hardware Testing	Technical Skills	Hardware	4	2,029	0.126%	292	0.145%	0.019%	15.070%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	955	0.059%	322	0.159%	0.100%	169.597%
492	Helpdesk or call center	Technical Skills	Business applications	2	154,862	9.593%	12,938	6.408%	-3.185%	-33.199%
1377	Homeland Security	Technical Skills	Information mgmt	1	64,520	3.997%	8,295	4.109%	0.112%	2.798%
114	IBM databases	Technical Skills	Information mgmt	2	32,341	2.003%	2,146	1.063%	-0.940%	-46.943%
121	IBM operating systems	Technical Skills	Business applications	4	31,200	1.933%	1,359	0.673%	-1.260%	-65.172%
898	Image capture devices	Technical Skills	Hardware	9	8,470	0.525%	2,203	1.091%	0.566%	107.967%
524	Industrial control software	Technical Skills	Business applications	3	5,948	0.368%	1,311	0.649%	0.281%	76.236%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	17,505	1.084%	2,468	1.222%	0.138%	12.732%
1375	Information Security	Technical Skills	Information mgmt	3	87,419	5.415%	19,145	9.483%	4.068%	75.111%
899	Infrared	Technical Skills	Hardware	1	3,216	0.199%	260	0.129%	-0.070%	-35.357%
1180	Installation	Technical Skills	Software development	1	140,140	8.681%	21,349	10.575%	1.893%	21.809%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	228	0.014%	56	0.028%	0.014%	96.389%
536	Internet browser software	Technical Skills	Business applications	4	8,017	0.497%	1,229	0.609%	0.112%	22.575%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	20,670	1.280%	3,103	1.537%	0.257%	20.034%
541	Inventory management software	Technical Skills	Business applications	3	8,930	0.553%	2,386	1.182%	0.629%	113.640%
1414	ISO 9000	Technical Skills	Software development	1	1,713	0.106%	140	0.069%	-0.037%	-34.652%
73	IT Architecture/Standards	Technical Skills	Hardware	2	19,365	1.200%	2,616	1.296%	0.096%	8.015%
1357	Java ME	Technical Skills	Mobile Platforms	2	400	0.025%	2	0.001%	-0.024%	-96.002%
1035	Kernel	Technical Skills	Network	1	4,918	0.305%	218	0.108%	-0.197%	-64.557%
907	Lasers	Technical Skills	Hardware	1	428	0.027%	125	0.062%	0.035%	133.523%
1038	License management software	Technical Skills	Network	1	1,291	0.080%	352	0.174%	0.094%	118.012%
1361	LinkedIn	Technical Skills	Social Networking	1	16,306	1.010%	2,507	1.242%	0.232%	22.933%
908	Mainframe computers	Technical Skills	Hardware	2	70,114	4.343%	3,312	1.640%	-2.703%	-62.230%
124	Mainframe operating systems	Technical Skills	Business applications	8	23,203	1.437%	2,974	1.473%	0.036%	2.485%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	32,429	2.009%	3,392	1.680%	-0.329%	-16.366%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	8,173	0.506%	810	0.401%	-0.105%	-20.756%
1281	Medical software	Technical Skills	Business applications	9	14,228	0.881%	2,634	1.305%	0.423%	48.025%
115	Microsoft databases	Technical Skills	Information mgmt	5	169,355	10.491%	13,879	6.875%	-3.617%	-34.473%
119	Microsoft operating systems	Technical Skills	Business applications	4	266,939	16.536%	33,580	16.633%	0.097%	0.585%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,821	0.237%	394	0.195%	-0.042%	-17.552%
625	Multimedia	Technical Skills	Business applications	1	125,233	7.758%	1,590	0.788%	-6.970%	-89.848%
1362	MySpace	Technical Skills	Social Networking	1	654	0.041%	2	0.001%	-0.040%	-97.555%
74	Network administration	Technical Skills	Hardware	17	187,965	11.644%	23,577	11.678%	0.034%	0.294%
1282	Network Administration software	Technical Skills	Network	18	92,118	5.706%	15,173	7.515%	1.809%	31.701%
1283	Network Hardware	Technical Skills	Network	11	61,043	3.781%	7,914	3.920%	0.139%	3.663%
1284	Network Monitoring software	Technical Skills	Network	15	37,294	2.310%	5,703	2.825%	0.515%	22.272%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,070	0.190%	197	0.098%	-0.093%	-48.691%
1122	Network security	Technical Skills	Security	1	49,759	3.082%	6,499	3.219%	0.137%	4.433%
1369	Network Security	Technical Skills	Information mgmt	1	8,075	0.500%	972	0.481%	-0.019%	-3.753%
1285	Network Security software	Technical Skills	Security	36	128,437	7.956%	22,970	11.377%	3.421%	42.999%
1286	Network software	Technical Skills	Network	6	24,185	1.498%	4,344	2.152%	0.653%	43.617%
1287	Network Testing	Technical Skills	Network	11	29,082	1.802%	2,607	1.291%	-0.510%	-28.323%
1065	Novell network software	Technical Skills	Network	2	1,834	0.114%	66	0.033%	-0.081%	-71.226%
643	Oberon	Technical Skills	Business applications	1	192	0.012%	11	0.005%	-0.006%	-54.191%
1413	Object Oriented Design	Technical Skills	Software development	2	18,975	1.175%	839	0.416%	-0.760%	-64.646%
41	Object Oriented Programming	Technical Skills	Software development	5	92,406	5.724%	5,694	2.820%	-2.904%	-50.730%
1288	Office Applications	Technical Skills	Business applications	13	295,494	18.305%	51,802	25.659%	7.353%	40.172%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	11,441	0.709%	554	0.274%	-0.434%	-61.282%
116	Open-source databases	Technical Skills	Information mgmt	4	45,996	2.849%	4,183	2.072%	-0.777%	-27.284%
118	Open-source operating systems	Technical Skills	Business applications	8	156,732	9.709%	19,644	9.730%	0.021%	0.216%
56	Operating Systems	Technical Skills	Business applications	3	125,527	7.776%	21,932	10.863%	3.087%	39.702%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,052	0.065%	226	0.112%	0.047%	71.773%
117	Oracle databases	Technical Skills	Information mgmt	1	248,006	15.363%	15,948	7.899%	-7.464%	-48.583%
1354	Palm OS	Technical Skills	Mobile Platforms	3	283	0.018%	1	0.000%	-0.017%	-97.175%
1376	Penetration Testing	Technical Skills	Information mgmt	5	57,334	3.552%	13,326	6.601%	3.049%	85.845%
1289	Physical Tools	Technical Skills	Hardware	1	77	0.005%	26	0.013%	0.008%	169.989%
683	Point of sale (POS)	Technical Skills	Business applications	3	8,904	0.552%	1,431	0.709%	0.157%	28.504%
686	Polka	Technical Skills	Business applications	1	43	0.003%	41	0.020%	0.018%	662.392%
931	Printers	Technical Skills	Hardware	3	22,285	1.380%	6,448	3.194%	1.813%	131.353%
43	Programming	Technical Skills	Software development	1	263,417	16.318%	28,137	13.937%	-2.381%	-14.592%
700	Provisioning	Technical Skills	Business applications	1	22,612	1.401%	4,076	2.019%	0.618%	44.131%
1405	Rapid Application Development	Technical Skills	Software development	2	6,808	0.422%	361	0.179%	-0.243%	-57.601%
1258	Rate Control	Technical Skills	Technical applications	1	17	0.001%	5	0.002%	0.001%	135.171%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,443	0.833%	277	0.137%	-0.696%	-83.524%
1077	Remote control software	Technical Skills	Network	2	2,496	0.155%	445	0.220%	0.066%	42.554%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	971	0.060%	111	0.055%	-0.005%	-8.596%
1379	Risk Analysis	Technical Skills	Information mgmt	1	11,612	0.719%	2,161	1.070%	0.351%	48.803%
1262	Robotics	Technical Skills	Hardware	3	4,712	0.292%	1,737	0.860%	0.568%	194.753%
1318	RSA	Technical Skills	Security	1	5,751	0.356%	602	0.298%	-0.058%	-16.302%
44	SDLC	Technical Skills	Software development	7	164,787	10.208%	18,334	9.081%	-1.127%	-11.039%
1132	Secure shell (SSH)	Technical Skills	Security	1	105	0.007%	3	0.001%	-0.005%	-77.155%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	18,105	1.122%	1,749	0.866%	-0.255%	-22.758%
76	Security	Technical Skills	Hardware	4	1,157,336	71.694%	93,943	46.532%	-25.162%	-35.097%
1382	Security Audit	Technical Skills	Information mgmt	1	1,990	0.123%	330	0.163%	0.040%	32.594%
1315	Security Clearance	Technical Skills	Misc	2	150,666	9.333%	26,564	13.158%	3.824%	40.975%
1381	Security Plan	Technical Skills	Information mgmt	1	2,490	0.154%	707	0.350%	0.196%	127.030%
1380	Security Policy	Technical Skills	Information mgmt	2	35,717	2.213%	8,197	4.060%	1.848%	83.503%
1135	Security testing software	Technical Skills	Security	1	4,668	0.289%	1,171	0.580%	0.291%	100.581%
60	Sharepoint Server	Technical Skills	Business applications	1	5,289	0.328%	225	0.111%	-0.216%	-65.985%
1084	Signal generators	Technical Skills	Network	1	311	0.019%	51	0.025%	0.006%	31.121%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,808	0.670%	850	0.421%	-0.249%	-37.117%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	34,060	2.110%	3,518	1.743%	-0.367%	-17.413%
1220	Simulation software	Technical Skills	Software development	5	19,171	1.188%	4,787	2.371%	1.184%	99.656%
1366	Social Network	Technical Skills	Social Networking	1	2,920	0.181%	246	0.122%	-0.059%	-32.638%
1358	Social Networking	Technical Skills	Social Networking	1	6,608	0.409%	261	0.129%	-0.280%	-68.418%
42	Software Development	Technical Skills	Software development	2	381,667	23.643%	26,710	13.230%	-10.413%	-44.043%
1291	Software Development software	Technical Skills	Software development	3	2,422	0.150%	91	0.045%	-0.105%	-69.958%
1309	Software Engineering	Technical Skills	Software development	1	220,089	13.634%	9,999	4.953%	-8.681%	-63.674%
1292	Software Installation	Technical Skills	Software development	4	164,145	10.168%	25,162	12.463%	2.295%	22.569%
1223	Software libraries	Technical Skills	Software development	1	231	0.014%	39	0.019%	0.005%	34.994%
1293	Software Maintenance	Technical Skills	Software development	1	7,039	0.436%	534	0.265%	-0.172%	-39.341%
1294	Software Testing	Technical Skills	Software development	14	136,646	8.465%	20,753	10.279%	1.815%	21.436%
1225	Source code management (SCM)	Technical Skills	Software development	5	36,080	2.235%	4,190	2.075%	-0.160%	-7.144%
1229	Static analysis software	Technical Skills	Software development	1	685	0.042%	102	0.051%	0.008%	19.062%
772	Statistical analysis software	Technical Skills	Business applications	26	136,229	8.439%	18,836	9.330%	0.891%	10.556%
774	Statistical software	Technical Skills	Business applications	1	46,134	2.858%	7,523	3.726%	0.868%	30.387%
1230	Stress testing software	Technical Skills	Software development	1	2,570	0.159%	307	0.152%	-0.007%	-4.486%
122	Sun operating systems	Technical Skills	Business applications	3	46,727	2.895%	2,545	1.261%	-1.634%	-56.451%
939	Surveillance systems	Technical Skills	Hardware	5	17,806	1.103%	3,675	1.820%	0.717%	65.027%
791	Symantec software	Technical Skills	Business applications	1	11,831	0.733%	1,041	0.516%	-0.217%	-29.645%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	103,479	6.410%	15,284	7.570%	1.160%	18.099%
45	System Testing	Technical Skills	Software development	5	25,969	1.609%	4,071	2.016%	0.408%	25.346%
46	Systems Analysis	Technical Skills	Software development	8	129,305	8.010%	17,825	8.829%	0.819%	10.224%
47	Systems Design	Technical Skills	Software development	1	19,916	1.234%	2,880	1.427%	0.193%	15.625%
1233	Systems Evaluation	Technical Skills	Software development	1	543	0.034%	128	0.063%	0.030%	88.483%
1234	Systems integration	Technical Skills	Software development	8	95,715	5.929%	4,986	2.470%	-3.460%	-58.348%
75	TCP/IP	Technical Skills	Hardware	3	66,417	4.114%	6,879	3.407%	-0.707%	-17.185%
1235	Technology Design	Technical Skills	Software development	1	2,051	0.127%	315	0.156%	0.029%	22.803%
1236	Templates	Technical Skills	Software development	1	26,536	1.644%	4,086	2.024%	0.380%	23.119%
1239	Test implementation	Technical Skills	Software development	1	512	0.032%	193	0.096%	0.064%	201.405%
1302	Testing	Technical Skills	Software development	1	414,016	25.647%	60,024	29.731%	4.084%	15.923%
1297	Training software	Technical Skills	Business applications	3	2,534	0.157%	378	0.187%	0.030%	19.275%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,357	0.146%	176	0.087%	-0.059%	-40.294%
1360	Twitter	Technical Skills	Social Networking	1	27,409	1.698%	2,639	1.307%	-0.391%	-23.014%
1411	Unified Process	Technical Skills	Software development	1	3,289	0.204%	77	0.038%	-0.166%	-81.281%
123	UNIX operating systems	Technical Skills	Business applications	5	191,253	11.848%	10,793	5.346%	-6.502%	-54.877%
1298	UNIX Shells	Technical Skills	Business applications	4	32,901	2.038%	2,764	1.369%	-0.669%	-32.827%
1410	Use Case	Technical Skills	Software development	1	10,667	0.661%	1,184	0.586%	-0.074%	-11.249%
48	User-Interface Design	Technical Skills	Software development	2	95,244	5.900%	5,242	2.596%	-3.304%	-55.993%
836	Video creation and editing software	Technical Skills	Business applications	3	2,104	0.130%	237	0.117%	-0.013%	-9.933%
64	Visual Studio	Technical Skills	Software development	1	35,281	2.186%	2,914	1.443%	-0.742%	-33.959%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,607	0.161%	202	0.100%	-0.061%	-38.045%
77	Voice/Data Telecom	Technical Skills	Hardware	10	176,187	10.914%	13,942	6.906%	-4.009%	-36.728%
1299	Web Application Server	Technical Skills	Business applications	8	55,967	3.467%	2,534	1.255%	-2.212%	-63.798%
1248	Web platform development software	Technical Skills	Software development	5	2,983	0.185%	19	0.009%	-0.175%	-94.907%
65	web programmer	Technical Skills	Software development	4	59,461	3.683%	1,324	0.656%	-3.028%	-82.196%
58	Web servers	Technical Skills	Business applications	6	78,071	4.836%	5,764	2.855%	-1.981%	-40.967%
49	Web-based Application Development	Technical Skills	Software development	2	55,920	3.464%	4,013	1.988%	-1.476%	-42.619%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,239	0.263%	73	0.036%	-0.226%	-86.230%
1102	Wireless	Technical Skills	Network	5	54,350	3.367%	7,765	3.846%	0.479%	14.237%
1363	YouTube	Technical Skills	Social Networking	2	2,312	0.143%	1,356	0.672%	0.528%	368.959%
79	.NET	Programming Skills	Current	1	150,476	9.322%	8,026	3.975%	-5.346%	-57.352%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	42	0.003%	3	0.001%	-0.001%	-42.887%
209	A programming language (APL)	Programming Skills	Legacy	2	1,962	0.122%	393	0.195%	0.073%	60.161%
99	Ada	Programming Skills	Legacy	1	7,242	0.449%	3,047	1.509%	1.061%	236.416%
80	AJAX	Programming Skills	Current	1	48,577	3.009%	1,616	0.800%	-2.209%	-73.400%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	58	0.004%	7	0.003%	-0.000%	-3.499%
192	Apple AppleScript	Programming Skills	Current	1	167	0.010%	25	0.012%	0.002%	19.698%
81	ASP	Programming Skills	Current	2	80,214	4.969%	4,467	2.213%	-2.756%	-55.472%
108	Assembly	Programming Skills	Legacy	2	1,699	0.105%	79	0.039%	-0.066%	-62.821%
211	AWK	Programming Skills	Legacy	1	1,589	0.098%	83	0.041%	-0.057%	-58.235%
212	B	Programming Skills	Legacy	1	20,436	1.266%	2,803	1.388%	0.122%	9.671%
83	C#	Programming Skills	Current	2	131,050	8.118%	8,011	3.968%	-4.150%	-51.122%
82	C/C++	Programming Skills	Current	3	157,750	9.772%	12,259	6.072%	-3.700%	-37.863%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	74,324	4.604%	7,232	3.582%	-1.022%	-22.198%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	411	0.025%	28	0.014%	-0.012%	-45.527%
84	CGI	Programming Skills	Current	2	14,626	0.906%	1,568	0.777%	-0.129%	-14.280%
217	Clipper	Programming Skills	Legacy	1	148	0.009%	10	0.005%	-0.004%	-45.974%
218	CLU	Programming Skills	Legacy	1	156	0.010%	13	0.006%	-0.003%	-33.368%
100	Cobol	Programming Skills	Legacy	1	10,626	0.658%	835	0.414%	-0.245%	-37.168%
85	ColdFusion	Programming Skills	Current	2	7,541	0.467%	380	0.188%	-0.279%	-59.708%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	162	0.010%	26	0.013%	0.003%	28.328%
195	Component object model (COM)	Programming Skills	Current	1	52	0.003%	1	0.000%	-0.003%	-84.623%
125	Database programming	Programming Skills	Current	3	22,022	1.364%	1,146	0.568%	-0.797%	-58.391%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	975	0.060%	25	0.012%	-0.048%	-79.498%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,505	0.279%	154	0.076%	-0.203%	-72.667%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,242	0.139%	202	0.100%	-0.039%	-27.959%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,087	0.563%	351	0.174%	-0.389%	-69.115%
109	Forth	Programming Skills	Legacy	1	7,233	0.448%	2,498	1.237%	0.789%	176.145%
102	Fortran	Programming Skills	Legacy	1	1,076	0.067%	153	0.076%	0.009%	13.695%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	213,083	13.200%	12,669	6.275%	-6.925%	-52.460%
222	J	Programming Skills	Legacy	1	6,587	0.408%	1,081	0.535%	0.127%	31.220%
87	Java/J2EE/J2P	Programming Skills	Current	4	237,708	14.725%	17,357	8.597%	-6.128%	-41.616%
97	JavaScript	Programming Skills	Current	3	111,017	6.877%	11,285	5.590%	-1.288%	-18.722%
89	JavaServer Faces	Programming Skills	Current	3	9,104	0.564%	385	0.191%	-0.373%	-66.186%
88	JavaServer Pages	Programming Skills	Current	3	35,223	2.182%	1,267	0.628%	-1.554%	-71.238%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,706	0.539%	530	0.263%	-0.277%	-51.323%
126	LAMP	Programming Skills	Current	1	10,197	0.632%	258	0.128%	-0.504%	-79.769%
104	Lisp	Programming Skills	Legacy	1	528	0.033%	32	0.016%	-0.017%	-51.540%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	688	0.043%	163	0.081%	0.038%	89.436%
201	Microsoft ActiveX	Programming Skills	Current	1	984	0.061%	18	0.009%	-0.052%	-85.374%
107	Pascal	Programming Skills	Legacy	1	425	0.026%	29	0.014%	-0.012%	-45.440%
90	Perl	Programming Skills	Current	1	56,542	3.503%	4,111	2.036%	-1.466%	-41.865%
91	PHP	Programming Skills	Current	1	38,355	2.376%	3,028	1.500%	-0.876%	-36.876%
103	PL/1	Programming Skills	Legacy	3	230	0.014%	35	0.017%	0.003%	21.676%
105	Prolog	Programming Skills	Legacy	1	727	0.045%	56	0.028%	-0.017%	-38.409%
95	Python	Programming Skills	Current	1	42,547	2.636%	11,489	5.691%	3.055%	115.912%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,802	0.917%	53	0.026%	-0.891%	-97.137%
1216	Ruby/Ruby on Rails	Programming Skills	Current	1	18,647	1.155%	2,402	1.190%	0.035%	2.998%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	260	0.016%	36	0.018%	0.002%	10.711%
206	Scripting languages	Programming Skills	Current	1	17,735	1.099%	3,146	1.558%	0.460%	41.837%
101	Smalltalk	Programming Skills	Legacy	1	182	0.011%	5	0.002%	-0.009%	-78.033%
92	SQL	Programming Skills	Current	3	373,483	23.136%	32,114	15.907%	-7.230%	-31.248%
110	TCL	Programming Skills	Legacy	1	2,073	0.128%	169	0.084%	-0.045%	-34.815%
98	Unified Modeling Language	Programming Skills	Current	2	28,433	1.761%	1,048	0.519%	-1.242%	-70.529%
93	Visual Basic	Programming Skills	Current	6	74,288	4.602%	4,678	2.317%	-2.285%	-49.649%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,784	0.482%	498	0.247%	-0.236%	-48.845%
94	XML	Programming Skills	Current	2	116,736	7.231%	6,290	3.116%	-4.116%	-56.917%
1342	Computer Science	Majors	Computer Science	2	540,895	33.507%	76,389	37.837%	4.330%	12.923%
1344	Information Technology	Majors	Information Technology	3	1,614,276	100.000%	201,890	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	324,617	20.109%	52,627	26.067%	5.958%	29.628%

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