Skill Frequencies: April, 2007 through 2018-11-13: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2018-11-13

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All Degree Programs	2018-11-13	Jobs Found:	4,271,491	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	12,482	0.292%	1,535	0.701%	0.409%	139.842%
2	Attention to Details	Soft Skills	Problem-solving skills	1	15,345	0.359%	1,059	0.484%	0.124%	34.596%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	24,718	0.579%	1,956	0.893%	0.314%	54.332%
231	Cooperation	Soft Skills	Interpersonal skills	1	32,541	0.762%	2,494	1.139%	0.377%	49.475%
3	Creativity	Soft Skills	Problem-solving skills	4	131,498	3.079%	11,234	5.129%	2.051%	66.616%
4	Critical thinking	Soft Skills	Problem-solving skills	3	58,019	1.358%	7,570	3.456%	2.098%	154.465%
1300	Flexibility	Soft Skills	Work ethic	1	189,317	4.432%	11,462	5.233%	0.801%	18.079%
232	Independence	Soft Skills	Interpersonal skills	1	21,992	0.515%	2,249	1.027%	0.512%	99.446%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	519,755	12.168%	36,865	16.832%	4.664%	38.330%
256	Innovation	Soft Skills	Problem-solving skills	1	310,689	7.274%	33,004	15.069%	7.796%	107.177%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	411,019	9.622%	34,790	15.885%	6.262%	65.080%
1422	Internship	Soft Skills	Work ethic	3	93,591	2.191%	8,513	3.887%	1.696%	77.399%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	2,422	0.057%	322	0.147%	0.090%	159.289%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	284,561	6.662%	25,548	11.665%	5.003%	75.099%
10	Leadership	Soft Skills	Interpersonal skills	1	869,668	20.360%	59,171	27.017%	6.657%	32.696%
258	Learning	Soft Skills	Problem-solving skills	1	364,445	8.532%	36,189	16.523%	7.991%	93.663%
1	Learning Ability	Soft Skills	Problem-solving skills	3	75,002	1.756%	6,434	2.938%	1.182%	67.305%
236	Listening	Soft Skills	Language skills	1	94,435	2.211%	5,488	2.506%	0.295%	13.340%
260	Mathematics	Soft Skills	Problem-solving skills	3	230,592	5.398%	21,266	9.710%	4.311%	79.864%
261	Memorization	Soft Skills	Problem-solving skills	1	145	0.003%	27	0.012%	0.009%	263.160%
18	Negotiation Skills	Soft Skills	Language skills	1	36,385	0.852%	2,111	0.964%	0.112%	13.153%
262	Optimization	Soft Skills	Problem-solving skills	1	211,262	4.946%	13,462	6.147%	1.201%	24.277%
19	Oral Communications	Soft Skills	Language skills	5	68,827	1.611%	5,486	2.505%	0.894%	55.453%
273	Persistence	Soft Skills	Work ethic	1	15,748	0.369%	973	0.444%	0.076%	20.501%
239	Persuasion	Soft Skills	Language skills	1	6,464	0.151%	656	0.300%	0.148%	97.927%
1301	Physical Skill	Soft Skills	Work ethic	2	5,249	0.123%	1,379	0.630%	0.507%	412.377%
240	Presentations	Soft Skills	Language skills	1	201,083	4.708%	15,210	6.945%	2.237%	47.522%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	755,261	17.681%	48,719	22.244%	4.563%	25.806%
20	Questioning skills	Soft Skills	Language skills	1	1,225	0.029%	95	0.043%	0.015%	51.248%
241	Reading Comprehension	Soft Skills	Language skills	1	1,184	0.028%	203	0.093%	0.065%	234.384%
6	Research skills	Soft Skills	Problem-solving skills	1	7,296	0.171%	616	0.281%	0.110%	64.664%
15	Responsibility	Soft Skills	Work ethic	2	394,687	9.240%	27,049	12.350%	3.110%	33.660%
234	Self Control	Soft Skills	Interpersonal skills	1	462	0.011%	49	0.022%	0.012%	106.850%
11	Self-esteem	Soft Skills	Interpersonal skills	1	464	0.011%	215	0.098%	0.087%	803.696%
16	Self-management	Soft Skills	Work ethic	1	4,909	0.115%	394	0.180%	0.065%	56.533%
250	Stress Tolerance	Soft Skills	Physical skills	1	723	0.017%	117	0.053%	0.036%	215.609%
12	Teamwork	Soft Skills	Interpersonal skills	1	175,585	4.111%	13,569	6.195%	2.085%	50.717%
17	Time Management	Soft Skills	Work ethic	2	146,231	3.423%	10,802	4.932%	1.509%	44.068%
268	Visualization	Soft Skills	Problem-solving skills	1	48,193	1.128%	7,516	3.432%	2.303%	204.162%
7	Working under pressure	Soft Skills	Problem-solving skills	1	2,253	0.053%	221	0.101%	0.048%	91.308%
21	Written Communications	Soft Skills	Language skills	5	635,306	14.873%	38,335	17.503%	2.630%	17.683%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	328,824	7.698%	29,735	13.577%	5.878%	76.362%
172	Account management	Business Skills	Management skills	1	44,175	1.034%	2,489	1.136%	0.102%	9.888%
22	Accounting	Business Skills	Business processes	4	498,562	11.672%	18,285	8.349%	-3.323%	-28.472%
1263	Accounting software	Business Skills	Business processes	7	60,806	1.424%	2,646	1.208%	-0.215%	-15.132%
174	Administration	Business Skills	Management skills	3	1,042,228	24.400%	48,855	22.306%	-2.093%	-8.579%
1313	Analyst	Business Skills	Project management	1	720,983	16.879%	36,984	16.886%	0.007%	0.044%
175	Application management	Business Skills	Management skills	5	294,927	6.905%	14,906	6.806%	-0.099%	-1.429%
150	Asset management	Business Skills	Business processes	1	57,226	1.340%	4,031	1.840%	0.501%	37.379%
151	Auditing	Business Skills	Business processes	5	254,745	5.964%	15,626	7.135%	1.171%	19.631%
1264	Auditing software	Business Skills	Business processes	1	218	0.005%	4	0.002%	-0.003%	-64.215%
152	Billing	Business Skills	Business processes	1	113,703	2.662%	4,811	2.197%	-0.465%	-17.479%
153	Bills of Lading	Business Skills	Business processes	1	115	0.003%	23	0.011%	0.008%	290.060%
1314	Business Analyst	Business Skills	Project management	1	268,073	6.276%	9,288	4.241%	-2.035%	-32.427%
35	Business Intelligence	Business Skills	Strategy skills	1	178,170	4.171%	8,448	3.857%	-0.314%	-7.526%
155	Business performance management (BPM)	Business Skills	Business processes	2	26,008	0.609%	954	0.436%	-0.173%	-28.461%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	60,415	1.414%	983	0.449%	-0.966%	-68.267%
36	Business Strategy	Business Skills	Strategy skills	3	789,898	18.492%	57,006	26.028%	7.536%	40.751%
182	Calendar and scheduling	Business Skills	Project management	3	167,425	3.920%	10,383	4.741%	0.821%	20.950%
156	Capacity planning	Business Skills	Business processes	1	83,677	1.959%	2,875	1.313%	-0.646%	-32.991%
28	Change Management	Business Skills	Management skills	1	166,483	3.898%	10,928	4.990%	1.092%	28.018%
183	Content workflow	Business Skills	Project management	1	167	0.004%	6	0.003%	-0.001%	-29.929%
24	Contracting and legal	Business Skills	Business processes	2	289,453	6.776%	18,636	8.509%	1.733%	25.567%
176	Coordination	Business Skills	Management skills	1	201,417	4.715%	16,092	7.347%	2.632%	55.817%
157	Cost accounting	Business Skills	Business processes	1	6,503	0.152%	389	0.178%	0.025%	16.664%
158	Cost estimation	Business Skills	Business processes	1	3,251	0.076%	170	0.078%	0.002%	1.984%
1312	Customer Support	Business Skills	Business processes	6	826,608	19.352%	44,115	20.142%	0.791%	4.085%
1339	Education	Business Skills	Industry Segment	1	39,837	0.933%	4,895	2.235%	1.302%	139.645%
1333	Energy	Business Skills	Industry Segment	1	208,780	4.888%	14,427	6.587%	1.699%	34.769%
1340	Entertainment	Business Skills	Industry Segment	1	227,983	5.337%	4,959	2.264%	-3.073%	-57.578%
1319	Environmental	Business Skills	Environmental	16	175,252	4.103%	10,568	4.825%	0.722%	17.607%
1320	Environmental Strategy	Business Skills	Environmental	8	30,411	0.712%	6,443	2.942%	2.230%	313.199%
161	Financial	Business Skills	Business processes	2	1,046,240	24.494%	55,299	25.249%	0.755%	3.083%
1275	Financial Analysis software	Business Skills	Business processes	7	4,979	0.117%	251	0.115%	-0.002%	-1.682%
1332	Health Care	Business Skills	Industry Segment	2	695,139	16.274%	31,787	14.513%	-1.760%	-10.818%
177	Human resources	Business Skills	Management skills	2	334,883	7.840%	14,299	6.529%	-1.311%	-16.725%
1336	Insurance	Business Skills	Industry Segment	1	24,059	0.563%	1,160	0.530%	-0.034%	-5.967%
1316	Managing/Supervision	Business Skills	Management skills	5	1,699,529	39.788%	83,923	38.318%	-1.470%	-3.694%
1334	Manufacturing	Business Skills	Industry Segment	2	366,960	8.591%	16,848	7.693%	-0.898%	-10.457%
26	Marketing	Business Skills	Business processes	1	534,593	12.515%	21,546	9.838%	-2.678%	-21.396%
185	Monitoring	Business Skills	Project management	1	474,218	11.102%	32,616	14.892%	3.790%	34.139%
179	Negotiation	Business Skills	Management skills	1	143,945	3.370%	8,996	4.107%	0.738%	21.886%
163	Operation and Control	Business Skills	Business processes	2	2,525	0.059%	413	0.189%	0.129%	219.000%
29	Outsourcing Management	Business Skills	Management skills	3	153,099	3.584%	2,202	1.005%	-2.579%	-71.949%
167	Procurement	Business Skills	Business processes	1	120,421	2.819%	6,550	2.991%	0.171%	6.082%
1290	Project Management software	Business Skills	Project management	3	114,451	2.679%	3,907	1.784%	-0.896%	-33.423%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	740,174	17.328%	38,966	17.791%	0.463%	2.672%
168	Quality	Business Skills	Business processes	1	1,243,036	29.101%	78,965	36.054%	6.954%	23.895%
1337	Real Estate	Business Skills	Industry Segment	2	189,081	4.427%	2,639	1.205%	-3.222%	-72.780%
1335	Retail	Business Skills	Industry Segment	2	830,857	19.451%	30,899	14.108%	-5.343%	-27.470%
34	Risk Management	Business Skills	Project management	1	129,036	3.021%	12,290	5.611%	2.591%	85.756%
169	Service Orientation	Business Skills	Business processes	1	30,005	0.702%	2,095	0.957%	0.254%	36.173%
27	Supply Chain Management	Business Skills	Business processes	3	157,768	3.694%	8,058	3.679%	-0.014%	-0.388%
1295	Supply Chain Management software	Business Skills	Business processes	4	8,218	0.192%	386	0.176%	-0.016%	-8.394%
178	Teaching	Business Skills	Management skills	7	287,503	6.731%	11,917	5.441%	-1.290%	-19.160%
190	Timekeeping	Business Skills	Project management	3	115,474	2.703%	4,333	1.978%	-0.725%	-26.818%
1296	Timekeeping software	Business Skills	Project management	1	4,937	0.116%	436	0.199%	0.083%	72.236%
171	Total quality management (TQM)	Business Skills	Business processes	2	4,683	0.110%	171	0.078%	-0.032%	-28.785%
180	Troubleshooting	Business Skills	Management skills	1	539,478	12.630%	31,283	14.283%	1.654%	13.093%
181	Verification	Business Skills	Management skills	1	267,174	6.255%	12,327	5.628%	-0.626%	-10.016%
1338	Waste Management	Business Skills	Industry Segment	1	4,435	0.104%	159	0.073%	-0.031%	-30.079%
191	Workflow	Business Skills	Project management	1	182,369	4.269%	10,849	4.953%	0.684%	16.022%
31	Working Globally	Business Skills	Management skills	3	23,860	0.559%	432	0.197%	-0.361%	-64.689%
32	Working with Virtual Teams	Business Skills	Management skills	2	7,722	0.181%	509	0.232%	0.052%	28.555%
51	4GL	Technical Skills	Software development	3	5,912	0.138%	207	0.095%	-0.044%	-31.713%
987	Access servers & software	Technical Skills	Network	10	131,076	3.069%	6,763	3.088%	0.019%	0.628%
38	Agile Development Methods	Technical Skills	Software development	13	257,836	6.036%	22,635	10.335%	4.299%	71.214%
304	Algorithmic software	Technical Skills	Business applications	1	111	0.003%	1	0.000%	-0.002%	-82.430%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	4,561	0.107%	308	0.141%	0.034%	31.702%
1352	Android	Technical Skills	Mobile Platforms	3	74,100	1.735%	6,327	2.889%	1.154%	66.526%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	54,796	1.283%	2,800	1.278%	-0.004%	-0.342%
120	Apple operating systems	Technical Skills	Business applications	6	112,225	2.627%	8,481	3.872%	1.245%	47.387%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	42,910	1.005%	491	0.224%	-0.780%	-77.684%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	75,934	1.778%	14,837	6.774%	4.997%	281.076%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	176	0.004%	16	0.007%	0.003%	77.300%
1265	Backup & Recovery	Technical Skills	Technical applications	16	325,306	7.616%	14,264	6.513%	-1.103%	-14.483%
1386	Biometric	Technical Skills	Information mgmt	2	10,960	0.257%	549	0.251%	-0.006%	-2.307%
1353	Blackberry	Technical Skills	Mobile Platforms	2	32,481	0.760%	372	0.170%	-0.591%	-77.663%
336	Borland Delphi	Technical Skills	Business applications	1	6,216	0.146%	186	0.085%	-0.061%	-41.642%
337	Borland JBuilder	Technical Skills	Business applications	1	4,128	0.097%	25	0.011%	-0.085%	-88.189%
338	Borland Paradox	Technical Skills	Business applications	1	364	0.009%	16	0.007%	-0.001%	-14.272%
72	Business Continuity Planning	Technical Skills	Hardware	2	70,972	1.662%	2,943	1.344%	-0.318%	-19.127%
352	Cadence Opus	Technical Skills	Business applications	1	2,064	0.048%	63	0.029%	-0.020%	-40.470%
868	Calculators	Technical Skills	Hardware	1	3,837	0.090%	216	0.099%	0.009%	9.790%
39	CASE Tools	Technical Skills	Software development	1	222,286	5.204%	11,509	5.255%	0.051%	0.978%
367	Categorization or classification software	Technical Skills	Business applications	1	17,182	0.402%	845	0.386%	-0.016%	-4.085%
112	Certification	Technical Skills	Misc	3	786,547	18.414%	51,638	23.577%	5.163%	28.040%
78	Cisco	Technical Skills	Hardware	1	331,024	7.750%	9,455	4.317%	-3.433%	-44.294%
1009	Cisco Systems IOS	Technical Skills	Network	1	77,780	1.821%	6,375	2.911%	1.090%	59.850%
40	Client-Server	Technical Skills	Software development	1	90,702	2.123%	1,541	0.704%	-1.420%	-66.865%
1011	Cluster server software	Technical Skills	Network	8	65,375	1.530%	2,906	1.327%	-0.204%	-13.307%
1147	CMAKE	Technical Skills	Software development	1	813	0.019%	154	0.070%	0.051%	269.430%
1151	Compatibility testing	Technical Skills	Software development	1	1,958	0.046%	78	0.036%	-0.010%	-22.307%
1152	Compilers	Technical Skills	Software development	5	41,366	0.968%	3,346	1.528%	0.559%	57.755%
1255	Compliance software	Technical Skills	Technical applications	3	23,736	0.556%	1,747	0.798%	0.242%	43.545%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	76,389	1.788%	2,874	1.312%	-0.476%	-26.623%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	6,846	0.160%	354	0.162%	0.001%	0.848%
875	Computer diagnostics	Technical Skills	Hardware	5	174,551	4.086%	12,391	5.658%	1.571%	38.448%
1107	Computer forensics	Technical Skills	Security	1	9,533	0.223%	482	0.220%	-0.003%	-1.390%
1266	Computer Hardware	Technical Skills	Hardware	15	97,794	2.289%	7,290	3.329%	1.039%	45.384%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	37,189	0.871%	156	0.071%	-0.799%	-91.819%
1015	Computer servers	Technical Skills	Network	6	380,553	8.909%	15,851	7.237%	-1.672%	-18.765%
1267	Computer Utilities	Technical Skills	Misc	1	2,604	0.061%	277	0.126%	0.066%	107.463%
59	Content Manager	Technical Skills	Business applications	1	4,221	0.099%	89	0.041%	-0.058%	-58.878%
1396	Continuous Improvement	Technical Skills	Software development	1	78,497	1.838%	10,770	4.917%	3.080%	167.587%
878	Controllers	Technical Skills	Hardware	3	26,978	0.632%	2,042	0.932%	0.301%	47.621%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	4,984	0.117%	298	0.136%	0.019%	16.611%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	15,930	0.373%	366	0.167%	-0.206%	-55.191%
53	Customer Relationship Management	Technical Skills	Business applications	9	246,259	5.765%	9,739	4.447%	-1.318%	-22.870%
1368	Cyber Security	Technical Skills	Information mgmt	3	74,024	1.733%	14,028	6.405%	4.672%	269.594%
953	Data acquisition systems	Technical Skills	Information mgmt	1	20,868	0.489%	1,481	0.676%	0.188%	38.413%
955	Data compression software	Technical Skills	Information mgmt	1	13,165	0.308%	487	0.222%	-0.086%	-27.854%
956	Data conversion software	Technical Skills	Information mgmt	1	18,746	0.439%	701	0.320%	-0.119%	-27.069%
958	Data dictionary	Technical Skills	Information mgmt	1	10,923	0.256%	444	0.203%	-0.053%	-20.724%
959	Data entry	Technical Skills	Information mgmt	1	190,624	4.463%	2,086	0.952%	-3.510%	-78.658%
962	Data mapping	Technical Skills	Information mgmt	1	21,077	0.493%	1,033	0.472%	-0.022%	-4.414%
67	Data Mining	Technical Skills	Information mgmt	5	109,575	2.565%	5,599	2.556%	-0.009%	-0.345%
963	Data modeling	Technical Skills	Information mgmt	1	128,566	3.010%	5,132	2.343%	-0.667%	-22.149%
68	Data Warehousing	Technical Skills	Information mgmt	2	198,817	4.655%	7,439	3.397%	-1.258%	-27.027%
69	Database Administration	Technical Skills	Information mgmt	12	256,920	6.015%	8,773	4.006%	-2.009%	-33.403%
969	Database design software	Technical Skills	Information mgmt	15	206,734	4.840%	6,748	3.081%	-1.759%	-36.340%
1268	Database Reporting	Technical Skills	Information mgmt	3	61,346	1.436%	1,362	0.622%	-0.814%	-56.700%
1269	Database Security	Technical Skills	Information mgmt	2	693	0.016%	49	0.022%	0.006%	37.900%
1373	Database Security	Technical Skills	Information mgmt	1	965	0.023%	80	0.037%	0.014%	61.683%
1270	Database Servers	Technical Skills	Information mgmt	3	51,179	1.198%	738	0.337%	-0.861%	-71.877%
1271	Database Testing	Technical Skills	Information mgmt	1	3,531	0.083%	165	0.075%	-0.007%	-8.864%
1160	Debugging	Technical Skills	Software development	7	279,235	6.537%	15,274	6.974%	0.437%	6.680%
1385	Decryption	Technical Skills	Information mgmt	2	1,398	0.033%	78	0.036%	0.003%	8.815%
418	Desktop publishing software	Technical Skills	Business applications	13	59,063	1.383%	6,290	2.872%	1.489%	107.700%
1272	Development Environment	Technical Skills	Software development	13	188,049	4.402%	8,629	3.940%	-0.463%	-10.507%
1273	Digital Imaging	Technical Skills	Hardware	1	2,110	0.049%	45	0.021%	-0.029%	-58.406%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	11,766	0.275%	743	0.339%	0.064%	23.158%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	11,363	0.266%	391	0.179%	-0.087%	-32.890%
1307	Doctor of Philosophy	Technical Skills	Misc	3	188,547	4.414%	12,123	5.535%	1.121%	25.398%
973	Document management software	Technical Skills	Information mgmt	4	37,862	0.886%	2,216	1.012%	0.125%	14.148%
1020	Domain name system (DNS)	Technical Skills	Network	3	127,876	2.994%	5,960	2.721%	-0.272%	-9.101%
61	Dreamweaver	Technical Skills	Software development	1	20,090	0.470%	242	0.110%	-0.360%	-76.507%
54	DSS/GDSS	Technical Skills	Business applications	5	49,972	1.170%	2,008	0.917%	-0.253%	-21.632%
425	Dynamic modeling software	Technical Skills	Business applications	1	156	0.004%	18	0.008%	0.005%	125.035%
62	Eclipse	Technical Skills	Software development	1	79,730	1.867%	2,307	1.053%	-0.813%	-43.568%
1308	Electronic Commerce	Technical Skills	Business applications	2	180,335	4.222%	5,635	2.573%	-1.649%	-39.058%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	35,771	0.837%	1,260	0.575%	-0.262%	-31.302%
1023	Electronic mail software	Technical Skills	Network	8	64,425	1.508%	3,225	1.472%	-0.036%	-2.371%
1384	Encryption	Technical Skills	Information mgmt	1	238	0.006%	49	0.022%	0.017%	301.533%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	200,604	4.696%	8,336	3.806%	-0.890%	-18.956%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	239,064	5.597%	9,682	4.421%	-1.176%	-21.014%
1321	Environmental Certification	Technical Skills	Environmental	1	428	0.010%	98	0.045%	0.035%	346.564%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,372	0.032%	4	0.002%	-0.030%	-94.314%
1329	Environmental Energy	Technical Skills	Environmental	21	14,922	0.349%	1,903	0.869%	0.520%	148.722%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	14,221	0.333%	1,106	0.505%	0.172%	51.679%
1327	Environmental Pollution	Technical Skills	Environmental	21	42,943	1.005%	1,460	0.667%	-0.339%	-33.693%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	6,844	0.160%	704	0.321%	0.161%	100.615%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	2,348	0.055%	287	0.131%	0.076%	138.389%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	51,848	1.214%	996	0.455%	-0.759%	-62.535%
1331	Environmental Science	Technical Skills	Environmental	2	1,543	0.036%	40	0.018%	-0.018%	-49.441%
1322	Environmental Technology	Technical Skills	Environmental	2	761	0.018%	85	0.039%	0.021%	117.839%
461	Expert system software	Technical Skills	Business applications	1	1,473	0.034%	69	0.032%	-0.003%	-8.642%
1359	Facebook	Technical Skills	Social Networking	1	525,076	12.293%	5,956	2.719%	-9.573%	-77.878%
463	Facilities management software	Technical Skills	Business applications	4	13,132	0.307%	1,006	0.459%	0.152%	49.406%
468	Flight control software	Technical Skills	Business applications	1	1,177	0.028%	103	0.047%	0.019%	70.672%
469	Flowchart software	Technical Skills	Business applications	5	12,316	0.288%	514	0.235%	-0.054%	-18.605%
1367	Forensic	Technical Skills	Information mgmt	2	70,043	1.640%	3,062	1.398%	-0.242%	-14.741%
1112	Fraud Detection	Technical Skills	Security	1	22,286	0.522%	2,372	1.083%	0.561%	107.579%
63	FrontPage	Technical Skills	Software development	1	3,292	0.077%	14	0.006%	-0.071%	-91.706%
475	Fund accounting software	Technical Skills	Business applications	1	1,947	0.046%	121	0.055%	0.010%	21.205%
1260	Gaming	Technical Skills	Misc	2	90,180	2.111%	5,491	2.507%	0.396%	18.753%
113	Generic databases	Technical Skills	Information mgmt	2	605,596	14.178%	31,748	14.496%	0.318%	2.243%
1365	Google Apps	Technical Skills	Business applications	4	13,866	0.325%	691	0.316%	-0.009%	-2.808%
1364	Google Plus	Technical Skills	Social Networking	1	1,397	0.033%	89	0.041%	0.008%	24.250%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	247,543	5.795%	11,481	5.242%	-0.553%	-9.545%
484	Graphic software	Technical Skills	Business applications	16	340,394	7.969%	15,507	7.080%	-0.889%	-11.152%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	71,973	1.685%	1,701	0.777%	-0.908%	-53.907%
1323	Green IT	Technical Skills	Environmental	9	11,501	0.269%	760	0.347%	0.078%	28.878%
893	Guidance systems	Technical Skills	Hardware	1	179	0.004%	10	0.005%	0.000%	8.955%
1371	Hacking	Technical Skills	Information mgmt	5	19,802	0.464%	1,878	0.857%	0.394%	84.964%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,157	0.027%	153	0.070%	0.043%	157.905%
1277	Hardware Design	Technical Skills	Hardware	20	30,806	0.721%	2,705	1.235%	0.514%	71.251%
1278	Hardware Testing	Technical Skills	Hardware	4	10,354	0.242%	593	0.271%	0.028%	11.699%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,926	0.045%	348	0.159%	0.114%	252.391%
492	Helpdesk or call center	Technical Skills	Business applications	2	240,491	5.630%	9,347	4.268%	-1.362%	-24.199%
1377	Homeland Security	Technical Skills	Information mgmt	1	109,184	2.556%	3,362	1.535%	-1.021%	-39.946%
114	IBM databases	Technical Skills	Information mgmt	2	104,021	2.435%	2,302	1.051%	-1.384%	-56.840%
121	IBM operating systems	Technical Skills	Business applications	4	81,590	1.910%	1,264	0.577%	-1.333%	-69.786%
898	Image capture devices	Technical Skills	Hardware	9	19,612	0.459%	1,744	0.796%	0.337%	73.431%
524	Industrial control software	Technical Skills	Business applications	3	16,519	0.387%	1,643	0.750%	0.363%	93.979%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	57,424	1.344%	3,471	1.585%	0.240%	17.886%
1375	Information Security	Technical Skills	Information mgmt	3	164,835	3.859%	13,973	6.380%	2.521%	65.326%
899	Infrared	Technical Skills	Hardware	1	5,216	0.122%	261	0.119%	-0.003%	-2.410%
1180	Installation	Technical Skills	Software development	1	345,531	8.089%	16,688	7.619%	-0.470%	-5.807%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,326	0.031%	67	0.031%	-0.000%	-1.455%
536	Internet browser software	Technical Skills	Business applications	4	24,564	0.575%	1,340	0.612%	0.037%	6.392%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	43,804	1.025%	2,269	1.036%	0.010%	1.023%
541	Inventory management software	Technical Skills	Business applications	3	21,179	0.496%	1,783	0.814%	0.318%	64.190%
1414	ISO 9000	Technical Skills	Software development	1	6,363	0.149%	140	0.064%	-0.085%	-57.089%
73	IT Architecture/Standards	Technical Skills	Hardware	2	33,741	0.790%	1,620	0.740%	-0.050%	-6.361%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,451	0.034%	4	0.002%	-0.032%	-94.624%
1035	Kernel	Technical Skills	Network	1	38,294	0.897%	1,518	0.693%	-0.203%	-22.689%
907	Lasers	Technical Skills	Hardware	1	1,224	0.029%	181	0.083%	0.054%	188.402%
1038	License management software	Technical Skills	Network	1	2,816	0.066%	235	0.107%	0.041%	62.756%
1361	LinkedIn	Technical Skills	Social Networking	1	37,803	0.885%	4,039	1.844%	0.959%	108.377%
908	Mainframe computers	Technical Skills	Hardware	2	125,936	2.948%	2,599	1.187%	-1.762%	-59.751%
124	Mainframe operating systems	Technical Skills	Business applications	8	56,262	1.317%	2,439	1.114%	-0.204%	-15.453%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	90,949	2.129%	3,029	1.383%	-0.746%	-35.046%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	21,182	0.496%	843	0.385%	-0.111%	-22.382%
1281	Medical software	Technical Skills	Business applications	9	30,258	0.708%	2,533	1.157%	0.448%	63.266%
115	Microsoft databases	Technical Skills	Information mgmt	5	573,072	13.416%	17,900	8.173%	-5.243%	-39.082%
119	Microsoft operating systems	Technical Skills	Business applications	4	815,139	19.083%	31,838	14.537%	-4.546%	-23.824%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	21,387	0.501%	1,039	0.474%	-0.026%	-5.253%
625	Multimedia	Technical Skills	Business applications	1	147,707	3.458%	1,353	0.618%	-2.840%	-82.135%
1362	MySpace	Technical Skills	Social Networking	1	5,212	0.122%	42	0.019%	-0.103%	-84.284%
74	Network administration	Technical Skills	Hardware	17	445,600	10.432%	19,569	8.935%	-1.497%	-14.350%
1282	Network Administration software	Technical Skills	Network	18	211,083	4.942%	11,264	5.143%	0.201%	4.074%
1283	Network Hardware	Technical Skills	Network	11	156,937	3.674%	6,491	2.964%	-0.710%	-19.334%
1284	Network Monitoring software	Technical Skills	Network	15	106,845	2.501%	5,516	2.519%	0.017%	0.687%
1059	Network operation system software (NOS)	Technical Skills	Network	2	5,090	0.119%	176	0.080%	-0.039%	-32.563%
1122	Network security	Technical Skills	Security	1	131,237	3.072%	5,460	2.493%	-0.579%	-18.859%
1369	Network Security	Technical Skills	Information mgmt	1	24,712	0.579%	953	0.435%	-0.143%	-24.788%
1285	Network Security software	Technical Skills	Security	36	299,360	7.008%	19,026	8.687%	1.679%	23.953%
1286	Network software	Technical Skills	Network	6	68,405	1.601%	2,657	1.213%	-0.388%	-24.246%
1287	Network Testing	Technical Skills	Network	11	69,479	1.627%	2,620	1.196%	-0.430%	-26.456%
1065	Novell network software	Technical Skills	Network	2	5,724	0.134%	57	0.026%	-0.108%	-80.579%
643	Oberon	Technical Skills	Business applications	1	551	0.013%	17	0.008%	-0.005%	-39.827%
1413	Object Oriented Design	Technical Skills	Software development	2	104,272	2.441%	2,480	1.132%	-1.309%	-53.614%
41	Object Oriented Programming	Technical Skills	Software development	5	481,667	11.276%	15,563	7.106%	-4.170%	-36.984%
1288	Office Applications	Technical Skills	Business applications	13	629,142	14.729%	42,113	19.228%	4.499%	30.548%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	44,477	1.041%	968	0.442%	-0.599%	-57.554%
116	Open-source databases	Technical Skills	Information mgmt	4	222,991	5.220%	9,114	4.161%	-1.059%	-20.288%
118	Open-source operating systems	Technical Skills	Business applications	8	642,224	15.035%	29,330	13.392%	-1.643%	-10.931%
56	Operating Systems	Technical Skills	Business applications	3	366,573	8.582%	19,747	9.016%	0.434%	5.061%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	2,697	0.063%	186	0.085%	0.022%	34.504%
117	Oracle databases	Technical Skills	Information mgmt	1	714,034	16.716%	19,705	8.997%	-7.719%	-46.178%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,354	0.079%	8	0.004%	-0.075%	-95.348%
1376	Penetration Testing	Technical Skills	Information mgmt	5	110,867	2.596%	10,644	4.860%	2.264%	87.242%
1289	Physical Tools	Technical Skills	Hardware	1	295	0.007%	66	0.030%	0.023%	336.339%
683	Point of sale (POS)	Technical Skills	Business applications	3	24,585	0.576%	1,871	0.854%	0.279%	48.424%
686	Polka	Technical Skills	Business applications	1	192	0.004%	190	0.087%	0.082%	1,829.985%
931	Printers	Technical Skills	Hardware	3	41,096	0.962%	4,459	2.036%	1.074%	111.612%
43	Programming	Technical Skills	Software development	1	1,038,667	24.316%	47,706	21.782%	-2.534%	-10.423%
700	Provisioning	Technical Skills	Business applications	1	58,850	1.378%	3,607	1.647%	0.269%	19.537%
1405	Rapid Application Development	Technical Skills	Software development	2	21,725	0.509%	507	0.231%	-0.277%	-54.485%
1258	Rate Control	Technical Skills	Technical applications	1	194	0.005%	2	0.001%	-0.004%	-79.894%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	47,272	1.107%	406	0.185%	-0.921%	-83.250%
1077	Remote control software	Technical Skills	Network	2	4,688	0.110%	323	0.147%	0.038%	34.374%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,494	0.058%	105	0.048%	-0.010%	-17.890%
1379	Risk Analysis	Technical Skills	Information mgmt	1	26,235	0.614%	1,875	0.856%	0.242%	39.387%
1262	Robotics	Technical Skills	Hardware	3	18,672	0.437%	3,507	1.601%	1.164%	266.308%
1318	RSA	Technical Skills	Security	1	18,191	0.426%	566	0.258%	-0.167%	-39.318%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	107,385	2.514%	6,401	2.923%	0.409%	16.253%
44	SDLC	Technical Skills	Software development	7	508,119	11.896%	21,768	9.939%	-1.957%	-16.448%
1132	Secure shell (SSH)	Technical Skills	Security	1	386	0.009%	8	0.004%	-0.005%	-59.579%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	54,176	1.268%	2,063	0.942%	-0.326%	-25.733%
76	Security	Technical Skills	Hardware	4	2,982,024	69.812%	79,485	36.292%	-33.521%	-48.015%
1382	Security Audit	Technical Skills	Information mgmt	1	4,276	0.100%	219	0.100%	-0.000%	-0.113%
1315	Security Clearance	Technical Skills	Misc	2	340,408	7.969%	20,937	9.560%	1.590%	19.954%
1381	Security Plan	Technical Skills	Information mgmt	1	3,695	0.087%	394	0.180%	0.093%	107.962%
1380	Security Policy	Technical Skills	Information mgmt	2	67,591	1.582%	5,531	2.525%	0.943%	59.594%
1135	Security testing software	Technical Skills	Security	1	11,267	0.264%	1,163	0.531%	0.267%	101.314%
60	Sharepoint Server	Technical Skills	Business applications	1	14,654	0.343%	197	0.090%	-0.253%	-73.781%
1084	Signal generators	Technical Skills	Network	1	914	0.021%	97	0.044%	0.023%	106.979%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	35,622	0.834%	890	0.406%	-0.428%	-51.273%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	148,947	3.487%	5,338	2.437%	-1.050%	-30.105%
1220	Simulation software	Technical Skills	Software development	5	63,789	1.493%	5,881	2.685%	1.192%	79.807%
1366	Social Network	Technical Skills	Social Networking	1	12,737	0.298%	337	0.154%	-0.144%	-48.398%
1358	Social Networking	Technical Skills	Social Networking	1	23,586	0.552%	392	0.179%	-0.373%	-67.586%
42	Software Development	Technical Skills	Software development	2	1,083,795	25.373%	42,387	19.353%	-6.019%	-23.724%
1291	Software Development software	Technical Skills	Software development	3	7,239	0.169%	87	0.040%	-0.130%	-76.561%
1309	Software Engineering	Technical Skills	Software development	1	655,126	15.337%	27,565	12.586%	-2.751%	-17.939%
1292	Software Installation	Technical Skills	Software development	4	469,865	11.000%	27,471	12.543%	1.543%	14.026%
1223	Software libraries	Technical Skills	Software development	1	1,351	0.032%	181	0.083%	0.051%	161.291%
1293	Software Maintenance	Technical Skills	Software development	1	29,637	0.694%	899	0.410%	-0.283%	-40.840%
1294	Software Testing	Technical Skills	Software development	14	456,250	10.681%	25,569	11.674%	0.993%	9.298%
1225	Source code management (SCM)	Technical Skills	Software development	5	149,232	3.494%	7,609	3.474%	-0.020%	-0.559%
1229	Static analysis software	Technical Skills	Software development	1	3,427	0.080%	262	0.120%	0.039%	49.104%
772	Statistical analysis software	Technical Skills	Business applications	26	344,430	8.063%	26,821	12.246%	4.183%	51.871%
774	Statistical software	Technical Skills	Business applications	1	149,134	3.491%	13,734	6.271%	2.779%	79.606%
1230	Stress testing software	Technical Skills	Software development	1	10,240	0.240%	442	0.202%	-0.038%	-15.817%
122	Sun operating systems	Technical Skills	Business applications	3	164,729	3.856%	2,456	1.121%	-2.735%	-70.922%
939	Surveillance systems	Technical Skills	Hardware	5	41,181	0.964%	4,084	1.865%	0.901%	93.415%
791	Symantec software	Technical Skills	Business applications	1	31,539	0.738%	1,049	0.479%	-0.259%	-35.132%
1355	Symbian	Technical Skills	Mobile Platforms	1	117	0.003%	3	0.001%	-0.001%	-49.992%
1310	System Administration	Technical Skills	Network	4	270,347	6.329%	11,618	5.305%	-1.024%	-16.187%
45	System Testing	Technical Skills	Software development	5	86,890	2.034%	4,352	1.987%	-0.047%	-2.317%
46	Systems Analysis	Technical Skills	Software development	8	347,128	8.127%	16,689	7.620%	-0.507%	-6.235%
47	Systems Design	Technical Skills	Software development	1	57,148	1.338%	2,888	1.319%	-0.019%	-1.441%
1233	Systems Evaluation	Technical Skills	Software development	1	705	0.017%	77	0.035%	0.019%	113.012%
1234	Systems integration	Technical Skills	Software development	8	232,916	5.453%	4,355	1.988%	-3.464%	-63.534%
75	TCP/IP	Technical Skills	Hardware	3	225,379	5.276%	7,872	3.594%	-1.682%	-31.880%
1235	Technology Design	Technical Skills	Software development	1	4,266	0.100%	277	0.126%	0.027%	26.637%
1236	Templates	Technical Skills	Software development	1	67,903	1.590%	3,632	1.658%	0.069%	4.318%
1239	Test implementation	Technical Skills	Software development	1	1,727	0.040%	264	0.121%	0.080%	198.135%
1302	Testing	Technical Skills	Software development	1	1,277,919	29.917%	69,950	31.938%	2.021%	6.754%
1297	Training software	Technical Skills	Business applications	3	4,541	0.106%	276	0.126%	0.020%	18.538%
57	Transaction Processing Systems	Technical Skills	Business applications	4	5,820	0.136%	169	0.077%	-0.059%	-43.368%
1360	Twitter	Technical Skills	Social Networking	1	61,121	1.431%	4,649	2.123%	0.692%	48.344%
1411	Unified Process	Technical Skills	Software development	1	10,721	0.251%	63	0.029%	-0.222%	-88.539%
123	UNIX operating systems	Technical Skills	Business applications	5	636,828	14.909%	15,093	6.891%	-8.018%	-53.777%
1298	UNIX Shells	Technical Skills	Business applications	4	135,600	3.175%	4,354	1.988%	-1.187%	-37.377%
1410	Use Case	Technical Skills	Software development	1	30,525	0.715%	1,209	0.552%	-0.163%	-22.755%
48	User-Interface Design	Technical Skills	Software development	2	284,918	6.670%	11,208	5.117%	-1.553%	-23.280%
836	Video creation and editing software	Technical Skills	Business applications	3	15,687	0.367%	782	0.357%	-0.010%	-2.777%
64	Visual Studio	Technical Skills	Software development	1	137,770	3.225%	4,442	2.028%	-1.197%	-37.118%
843	Voice dictation & recognition	Technical Skills	Business applications	2	6,349	0.149%	435	0.199%	0.050%	33.624%
77	Voice/Data Telecom	Technical Skills	Hardware	10	370,558	8.675%	11,307	5.163%	-3.513%	-40.490%
1299	Web Application Server	Technical Skills	Business applications	8	184,296	4.315%	2,750	1.256%	-3.059%	-70.898%
1248	Web platform development software	Technical Skills	Software development	5	11,094	0.260%	64	0.029%	-0.231%	-88.749%
65	web programmer	Technical Skills	Software development	4	91,465	2.141%	1,430	0.653%	-1.488%	-69.508%
58	Web servers	Technical Skills	Business applications	6	286,615	6.710%	7,989	3.648%	-3.062%	-45.638%
49	Web-based Application Development	Technical Skills	Software development	2	211,747	4.957%	5,667	2.587%	-2.370%	-47.804%
1356	Windows CE	Technical Skills	Mobile Platforms	4	22,816	0.534%	213	0.097%	-0.437%	-81.793%
1102	Wireless	Technical Skills	Network	5	170,706	3.996%	7,864	3.591%	-0.406%	-10.154%
1363	YouTube	Technical Skills	Social Networking	2	8,585	0.201%	1,617	0.738%	0.537%	267.343%
79	.NET	Programming Skills	Current	1	474,763	11.115%	12,832	5.859%	-5.256%	-47.287%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	136	0.003%	9	0.004%	0.001%	29.064%
209	A programming language (APL)	Programming Skills	Legacy	2	6,034	0.141%	562	0.257%	0.115%	81.649%
99	Ada	Programming Skills	Legacy	1	16,828	0.394%	2,616	1.194%	0.800%	203.184%
80	AJAX	Programming Skills	Current	1	233,806	5.474%	3,439	1.570%	-3.903%	-71.313%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	106	0.002%	3	0.001%	-0.001%	-44.803%
192	Apple AppleScript	Programming Skills	Current	1	659	0.015%	26	0.012%	-0.004%	-23.053%
81	ASP	Programming Skills	Current	2	302,440	7.080%	6,441	2.941%	-4.140%	-58.465%
108	Assembly	Programming Skills	Legacy	2	10,294	0.241%	285	0.130%	-0.111%	-46.004%
211	AWK	Programming Skills	Legacy	1	8,268	0.194%	173	0.079%	-0.115%	-59.192%
212	B	Programming Skills	Legacy	1	56,687	1.327%	4,199	1.917%	0.590%	44.465%
83	C#	Programming Skills	Current	2	462,352	10.824%	17,173	7.841%	-2.983%	-27.561%
82	C/C++	Programming Skills	Current	3	678,590	15.886%	28,538	13.030%	-2.856%	-17.980%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	334,444	7.830%	14,241	6.502%	-1.327%	-16.954%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	1,147	0.027%	16	0.007%	-0.020%	-72.794%
84	CGI	Programming Skills	Current	2	33,288	0.779%	1,183	0.540%	-0.239%	-30.690%
217	Clipper	Programming Skills	Legacy	1	717	0.017%	33	0.015%	-0.002%	-10.237%
218	CLU	Programming Skills	Legacy	1	372	0.009%	10	0.005%	-0.004%	-47.573%
100	Cobol	Programming Skills	Legacy	1	31,588	0.740%	753	0.344%	-0.396%	-53.508%
85	ColdFusion	Programming Skills	Current	2	25,088	0.587%	392	0.179%	-0.408%	-69.527%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	550	0.013%	25	0.011%	-0.001%	-11.350%
195	Component object model (COM)	Programming Skills	Current	1	563	0.013%	5	0.002%	-0.011%	-82.679%
125	Database programming	Programming Skills	Current	3	95,389	2.233%	1,799	0.821%	-1.412%	-63.218%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,873	0.137%	34	0.016%	-0.122%	-88.709%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	23,531	0.551%	420	0.192%	-0.359%	-65.189%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	7,238	0.169%	318	0.145%	-0.024%	-14.314%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	40,888	0.957%	525	0.240%	-0.718%	-74.958%
109	Forth	Programming Skills	Legacy	1	13,290	0.311%	1,890	0.863%	0.552%	177.357%
102	Fortran	Programming Skills	Legacy	1	6,276	0.147%	313	0.143%	-0.004%	-2.734%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	743,839	17.414%	20,404	9.316%	-8.098%	-46.502%
222	J	Programming Skills	Legacy	1	15,597	0.365%	987	0.451%	0.086%	23.418%
87	Java/J2EE/J2P	Programming Skills	Current	4	953,379	22.320%	37,914	17.311%	-5.009%	-22.440%
97	JavaScript	Programming Skills	Current	3	534,560	12.515%	24,385	11.134%	-1.381%	-11.033%
89	JavaServer Faces	Programming Skills	Current	3	34,905	0.817%	448	0.205%	-0.613%	-74.968%
88	JavaServer Pages	Programming Skills	Current	3	148,810	3.484%	1,714	0.783%	-2.701%	-77.536%
223	Job control language (JCL)	Programming Skills	Legacy	2	20,716	0.485%	486	0.222%	-0.263%	-54.246%
126	LAMP	Programming Skills	Current	1	42,817	1.002%	574	0.262%	-0.740%	-73.854%
104	Lisp	Programming Skills	Legacy	1	2,553	0.060%	102	0.047%	-0.013%	-22.080%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,653	0.062%	380	0.174%	0.111%	179.350%
201	Microsoft ActiveX	Programming Skills	Current	1	5,536	0.130%	25	0.011%	-0.118%	-91.193%
107	Pascal	Programming Skills	Legacy	1	1,964	0.046%	50	0.023%	-0.023%	-50.349%
90	Perl	Programming Skills	Current	1	287,732	6.736%	8,036	3.669%	-3.067%	-45.530%
91	PHP	Programming Skills	Current	1	170,523	3.992%	5,520	2.520%	-1.472%	-36.867%
103	PL/1	Programming Skills	Legacy	3	683	0.016%	28	0.013%	-0.003%	-20.046%
105	Prolog	Programming Skills	Legacy	1	1,714	0.040%	47	0.021%	-0.019%	-46.520%
95	Python	Programming Skills	Current	1	251,778	5.894%	30,771	14.050%	8.155%	138.356%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	53,303	1.248%	397	0.181%	-1.067%	-85.474%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,831	0.043%	90	0.041%	-0.002%	-4.136%
206	Scripting languages	Programming Skills	Current	1	86,722	2.030%	5,364	2.449%	0.419%	20.632%
101	Smalltalk	Programming Skills	Legacy	1	1,069	0.025%	13	0.006%	-0.019%	-76.283%
92	SQL	Programming Skills	Current	3	1,272,920	29.800%	47,024	21.470%	-8.330%	-27.952%
110	TCL	Programming Skills	Legacy	1	17,824	0.417%	566	0.258%	-0.159%	-38.068%
98	Unified Modeling Language	Programming Skills	Current	2	112,858	2.642%	1,750	0.799%	-1.843%	-69.758%
93	Visual Basic	Programming Skills	Current	6	266,025	6.228%	6,395	2.920%	-3.308%	-53.117%
207	Web service definition language (WSDL)	Programming Skills	Current	2	31,138	0.729%	653	0.298%	-0.431%	-59.100%
94	XML	Programming Skills	Current	2	489,353	11.456%	9,875	4.509%	-6.947%	-60.643%
1342	Computer Science	Majors	Computer Science	2	3,044,108	71.266%	153,369	70.026%	-1.240%	-1.739%
1344	Information Technology	Majors	Information Technology	3	1,845,573	43.207%	82,139	37.503%	-5.703%	-13.200%
1343	Management Information Systems	Majors	Management Information Systems	9	1,132,809	26.520%	70,423	32.154%	5.634%	21.244%

mis Degrees

Management Information Systems	2018-11-13	Jobs Found:	1,132,574	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	4,368	0.386%	652	0.926%	0.540%	140.058%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,550	0.402%	350	0.497%	0.095%	23.711%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	7,924	0.700%	706	1.003%	0.303%	43.289%
231	Cooperation	Soft Skills	Interpersonal skills	1	12,270	1.083%	929	1.319%	0.236%	21.765%
3	Creativity	Soft Skills	Problem-solving skills	4	33,965	2.999%	3,540	5.027%	2.028%	67.619%
4	Critical thinking	Soft Skills	Problem-solving skills	3	19,982	1.764%	2,975	4.224%	2.460%	139.442%
1300	Flexibility	Soft Skills	Work ethic	1	41,806	3.691%	4,017	5.704%	2.013%	54.531%
232	Independence	Soft Skills	Interpersonal skills	1	6,662	0.588%	748	1.062%	0.474%	80.571%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	162,401	14.339%	12,619	17.919%	3.580%	24.965%
256	Innovation	Soft Skills	Problem-solving skills	1	95,409	8.424%	9,897	14.054%	5.630%	66.827%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	143,894	12.705%	13,489	19.154%	6.449%	50.761%
1422	Internship	Soft Skills	Work ethic	3	18,560	1.639%	2,690	3.820%	2.181%	133.091%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	941	0.083%	104	0.148%	0.065%	77.744%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	97,961	8.649%	9,901	14.059%	5.410%	62.547%
10	Leadership	Soft Skills	Interpersonal skills	1	273,970	24.190%	21,018	29.845%	5.655%	23.379%
258	Learning	Soft Skills	Problem-solving skills	1	70,572	6.231%	9,611	13.648%	7.416%	119.022%
1	Learning Ability	Soft Skills	Problem-solving skills	3	21,591	1.906%	2,021	2.870%	0.963%	50.538%
236	Listening	Soft Skills	Language skills	1	21,971	1.940%	2,190	3.110%	1.170%	60.305%
260	Mathematics	Soft Skills	Problem-solving skills	3	69,136	6.104%	6,053	8.595%	2.491%	40.805%
261	Memorization	Soft Skills	Problem-solving skills	1	26	0.002%	3	0.004%	0.002%	85.567%
18	Negotiation Skills	Soft Skills	Language skills	1	13,162	1.162%	894	1.269%	0.107%	9.236%
262	Optimization	Soft Skills	Problem-solving skills	1	50,232	4.435%	3,912	5.555%	1.120%	25.248%
19	Oral Communications	Soft Skills	Language skills	5	20,199	1.783%	2,144	3.044%	1.261%	70.705%
273	Persistence	Soft Skills	Work ethic	1	4,087	0.361%	308	0.437%	0.076%	21.199%
239	Persuasion	Soft Skills	Language skills	1	2,463	0.217%	295	0.419%	0.201%	92.624%
1301	Physical Skill	Soft Skills	Work ethic	2	2,404	0.212%	668	0.949%	0.736%	346.883%
240	Presentations	Soft Skills	Language skills	1	66,568	5.878%	5,696	8.088%	2.211%	37.612%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	242,866	21.444%	17,299	24.564%	3.121%	14.553%
20	Questioning skills	Soft Skills	Language skills	1	290	0.026%	31	0.044%	0.018%	71.916%
241	Reading Comprehension	Soft Skills	Language skills	1	338	0.030%	110	0.156%	0.126%	423.393%
6	Research skills	Soft Skills	Problem-solving skills	1	2,200	0.194%	240	0.341%	0.147%	75.445%
15	Responsibility	Soft Skills	Work ethic	2	132,386	11.689%	10,597	15.048%	3.359%	28.734%
234	Self Control	Soft Skills	Interpersonal skills	1	237	0.021%	19	0.027%	0.006%	28.931%
11	Self-esteem	Soft Skills	Interpersonal skills	1	53	0.005%	12	0.017%	0.012%	264.131%
16	Self-management	Soft Skills	Work ethic	1	1,473	0.130%	116	0.165%	0.035%	26.651%
250	Stress Tolerance	Soft Skills	Physical skills	1	302	0.027%	67	0.095%	0.068%	256.796%
12	Teamwork	Soft Skills	Interpersonal skills	1	63,260	5.586%	4,681	6.647%	1.061%	19.004%
17	Time Management	Soft Skills	Work ethic	2	49,143	4.339%	4,332	6.151%	1.812%	41.768%
268	Visualization	Soft Skills	Problem-solving skills	1	11,425	1.009%	2,255	3.202%	2.193%	217.426%
7	Working under pressure	Soft Skills	Problem-solving skills	1	696	0.061%	93	0.132%	0.071%	114.895%
21	Written Communications	Soft Skills	Language skills	5	184,032	16.249%	13,372	18.988%	2.739%	16.857%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	54,159	4.782%	9,942	14.118%	9.336%	195.226%
172	Account management	Business Skills	Management skills	1	14,302	1.263%	963	1.367%	0.105%	8.288%
22	Accounting	Business Skills	Business processes	4	139,325	12.302%	8,796	12.490%	0.189%	1.533%
1263	Accounting software	Business Skills	Business processes	7	7,159	0.632%	691	0.981%	0.349%	55.231%
174	Administration	Business Skills	Management skills	3	332,496	29.358%	21,630	30.714%	1.357%	4.622%
1313	Analyst	Business Skills	Project management	1	283,113	24.997%	16,889	23.982%	-1.015%	-4.061%
175	Application management	Business Skills	Management skills	5	97,568	8.615%	5,794	8.227%	-0.387%	-4.496%
150	Asset management	Business Skills	Business processes	1	22,370	1.975%	1,583	2.248%	0.273%	13.806%
151	Auditing	Business Skills	Business processes	5	108,545	9.584%	8,753	12.429%	2.845%	29.688%
1264	Auditing software	Business Skills	Business processes	1	191	0.017%	1	0.001%	-0.015%	-91.580%
152	Billing	Business Skills	Business processes	1	31,183	2.753%	2,291	3.253%	0.500%	18.157%
153	Bills of Lading	Business Skills	Business processes	1	64	0.006%	18	0.026%	0.020%	352.319%
1314	Business Analyst	Business Skills	Project management	1	89,475	7.900%	4,453	6.323%	-1.577%	-19.961%
35	Business Intelligence	Business Skills	Strategy skills	1	60,356	5.329%	3,684	5.231%	-0.098%	-1.836%
155	Business performance management (BPM)	Business Skills	Business processes	2	7,063	0.624%	426	0.605%	-0.019%	-3.000%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	19,324	1.706%	490	0.696%	-1.010%	-59.220%
36	Business Strategy	Business Skills	Strategy skills	3	256,569	22.654%	20,539	29.165%	6.512%	28.744%
182	Calendar and scheduling	Business Skills	Project management	3	57,314	5.061%	4,125	5.857%	0.797%	15.748%
156	Capacity planning	Business Skills	Business processes	1	26,185	2.312%	1,059	1.504%	-0.808%	-34.958%
28	Change Management	Business Skills	Management skills	1	64,741	5.716%	5,145	7.306%	1.590%	27.808%
183	Content workflow	Business Skills	Project management	1	70	0.006%	1	0.001%	-0.005%	-77.025%
24	Contracting and legal	Business Skills	Business processes	2	74,732	6.598%	6,481	9.203%	2.605%	39.472%
176	Coordination	Business Skills	Management skills	1	77,605	6.852%	6,586	9.352%	2.500%	36.485%
157	Cost accounting	Business Skills	Business processes	1	3,256	0.287%	190	0.270%	-0.018%	-6.153%
158	Cost estimation	Business Skills	Business processes	1	1,223	0.108%	77	0.109%	0.001%	1.255%
1312	Customer Support	Business Skills	Business processes	6	269,438	23.790%	16,498	23.427%	-0.363%	-1.525%
1339	Education	Business Skills	Industry Segment	1	13,604	1.201%	2,003	2.844%	1.643%	136.792%
1333	Energy	Business Skills	Industry Segment	1	69,203	6.110%	4,452	6.322%	0.212%	3.462%
1340	Entertainment	Business Skills	Industry Segment	1	17,708	1.564%	1,110	1.576%	0.013%	0.810%
1319	Environmental	Business Skills	Environmental	16	30,699	2.711%	3,844	5.458%	2.748%	101.378%
1320	Environmental Strategy	Business Skills	Environmental	8	5,144	0.454%	1,419	2.015%	1.561%	343.643%
161	Financial	Business Skills	Business processes	2	304,716	26.905%	21,629	30.713%	3.808%	14.155%
1275	Financial Analysis software	Business Skills	Business processes	7	1,907	0.168%	96	0.136%	-0.032%	-19.040%
1332	Health Care	Business Skills	Industry Segment	2	183,122	16.169%	11,926	16.935%	0.766%	4.738%
177	Human resources	Business Skills	Management skills	2	64,826	5.724%	5,297	7.522%	1.798%	31.411%
1336	Insurance	Business Skills	Industry Segment	1	9,034	0.798%	455	0.646%	-0.152%	-19.000%
1316	Managing/Supervision	Business Skills	Management skills	5	505,090	44.597%	31,389	44.572%	-0.025%	-0.055%
1334	Manufacturing	Business Skills	Industry Segment	2	76,568	6.761%	4,672	6.634%	-0.126%	-1.869%
26	Marketing	Business Skills	Business processes	1	93,924	8.293%	6,297	8.942%	0.649%	7.822%
185	Monitoring	Business Skills	Project management	1	165,537	14.616%	13,256	18.823%	4.207%	28.786%
179	Negotiation	Business Skills	Management skills	1	52,093	4.600%	3,455	4.906%	0.307%	6.665%
163	Operation and Control	Business Skills	Business processes	2	1,074	0.095%	276	0.392%	0.297%	313.292%
29	Outsourcing Management	Business Skills	Management skills	3	34,535	3.049%	783	1.112%	-1.937%	-63.537%
167	Procurement	Business Skills	Business processes	1	30,550	2.697%	2,509	3.563%	0.865%	32.081%
1290	Project Management software	Business Skills	Project management	3	44,427	3.923%	1,685	2.393%	-1.530%	-39.003%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	270,038	23.843%	15,984	22.697%	-1.146%	-4.805%
168	Quality	Business Skills	Business processes	1	353,856	31.244%	26,283	37.322%	6.078%	19.454%
1337	Real Estate	Business Skills	Industry Segment	2	11,254	0.994%	850	1.207%	0.213%	21.469%
1335	Retail	Business Skills	Industry Segment	2	194,361	17.161%	10,111	14.358%	-2.803%	-16.336%
34	Risk Management	Business Skills	Project management	1	56,995	5.032%	6,098	8.659%	3.627%	72.069%
169	Service Orientation	Business Skills	Business processes	1	10,810	0.954%	902	1.281%	0.326%	34.194%
27	Supply Chain Management	Business Skills	Business processes	3	39,197	3.461%	2,918	4.144%	0.683%	19.725%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,977	0.263%	142	0.202%	-0.061%	-23.288%
178	Teaching	Business Skills	Management skills	7	38,922	3.437%	4,305	6.113%	2.676%	77.881%
190	Timekeeping	Business Skills	Project management	3	26,626	2.351%	1,573	2.234%	-0.117%	-4.989%
1296	Timekeeping software	Business Skills	Project management	1	2,079	0.184%	178	0.253%	0.069%	37.695%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,708	0.151%	67	0.095%	-0.056%	-36.913%
180	Troubleshooting	Business Skills	Management skills	1	166,401	14.692%	11,191	15.891%	1.199%	8.160%
181	Verification	Business Skills	Management skills	1	47,749	4.216%	3,939	5.593%	1.377%	32.670%
1338	Waste Management	Business Skills	Industry Segment	1	2,432	0.215%	49	0.070%	-0.145%	-67.597%
191	Workflow	Business Skills	Project management	1	65,100	5.748%	4,353	6.181%	0.433%	7.537%
31	Working Globally	Business Skills	Management skills	3	4,696	0.415%	150	0.213%	-0.202%	-48.629%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,377	0.210%	160	0.227%	0.017%	8.254%
51	4GL	Technical Skills	Software development	3	2,512	0.222%	72	0.102%	-0.120%	-53.904%
987	Access servers & software	Technical Skills	Network	10	45,640	4.030%	3,061	4.347%	0.317%	7.862%
38	Agile Development Methods	Technical Skills	Software development	13	49,431	4.364%	6,267	8.899%	4.535%	103.898%
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	907	0.080%	72	0.102%	0.022%	27.667%
1352	Android	Technical Skills	Mobile Platforms	3	8,325	0.735%	1,162	1.650%	0.915%	124.478%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	5,681	0.502%	559	0.794%	0.292%	58.248%
120	Apple operating systems	Technical Skills	Business applications	6	22,445	1.982%	2,296	3.260%	1.279%	64.515%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	767	0.068%	60	0.085%	0.017%	25.808%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	7,523	0.664%	2,059	2.924%	2.260%	340.167%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	116,871	10.319%	6,195	8.797%	-1.522%	-14.752%
1386	Biometric	Technical Skills	Information mgmt	2	4,355	0.385%	175	0.248%	-0.136%	-35.375%
1353	Blackberry	Technical Skills	Mobile Platforms	2	8,087	0.714%	131	0.186%	-0.528%	-73.948%
336	Borland Delphi	Technical Skills	Business applications	1	1,731	0.153%	33	0.047%	-0.106%	-69.340%
337	Borland JBuilder	Technical Skills	Business applications	1	1,029	0.091%	11	0.016%	-0.075%	-82.808%
338	Borland Paradox	Technical Skills	Business applications	1	153	0.014%	5	0.007%	-0.006%	-47.443%
72	Business Continuity Planning	Technical Skills	Hardware	2	21,040	1.858%	1,475	2.094%	0.237%	12.745%
352	Cadence Opus	Technical Skills	Business applications	1	379	0.033%	25	0.035%	0.002%	6.085%
868	Calculators	Technical Skills	Hardware	1	1,874	0.165%	134	0.190%	0.025%	14.997%
39	CASE Tools	Technical Skills	Software development	1	56,933	5.027%	4,191	5.951%	0.924%	18.387%
367	Categorization or classification software	Technical Skills	Business applications	1	4,751	0.419%	210	0.298%	-0.121%	-28.914%
112	Certification	Technical Skills	Misc	3	285,408	25.200%	22,859	32.460%	7.260%	28.808%
78	Cisco	Technical Skills	Hardware	1	61,469	5.427%	3,500	4.970%	-0.457%	-8.428%
1009	Cisco Systems IOS	Technical Skills	Network	1	13,094	1.156%	1,516	2.153%	0.997%	86.200%
40	Client-Server	Technical Skills	Software development	1	29,870	2.637%	615	0.873%	-1.764%	-66.888%
1011	Cluster server software	Technical Skills	Network	8	15,585	1.376%	858	1.218%	-0.158%	-11.461%
1147	CMAKE	Technical Skills	Software development	1	47	0.004%	7	0.010%	0.006%	139.526%
1151	Compatibility testing	Technical Skills	Software development	1	200	0.018%	19	0.027%	0.009%	52.783%
1152	Compilers	Technical Skills	Software development	5	10,223	0.903%	1,090	1.548%	0.645%	71.475%
1255	Compliance software	Technical Skills	Technical applications	3	14,060	1.241%	1,251	1.776%	0.535%	43.095%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	7,132	0.630%	627	0.890%	0.261%	41.387%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,464	0.129%	75	0.106%	-0.023%	-17.610%
875	Computer diagnostics	Technical Skills	Hardware	5	53,243	4.701%	4,058	5.762%	1.061%	22.575%
1107	Computer forensics	Technical Skills	Security	1	4,397	0.388%	239	0.339%	-0.049%	-12.583%
1266	Computer Hardware	Technical Skills	Hardware	15	33,999	3.002%	2,778	3.945%	0.943%	31.407%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	754	0.067%	37	0.053%	-0.014%	-21.081%
1015	Computer servers	Technical Skills	Network	6	117,291	10.356%	6,493	9.220%	-1.136%	-10.971%
1267	Computer Utilities	Technical Skills	Misc	1	163	0.014%	17	0.024%	0.010%	67.731%
59	Content Manager	Technical Skills	Business applications	1	1,673	0.148%	21	0.030%	-0.118%	-79.813%
1396	Continuous Improvement	Technical Skills	Software development	1	25,739	2.273%	3,536	5.021%	2.748%	120.939%
878	Controllers	Technical Skills	Hardware	3	6,679	0.590%	452	0.642%	0.052%	8.838%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	831	0.073%	75	0.106%	0.033%	45.148%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,918	0.523%	187	0.266%	-0.257%	-49.182%
53	Customer Relationship Management	Technical Skills	Business applications	9	79,806	7.046%	4,222	5.995%	-1.051%	-14.919%
1368	Cyber Security	Technical Skills	Information mgmt	3	32,969	2.911%	6,206	8.812%	5.901%	202.732%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,890	0.520%	379	0.538%	0.018%	3.485%
955	Data compression software	Technical Skills	Information mgmt	1	1,741	0.154%	90	0.128%	-0.026%	-16.863%
956	Data conversion software	Technical Skills	Information mgmt	1	7,786	0.687%	386	0.548%	-0.139%	-20.269%
958	Data dictionary	Technical Skills	Information mgmt	1	4,638	0.410%	198	0.281%	-0.128%	-31.343%
959	Data entry	Technical Skills	Information mgmt	1	7,505	0.663%	854	1.213%	0.550%	83.003%
962	Data mapping	Technical Skills	Information mgmt	1	7,685	0.679%	482	0.684%	0.006%	0.868%
67	Data Mining	Technical Skills	Information mgmt	5	18,390	1.624%	1,582	2.246%	0.623%	38.349%
963	Data modeling	Technical Skills	Information mgmt	1	43,131	3.808%	2,020	2.868%	-0.940%	-24.679%
68	Data Warehousing	Technical Skills	Information mgmt	2	65,457	5.779%	3,051	4.332%	-1.447%	-25.039%
69	Database Administration	Technical Skills	Information mgmt	12	87,826	7.755%	3,636	5.163%	-2.591%	-33.419%
969	Database design software	Technical Skills	Information mgmt	15	65,837	5.813%	2,736	3.885%	-1.928%	-33.166%
1268	Database Reporting	Technical Skills	Information mgmt	3	25,717	2.271%	727	1.032%	-1.238%	-54.536%
1269	Database Security	Technical Skills	Information mgmt	2	85	0.008%	15	0.021%	0.014%	183.808%
1373	Database Security	Technical Skills	Information mgmt	1	368	0.032%	26	0.037%	0.004%	13.626%
1270	Database Servers	Technical Skills	Information mgmt	3	15,886	1.403%	344	0.488%	-0.914%	-65.175%
1271	Database Testing	Technical Skills	Information mgmt	1	1,109	0.098%	59	0.084%	-0.014%	-14.440%
1160	Debugging	Technical Skills	Software development	7	63,177	5.578%	4,194	5.955%	0.377%	6.763%
1385	Decryption	Technical Skills	Information mgmt	2	271	0.024%	23	0.033%	0.009%	36.493%
418	Desktop publishing software	Technical Skills	Business applications	13	15,328	1.353%	2,333	3.313%	1.959%	144.783%
1272	Development Environment	Technical Skills	Software development	13	36,871	3.256%	2,187	3.106%	-0.150%	-4.607%
1273	Digital Imaging	Technical Skills	Hardware	1	1,201	0.106%	7	0.010%	-0.096%	-90.626%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	922	0.081%	116	0.165%	0.083%	102.339%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,698	0.327%	155	0.220%	-0.106%	-32.591%
1307	Doctor of Philosophy	Technical Skills	Misc	3	22,287	1.968%	1,996	2.834%	0.866%	44.033%
973	Document management software	Technical Skills	Information mgmt	4	14,742	1.302%	914	1.298%	-0.004%	-0.289%
1020	Domain name system (DNS)	Technical Skills	Network	3	38,940	3.438%	2,211	3.140%	-0.299%	-8.684%
61	Dreamweaver	Technical Skills	Software development	1	4,914	0.434%	67	0.095%	-0.339%	-78.072%
54	DSS/GDSS	Technical Skills	Business applications	5	20,321	1.794%	1,185	1.683%	-0.112%	-6.217%
425	Dynamic modeling software	Technical Skills	Business applications	1	35	0.003%	1	0.001%	-0.002%	-54.050%
62	Eclipse	Technical Skills	Software development	1	17,301	1.528%	637	0.905%	-0.623%	-40.787%
1308	Electronic Commerce	Technical Skills	Business applications	2	33,268	2.937%	1,495	2.123%	-0.814%	-27.729%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	13,098	1.156%	591	0.839%	-0.317%	-27.434%
1023	Electronic mail software	Technical Skills	Network	8	22,132	1.954%	1,304	1.852%	-0.102%	-5.244%
1384	Encryption	Technical Skills	Information mgmt	1	52	0.005%	16	0.023%	0.018%	394.844%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	80,981	7.150%	4,198	5.961%	-1.189%	-16.630%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	85,386	7.539%	4,736	6.725%	-0.814%	-10.797%
1321	Environmental Certification	Technical Skills	Environmental	1	121	0.011%	36	0.051%	0.040%	378.486%
1328	Environmental Cleanup	Technical Skills	Environmental	1	47	0.004%	1	0.001%	-0.003%	-65.782%
1329	Environmental Energy	Technical Skills	Environmental	21	5,787	0.511%	483	0.686%	0.175%	34.229%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	3,280	0.290%	237	0.337%	0.047%	16.205%
1327	Environmental Pollution	Technical Skills	Environmental	21	3,801	0.336%	426	0.605%	0.269%	80.245%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	2,369	0.209%	247	0.351%	0.142%	67.681%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	697	0.062%	82	0.116%	0.055%	89.205%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	4,246	0.375%	340	0.483%	0.108%	28.781%
1331	Environmental Science	Technical Skills	Environmental	2	1,167	0.103%	16	0.023%	-0.080%	-77.950%
1322	Environmental Technology	Technical Skills	Environmental	2	271	0.024%	20	0.028%	0.004%	18.690%
461	Expert system software	Technical Skills	Business applications	1	409	0.036%	19	0.027%	-0.009%	-25.289%
1359	Facebook	Technical Skills	Social Networking	1	133,753	11.810%	1,491	2.117%	-9.692%	-82.072%
463	Facilities management software	Technical Skills	Business applications	4	7,240	0.639%	384	0.545%	-0.094%	-14.701%
468	Flight control software	Technical Skills	Business applications	1	147	0.013%	13	0.018%	0.005%	42.226%
469	Flowchart software	Technical Skills	Business applications	5	4,306	0.380%	202	0.287%	-0.093%	-24.555%
1367	Forensic	Technical Skills	Information mgmt	2	17,829	1.574%	1,450	2.059%	0.485%	30.796%
1112	Fraud Detection	Technical Skills	Security	1	7,878	0.696%	1,089	1.546%	0.851%	122.313%
63	FrontPage	Technical Skills	Software development	1	1,355	0.120%	6	0.009%	-0.111%	-92.879%
475	Fund accounting software	Technical Skills	Business applications	1	1,191	0.105%	67	0.095%	-0.010%	-9.528%
1260	Gaming	Technical Skills	Misc	2	16,867	1.489%	962	1.366%	-0.123%	-8.275%
113	Generic databases	Technical Skills	Information mgmt	2	183,401	16.193%	11,289	16.030%	-0.163%	-1.007%
1365	Google Apps	Technical Skills	Business applications	4	3,344	0.295%	194	0.275%	-0.020%	-6.699%
1364	Google Plus	Technical Skills	Social Networking	1	56	0.005%	18	0.026%	0.021%	416.936%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	71,833	6.342%	4,929	6.999%	0.657%	10.354%
484	Graphic software	Technical Skills	Business applications	16	86,142	7.606%	4,996	7.094%	-0.512%	-6.726%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	13,516	1.193%	353	0.501%	-0.692%	-57.997%
1323	Green IT	Technical Skills	Environmental	9	2,662	0.235%	112	0.159%	-0.076%	-32.335%
893	Guidance systems	Technical Skills	Hardware	1	52	0.005%	5	0.007%	0.003%	54.639%
1371	Hacking	Technical Skills	Information mgmt	5	6,191	0.547%	807	1.146%	0.599%	109.635%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	70	0.006%	13	0.018%	0.012%	198.674%
1277	Hardware Design	Technical Skills	Hardware	20	4,370	0.386%	521	0.740%	0.354%	91.738%
1278	Hardware Testing	Technical Skills	Hardware	4	1,193	0.105%	149	0.212%	0.106%	100.862%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	719	0.063%	170	0.241%	0.178%	280.253%
492	Helpdesk or call center	Technical Skills	Business applications	2	58,594	5.174%	3,699	5.253%	0.079%	1.527%
1377	Homeland Security	Technical Skills	Information mgmt	1	52,242	4.613%	1,319	1.873%	-2.740%	-59.395%
114	IBM databases	Technical Skills	Information mgmt	2	35,427	3.128%	976	1.386%	-1.742%	-55.693%
121	IBM operating systems	Technical Skills	Business applications	4	25,567	2.257%	714	1.014%	-1.244%	-55.087%
898	Image capture devices	Technical Skills	Hardware	9	6,383	0.564%	745	1.058%	0.494%	87.708%
524	Industrial control software	Technical Skills	Business applications	3	3,888	0.343%	429	0.609%	0.266%	77.453%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	16,628	1.468%	1,230	1.747%	0.278%	18.964%
1375	Information Security	Technical Skills	Information mgmt	3	78,332	6.916%	7,791	11.063%	4.147%	59.958%
899	Infrared	Technical Skills	Hardware	1	765	0.068%	34	0.048%	-0.019%	-28.522%
1180	Installation	Technical Skills	Software development	1	121,138	10.696%	7,122	10.113%	-0.583%	-5.447%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	284	0.025%	20	0.028%	0.003%	13.257%
536	Internet browser software	Technical Skills	Business applications	4	8,240	0.728%	544	0.772%	0.045%	6.175%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	20,437	1.804%	1,199	1.703%	-0.102%	-5.647%
541	Inventory management software	Technical Skills	Business applications	3	7,650	0.675%	692	0.983%	0.307%	45.478%
1414	ISO 9000	Technical Skills	Software development	1	2,361	0.208%	57	0.081%	-0.128%	-61.173%
73	IT Architecture/Standards	Technical Skills	Hardware	2	11,090	0.979%	724	1.028%	0.049%	4.993%
1357	Java ME	Technical Skills	Mobile Platforms	2	114	0.010%	1	0.001%	-0.009%	-85.893%
1035	Kernel	Technical Skills	Network	1	2,942	0.260%	128	0.182%	-0.078%	-30.029%
907	Lasers	Technical Skills	Hardware	1	145	0.013%	32	0.045%	0.033%	254.923%
1038	License management software	Technical Skills	Network	1	1,166	0.103%	81	0.115%	0.012%	11.722%
1361	LinkedIn	Technical Skills	Social Networking	1	8,125	0.717%	1,502	2.133%	1.415%	197.303%
908	Mainframe computers	Technical Skills	Hardware	2	37,275	3.291%	1,154	1.639%	-1.653%	-50.210%
124	Mainframe operating systems	Technical Skills	Business applications	8	16,206	1.431%	698	0.991%	-0.440%	-30.732%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	24,783	2.188%	1,223	1.737%	-0.452%	-20.636%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,824	0.691%	330	0.469%	-0.222%	-32.168%
1281	Medical software	Technical Skills	Business applications	9	12,307	1.087%	887	1.260%	0.173%	15.911%
115	Microsoft databases	Technical Skills	Information mgmt	5	180,940	15.976%	7,831	11.120%	-4.856%	-30.396%
119	Microsoft operating systems	Technical Skills	Business applications	4	242,442	21.406%	11,638	16.526%	-4.880%	-22.799%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,928	0.170%	168	0.239%	0.068%	40.137%
625	Multimedia	Technical Skills	Business applications	1	5,480	0.484%	377	0.535%	0.051%	10.640%
1362	MySpace	Technical Skills	Social Networking	1	1,881	0.166%	25	0.035%	-0.131%	-78.625%
74	Network administration	Technical Skills	Hardware	17	124,113	10.958%	7,194	10.215%	-0.743%	-6.781%
1282	Network Administration software	Technical Skills	Network	18	75,814	6.694%	4,577	6.499%	-0.195%	-2.908%
1283	Network Hardware	Technical Skills	Network	11	47,390	4.184%	2,512	3.567%	-0.617%	-14.752%
1284	Network Monitoring software	Technical Skills	Network	15	33,177	2.929%	2,047	2.907%	-0.023%	-0.772%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,396	0.123%	84	0.119%	-0.004%	-3.229%
1122	Network security	Technical Skills	Security	1	49,411	4.363%	2,553	3.625%	-0.737%	-16.904%
1369	Network Security	Technical Skills	Information mgmt	1	7,061	0.623%	324	0.460%	-0.163%	-26.204%
1285	Network Security software	Technical Skills	Security	36	111,176	9.816%	8,468	12.024%	2.208%	22.496%
1286	Network software	Technical Skills	Network	6	22,002	1.943%	983	1.396%	-0.547%	-28.147%
1287	Network Testing	Technical Skills	Network	11	16,852	1.488%	898	1.275%	-0.213%	-14.301%
1065	Novell network software	Technical Skills	Network	2	2,382	0.210%	31	0.044%	-0.166%	-79.070%
643	Oberon	Technical Skills	Business applications	1	165	0.015%	6	0.009%	-0.006%	-41.518%
1413	Object Oriented Design	Technical Skills	Software development	2	14,699	1.298%	448	0.636%	-0.662%	-50.984%
41	Object Oriented Programming	Technical Skills	Software development	5	83,008	7.329%	3,143	4.463%	-2.866%	-39.106%
1288	Office Applications	Technical Skills	Business applications	13	228,703	20.193%	16,873	23.960%	3.766%	18.651%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	14,307	1.263%	444	0.630%	-0.633%	-50.090%
116	Open-source databases	Technical Skills	Information mgmt	4	33,865	2.990%	2,204	3.130%	0.140%	4.668%
118	Open-source operating systems	Technical Skills	Business applications	8	126,079	11.132%	8,114	11.522%	0.390%	3.501%
56	Operating Systems	Technical Skills	Business applications	3	126,492	11.169%	7,648	10.860%	-0.308%	-2.762%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	900	0.079%	68	0.097%	0.017%	21.512%
117	Oracle databases	Technical Skills	Information mgmt	1	215,267	19.007%	8,153	11.577%	-7.430%	-39.090%
1354	Palm OS	Technical Skills	Mobile Platforms	3	153	0.014%	1	0.001%	-0.012%	-89.489%
1376	Penetration Testing	Technical Skills	Information mgmt	5	53,827	4.753%	5,658	8.034%	3.282%	69.050%
1289	Physical Tools	Technical Skills	Hardware	1	42	0.004%	10	0.014%	0.010%	282.915%
683	Point of sale (POS)	Technical Skills	Business applications	3	7,550	0.667%	830	1.179%	0.512%	76.800%
686	Polka	Technical Skills	Business applications	1	9	0.001%	9	0.013%	0.012%	1,508.244%
931	Printers	Technical Skills	Hardware	3	15,143	1.337%	1,767	2.509%	1.172%	87.662%
43	Programming	Technical Skills	Software development	1	256,436	22.642%	13,448	19.096%	-3.546%	-15.661%
700	Provisioning	Technical Skills	Business applications	1	18,968	1.675%	1,355	1.924%	0.249%	14.887%
1405	Rapid Application Development	Technical Skills	Software development	2	6,383	0.564%	151	0.214%	-0.349%	-61.954%
1258	Rate Control	Technical Skills	Technical applications	1	8	0.001%	2	0.003%	0.002%	302.061%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,124	1.159%	128	0.182%	-0.977%	-84.315%
1077	Remote control software	Technical Skills	Network	2	1,671	0.148%	85	0.121%	-0.027%	-18.192%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	828	0.073%	32	0.045%	-0.028%	-37.846%
1379	Risk Analysis	Technical Skills	Information mgmt	1	11,918	1.052%	1,039	1.475%	0.423%	40.205%
1262	Robotics	Technical Skills	Hardware	3	3,667	0.324%	711	1.010%	0.686%	211.825%
1318	RSA	Technical Skills	Security	1	7,906	0.698%	255	0.362%	-0.336%	-48.128%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	11,640	1.028%	1,266	1.798%	0.770%	74.917%
44	SDLC	Technical Skills	Software development	7	156,475	13.816%	7,832	11.121%	-2.695%	-19.503%
1132	Secure shell (SSH)	Technical Skills	Security	1	54	0.005%	0	0.000%	-0.005%	-100.000%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	13,462	1.189%	699	0.993%	-0.196%	-16.494%
76	Security	Technical Skills	Hardware	4	792,643	69.986%	30,525	43.345%	-26.641%	-38.066%
1382	Security Audit	Technical Skills	Information mgmt	1	2,083	0.184%	151	0.214%	0.031%	16.584%
1315	Security Clearance	Technical Skills	Misc	2	139,800	12.344%	7,431	10.552%	-1.792%	-14.515%
1381	Security Plan	Technical Skills	Information mgmt	1	2,312	0.204%	257	0.365%	0.161%	78.771%
1380	Security Policy	Technical Skills	Information mgmt	2	35,837	3.164%	3,083	4.378%	1.214%	38.355%
1135	Security testing software	Technical Skills	Security	1	4,758	0.420%	673	0.956%	0.536%	127.480%
60	Sharepoint Server	Technical Skills	Business applications	1	5,250	0.464%	91	0.129%	-0.334%	-72.124%
1084	Signal generators	Technical Skills	Network	1	181	0.016%	10	0.014%	-0.002%	-11.147%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	9,136	0.807%	309	0.439%	-0.368%	-45.606%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	30,580	2.700%	1,853	2.631%	-0.069%	-2.548%
1220	Simulation software	Technical Skills	Software development	5	16,851	1.488%	955	1.356%	-0.132%	-8.856%
1366	Social Network	Technical Skills	Social Networking	1	1,542	0.136%	63	0.089%	-0.047%	-34.294%
1358	Social Networking	Technical Skills	Social Networking	1	7,968	0.704%	67	0.095%	-0.608%	-86.477%
42	Software Development	Technical Skills	Software development	2	226,913	20.035%	10,989	15.604%	-4.431%	-22.116%
1291	Software Development software	Technical Skills	Software development	3	2,459	0.217%	30	0.043%	-0.175%	-80.379%
1309	Software Engineering	Technical Skills	Software development	1	97,007	8.565%	5,689	8.078%	-0.487%	-5.684%
1292	Software Installation	Technical Skills	Software development	4	141,703	12.512%	9,368	13.302%	0.791%	6.321%
1223	Software libraries	Technical Skills	Software development	1	231	0.020%	12	0.017%	-0.003%	-16.455%
1293	Software Maintenance	Technical Skills	Software development	1	6,794	0.600%	222	0.315%	-0.285%	-47.449%
1294	Software Testing	Technical Skills	Software development	14	123,796	10.930%	7,868	11.172%	0.242%	2.214%
1225	Source code management (SCM)	Technical Skills	Software development	5	32,516	2.871%	2,022	2.871%	0.000%	0.008%
1229	Static analysis software	Technical Skills	Software development	1	332	0.029%	65	0.092%	0.063%	214.867%
772	Statistical analysis software	Technical Skills	Business applications	26	93,664	8.270%	8,345	11.850%	3.580%	43.287%
774	Statistical software	Technical Skills	Business applications	1	47,038	4.153%	3,954	5.615%	1.461%	35.189%
1230	Stress testing software	Technical Skills	Software development	1	2,550	0.225%	141	0.200%	-0.025%	-11.074%
122	Sun operating systems	Technical Skills	Business applications	3	53,266	4.703%	1,035	1.470%	-3.233%	-68.751%
939	Surveillance systems	Technical Skills	Hardware	5	10,854	0.958%	1,049	1.490%	0.531%	55.431%
791	Symantec software	Technical Skills	Business applications	1	9,944	0.878%	338	0.480%	-0.398%	-45.335%
1355	Symbian	Technical Skills	Mobile Platforms	1	32	0.003%	0	0.000%	-0.003%	-100.000%
1310	System Administration	Technical Skills	Network	4	98,545	8.701%	4,857	6.897%	-1.804%	-20.734%
45	System Testing	Technical Skills	Software development	5	28,343	2.503%	1,558	2.212%	-0.290%	-11.596%
46	Systems Analysis	Technical Skills	Software development	8	143,152	12.640%	7,812	11.093%	-1.547%	-12.236%
47	Systems Design	Technical Skills	Software development	1	22,374	1.976%	1,271	1.805%	-0.171%	-8.640%
1233	Systems Evaluation	Technical Skills	Software development	1	229	0.020%	63	0.089%	0.069%	342.443%
1234	Systems integration	Technical Skills	Software development	8	86,022	7.595%	1,703	2.418%	-5.177%	-68.161%
75	TCP/IP	Technical Skills	Hardware	3	55,799	4.927%	2,610	3.706%	-1.221%	-24.774%
1235	Technology Design	Technical Skills	Software development	1	1,188	0.105%	98	0.139%	0.034%	32.667%
1236	Templates	Technical Skills	Software development	1	21,181	1.870%	1,350	1.917%	0.047%	2.504%
1239	Test implementation	Technical Skills	Software development	1	450	0.040%	96	0.136%	0.097%	243.092%
1302	Testing	Technical Skills	Software development	1	388,326	34.287%	24,669	35.030%	0.743%	2.166%
1297	Training software	Technical Skills	Business applications	3	1,626	0.144%	119	0.169%	0.025%	17.701%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,255	0.111%	46	0.065%	-0.045%	-41.052%
1360	Twitter	Technical Skills	Social Networking	1	15,721	1.388%	1,542	2.190%	0.802%	57.745%
1411	Unified Process	Technical Skills	Software development	1	3,558	0.314%	10	0.014%	-0.300%	-95.480%
123	UNIX operating systems	Technical Skills	Business applications	5	153,873	13.586%	4,985	7.079%	-6.507%	-47.898%
1298	UNIX Shells	Technical Skills	Business applications	4	35,131	3.102%	1,426	2.025%	-1.077%	-34.720%
1410	Use Case	Technical Skills	Software development	1	10,884	0.961%	409	0.581%	-0.380%	-39.565%
48	User-Interface Design	Technical Skills	Software development	2	38,235	3.376%	2,449	3.478%	0.102%	3.010%
836	Video creation and editing software	Technical Skills	Business applications	3	2,279	0.201%	66	0.094%	-0.108%	-53.425%
64	Visual Studio	Technical Skills	Software development	1	37,171	3.282%	1,598	2.269%	-1.013%	-30.861%
843	Voice dictation & recognition	Technical Skills	Business applications	2	1,368	0.121%	61	0.087%	-0.034%	-28.287%
77	Voice/Data Telecom	Technical Skills	Hardware	10	110,235	9.733%	4,282	6.080%	-3.653%	-37.529%
1299	Web Application Server	Technical Skills	Business applications	8	54,598	4.821%	1,187	1.686%	-3.135%	-65.036%
1248	Web platform development software	Technical Skills	Software development	5	2,388	0.211%	21	0.030%	-0.181%	-85.857%
65	web programmer	Technical Skills	Software development	4	11,725	1.035%	580	0.824%	-0.212%	-20.445%
58	Web servers	Technical Skills	Business applications	6	78,919	6.968%	2,970	4.217%	-2.751%	-39.476%
49	Web-based Application Development	Technical Skills	Software development	2	51,836	4.577%	1,628	2.312%	-2.265%	-49.490%
1356	Windows CE	Technical Skills	Mobile Platforms	4	2,217	0.196%	61	0.087%	-0.109%	-55.750%
1102	Wireless	Technical Skills	Network	5	45,506	4.018%	2,527	3.588%	-0.430%	-10.692%
1363	YouTube	Technical Skills	Social Networking	2	1,185	0.105%	341	0.484%	0.380%	362.794%
79	.NET	Programming Skills	Current	1	119,316	10.535%	4,366	6.200%	-4.335%	-41.151%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	3	0.000%	0	0.000%	-0.000%	-100.000%
209	A programming language (APL)	Programming Skills	Legacy	2	1,554	0.137%	187	0.266%	0.128%	93.527%
99	Ada	Programming Skills	Legacy	1	5,558	0.491%	1,119	1.589%	1.098%	223.790%
80	AJAX	Programming Skills	Current	1	43,971	3.882%	1,024	1.454%	-2.428%	-62.547%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	27	0.002%	0	0.000%	-0.002%	-100.000%
192	Apple AppleScript	Programming Skills	Current	1	73	0.006%	7	0.010%	0.003%	54.215%
81	ASP	Programming Skills	Current	2	83,722	7.392%	2,528	3.590%	-3.802%	-51.439%
108	Assembly	Programming Skills	Legacy	2	1,035	0.091%	55	0.078%	-0.013%	-14.538%
211	AWK	Programming Skills	Legacy	1	1,831	0.162%	45	0.064%	-0.098%	-60.475%
212	B	Programming Skills	Legacy	1	15,117	1.335%	1,351	1.918%	0.584%	43.728%
83	C#	Programming Skills	Current	2	95,043	8.392%	4,565	6.482%	-1.910%	-22.755%
82	C/C++	Programming Skills	Current	3	106,565	9.409%	5,086	7.222%	-2.187%	-23.244%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	59,953	5.294%	3,823	5.429%	0.135%	2.552%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	420	0.037%	4	0.006%	-0.031%	-84.683%
84	CGI	Programming Skills	Current	2	8,604	0.760%	473	0.672%	-0.088%	-11.588%
217	Clipper	Programming Skills	Legacy	1	233	0.021%	6	0.009%	-0.012%	-58.586%
218	CLU	Programming Skills	Legacy	1	151	0.013%	3	0.004%	-0.009%	-68.048%
100	Cobol	Programming Skills	Legacy	1	13,797	1.218%	353	0.501%	-0.717%	-58.853%
85	ColdFusion	Programming Skills	Current	2	8,594	0.759%	178	0.253%	-0.506%	-66.690%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	315	0.028%	7	0.010%	-0.018%	-64.261%
195	Component object model (COM)	Programming Skills	Current	1	91	0.008%	4	0.006%	-0.002%	-29.308%
125	Database programming	Programming Skills	Current	3	22,059	1.948%	628	0.892%	-1.056%	-54.215%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,619	0.143%	11	0.016%	-0.127%	-89.073%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,337	0.295%	78	0.111%	-0.184%	-62.408%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,758	0.155%	79	0.112%	-0.043%	-27.730%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	9,609	0.848%	187	0.266%	-0.583%	-68.702%
109	Forth	Programming Skills	Legacy	1	5,745	0.507%	812	1.153%	0.646%	127.310%
102	Fortran	Programming Skills	Legacy	1	1,494	0.132%	51	0.072%	-0.059%	-45.100%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	172,935	15.269%	6,039	8.575%	-6.694%	-43.839%
222	J	Programming Skills	Legacy	1	4,341	0.383%	334	0.474%	0.091%	23.740%
87	Java/J2EE/J2P	Programming Skills	Current	4	187,499	16.555%	9,023	12.813%	-3.743%	-22.607%
97	JavaScript	Programming Skills	Current	3	103,910	9.175%	6,334	8.994%	-0.180%	-1.967%
89	JavaServer Faces	Programming Skills	Current	3	8,742	0.772%	195	0.277%	-0.495%	-64.126%
88	JavaServer Pages	Programming Skills	Current	3	32,096	2.834%	669	0.950%	-1.884%	-66.478%
223	Job control language (JCL)	Programming Skills	Legacy	2	7,550	0.667%	214	0.304%	-0.363%	-54.415%
126	LAMP	Programming Skills	Current	1	4,413	0.390%	153	0.217%	-0.172%	-44.242%
104	Lisp	Programming Skills	Legacy	1	162	0.014%	16	0.023%	0.008%	58.839%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	432	0.038%	55	0.078%	0.040%	104.753%
201	Microsoft ActiveX	Programming Skills	Current	1	1,385	0.122%	11	0.016%	-0.107%	-87.227%
107	Pascal	Programming Skills	Legacy	1	695	0.061%	11	0.016%	-0.046%	-74.546%
90	Perl	Programming Skills	Current	1	52,077	4.598%	2,021	2.870%	-1.728%	-37.587%
91	PHP	Programming Skills	Current	1	25,465	2.248%	1,504	2.136%	-0.113%	-5.015%
103	PL/1	Programming Skills	Legacy	3	240	0.021%	8	0.011%	-0.010%	-46.392%
105	Prolog	Programming Skills	Legacy	1	199	0.018%	22	0.031%	0.014%	77.796%
95	Python	Programming Skills	Current	1	30,308	2.676%	5,818	8.262%	5.585%	208.723%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,632	1.292%	12	0.017%	-1.275%	-98.681%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	263	0.023%	16	0.023%	-0.001%	-2.160%
206	Scripting languages	Programming Skills	Current	1	15,670	1.384%	1,461	2.075%	0.691%	49.945%
101	Smalltalk	Programming Skills	Legacy	1	279	0.025%	5	0.007%	-0.018%	-71.178%
92	SQL	Programming Skills	Current	3	354,794	31.326%	17,350	24.637%	-6.690%	-21.354%
110	TCL	Programming Skills	Legacy	1	2,307	0.204%	53	0.075%	-0.128%	-63.053%
98	Unified Modeling Language	Programming Skills	Current	2	28,412	2.509%	506	0.719%	-1.790%	-71.358%
93	Visual Basic	Programming Skills	Current	6	90,516	7.992%	2,844	4.038%	-3.954%	-49.469%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,702	0.680%	285	0.405%	-0.275%	-40.490%
94	XML	Programming Skills	Current	2	115,118	10.164%	3,337	4.739%	-5.426%	-53.381%
1342	Computer Science	Majors	Computer Science	2	795,724	70.258%	46,279	65.716%	-4.542%	-6.465%
1344	Information Technology	Majors	Information Technology	3	451,622	39.876%	26,196	37.198%	-2.678%	-6.715%
1343	Management Information Systems	Majors	Management Information Systems	9	1,132,574	100.000%	70,423	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2018-11-13	Jobs Found:	3,043,958	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	9,472	0.311%	1,085	0.707%	0.396%	127.347%
2	Attention to Details	Soft Skills	Problem-solving skills	1	11,868	0.390%	752	0.490%	0.100%	25.760%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	15,601	0.513%	1,079	0.704%	0.191%	37.268%
231	Cooperation	Soft Skills	Interpersonal skills	1	21,848	0.718%	1,407	0.917%	0.200%	27.815%
3	Creativity	Soft Skills	Problem-solving skills	4	98,706	3.243%	8,094	5.277%	2.035%	62.750%
4	Critical thinking	Soft Skills	Problem-solving skills	3	40,474	1.330%	4,869	3.175%	1.845%	138.762%
1300	Flexibility	Soft Skills	Work ethic	1	95,980	3.153%	7,807	5.090%	1.937%	61.438%
232	Independence	Soft Skills	Interpersonal skills	1	14,591	0.479%	1,391	0.907%	0.428%	89.210%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	370,800	12.182%	24,479	15.961%	3.779%	31.025%
256	Innovation	Soft Skills	Problem-solving skills	1	222,787	7.319%	25,069	16.346%	9.027%	123.331%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	252,470	8.294%	20,386	13.292%	4.998%	60.259%
1422	Internship	Soft Skills	Work ethic	3	42,335	1.391%	6,677	4.354%	2.963%	213.028%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,536	0.050%	148	0.096%	0.046%	91.237%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	196,176	6.445%	15,686	10.228%	3.783%	58.697%
10	Leadership	Soft Skills	Interpersonal skills	1	598,414	19.659%	38,612	25.176%	5.517%	28.062%
258	Learning	Soft Skills	Problem-solving skills	1	220,544	7.245%	27,555	17.966%	10.721%	147.974%
1	Learning Ability	Soft Skills	Problem-solving skills	3	57,848	1.900%	4,413	2.877%	0.977%	51.407%
236	Listening	Soft Skills	Language skills	1	44,966	1.477%	3,456	2.253%	0.776%	52.542%
260	Mathematics	Soft Skills	Problem-solving skills	3	207,064	6.802%	18,726	12.210%	5.407%	79.491%
261	Memorization	Soft Skills	Problem-solving skills	1	91	0.003%	18	0.012%	0.009%	292.584%
18	Negotiation Skills	Soft Skills	Language skills	1	23,122	0.760%	1,326	0.865%	0.105%	13.820%
262	Optimization	Soft Skills	Problem-solving skills	1	166,524	5.471%	10,630	6.931%	1.460%	26.694%
19	Oral Communications	Soft Skills	Language skills	5	46,116	1.515%	3,480	2.269%	0.754%	49.771%
273	Persistence	Soft Skills	Work ethic	1	13,439	0.441%	792	0.516%	0.075%	16.966%
239	Persuasion	Soft Skills	Language skills	1	4,122	0.135%	381	0.248%	0.113%	83.450%
1301	Physical Skill	Soft Skills	Work ethic	2	3,277	0.108%	782	0.510%	0.402%	373.621%
240	Presentations	Soft Skills	Language skills	1	130,039	4.272%	9,164	5.975%	1.703%	39.866%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	598,430	19.660%	35,535	23.170%	3.510%	17.854%
20	Questioning skills	Soft Skills	Language skills	1	939	0.031%	61	0.040%	0.009%	28.933%
241	Reading Comprehension	Soft Skills	Language skills	1	627	0.021%	87	0.057%	0.036%	175.393%
6	Research skills	Soft Skills	Problem-solving skills	1	4,939	0.162%	412	0.269%	0.106%	65.561%
15	Responsibility	Soft Skills	Work ethic	2	275,631	9.055%	17,056	11.121%	2.066%	22.815%
234	Self Control	Soft Skills	Interpersonal skills	1	329	0.011%	18	0.012%	0.001%	8.587%
11	Self-esteem	Soft Skills	Interpersonal skills	1	406	0.013%	197	0.128%	0.115%	863.033%
16	Self-management	Soft Skills	Work ethic	1	3,656	0.120%	261	0.170%	0.050%	41.689%
250	Stress Tolerance	Soft Skills	Physical skills	1	483	0.016%	70	0.046%	0.030%	187.642%
12	Teamwork	Soft Skills	Interpersonal skills	1	126,795	4.165%	8,357	5.449%	1.283%	30.813%
17	Time Management	Soft Skills	Work ethic	2	104,332	3.428%	6,784	4.423%	0.996%	29.053%
268	Visualization	Soft Skills	Problem-solving skills	1	42,153	1.385%	6,396	4.170%	2.786%	201.149%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,666	0.055%	163	0.106%	0.052%	94.184%
21	Written Communications	Soft Skills	Language skills	5	465,757	15.301%	26,467	17.257%	1.956%	12.784%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	110,426	3.628%	18,922	12.338%	8.710%	240.092%
172	Account management	Business Skills	Management skills	1	25,605	0.841%	1,597	1.041%	0.200%	23.789%
22	Accounting	Business Skills	Business processes	4	171,999	5.651%	8,198	5.345%	-0.305%	-5.402%
1263	Accounting software	Business Skills	Business processes	7	19,546	0.642%	2,068	1.348%	0.706%	109.988%
174	Administration	Business Skills	Management skills	3	629,651	20.685%	31,224	20.359%	-0.327%	-1.579%
1313	Analyst	Business Skills	Project management	1	451,940	14.847%	23,812	15.526%	0.679%	4.572%
175	Application management	Business Skills	Management skills	5	227,141	7.462%	11,543	7.526%	0.064%	0.861%
150	Asset management	Business Skills	Business processes	1	37,091	1.219%	2,575	1.679%	0.460%	37.787%
151	Auditing	Business Skills	Business processes	5	125,844	4.134%	8,210	5.353%	1.219%	29.483%
1264	Auditing software	Business Skills	Business processes	1	95	0.003%	2	0.001%	-0.002%	-58.216%
152	Billing	Business Skills	Business processes	1	45,425	1.492%	2,357	1.537%	0.045%	2.983%
153	Bills of Lading	Business Skills	Business processes	1	46	0.002%	1	0.001%	-0.001%	-56.854%
1314	Business Analyst	Business Skills	Project management	1	155,596	5.112%	6,045	3.941%	-1.170%	-22.892%
35	Business Intelligence	Business Skills	Strategy skills	1	133,810	4.396%	6,406	4.177%	-0.219%	-4.983%
155	Business performance management (BPM)	Business Skills	Business processes	2	18,835	0.619%	636	0.415%	-0.204%	-32.982%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	31,662	1.040%	540	0.352%	-0.688%	-66.150%
36	Business Strategy	Business Skills	Strategy skills	3	511,476	16.803%	38,066	24.820%	8.017%	47.711%
182	Calendar and scheduling	Business Skills	Project management	3	112,005	3.680%	5,687	3.708%	0.028%	0.774%
156	Capacity planning	Business Skills	Business processes	1	68,460	2.249%	2,288	1.492%	-0.757%	-33.668%
28	Change Management	Business Skills	Management skills	1	114,526	3.762%	6,798	4.432%	0.670%	17.809%
183	Content workflow	Business Skills	Project management	1	119	0.004%	5	0.003%	-0.001%	-16.608%
24	Contracting and legal	Business Skills	Business processes	2	116,327	3.822%	11,381	7.421%	3.599%	94.178%
176	Coordination	Business Skills	Management skills	1	127,400	4.185%	8,854	5.773%	1.588%	37.934%
157	Cost accounting	Business Skills	Business processes	1	1,928	0.063%	118	0.077%	0.014%	21.472%
158	Cost estimation	Business Skills	Business processes	1	2,379	0.078%	128	0.083%	0.005%	6.787%
1312	Customer Support	Business Skills	Business processes	6	565,106	18.565%	29,651	19.333%	0.768%	4.138%
1339	Education	Business Skills	Industry Segment	1	23,999	0.788%	2,697	1.759%	0.970%	123.043%
1333	Energy	Business Skills	Industry Segment	1	143,330	4.709%	9,992	6.515%	1.806%	38.362%
1340	Entertainment	Business Skills	Industry Segment	1	63,046	2.071%	4,015	2.618%	0.547%	26.395%
1319	Environmental	Business Skills	Environmental	16	58,417	1.919%	6,918	4.511%	2.592%	135.040%
1320	Environmental Strategy	Business Skills	Environmental	8	26,765	0.879%	5,681	3.704%	2.825%	321.268%
161	Financial	Business Skills	Business processes	2	554,353	18.212%	32,322	21.075%	2.863%	15.721%
1275	Financial Analysis software	Business Skills	Business processes	7	2,092	0.069%	176	0.115%	0.046%	66.975%
1332	Health Care	Business Skills	Industry Segment	2	324,269	10.653%	19,147	12.484%	1.831%	17.192%
177	Human resources	Business Skills	Management skills	2	94,683	3.111%	6,515	4.248%	1.137%	36.566%
1336	Insurance	Business Skills	Industry Segment	1	17,152	0.563%	747	0.487%	-0.076%	-13.562%
1316	Managing/Supervision	Business Skills	Management skills	5	1,046,896	34.393%	52,673	34.344%	-0.049%	-0.141%
1334	Manufacturing	Business Skills	Industry Segment	2	168,801	5.545%	11,401	7.434%	1.888%	34.051%
26	Marketing	Business Skills	Business processes	1	243,660	8.005%	14,871	9.696%	1.692%	21.131%
185	Monitoring	Business Skills	Project management	1	353,761	11.622%	22,204	14.478%	2.856%	24.573%
179	Negotiation	Business Skills	Management skills	1	87,454	2.873%	5,383	3.510%	0.637%	22.165%
163	Operation and Control	Business Skills	Business processes	2	1,673	0.055%	314	0.205%	0.150%	272.507%
29	Outsourcing Management	Business Skills	Management skills	3	68,296	2.244%	1,132	0.738%	-1.506%	-67.103%
167	Procurement	Business Skills	Business processes	1	44,192	1.452%	3,022	1.970%	0.519%	35.723%
1290	Project Management software	Business Skills	Project management	3	71,812	2.359%	2,276	1.484%	-0.875%	-37.096%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	496,456	16.310%	24,349	15.876%	-0.433%	-2.658%
168	Quality	Business Skills	Business processes	1	880,998	28.943%	55,318	36.069%	7.126%	24.621%
1337	Real Estate	Business Skills	Industry Segment	2	18,510	0.608%	1,541	1.005%	0.397%	65.233%
1335	Retail	Business Skills	Industry Segment	2	424,726	13.953%	20,811	13.569%	-0.384%	-2.751%
34	Risk Management	Business Skills	Project management	1	78,205	2.569%	7,176	4.679%	2.110%	82.116%
169	Service Orientation	Business Skills	Business processes	1	20,342	0.668%	1,218	0.794%	0.126%	18.838%
27	Supply Chain Management	Business Skills	Business processes	3	78,933	2.593%	5,100	3.325%	0.732%	28.237%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,384	0.177%	219	0.143%	-0.034%	-19.269%
178	Teaching	Business Skills	Management skills	7	72,124	2.369%	6,986	4.555%	2.186%	92.243%
190	Timekeeping	Business Skills	Project management	3	32,195	1.058%	1,529	0.997%	-0.061%	-5.742%
1296	Timekeeping software	Business Skills	Project management	1	3,194	0.105%	261	0.170%	0.065%	62.183%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,351	0.110%	100	0.065%	-0.045%	-40.772%
180	Troubleshooting	Business Skills	Management skills	1	425,294	13.972%	23,034	15.019%	1.047%	7.493%
181	Verification	Business Skills	Management skills	1	231,747	7.613%	8,781	5.725%	-1.888%	-24.798%
1338	Waste Management	Business Skills	Industry Segment	1	2,401	0.079%	79	0.052%	-0.027%	-34.697%
191	Workflow	Business Skills	Project management	1	131,783	4.329%	7,178	4.680%	0.351%	8.105%
31	Working Globally	Business Skills	Management skills	3	18,380	0.604%	383	0.250%	-0.354%	-58.642%
32	Working with Virtual Teams	Business Skills	Management skills	2	5,581	0.183%	362	0.236%	0.053%	28.735%
51	4GL	Technical Skills	Software development	3	4,902	0.161%	180	0.117%	-0.044%	-27.121%
987	Access servers & software	Technical Skills	Network	10	97,062	3.189%	4,779	3.116%	-0.073%	-2.279%
38	Agile Development Methods	Technical Skills	Software development	13	228,097	7.493%	19,343	12.612%	5.119%	68.308%
304	Algorithmic software	Technical Skills	Business applications	1	108	0.004%	1	0.001%	-0.003%	-81.623%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,869	0.127%	261	0.170%	0.043%	33.888%
1352	Android	Technical Skills	Mobile Platforms	3	69,178	2.273%	5,693	3.712%	1.439%	63.333%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	49,504	1.626%	2,303	1.502%	-0.125%	-7.667%
120	Apple operating systems	Technical Skills	Business applications	6	92,240	3.030%	6,462	4.213%	1.183%	39.043%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	5,918	0.194%	462	0.301%	0.107%	54.942%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	66,284	2.178%	14,011	9.135%	6.958%	319.529%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	162	0.005%	16	0.010%	0.005%	96.023%
1265	Backup & Recovery	Technical Skills	Technical applications	16	240,962	7.916%	9,952	6.489%	-1.427%	-18.029%
1386	Biometric	Technical Skills	Information mgmt	2	7,631	0.251%	411	0.268%	0.017%	6.896%
1353	Blackberry	Technical Skills	Mobile Platforms	2	24,553	0.807%	223	0.145%	-0.661%	-81.974%
336	Borland Delphi	Technical Skills	Business applications	1	5,333	0.175%	149	0.097%	-0.078%	-44.548%
337	Borland JBuilder	Technical Skills	Business applications	1	3,810	0.125%	24	0.016%	-0.110%	-87.498%
338	Borland Paradox	Technical Skills	Business applications	1	256	0.008%	8	0.005%	-0.003%	-37.977%
72	Business Continuity Planning	Technical Skills	Hardware	2	34,296	1.127%	1,897	1.237%	0.110%	9.780%
352	Cadence Opus	Technical Skills	Business applications	1	1,337	0.044%	38	0.025%	-0.019%	-43.590%
868	Calculators	Technical Skills	Hardware	1	2,040	0.067%	142	0.093%	0.026%	38.153%
39	CASE Tools	Technical Skills	Software development	1	122,567	4.027%	7,201	4.695%	0.669%	16.606%
367	Categorization or classification software	Technical Skills	Business applications	1	14,787	0.486%	711	0.464%	-0.022%	-4.569%
112	Certification	Technical Skills	Misc	3	500,850	16.454%	31,007	20.217%	3.763%	22.872%
78	Cisco	Technical Skills	Hardware	1	149,417	4.909%	7,065	4.607%	-0.302%	-6.155%
1009	Cisco Systems IOS	Technical Skills	Network	1	69,443	2.281%	5,441	3.548%	1.266%	55.507%
40	Client-Server	Technical Skills	Software development	1	63,709	2.093%	1,248	0.814%	-1.279%	-61.121%
1011	Cluster server software	Technical Skills	Network	8	55,086	1.810%	2,562	1.670%	-0.139%	-7.692%
1147	CMAKE	Technical Skills	Software development	1	793	0.026%	151	0.098%	0.072%	277.924%
1151	Compatibility testing	Technical Skills	Software development	1	1,784	0.059%	69	0.045%	-0.014%	-23.236%
1152	Compilers	Technical Skills	Software development	5	32,255	1.060%	2,231	1.455%	0.395%	37.279%
1255	Compliance software	Technical Skills	Technical applications	3	13,711	0.450%	1,042	0.679%	0.229%	50.834%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	25,553	0.839%	2,128	1.388%	0.548%	65.284%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,500	0.148%	279	0.182%	0.034%	23.053%
875	Computer diagnostics	Technical Skills	Hardware	5	135,741	4.459%	8,813	5.746%	1.287%	28.859%
1107	Computer forensics	Technical Skills	Security	1	7,186	0.236%	344	0.224%	-0.012%	-4.989%
1266	Computer Hardware	Technical Skills	Hardware	15	67,043	2.202%	4,698	3.063%	0.861%	39.079%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	2,351	0.077%	129	0.084%	0.007%	8.903%
1015	Computer servers	Technical Skills	Network	6	308,189	10.125%	11,944	7.788%	-2.337%	-23.081%
1267	Computer Utilities	Technical Skills	Misc	1	2,436	0.080%	270	0.176%	0.096%	119.982%
59	Content Manager	Technical Skills	Business applications	1	2,433	0.080%	54	0.035%	-0.045%	-55.949%
1396	Continuous Improvement	Technical Skills	Software development	1	53,449	1.756%	6,627	4.321%	2.565%	146.081%
878	Controllers	Technical Skills	Hardware	3	20,468	0.672%	1,586	1.034%	0.362%	53.790%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,928	0.096%	229	0.149%	0.053%	55.226%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	12,241	0.402%	292	0.190%	-0.212%	-52.656%
53	Customer Relationship Management	Technical Skills	Business applications	9	148,020	4.863%	6,567	4.282%	-0.581%	-11.946%
1368	Cyber Security	Technical Skills	Information mgmt	3	56,673	1.862%	9,780	6.377%	4.515%	242.502%
953	Data acquisition systems	Technical Skills	Information mgmt	1	16,433	0.540%	1,192	0.777%	0.237%	43.966%
955	Data compression software	Technical Skills	Information mgmt	1	11,735	0.386%	411	0.268%	-0.118%	-30.488%
956	Data conversion software	Technical Skills	Information mgmt	1	13,195	0.433%	479	0.312%	-0.121%	-27.951%
958	Data dictionary	Technical Skills	Information mgmt	1	8,864	0.291%	336	0.219%	-0.072%	-24.767%
959	Data entry	Technical Skills	Information mgmt	1	12,142	0.399%	882	0.575%	0.176%	44.172%
962	Data mapping	Technical Skills	Information mgmt	1	15,939	0.524%	764	0.498%	-0.025%	-4.867%
67	Data Mining	Technical Skills	Information mgmt	5	59,983	1.971%	4,588	2.991%	1.021%	51.809%
963	Data modeling	Technical Skills	Information mgmt	1	109,251	3.589%	4,342	2.831%	-0.758%	-21.120%
68	Data Warehousing	Technical Skills	Information mgmt	2	159,430	5.238%	5,893	3.842%	-1.395%	-26.639%
69	Database Administration	Technical Skills	Information mgmt	12	205,019	6.735%	6,649	4.335%	-2.400%	-35.633%
969	Database design software	Technical Skills	Information mgmt	15	175,770	5.774%	5,580	3.638%	-2.136%	-36.993%
1268	Database Reporting	Technical Skills	Information mgmt	3	47,745	1.569%	1,026	0.669%	-0.900%	-57.350%
1269	Database Security	Technical Skills	Information mgmt	2	574	0.019%	40	0.026%	0.007%	38.309%
1373	Database Security	Technical Skills	Information mgmt	1	638	0.021%	54	0.035%	0.014%	67.986%
1270	Database Servers	Technical Skills	Information mgmt	3	41,322	1.358%	684	0.446%	-0.912%	-67.147%
1271	Database Testing	Technical Skills	Information mgmt	1	3,002	0.099%	137	0.089%	-0.009%	-9.424%
1160	Debugging	Technical Skills	Software development	7	243,357	7.995%	13,304	8.675%	0.680%	8.502%
1385	Decryption	Technical Skills	Information mgmt	2	1,023	0.034%	63	0.041%	0.007%	22.227%
418	Desktop publishing software	Technical Skills	Business applications	13	40,165	1.319%	4,093	2.669%	1.349%	102.253%
1272	Development Environment	Technical Skills	Software development	13	163,157	5.360%	7,819	5.098%	-0.262%	-4.886%
1273	Digital Imaging	Technical Skills	Hardware	1	838	0.028%	25	0.016%	-0.011%	-40.790%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	10,498	0.345%	677	0.441%	0.097%	27.992%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,732	0.287%	276	0.180%	-0.107%	-37.267%
1307	Doctor of Philosophy	Technical Skills	Misc	3	128,428	4.219%	9,970	6.501%	2.282%	54.077%
973	Document management software	Technical Skills	Information mgmt	4	24,221	0.796%	1,116	0.728%	-0.068%	-8.552%
1020	Domain name system (DNS)	Technical Skills	Network	3	105,331	3.460%	4,649	3.031%	-0.429%	-12.400%
61	Dreamweaver	Technical Skills	Software development	1	14,524	0.477%	175	0.114%	-0.363%	-76.086%
54	DSS/GDSS	Technical Skills	Business applications	5	34,458	1.132%	1,293	0.843%	-0.289%	-25.525%
425	Dynamic modeling software	Technical Skills	Business applications	1	114	0.004%	17	0.011%	0.007%	195.968%
62	Eclipse	Technical Skills	Software development	1	70,845	2.327%	2,112	1.377%	-0.950%	-40.832%
1308	Electronic Commerce	Technical Skills	Business applications	2	146,080	4.799%	4,877	3.180%	-1.619%	-33.738%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	26,538	0.872%	937	0.611%	-0.261%	-29.923%
1023	Electronic mail software	Technical Skills	Network	8	45,930	1.509%	2,122	1.384%	-0.125%	-8.304%
1384	Encryption	Technical Skills	Information mgmt	1	212	0.007%	40	0.026%	0.019%	274.477%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	137,875	4.529%	5,413	3.529%	-1.000%	-22.079%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	138,587	4.553%	6,467	4.217%	-0.336%	-7.385%
1321	Environmental Certification	Technical Skills	Environmental	1	190	0.006%	35	0.023%	0.017%	265.608%
1328	Environmental Cleanup	Technical Skills	Environmental	1	440	0.014%	1	0.001%	-0.014%	-95.489%
1329	Environmental Energy	Technical Skills	Environmental	21	9,333	0.307%	1,419	0.925%	0.619%	201.760%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	9,364	0.308%	868	0.566%	0.258%	83.975%
1327	Environmental Pollution	Technical Skills	Environmental	21	6,813	0.224%	878	0.572%	0.349%	155.774%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	4,184	0.137%	460	0.300%	0.162%	118.206%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	1,609	0.053%	163	0.106%	0.053%	101.063%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	5,681	0.187%	614	0.400%	0.214%	114.509%
1331	Environmental Science	Technical Skills	Environmental	2	395	0.013%	31	0.020%	0.007%	55.763%
1322	Environmental Technology	Technical Skills	Environmental	2	438	0.014%	59	0.038%	0.024%	167.349%
461	Expert system software	Technical Skills	Business applications	1	1,139	0.037%	62	0.040%	0.003%	8.036%
1359	Facebook	Technical Skills	Social Networking	1	435,788	14.316%	4,991	3.254%	-11.062%	-77.269%
463	Facilities management software	Technical Skills	Business applications	4	5,243	0.172%	362	0.236%	0.064%	37.034%
468	Flight control software	Technical Skills	Business applications	1	1,039	0.034%	81	0.053%	0.019%	54.729%
469	Flowchart software	Technical Skills	Business applications	5	9,198	0.302%	382	0.249%	-0.053%	-17.573%
1367	Forensic	Technical Skills	Information mgmt	2	24,646	0.810%	2,263	1.476%	0.666%	82.238%
1112	Fraud Detection	Technical Skills	Security	1	15,695	0.516%	1,515	0.988%	0.472%	91.581%
63	FrontPage	Technical Skills	Software development	1	2,455	0.081%	9	0.006%	-0.075%	-92.724%
475	Fund accounting software	Technical Skills	Business applications	1	688	0.023%	31	0.020%	-0.002%	-10.572%
1260	Gaming	Technical Skills	Misc	2	70,175	2.305%	4,733	3.086%	0.781%	33.861%
113	Generic databases	Technical Skills	Information mgmt	2	505,524	16.607%	25,006	16.304%	-0.303%	-1.824%
1365	Google Apps	Technical Skills	Business applications	4	11,904	0.391%	506	0.330%	-0.061%	-15.636%
1364	Google Plus	Technical Skills	Social Networking	1	1,382	0.045%	75	0.049%	0.004%	7.710%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	149,916	4.925%	7,914	5.160%	0.235%	4.773%
484	Graphic software	Technical Skills	Business applications	16	226,419	7.438%	11,555	7.534%	0.096%	1.288%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	64,421	2.116%	1,575	1.027%	-1.089%	-51.476%
1323	Green IT	Technical Skills	Environmental	9	7,451	0.245%	645	0.421%	0.176%	71.809%
893	Guidance systems	Technical Skills	Hardware	1	149	0.005%	10	0.007%	0.002%	33.203%
1371	Hacking	Technical Skills	Information mgmt	5	15,534	0.510%	1,546	1.008%	0.498%	97.527%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	1,019	0.033%	136	0.089%	0.055%	164.890%
1277	Hardware Design	Technical Skills	Hardware	20	25,698	0.844%	2,337	1.524%	0.680%	80.493%
1278	Hardware Testing	Technical Skills	Hardware	4	8,607	0.283%	449	0.293%	0.010%	3.537%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	923	0.030%	114	0.074%	0.044%	145.134%
492	Helpdesk or call center	Technical Skills	Business applications	2	105,698	3.472%	5,517	3.597%	0.125%	3.595%
1377	Homeland Security	Technical Skills	Information mgmt	1	54,123	1.778%	1,873	1.221%	-0.557%	-31.316%
114	IBM databases	Technical Skills	Information mgmt	2	83,508	2.743%	1,854	1.209%	-1.535%	-55.936%
121	IBM operating systems	Technical Skills	Business applications	4	59,585	1.957%	960	0.626%	-1.332%	-68.023%
898	Image capture devices	Technical Skills	Hardware	9	14,206	0.467%	1,097	0.715%	0.249%	53.262%
524	Industrial control software	Technical Skills	Business applications	3	12,370	0.406%	1,199	0.782%	0.375%	92.376%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	47,654	1.566%	2,821	1.839%	0.274%	17.491%
1375	Information Security	Technical Skills	Information mgmt	3	118,506	3.893%	9,628	6.278%	2.385%	61.249%
899	Infrared	Technical Skills	Hardware	1	2,433	0.080%	199	0.130%	0.050%	62.335%
1180	Installation	Technical Skills	Software development	1	256,599	8.430%	11,490	7.492%	-0.938%	-11.128%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,184	0.039%	57	0.037%	-0.002%	-4.451%
536	Internet browser software	Technical Skills	Business applications	4	17,785	0.584%	794	0.518%	-0.067%	-11.393%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	33,872	1.113%	1,691	1.103%	-0.010%	-0.916%
541	Inventory management software	Technical Skills	Business applications	3	13,605	0.447%	836	0.545%	0.098%	21.958%
1414	ISO 9000	Technical Skills	Software development	1	4,853	0.159%	78	0.051%	-0.109%	-68.100%
73	IT Architecture/Standards	Technical Skills	Hardware	2	20,818	0.684%	956	0.623%	-0.061%	-8.858%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,137	0.037%	4	0.003%	-0.035%	-93.018%
1035	Kernel	Technical Skills	Network	1	36,237	1.190%	1,482	0.966%	-0.224%	-18.830%
907	Lasers	Technical Skills	Hardware	1	887	0.029%	137	0.089%	0.060%	206.548%
1038	License management software	Technical Skills	Network	1	1,995	0.066%	141	0.092%	0.026%	40.274%
1361	LinkedIn	Technical Skills	Social Networking	1	28,696	0.943%	2,964	1.933%	0.990%	105.002%
908	Mainframe computers	Technical Skills	Hardware	2	66,533	2.186%	1,808	1.179%	-1.007%	-46.066%
124	Mainframe operating systems	Technical Skills	Business applications	8	39,634	1.302%	1,660	1.082%	-0.220%	-16.873%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	69,529	2.284%	2,329	1.519%	-0.766%	-33.518%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	12,383	0.407%	467	0.304%	-0.102%	-25.150%
1281	Medical software	Technical Skills	Business applications	9	17,961	0.590%	1,729	1.127%	0.537%	91.058%
115	Microsoft databases	Technical Skills	Information mgmt	5	476,931	15.668%	14,709	9.591%	-6.078%	-38.789%
119	Microsoft operating systems	Technical Skills	Business applications	4	655,932	21.549%	23,728	15.471%	-6.077%	-28.203%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	20,107	0.661%	972	0.634%	-0.027%	-4.056%
625	Multimedia	Technical Skills	Business applications	1	27,474	0.903%	866	0.565%	-0.338%	-37.440%
1362	MySpace	Technical Skills	Social Networking	1	3,724	0.122%	36	0.023%	-0.099%	-80.814%
74	Network administration	Technical Skills	Hardware	17	320,784	10.538%	14,302	9.325%	-1.213%	-11.512%
1282	Network Administration software	Technical Skills	Network	18	158,530	5.208%	7,854	5.121%	-0.087%	-1.671%
1283	Network Hardware	Technical Skills	Network	11	119,639	3.930%	4,584	2.989%	-0.942%	-23.955%
1284	Network Monitoring software	Technical Skills	Network	15	85,701	2.815%	4,139	2.699%	-0.117%	-4.146%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,938	0.097%	123	0.080%	-0.016%	-16.909%
1122	Network security	Technical Skills	Security	1	99,975	3.284%	4,182	2.727%	-0.558%	-16.978%
1369	Network Security	Technical Skills	Information mgmt	1	20,650	0.678%	787	0.513%	-0.165%	-24.359%
1285	Network Security software	Technical Skills	Security	36	222,458	7.308%	13,458	8.775%	1.467%	20.070%
1286	Network software	Technical Skills	Network	6	55,346	1.818%	2,053	1.339%	-0.480%	-26.379%
1287	Network Testing	Technical Skills	Network	11	49,882	1.639%	2,060	1.343%	-0.296%	-18.036%
1065	Novell network software	Technical Skills	Network	2	4,229	0.139%	44	0.029%	-0.110%	-79.350%
643	Oberon	Technical Skills	Business applications	1	427	0.014%	14	0.009%	-0.005%	-34.927%
1413	Object Oriented Design	Technical Skills	Software development	2	97,057	3.189%	2,365	1.542%	-1.646%	-51.638%
41	Object Oriented Programming	Technical Skills	Software development	5	444,627	14.607%	14,771	9.631%	-4.976%	-34.065%
1288	Office Applications	Technical Skills	Business applications	13	381,971	12.548%	22,387	14.597%	2.048%	16.323%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	37,485	1.231%	781	0.509%	-0.722%	-58.648%
116	Open-source databases	Technical Skills	Information mgmt	4	201,990	6.636%	8,447	5.508%	-1.128%	-17.001%
118	Open-source operating systems	Technical Skills	Business applications	8	564,685	18.551%	25,730	16.777%	-1.774%	-9.565%
56	Operating Systems	Technical Skills	Business applications	3	299,378	9.835%	15,095	9.842%	0.007%	0.072%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,841	0.060%	120	0.078%	0.018%	29.368%
117	Oracle databases	Technical Skills	Information mgmt	1	543,486	17.855%	15,727	10.254%	-7.600%	-42.567%
1354	Palm OS	Technical Skills	Mobile Platforms	3	3,179	0.104%	8	0.005%	-0.099%	-95.005%
1376	Penetration Testing	Technical Skills	Information mgmt	5	79,394	2.608%	7,798	5.084%	2.476%	94.938%
1289	Physical Tools	Technical Skills	Hardware	1	209	0.007%	52	0.034%	0.027%	393.808%
683	Point of sale (POS)	Technical Skills	Business applications	3	17,990	0.591%	1,075	0.701%	0.110%	18.598%
686	Polka	Technical Skills	Business applications	1	185	0.006%	185	0.121%	0.115%	1,884.728%
931	Printers	Technical Skills	Hardware	3	26,827	0.881%	2,629	1.714%	0.833%	94.500%
43	Programming	Technical Skills	Software development	1	902,384	29.645%	42,374	27.629%	-2.016%	-6.801%
700	Provisioning	Technical Skills	Business applications	1	45,409	1.492%	2,739	1.786%	0.294%	19.716%
1405	Rapid Application Development	Technical Skills	Software development	2	18,074	0.594%	422	0.275%	-0.319%	-53.660%
1258	Rate Control	Technical Skills	Technical applications	1	186	0.006%	2	0.001%	-0.005%	-78.659%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	39,478	1.297%	323	0.211%	-1.086%	-83.761%
1077	Remote control software	Technical Skills	Network	2	2,939	0.097%	202	0.132%	0.035%	36.412%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	2,034	0.067%	83	0.054%	-0.013%	-19.011%
1379	Risk Analysis	Technical Skills	Information mgmt	1	18,852	0.619%	1,327	0.865%	0.246%	39.706%
1262	Robotics	Technical Skills	Hardware	3	15,508	0.509%	3,025	1.972%	1.463%	287.142%
1318	RSA	Technical Skills	Security	1	14,340	0.471%	407	0.265%	-0.206%	-43.669%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	100,252	3.293%	6,031	3.932%	0.639%	19.398%
44	SDLC	Technical Skills	Software development	7	417,338	13.710%	17,707	11.545%	-2.165%	-15.791%
1132	Secure shell (SSH)	Technical Skills	Security	1	320	0.011%	7	0.005%	-0.006%	-56.584%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	43,515	1.430%	1,737	1.133%	-0.297%	-20.775%
76	Security	Technical Skills	Hardware	4	2,116,048	69.516%	55,153	35.961%	-33.555%	-48.270%
1382	Security Audit	Technical Skills	Information mgmt	1	3,136	0.103%	158	0.103%	-0.000%	-0.004%
1315	Security Clearance	Technical Skills	Misc	2	226,529	7.442%	14,225	9.275%	1.833%	24.632%
1381	Security Plan	Technical Skills	Information mgmt	1	2,236	0.073%	229	0.149%	0.076%	103.266%
1380	Security Policy	Technical Skills	Information mgmt	2	47,019	1.545%	3,664	2.389%	0.844%	54.662%
1135	Security testing software	Technical Skills	Security	1	9,190	0.302%	946	0.617%	0.315%	104.304%
60	Sharepoint Server	Technical Skills	Business applications	1	11,515	0.378%	155	0.101%	-0.277%	-73.284%
1084	Signal generators	Technical Skills	Network	1	659	0.022%	78	0.051%	0.029%	134.915%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	30,298	0.995%	738	0.481%	-0.514%	-51.656%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	135,148	4.440%	4,774	3.113%	-1.327%	-29.891%
1220	Simulation software	Technical Skills	Software development	5	52,393	1.721%	4,736	3.088%	1.367%	79.407%
1366	Social Network	Technical Skills	Social Networking	1	11,375	0.374%	275	0.179%	-0.194%	-52.018%
1358	Social Networking	Technical Skills	Social Networking	1	18,297	0.601%	290	0.189%	-0.412%	-68.543%
42	Software Development	Technical Skills	Software development	2	833,741	27.390%	37,415	24.395%	-2.995%	-10.933%
1291	Software Development software	Technical Skills	Software development	3	5,959	0.196%	75	0.049%	-0.147%	-75.020%
1309	Software Engineering	Technical Skills	Software development	1	496,217	16.302%	25,835	16.845%	0.543%	3.333%
1292	Software Installation	Technical Skills	Software development	4	374,273	12.296%	21,955	14.315%	2.020%	16.425%
1223	Software libraries	Technical Skills	Software development	1	1,242	0.041%	165	0.108%	0.067%	163.672%
1293	Software Maintenance	Technical Skills	Software development	1	26,227	0.862%	839	0.547%	-0.315%	-36.509%
1294	Software Testing	Technical Skills	Software development	14	375,700	12.342%	20,294	13.232%	0.890%	7.208%
1225	Source code management (SCM)	Technical Skills	Software development	5	132,997	4.369%	6,692	4.363%	-0.006%	-0.135%
1229	Static analysis software	Technical Skills	Software development	1	3,204	0.105%	248	0.162%	0.056%	53.624%
772	Statistical analysis software	Technical Skills	Business applications	26	234,292	7.697%	20,598	13.430%	5.733%	74.489%
774	Statistical software	Technical Skills	Business applications	1	111,080	3.649%	11,369	7.413%	3.764%	103.136%
1230	Stress testing software	Technical Skills	Software development	1	8,750	0.287%	300	0.196%	-0.092%	-31.952%
122	Sun operating systems	Technical Skills	Business applications	3	134,694	4.425%	1,879	1.225%	-3.200%	-72.313%
939	Surveillance systems	Technical Skills	Hardware	5	27,227	0.894%	2,661	1.735%	0.841%	93.975%
791	Symantec software	Technical Skills	Business applications	1	23,606	0.776%	760	0.496%	-0.280%	-36.101%
1355	Symbian	Technical Skills	Mobile Platforms	1	111	0.004%	3	0.002%	-0.002%	-46.359%
1310	System Administration	Technical Skills	Network	4	208,839	6.861%	8,474	5.525%	-1.336%	-19.466%
45	System Testing	Technical Skills	Software development	5	71,563	2.351%	3,505	2.285%	-0.066%	-2.792%
46	Systems Analysis	Technical Skills	Software development	8	265,705	8.729%	12,344	8.049%	-0.680%	-7.794%
47	Systems Design	Technical Skills	Software development	1	46,225	1.519%	2,221	1.448%	-0.070%	-4.639%
1233	Systems Evaluation	Technical Skills	Software development	1	293	0.010%	36	0.023%	0.014%	143.857%
1234	Systems integration	Technical Skills	Software development	8	152,153	4.999%	3,107	2.026%	-2.973%	-59.471%
75	TCP/IP	Technical Skills	Hardware	3	189,388	6.222%	6,497	4.236%	-1.986%	-31.913%
1235	Technology Design	Technical Skills	Software development	1	2,785	0.091%	189	0.123%	0.032%	34.691%
1236	Templates	Technical Skills	Software development	1	48,227	1.584%	2,345	1.529%	-0.055%	-3.494%
1239	Test implementation	Technical Skills	Software development	1	1,338	0.044%	163	0.106%	0.062%	141.787%
1302	Testing	Technical Skills	Software development	1	1,018,016	33.444%	54,285	35.395%	1.951%	5.834%
1297	Training software	Technical Skills	Business applications	3	2,500	0.082%	117	0.076%	-0.006%	-7.115%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,297	0.141%	122	0.080%	-0.062%	-43.650%
1360	Twitter	Technical Skills	Social Networking	1	40,025	1.315%	3,662	2.388%	1.073%	81.588%
1411	Unified Process	Technical Skills	Software development	1	8,780	0.288%	56	0.037%	-0.252%	-87.341%
123	UNIX operating systems	Technical Skills	Business applications	5	512,617	16.840%	12,917	8.422%	-8.418%	-49.989%
1298	UNIX Shells	Technical Skills	Business applications	4	119,221	3.917%	3,879	2.529%	-1.387%	-35.424%
1410	Use Case	Technical Skills	Software development	1	23,261	0.764%	912	0.595%	-0.170%	-22.184%
48	User-Interface Design	Technical Skills	Software development	2	217,182	7.135%	10,201	6.651%	-0.484%	-6.778%
836	Video creation and editing software	Technical Skills	Business applications	3	13,780	0.453%	707	0.461%	0.008%	1.829%
64	Visual Studio	Technical Skills	Software development	1	121,144	3.980%	3,924	2.559%	-1.421%	-35.712%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,123	0.135%	374	0.244%	0.108%	80.036%
77	Voice/Data Telecom	Technical Skills	Hardware	10	224,340	7.370%	7,794	5.082%	-2.288%	-31.047%
1299	Web Application Server	Technical Skills	Business applications	8	153,099	5.030%	2,289	1.492%	-3.537%	-70.326%
1248	Web platform development software	Technical Skills	Software development	5	9,731	0.320%	63	0.041%	-0.279%	-87.151%
65	web programmer	Technical Skills	Software development	4	37,739	1.240%	1,066	0.695%	-0.545%	-43.938%
58	Web servers	Technical Skills	Business applications	6	247,650	8.136%	6,878	4.485%	-3.651%	-44.878%
49	Web-based Application Development	Technical Skills	Software development	2	179,548	5.899%	4,979	3.246%	-2.652%	-44.962%
1356	Windows CE	Technical Skills	Mobile Platforms	4	20,989	0.690%	187	0.122%	-0.568%	-82.317%
1102	Wireless	Technical Skills	Network	5	134,210	4.409%	5,896	3.844%	-0.565%	-12.809%
1363	YouTube	Technical Skills	Social Networking	2	7,508	0.247%	1,318	0.859%	0.613%	248.411%
79	.NET	Programming Skills	Current	1	383,579	12.601%	11,352	7.402%	-5.200%	-41.262%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	103	0.003%	8	0.005%	0.002%	54.154%
209	A programming language (APL)	Programming Skills	Legacy	2	4,959	0.163%	459	0.299%	0.136%	83.704%
99	Ada	Programming Skills	Legacy	1	11,554	0.380%	1,670	1.089%	0.709%	186.870%
80	AJAX	Programming Skills	Current	1	209,077	6.869%	3,173	2.069%	-4.800%	-69.879%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	74	0.002%	2	0.001%	-0.001%	-46.359%
192	Apple AppleScript	Programming Skills	Current	1	554	0.018%	21	0.014%	-0.005%	-24.767%
81	ASP	Programming Skills	Current	2	261,009	8.575%	5,564	3.628%	-4.947%	-57.691%
108	Assembly	Programming Skills	Legacy	2	9,611	0.316%	274	0.179%	-0.137%	-43.417%
211	AWK	Programming Skills	Legacy	1	7,510	0.247%	156	0.102%	-0.145%	-58.773%
212	B	Programming Skills	Legacy	1	39,449	1.296%	3,129	2.040%	0.744%	57.424%
83	C#	Programming Skills	Current	2	386,120	12.685%	15,874	10.350%	-2.335%	-18.405%
82	C/C++	Programming Skills	Current	3	570,996	18.758%	25,780	16.809%	-1.949%	-10.391%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	297,620	9.777%	12,952	8.445%	-1.332%	-13.627%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	877	0.029%	9	0.006%	-0.023%	-79.632%
84	CGI	Programming Skills	Current	2	23,974	0.788%	851	0.555%	-0.233%	-29.549%
217	Clipper	Programming Skills	Legacy	1	580	0.019%	27	0.018%	-0.001%	-7.607%
218	CLU	Programming Skills	Legacy	1	189	0.006%	7	0.005%	-0.002%	-26.492%
100	Cobol	Programming Skills	Legacy	1	24,955	0.820%	575	0.375%	-0.445%	-54.269%
85	ColdFusion	Programming Skills	Current	2	20,845	0.685%	336	0.219%	-0.466%	-68.008%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	403	0.013%	17	0.011%	-0.002%	-16.277%
195	Component object model (COM)	Programming Skills	Current	1	533	0.018%	5	0.003%	-0.014%	-81.382%
125	Database programming	Programming Skills	Current	3	85,759	2.817%	1,629	1.062%	-1.755%	-62.300%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,304	0.174%	31	0.020%	-0.154%	-88.400%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	21,375	0.702%	395	0.258%	-0.445%	-63.323%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	5,586	0.184%	257	0.168%	-0.016%	-8.687%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	36,930	1.213%	469	0.306%	-0.907%	-74.795%
109	Forth	Programming Skills	Legacy	1	8,776	0.288%	1,092	0.712%	0.424%	146.960%
102	Fortran	Programming Skills	Legacy	1	5,625	0.185%	285	0.186%	0.001%	0.560%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	608,813	20.001%	17,904	11.674%	-8.327%	-41.633%
222	J	Programming Skills	Legacy	1	11,239	0.369%	714	0.466%	0.096%	26.087%
87	Java/J2EE/J2P	Programming Skills	Current	4	815,499	26.791%	35,020	22.834%	-3.957%	-14.770%
97	JavaScript	Programming Skills	Current	3	481,248	15.810%	22,580	14.723%	-1.087%	-6.877%
89	JavaServer Faces	Programming Skills	Current	3	31,400	1.032%	395	0.258%	-0.774%	-75.033%
88	JavaServer Pages	Programming Skills	Current	3	132,489	4.353%	1,484	0.968%	-3.385%	-77.769%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,502	0.476%	384	0.250%	-0.226%	-47.446%
126	LAMP	Programming Skills	Current	1	37,503	1.232%	498	0.325%	-0.907%	-73.645%
104	Lisp	Programming Skills	Legacy	1	2,362	0.078%	97	0.063%	-0.014%	-18.493%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	2,242	0.074%	343	0.224%	0.150%	203.640%
201	Microsoft ActiveX	Programming Skills	Current	1	5,065	0.166%	24	0.016%	-0.151%	-90.596%
107	Pascal	Programming Skills	Legacy	1	1,603	0.053%	40	0.026%	-0.027%	-50.475%
90	Perl	Programming Skills	Current	1	260,623	8.562%	7,368	4.804%	-3.758%	-43.890%
91	PHP	Programming Skills	Current	1	152,254	5.002%	4,955	3.231%	-1.771%	-35.408%
103	PL/1	Programming Skills	Legacy	3	554	0.018%	17	0.011%	-0.007%	-39.097%
105	Prolog	Programming Skills	Legacy	1	1,504	0.049%	10	0.007%	-0.043%	-86.804%
95	Python	Programming Skills	Current	1	237,342	7.797%	28,852	18.812%	11.015%	141.269%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	44,550	1.464%	374	0.244%	-1.220%	-83.338%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	1,723	0.057%	83	0.054%	-0.002%	-4.392%
206	Scripting languages	Programming Skills	Current	1	79,574	2.614%	4,885	3.185%	0.571%	21.841%
101	Smalltalk	Programming Skills	Legacy	1	986	0.032%	13	0.008%	-0.024%	-73.832%
92	SQL	Programming Skills	Current	3	1,050,422	34.508%	39,703	25.887%	-8.621%	-24.983%
110	TCL	Programming Skills	Legacy	1	16,851	0.554%	537	0.350%	-0.203%	-36.752%
98	Unified Modeling Language	Programming Skills	Current	2	100,444	3.300%	1,549	1.010%	-2.290%	-69.392%
93	Visual Basic	Programming Skills	Current	6	222,610	7.313%	5,244	3.419%	-3.894%	-53.246%
207	Web service definition language (WSDL)	Programming Skills	Current	2	27,336	0.898%	596	0.389%	-0.509%	-56.727%
94	XML	Programming Skills	Current	2	432,084	14.195%	8,713	5.681%	-8.514%	-59.978%
1342	Computer Science	Majors	Computer Science	2	3,043,958	100.000%	153,369	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	808,974	26.576%	35,960	23.447%	-3.130%	-11.776%
1343	Management Information Systems	Majors	Management Information Systems	9	795,835	26.145%	46,279	30.175%	4.030%	15.415%

IT Degrees

Information Technology	2018-11-13	Jobs Found:	1,483,932	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	4,518	0.304%	544	0.760%	0.456%	149.736%
2	Attention to Details	Soft Skills	Problem-solving skills	1	4,066	0.274%	342	0.478%	0.204%	74.457%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	10,477	0.706%	933	1.304%	0.598%	84.703%
231	Cooperation	Soft Skills	Interpersonal skills	1	12,501	0.842%	1,140	1.593%	0.751%	89.142%
3	Creativity	Soft Skills	Problem-solving skills	4	41,891	2.823%	3,593	5.022%	2.199%	77.896%
4	Critical thinking	Soft Skills	Problem-solving skills	3	21,020	1.417%	2,895	4.046%	2.630%	185.657%
1300	Flexibility	Soft Skills	Work ethic	1	100,067	6.743%	4,036	5.641%	-1.102%	-16.346%
232	Independence	Soft Skills	Interpersonal skills	1	8,652	0.583%	864	1.208%	0.625%	107.122%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	190,321	12.825%	14,052	19.641%	6.815%	53.137%
256	Innovation	Soft Skills	Problem-solving skills	1	107,722	7.259%	10,092	14.106%	6.846%	94.313%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	185,979	12.533%	16,211	22.658%	10.125%	80.790%
1422	Internship	Soft Skills	Work ethic	3	51,215	3.451%	2,108	2.946%	-0.505%	-14.631%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,001	0.067%	158	0.221%	0.153%	227.380%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	107,845	7.268%	10,187	14.238%	6.971%	95.918%
10	Leadership	Soft Skills	Interpersonal skills	1	335,662	22.620%	23,576	32.952%	10.332%	45.679%
258	Learning	Soft Skills	Problem-solving skills	1	159,804	10.769%	9,743	13.618%	2.849%	26.454%
1	Learning Ability	Soft Skills	Problem-solving skills	3	22,718	1.531%	2,281	3.188%	1.657%	108.249%
236	Listening	Soft Skills	Language skills	1	53,298	3.592%	2,137	2.987%	-0.605%	-16.839%
260	Mathematics	Soft Skills	Problem-solving skills	3	45,351	3.056%	3,781	5.285%	2.229%	72.921%
261	Memorization	Soft Skills	Problem-solving skills	1	84	0.006%	7	0.010%	0.004%	72.841%
18	Negotiation Skills	Soft Skills	Language skills	1	16,655	1.122%	895	1.251%	0.129%	11.457%
262	Optimization	Soft Skills	Problem-solving skills	1	62,198	4.191%	3,601	5.033%	0.842%	20.081%
19	Oral Communications	Soft Skills	Language skills	5	26,596	1.792%	2,174	3.039%	1.246%	69.540%
273	Persistence	Soft Skills	Work ethic	1	3,601	0.243%	236	0.330%	0.087%	35.931%
239	Persuasion	Soft Skills	Language skills	1	2,673	0.180%	274	0.383%	0.203%	112.608%
1301	Physical Skill	Soft Skills	Work ethic	2	1,990	0.134%	635	0.888%	0.753%	561.834%
240	Presentations	Soft Skills	Language skills	1	80,194	5.404%	5,826	8.143%	2.739%	50.681%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	3	218,912	14.752%	15,922	22.254%	7.502%	50.854%
20	Questioning skills	Soft Skills	Language skills	1	421	0.028%	37	0.052%	0.023%	82.284%
241	Reading Comprehension	Soft Skills	Language skills	1	601	0.041%	121	0.169%	0.129%	317.580%
6	Research skills	Soft Skills	Problem-solving skills	1	2,874	0.194%	228	0.319%	0.125%	64.542%
15	Responsibility	Soft Skills	Work ethic	2	149,398	10.068%	10,928	15.274%	5.206%	51.714%
234	Self Control	Soft Skills	Interpersonal skills	1	138	0.009%	24	0.034%	0.024%	260.712%
11	Self-esteem	Soft Skills	Interpersonal skills	1	52	0.004%	9	0.013%	0.009%	258.978%
16	Self-management	Soft Skills	Work ethic	1	1,401	0.094%	146	0.204%	0.110%	116.144%
250	Stress Tolerance	Soft Skills	Physical skills	1	287	0.019%	59	0.082%	0.063%	326.382%
12	Teamwork	Soft Skills	Interpersonal skills	1	66,297	4.468%	5,680	7.939%	3.471%	77.698%
17	Time Management	Soft Skills	Work ethic	2	50,638	3.412%	4,046	5.655%	2.243%	65.721%
268	Visualization	Soft Skills	Problem-solving skills	1	11,577	0.780%	1,588	2.220%	1.439%	184.501%
7	Working under pressure	Soft Skills	Problem-solving skills	1	989	0.067%	109	0.152%	0.086%	128.591%
21	Written Communications	Soft Skills	Language skills	5	220,838	14.882%	13,673	19.111%	4.229%	28.416%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	226,542	15.266%	11,060	15.459%	0.192%	1.259%
172	Account management	Business Skills	Management skills	1	15,771	1.063%	872	1.219%	0.156%	14.680%
22	Accounting	Business Skills	Business processes	4	311,936	21.021%	8,173	11.423%	-9.597%	-45.657%
1263	Accounting software	Business Skills	Business processes	7	41,842	2.820%	628	0.878%	-1.942%	-68.870%
174	Administration	Business Skills	Management skills	3	493,226	33.238%	21,579	30.161%	-3.077%	-9.257%
1313	Analyst	Business Skills	Project management	1	305,006	20.554%	15,675	21.909%	1.355%	6.593%
175	Application management	Business Skills	Management skills	5	101,319	6.828%	5,320	7.436%	0.608%	8.905%
150	Asset management	Business Skills	Business processes	1	23,641	1.593%	1,767	2.470%	0.877%	55.024%
151	Auditing	Business Skills	Business processes	5	129,902	8.754%	7,373	10.305%	1.551%	17.722%
1264	Auditing software	Business Skills	Business processes	1	138	0.009%	3	0.004%	-0.005%	-54.911%
152	Billing	Business Skills	Business processes	1	63,083	4.251%	1,884	2.633%	-1.618%	-38.056%
153	Bills of Lading	Business Skills	Business processes	1	34	0.002%	6	0.008%	0.006%	266.017%
1314	Business Analyst	Business Skills	Project management	1	127,363	8.583%	3,773	5.274%	-3.309%	-38.557%
35	Business Intelligence	Business Skills	Strategy skills	1	65,377	4.406%	2,792	3.902%	-0.503%	-11.423%
155	Business performance management (BPM)	Business Skills	Business processes	2	9,651	0.650%	376	0.526%	-0.125%	-19.194%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,968	1.817%	491	0.686%	-1.131%	-62.237%
36	Business Strategy	Business Skills	Strategy skills	3	330,175	22.250%	21,977	30.717%	8.467%	38.055%
182	Calendar and scheduling	Business Skills	Project management	3	65,004	4.381%	4,533	6.336%	1.955%	44.635%
156	Capacity planning	Business Skills	Business processes	1	26,958	1.817%	1,103	1.542%	-0.275%	-15.137%
28	Change Management	Business Skills	Management skills	1	69,557	4.687%	4,966	6.941%	2.254%	48.079%
183	Content workflow	Business Skills	Project management	1	51	0.003%	1	0.001%	-0.002%	-59.331%
24	Contracting and legal	Business Skills	Business processes	2	177,441	11.957%	7,133	9.970%	-1.988%	-16.623%
176	Coordination	Business Skills	Management skills	1	84,978	5.727%	7,542	10.541%	4.815%	84.081%
157	Cost accounting	Business Skills	Business processes	1	3,110	0.210%	190	0.266%	0.056%	26.713%
158	Cost estimation	Business Skills	Business processes	1	1,376	0.093%	73	0.102%	0.009%	10.036%
1312	Customer Support	Business Skills	Business processes	6	329,369	22.196%	18,758	26.218%	4.022%	18.122%
1339	Education	Business Skills	Industry Segment	1	17,939	1.209%	2,416	3.377%	2.168%	179.336%
1333	Energy	Business Skills	Industry Segment	1	73,490	4.952%	5,039	7.043%	2.091%	42.215%
1340	Entertainment	Business Skills	Industry Segment	1	166,578	11.225%	1,033	1.444%	-9.782%	-87.138%
1319	Environmental	Business Skills	Environmental	16	119,596	8.059%	4,103	5.735%	-2.325%	-28.844%
1320	Environmental Strategy	Business Skills	Environmental	8	6,045	0.407%	1,206	1.686%	1.278%	313.790%
161	Financial	Business Skills	Business processes	2	513,724	34.619%	22,800	31.868%	-2.751%	-7.948%
1275	Financial Analysis software	Business Skills	Business processes	7	2,482	0.167%	76	0.106%	-0.061%	-36.490%
1332	Health Care	Business Skills	Industry Segment	2	397,498	26.787%	13,357	18.669%	-8.118%	-30.305%
177	Human resources	Business Skills	Management skills	2	242,107	16.315%	7,942	11.101%	-5.215%	-31.962%
1336	Insurance	Business Skills	Industry Segment	1	9,214	0.621%	517	0.723%	0.102%	16.378%
1316	Managing/Supervision	Business Skills	Management skills	5	730,313	49.215%	33,584	46.940%	-2.274%	-4.621%
1334	Manufacturing	Business Skills	Industry Segment	2	203,306	13.700%	5,610	7.841%	-5.859%	-42.768%
26	Marketing	Business Skills	Business processes	1	294,870	19.871%	6,049	8.455%	-11.416%	-57.452%
185	Monitoring	Business Skills	Project management	1	167,607	11.295%	13,270	18.548%	7.253%	64.213%
179	Negotiation	Business Skills	Management skills	1	63,974	4.311%	3,972	5.552%	1.241%	28.776%
163	Operation and Control	Business Skills	Business processes	2	852	0.057%	193	0.270%	0.212%	369.836%
29	Outsourcing Management	Business Skills	Management skills	3	97,518	6.572%	1,206	1.686%	-4.886%	-74.350%
167	Procurement	Business Skills	Business processes	1	76,702	5.169%	3,477	4.860%	-0.309%	-5.979%
1290	Project Management software	Business Skills	Project management	3	51,038	3.439%	1,862	2.603%	-0.837%	-24.332%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	302,563	20.389%	17,085	23.880%	3.490%	17.119%
168	Quality	Business Skills	Business processes	1	444,280	29.939%	26,124	36.514%	6.574%	21.958%
1337	Real Estate	Business Skills	Industry Segment	2	167,411	11.282%	891	1.245%	-10.036%	-88.961%
1335	Retail	Business Skills	Industry Segment	2	418,151	28.179%	9,104	12.725%	-15.454%	-54.843%
34	Risk Management	Business Skills	Project management	1	56,979	3.840%	5,598	7.824%	3.985%	103.773%
169	Service Orientation	Business Skills	Business processes	1	12,355	0.833%	951	1.329%	0.497%	59.649%
27	Supply Chain Management	Business Skills	Business processes	3	79,864	5.382%	2,705	3.781%	-1.601%	-29.750%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,195	0.215%	154	0.215%	-0.000%	-0.028%
178	Teaching	Business Skills	Management skills	7	216,592	14.596%	4,780	6.681%	-7.915%	-54.226%
190	Timekeeping	Business Skills	Project management	3	78,005	5.257%	2,421	3.384%	-1.873%	-35.627%
1296	Timekeeping software	Business Skills	Project management	1	1,878	0.127%	168	0.235%	0.108%	85.542%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,501	0.101%	71	0.099%	-0.002%	-1.892%
180	Troubleshooting	Business Skills	Management skills	1	172,713	11.639%	12,035	16.821%	5.182%	44.527%
181	Verification	Business Skills	Management skills	1	49,962	3.367%	4,222	5.901%	2.534%	75.270%
1338	Waste Management	Business Skills	Industry Segment	1	1,360	0.092%	72	0.101%	0.009%	9.805%
191	Workflow	Business Skills	Project management	1	63,478	4.278%	4,278	5.979%	1.702%	39.780%
31	Working Globally	Business Skills	Management skills	3	9,364	0.631%	65	0.091%	-0.540%	-85.603%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,789	0.188%	210	0.294%	0.106%	56.171%
51	4GL	Technical Skills	Software development	3	1,553	0.105%	50	0.070%	-0.035%	-33.223%
987	Access servers & software	Technical Skills	Network	10	50,275	3.388%	2,885	4.032%	0.644%	19.021%
38	Agile Development Methods	Technical Skills	Software development	13	57,153	3.851%	5,568	7.782%	3.931%	102.064%
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	1,205	0.081%	63	0.088%	0.007%	8.438%
1352	Android	Technical Skills	Mobile Platforms	3	10,623	0.716%	1,002	1.400%	0.685%	95.636%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	9,388	0.633%	472	0.660%	0.027%	4.279%
120	Apple operating systems	Technical Skills	Business applications	6	29,091	1.960%	2,457	3.434%	1.474%	75.176%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,594	2.466%	19	0.027%	-2.439%	-98.923%
1423	Artificial Intelligence	Technical Skills	Information mgmt	5	20,530	1.383%	1,468	2.052%	0.668%	48.308%
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	123,605	8.330%	6,740	9.421%	1.091%	13.097%
1386	Biometric	Technical Skills	Information mgmt	2	3,210	0.216%	182	0.254%	0.038%	17.597%
1353	Blackberry	Technical Skills	Mobile Platforms	2	11,233	0.757%	190	0.266%	-0.491%	-64.918%
336	Borland Delphi	Technical Skills	Business applications	1	1,469	0.099%	43	0.060%	-0.039%	-39.288%
337	Borland JBuilder	Technical Skills	Business applications	1	845	0.057%	3	0.004%	-0.053%	-92.636%
338	Borland Paradox	Technical Skills	Business applications	1	110	0.007%	10	0.014%	0.007%	88.554%
72	Business Continuity Planning	Technical Skills	Hardware	2	44,502	2.999%	1,589	2.221%	-0.778%	-25.942%
352	Cadence Opus	Technical Skills	Business applications	1	1,112	0.075%	29	0.041%	-0.034%	-45.909%
868	Calculators	Technical Skills	Hardware	1	773	0.052%	69	0.096%	0.044%	85.139%
39	CASE Tools	Technical Skills	Software development	1	106,306	7.164%	4,252	5.943%	-1.221%	-17.041%
367	Categorization or classification software	Technical Skills	Business applications	1	4,237	0.286%	211	0.295%	0.009%	3.289%
112	Certification	Technical Skills	Misc	3	353,426	23.817%	24,357	34.044%	10.227%	42.940%
78	Cisco	Technical Skills	Hardware	1	206,250	13.899%	3,692	5.160%	-8.739%	-62.872%
1009	Cisco Systems IOS	Technical Skills	Network	1	15,325	1.033%	1,222	1.708%	0.675%	65.386%
40	Client-Server	Technical Skills	Software development	1	35,572	2.397%	527	0.737%	-1.661%	-69.272%
1011	Cluster server software	Technical Skills	Network	8	20,985	1.414%	730	1.020%	-0.394%	-27.849%
1147	CMAKE	Technical Skills	Software development	1	68	0.005%	13	0.018%	0.014%	296.518%
1151	Compatibility testing	Technical Skills	Software development	1	397	0.027%	15	0.021%	-0.006%	-21.634%
1152	Compilers	Technical Skills	Software development	5	11,388	0.767%	1,084	1.515%	0.748%	97.429%
1255	Compliance software	Technical Skills	Technical applications	3	11,242	0.758%	907	1.268%	0.510%	67.337%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	51,212	3.451%	720	1.006%	-2.445%	-70.840%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,649	0.179%	85	0.119%	-0.060%	-33.447%
875	Computer diagnostics	Technical Skills	Hardware	5	55,934	3.769%	4,737	6.621%	2.852%	75.653%
1107	Computer forensics	Technical Skills	Security	1	4,204	0.283%	249	0.348%	0.065%	22.847%
1266	Computer Hardware	Technical Skills	Hardware	15	37,842	2.550%	3,496	4.886%	2.336%	91.613%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	2	34,949	2.355%	30	0.042%	-2.313%	-98.220%
1015	Computer servers	Technical Skills	Network	6	123,566	8.327%	6,619	9.251%	0.924%	11.102%
1267	Computer Utilities	Technical Skills	Misc	1	311	0.021%	17	0.024%	0.003%	13.375%
59	Content Manager	Technical Skills	Business applications	1	1,507	0.102%	43	0.060%	-0.041%	-40.819%
1396	Continuous Improvement	Technical Skills	Software development	1	29,330	1.977%	4,691	6.557%	4.580%	231.728%
878	Controllers	Technical Skills	Hardware	3	8,107	0.546%	553	0.773%	0.227%	41.480%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,978	0.133%	69	0.096%	-0.037%	-27.648%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	5,929	0.400%	132	0.184%	-0.215%	-53.823%
53	Customer Relationship Management	Technical Skills	Business applications	9	109,931	7.408%	3,364	4.702%	-2.706%	-36.531%
1368	Cyber Security	Technical Skills	Information mgmt	3	27,752	1.870%	6,652	9.298%	7.427%	397.149%
953	Data acquisition systems	Technical Skills	Information mgmt	1	5,317	0.358%	400	0.559%	0.201%	56.035%
955	Data compression software	Technical Skills	Information mgmt	1	2,178	0.147%	103	0.144%	-0.003%	-1.914%
956	Data conversion software	Technical Skills	Information mgmt	1	6,977	0.470%	252	0.352%	-0.118%	-25.086%
958	Data dictionary	Technical Skills	Information mgmt	1	3,615	0.244%	153	0.214%	-0.030%	-12.217%
959	Data entry	Technical Skills	Information mgmt	1	177,076	11.933%	965	1.349%	-10.584%	-88.697%
962	Data mapping	Technical Skills	Information mgmt	1	7,198	0.485%	345	0.482%	-0.003%	-0.589%
67	Data Mining	Technical Skills	Information mgmt	5	52,082	3.510%	1,070	1.496%	-2.014%	-57.389%
963	Data modeling	Technical Skills	Information mgmt	1	36,228	2.441%	1,361	1.902%	-0.539%	-22.081%
68	Data Warehousing	Technical Skills	Information mgmt	2	61,269	4.129%	2,273	3.177%	-0.952%	-23.054%
69	Database Administration	Technical Skills	Information mgmt	12	82,872	5.585%	3,217	4.496%	-1.088%	-19.486%
969	Database design software	Technical Skills	Information mgmt	15	54,957	3.703%	1,895	2.649%	-1.055%	-28.482%
1268	Database Reporting	Technical Skills	Information mgmt	3	18,560	1.251%	511	0.714%	-0.537%	-42.895%
1269	Database Security	Technical Skills	Information mgmt	2	110	0.007%	5	0.007%	-0.000%	-5.723%
1373	Database Security	Technical Skills	Information mgmt	1	465	0.031%	29	0.041%	0.009%	29.352%
1270	Database Servers	Technical Skills	Information mgmt	3	13,694	0.923%	259	0.362%	-0.561%	-60.772%
1271	Database Testing	Technical Skills	Information mgmt	1	887	0.060%	44	0.061%	0.002%	2.886%
1160	Debugging	Technical Skills	Software development	7	66,418	4.476%	3,146	4.397%	-0.079%	-1.757%
1385	Decryption	Technical Skills	Information mgmt	2	574	0.039%	29	0.041%	0.002%	4.789%
418	Desktop publishing software	Technical Skills	Business applications	13	22,158	1.493%	2,364	3.304%	1.811%	121.282%
1272	Development Environment	Technical Skills	Software development	13	44,757	3.016%	1,473	2.059%	-0.957%	-31.739%
1273	Digital Imaging	Technical Skills	Hardware	1	321	0.022%	29	0.041%	0.019%	87.379%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,490	0.100%	56	0.078%	-0.022%	-22.047%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	3,434	0.231%	142	0.198%	-0.033%	-14.234%
1307	Doctor of Philosophy	Technical Skills	Misc	3	66,326	4.470%	2,355	3.292%	-1.178%	-26.356%
973	Document management software	Technical Skills	Information mgmt	4	14,646	0.987%	1,157	1.617%	0.630%	63.849%
1020	Domain name system (DNS)	Technical Skills	Network	3	41,912	2.824%	2,366	3.307%	0.483%	17.086%
61	Dreamweaver	Technical Skills	Software development	1	7,305	0.492%	80	0.112%	-0.380%	-77.286%
54	DSS/GDSS	Technical Skills	Business applications	5	19,433	1.310%	897	1.254%	-0.056%	-4.263%
425	Dynamic modeling software	Technical Skills	Business applications	1	48	0.003%	1	0.001%	-0.002%	-56.790%
62	Eclipse	Technical Skills	Software development	1	17,686	1.192%	463	0.647%	-0.545%	-45.702%
1308	Electronic Commerce	Technical Skills	Business applications	2	51,923	3.499%	1,172	1.638%	-1.861%	-53.184%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	12,425	0.837%	441	0.616%	-0.221%	-26.384%
1023	Electronic mail software	Technical Skills	Network	8	24,827	1.673%	1,428	1.996%	0.323%	19.298%
1384	Encryption	Technical Skills	Information mgmt	1	52	0.004%	20	0.028%	0.024%	697.729%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	80,729	5.440%	3,284	4.590%	-0.850%	-15.627%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	15	106,006	7.144%	3,536	4.942%	-2.201%	-30.815%
1321	Environmental Certification	Technical Skills	Environmental	1	164	0.011%	41	0.057%	0.046%	418.524%
1328	Environmental Cleanup	Technical Skills	Environmental	1	1,293	0.087%	0	0.000%	-0.087%	-100.000%
1329	Environmental Energy	Technical Skills	Environmental	21	5,148	0.347%	553	0.773%	0.426%	122.800%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	5,287	0.356%	275	0.384%	0.028%	7.883%
1327	Environmental Pollution	Technical Skills	Environmental	21	36,263	2.444%	578	0.808%	-1.636%	-66.941%
1324	Environmental Pollution Control	Technical Skills	Environmental	8	3,003	0.202%	281	0.393%	0.190%	94.079%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	7	765	0.052%	127	0.178%	0.126%	244.327%
1326	Environmental Product Stewardship	Technical Skills	Environmental	12	45,864	3.091%	370	0.517%	-2.574%	-83.268%
1331	Environmental Science	Technical Skills	Environmental	2	190	0.013%	8	0.011%	-0.002%	-12.670%
1322	Environmental Technology	Technical Skills	Environmental	2	230	0.015%	20	0.028%	0.012%	80.356%
461	Expert system software	Technical Skills	Business applications	1	485	0.033%	16	0.022%	-0.010%	-31.576%
1359	Facebook	Technical Skills	Social Networking	1	146,872	9.897%	932	1.303%	-8.595%	-86.838%
463	Facilities management software	Technical Skills	Business applications	4	8,667	0.584%	596	0.833%	0.249%	42.628%
468	Flight control software	Technical Skills	Business applications	1	136	0.009%	15	0.021%	0.012%	128.760%
469	Flowchart software	Technical Skills	Business applications	5	4,499	0.303%	175	0.245%	-0.059%	-19.323%
1367	Forensic	Technical Skills	Information mgmt	2	48,880	3.294%	1,386	1.937%	-1.357%	-41.189%
1112	Fraud Detection	Technical Skills	Security	1	6,499	0.438%	761	1.064%	0.626%	142.866%
63	FrontPage	Technical Skills	Software development	1	871	0.059%	6	0.008%	-0.050%	-85.712%
475	Fund accounting software	Technical Skills	Business applications	1	579	0.039%	44	0.061%	0.022%	57.617%
1260	Gaming	Technical Skills	Misc	2	24,392	1.644%	844	1.180%	-0.464%	-28.233%
113	Generic databases	Technical Skills	Information mgmt	2	161,315	10.871%	9,161	12.804%	1.934%	17.787%
1365	Google Apps	Technical Skills	Business applications	4	2,790	0.188%	211	0.295%	0.107%	56.858%
1364	Google Plus	Technical Skills	Social Networking	1	17	0.001%	10	0.014%	0.013%	1,120.056%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	31	111,082	7.486%	3,981	5.564%	-1.921%	-25.668%
484	Graphic software	Technical Skills	Business applications	16	136,409	9.192%	4,697	6.565%	-2.627%	-28.582%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	14,658	0.988%	236	0.330%	-0.658%	-66.606%
1323	Green IT	Technical Skills	Environmental	9	3,533	0.238%	136	0.190%	-0.048%	-20.159%
893	Guidance systems	Technical Skills	Hardware	1	68	0.005%	1	0.001%	-0.003%	-69.499%
1371	Hacking	Technical Skills	Information mgmt	5	7,414	0.500%	610	0.853%	0.353%	70.650%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	116	0.008%	13	0.018%	0.010%	132.442%
1277	Hardware Design	Technical Skills	Hardware	20	6,589	0.444%	487	0.681%	0.237%	53.299%
1278	Hardware Testing	Technical Skills	Hardware	4	1,828	0.123%	91	0.127%	0.004%	3.251%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	768	0.052%	135	0.189%	0.137%	264.587%
492	Helpdesk or call center	Technical Skills	Business applications	2	146,745	9.889%	4,821	6.738%	-3.151%	-31.860%
1377	Homeland Security	Technical Skills	Information mgmt	1	58,142	3.918%	1,917	2.679%	-1.239%	-31.615%
114	IBM databases	Technical Skills	Information mgmt	2	31,040	2.092%	845	1.181%	-0.911%	-43.537%
121	IBM operating systems	Technical Skills	Business applications	4	30,403	2.049%	562	0.786%	-1.263%	-61.660%
898	Image capture devices	Technical Skills	Hardware	9	7,047	0.475%	780	1.090%	0.615%	129.572%
524	Industrial control software	Technical Skills	Business applications	3	5,177	0.349%	540	0.755%	0.406%	116.344%
975	Information retrieval or search software	Technical Skills	Information mgmt	5	15,939	1.074%	902	1.261%	0.187%	17.375%
1375	Information Security	Technical Skills	Information mgmt	3	75,169	5.066%	6,895	9.637%	4.572%	90.250%
899	Infrared	Technical Skills	Hardware	1	3,037	0.205%	81	0.113%	-0.091%	-44.682%
1180	Installation	Technical Skills	Software development	1	126,444	8.521%	7,653	10.697%	2.176%	25.534%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	185	0.012%	13	0.018%	0.006%	45.747%
536	Internet browser software	Technical Skills	Business applications	4	7,401	0.499%	613	0.857%	0.358%	71.790%
1393	Intrusion Detection	Technical Skills	Information mgmt	1	18,737	1.263%	1,170	1.635%	0.373%	29.513%
541	Inventory management software	Technical Skills	Business applications	3	7,290	0.491%	746	1.043%	0.551%	112.246%
1414	ISO 9000	Technical Skills	Software development	1	1,632	0.110%	59	0.082%	-0.028%	-25.017%
73	IT Architecture/Standards	Technical Skills	Hardware	2	17,682	1.192%	933	1.304%	0.112%	9.441%
1357	Java ME	Technical Skills	Mobile Platforms	2	399	0.027%	1	0.001%	-0.025%	-94.802%
1035	Kernel	Technical Skills	Network	1	4,787	0.323%	87	0.122%	-0.201%	-62.305%
907	Lasers	Technical Skills	Hardware	1	369	0.025%	66	0.092%	0.067%	270.976%
1038	License management software	Technical Skills	Network	1	1,064	0.072%	125	0.175%	0.103%	143.667%
1361	LinkedIn	Technical Skills	Social Networking	1	14,851	1.001%	1,052	1.470%	0.470%	46.923%
908	Mainframe computers	Technical Skills	Hardware	2	68,063	4.587%	1,261	1.763%	-2.824%	-61.573%
124	Mainframe operating systems	Technical Skills	Business applications	8	21,378	1.441%	1,149	1.606%	0.165%	11.476%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	9	30,213	2.036%	1,176	1.644%	-0.392%	-19.269%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	7,656	0.516%	293	0.410%	-0.106%	-20.623%
1281	Medical software	Technical Skills	Business applications	9	12,491	0.842%	897	1.254%	0.412%	48.944%
115	Microsoft databases	Technical Skills	Information mgmt	5	160,609	10.823%	5,133	7.174%	-3.649%	-33.713%
119	Microsoft operating systems	Technical Skills	Business applications	4	245,377	16.536%	12,018	16.798%	0.262%	1.584%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	3,563	0.240%	136	0.190%	-0.050%	-20.832%
625	Multimedia	Technical Skills	Business applications	1	124,179	8.368%	536	0.749%	-7.619%	-91.047%
1362	MySpace	Technical Skills	Social Networking	1	654	0.044%	2	0.003%	-0.041%	-93.657%
74	Network administration	Technical Skills	Hardware	17	172,258	11.608%	7,870	11.000%	-0.608%	-5.240%
1282	Network Administration software	Technical Skills	Network	18	82,358	5.550%	5,413	7.566%	2.016%	36.320%
1283	Network Hardware	Technical Skills	Network	11	56,022	3.775%	2,893	4.044%	0.268%	7.107%
1284	Network Monitoring software	Technical Skills	Network	15	33,744	2.274%	2,153	3.009%	0.735%	32.335%
1059	Network operation system software (NOS)	Technical Skills	Network	2	2,944	0.198%	71	0.099%	-0.099%	-49.979%
1122	Network security	Technical Skills	Security	1	45,643	3.076%	2,383	3.331%	0.255%	8.288%
1369	Network Security	Technical Skills	Information mgmt	1	7,483	0.504%	380	0.531%	0.027%	5.326%
1285	Network Security software	Technical Skills	Security	36	113,989	7.682%	8,522	11.911%	4.230%	55.063%
1286	Network software	Technical Skills	Network	6	20,900	1.408%	1,059	1.480%	0.072%	5.094%
1287	Network Testing	Technical Skills	Network	11	27,437	1.849%	962	1.345%	-0.504%	-27.278%
1065	Novell network software	Technical Skills	Network	2	1,792	0.121%	24	0.034%	-0.087%	-72.222%
643	Oberon	Technical Skills	Business applications	1	187	0.013%	6	0.008%	-0.004%	-33.451%
1413	Object Oriented Design	Technical Skills	Software development	2	18,460	1.244%	324	0.453%	-0.791%	-63.597%
41	Object Oriented Programming	Technical Skills	Software development	5	88,724	5.979%	2,012	2.812%	-3.167%	-52.966%
1288	Office Applications	Technical Skills	Business applications	13	262,424	17.684%	18,732	26.182%	8.497%	48.050%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	11,094	0.748%	207	0.289%	-0.458%	-61.300%
116	Open-source databases	Technical Skills	Information mgmt	4	43,232	2.913%	1,419	1.983%	-0.930%	-31.922%
118	Open-source operating systems	Technical Skills	Business applications	8	143,799	9.690%	6,711	9.380%	-0.310%	-3.203%
56	Operating Systems	Technical Skills	Business applications	3	111,441	7.510%	7,846	10.966%	3.457%	46.027%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	902	0.061%	76	0.106%	0.045%	74.757%
117	Oracle databases	Technical Skills	Information mgmt	1	238,074	16.043%	6,016	8.409%	-7.635%	-47.589%
1354	Palm OS	Technical Skills	Mobile Platforms	3	283	0.019%	1	0.001%	-0.018%	-92.671%
1376	Penetration Testing	Technical Skills	Information mgmt	5	48,725	3.284%	4,717	6.593%	3.309%	100.790%
1289	Physical Tools	Technical Skills	Hardware	1	66	0.004%	15	0.021%	0.017%	371.385%
683	Point of sale (POS)	Technical Skills	Business applications	3	8,043	0.542%	570	0.797%	0.255%	46.989%
686	Polka	Technical Skills	Business applications	1	15	0.001%	13	0.018%	0.017%	1,697.549%
931	Printers	Technical Skills	Hardware	3	18,154	1.223%	2,317	3.238%	2.015%	164.717%
43	Programming	Technical Skills	Software development	1	245,132	16.519%	9,852	13.770%	-2.749%	-16.641%
700	Provisioning	Technical Skills	Business applications	1	19,898	1.341%	1,362	1.904%	0.563%	41.970%
1405	Rapid Application Development	Technical Skills	Software development	2	6,617	0.446%	170	0.238%	-0.208%	-46.714%
1258	Rate Control	Technical Skills	Technical applications	1	12	0.001%	0	0.000%	-0.001%	-100.000%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	13,284	0.895%	118	0.165%	-0.730%	-81.576%
1077	Remote control software	Technical Skills	Network	2	2,222	0.150%	171	0.239%	0.089%	59.618%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	908	0.061%	48	0.067%	0.006%	9.644%
1379	Risk Analysis	Technical Skills	Information mgmt	1	10,245	0.690%	794	1.110%	0.419%	60.745%
1262	Robotics	Technical Skills	Hardware	3	3,550	0.239%	575	0.804%	0.564%	235.945%
1318	RSA	Technical Skills	Security	1	5,396	0.364%	247	0.345%	-0.018%	-5.059%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	17,093	1.152%	848	1.185%	0.033%	2.898%
44	SDLC	Technical Skills	Software development	7	153,036	10.313%	6,583	9.201%	-1.112%	-10.781%
1132	Secure shell (SSH)	Technical Skills	Security	1	103	0.007%	1	0.001%	-0.006%	-79.863%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	16,981	1.144%	625	0.874%	-0.271%	-23.661%
76	Security	Technical Skills	Hardware	4	1,095,837	73.847%	32,444	45.347%	-28.500%	-38.593%
1382	Security Audit	Technical Skills	Information mgmt	1	1,766	0.119%	106	0.148%	0.029%	24.493%
1315	Security Clearance	Technical Skills	Misc	2	132,653	8.939%	8,551	11.952%	3.012%	33.699%
1381	Security Plan	Technical Skills	Information mgmt	1	2,030	0.137%	247	0.345%	0.208%	152.365%
1380	Security Policy	Technical Skills	Information mgmt	2	30,469	2.053%	2,949	4.122%	2.069%	100.745%
1135	Security testing software	Technical Skills	Security	1	4,026	0.271%	529	0.739%	0.468%	172.528%
60	Sharepoint Server	Technical Skills	Business applications	1	5,159	0.348%	95	0.133%	-0.215%	-61.807%
1084	Signal generators	Technical Skills	Network	1	280	0.019%	20	0.028%	0.009%	48.150%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	10,256	0.691%	298	0.417%	-0.275%	-39.735%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	31,846	2.146%	1,304	1.823%	-0.323%	-15.072%
1220	Simulation software	Technical Skills	Software development	5	16,088	1.084%	1,704	2.382%	1.298%	119.683%
1366	Social Network	Technical Skills	Social Networking	1	2,713	0.183%	39	0.055%	-0.128%	-70.184%
1358	Social Networking	Technical Skills	Social Networking	1	6,443	0.434%	96	0.134%	-0.300%	-69.096%
42	Software Development	Technical Skills	Software development	2	364,275	24.548%	9,318	13.024%	-11.524%	-46.946%
1291	Software Development software	Technical Skills	Software development	3	2,358	0.159%	27	0.038%	-0.121%	-76.251%
1309	Software Engineering	Technical Skills	Software development	1	213,565	14.392%	3,475	4.857%	-9.535%	-66.252%
1292	Software Installation	Technical Skills	Software development	4	147,615	9.948%	8,632	12.065%	2.117%	21.286%
1223	Software libraries	Technical Skills	Software development	1	218	0.015%	26	0.036%	0.022%	147.369%
1293	Software Maintenance	Technical Skills	Software development	1	6,697	0.451%	192	0.268%	-0.183%	-40.537%
1294	Software Testing	Technical Skills	Software development	14	123,127	8.297%	7,234	10.111%	1.814%	21.858%
1225	Source code management (SCM)	Technical Skills	Software development	5	33,358	2.248%	1,468	2.052%	-0.196%	-8.724%
1229	Static analysis software	Technical Skills	Software development	1	619	0.042%	36	0.050%	0.009%	20.626%
772	Statistical analysis software	Technical Skills	Business applications	26	124,196	8.369%	6,803	9.509%	1.139%	13.611%
774	Statistical software	Technical Skills	Business applications	1	41,274	2.781%	2,663	3.722%	0.941%	33.821%
1230	Stress testing software	Technical Skills	Software development	1	2,363	0.159%	100	0.140%	-0.019%	-12.226%
122	Sun operating systems	Technical Skills	Business applications	3	45,142	3.042%	960	1.342%	-1.700%	-55.892%
939	Surveillance systems	Technical Skills	Hardware	5	15,596	1.051%	1,465	2.048%	0.997%	94.829%
791	Symantec software	Technical Skills	Business applications	1	11,191	0.754%	401	0.560%	-0.194%	-25.680%
1355	Symbian	Technical Skills	Mobile Platforms	1	20	0.001%	0	0.000%	-0.001%	-100.000%
1310	System Administration	Technical Skills	Network	4	93,487	6.300%	5,292	7.397%	1.097%	17.408%
45	System Testing	Technical Skills	Software development	5	23,269	1.568%	1,371	1.916%	0.348%	22.205%
46	Systems Analysis	Technical Skills	Software development	8	117,916	7.946%	6,436	8.996%	1.049%	13.207%
47	Systems Design	Technical Skills	Software development	1	18,136	1.222%	1,100	1.537%	0.315%	25.800%
1233	Systems Evaluation	Technical Skills	Software development	1	459	0.031%	44	0.061%	0.031%	98.824%
1234	Systems integration	Technical Skills	Software development	8	92,450	6.230%	1,721	2.405%	-3.825%	-61.390%
75	TCP/IP	Technical Skills	Hardware	3	62,093	4.184%	2,555	3.571%	-0.613%	-14.655%
1235	Technology Design	Technical Skills	Software development	1	1,847	0.124%	111	0.155%	0.031%	24.648%
1236	Templates	Technical Skills	Software development	1	23,965	1.615%	1,515	2.118%	0.503%	31.118%
1239	Test implementation	Technical Skills	Software development	1	386	0.026%	67	0.094%	0.068%	260.011%
1302	Testing	Technical Skills	Software development	1	375,186	25.283%	21,194	29.623%	4.340%	17.164%
1297	Training software	Technical Skills	Business applications	3	2,294	0.155%	138	0.193%	0.038%	24.771%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,247	0.151%	66	0.092%	-0.059%	-39.079%
1360	Twitter	Technical Skills	Social Networking	1	25,796	1.738%	1,026	1.434%	-0.304%	-17.506%
1411	Unified Process	Technical Skills	Software development	1	3,242	0.218%	30	0.042%	-0.177%	-80.807%
123	UNIX operating systems	Technical Skills	Business applications	5	184,280	12.418%	3,820	5.339%	-7.079%	-57.005%
1298	UNIX Shells	Technical Skills	Business applications	4	31,114	2.097%	977	1.366%	-0.731%	-34.872%
1410	Use Case	Technical Skills	Software development	1	9,931	0.669%	448	0.626%	-0.043%	-6.435%
48	User-Interface Design	Technical Skills	Software development	2	91,806	6.187%	1,804	2.521%	-3.665%	-59.244%
836	Video creation and editing software	Technical Skills	Business applications	3	1,946	0.131%	79	0.110%	-0.021%	-15.800%
64	Visual Studio	Technical Skills	Software development	1	33,418	2.252%	1,051	1.469%	-0.783%	-34.769%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,471	0.167%	66	0.092%	-0.074%	-44.601%
77	Voice/Data Telecom	Technical Skills	Hardware	10	167,376	11.279%	5,131	7.172%	-4.108%	-36.418%
1299	Web Application Server	Technical Skills	Business applications	8	54,422	3.667%	989	1.382%	-2.285%	-62.308%
1248	Web platform development software	Technical Skills	Software development	5	2,973	0.200%	9	0.013%	-0.188%	-93.721%
65	web programmer	Technical Skills	Software development	4	58,692	3.955%	555	0.776%	-3.179%	-80.387%
58	Web servers	Technical Skills	Business applications	6	74,364	5.011%	2,057	2.875%	-2.136%	-42.628%
49	Web-based Application Development	Technical Skills	Software development	2	53,318	3.593%	1,411	1.972%	-1.621%	-45.111%
1356	Windows CE	Technical Skills	Mobile Platforms	4	4,189	0.282%	23	0.032%	-0.250%	-88.612%
1102	Wireless	Technical Skills	Network	5	49,401	3.329%	2,816	3.936%	0.607%	18.229%
1363	YouTube	Technical Skills	Social Networking	2	1,306	0.088%	350	0.489%	0.401%	455.845%
79	.NET	Programming Skills	Current	1	145,479	9.804%	3,029	4.234%	-5.570%	-56.816%
208	A mathematical programming language (AMPL)	Programming Skills	Legacy	1	42	0.003%	3	0.004%	0.001%	48.150%
209	A programming language (APL)	Programming Skills	Legacy	2	1,706	0.115%	137	0.191%	0.077%	66.560%
99	Ada	Programming Skills	Legacy	1	5,259	0.354%	1,064	1.487%	1.133%	319.631%
80	AJAX	Programming Skills	Current	1	47,553	3.205%	592	0.827%	-2.377%	-74.179%
210	Algorithmic language (ALGOL)	Programming Skills	Legacy	1	52	0.004%	1	0.001%	-0.002%	-60.114%
192	Apple AppleScript	Programming Skills	Current	1	150	0.010%	8	0.011%	0.001%	10.618%
81	ASP	Programming Skills	Current	2	77,355	5.213%	1,608	2.248%	-2.965%	-56.885%
108	Assembly	Programming Skills	Legacy	2	1,654	0.111%	34	0.048%	-0.064%	-57.364%
211	AWK	Programming Skills	Legacy	1	1,535	0.103%	29	0.041%	-0.063%	-60.815%
212	B	Programming Skills	Legacy	1	18,648	1.257%	1,015	1.419%	0.162%	12.892%
83	C#	Programming Skills	Current	2	125,966	8.489%	2,927	4.091%	-4.398%	-51.805%
82	C/C++	Programming Skills	Current	3	149,409	10.068%	3,918	5.476%	-4.592%	-45.610%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	69,548	4.687%	2,456	3.433%	-1.254%	-26.756%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	394	0.027%	11	0.015%	-0.011%	-42.094%
84	CGI	Programming Skills	Current	2	13,532	0.912%	474	0.663%	-0.249%	-27.348%
217	Clipper	Programming Skills	Legacy	1	143	0.010%	5	0.007%	-0.003%	-27.479%
218	CLU	Programming Skills	Legacy	1	147	0.010%	4	0.006%	-0.004%	-43.562%
100	Cobol	Programming Skills	Legacy	1	10,085	0.680%	294	0.411%	-0.269%	-39.536%
85	ColdFusion	Programming Skills	Current	2	7,298	0.492%	137	0.191%	-0.300%	-61.065%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	142	0.010%	6	0.008%	-0.001%	-12.362%
195	Component object model (COM)	Programming Skills	Current	1	52	0.004%	1	0.001%	-0.002%	-60.114%
125	Database programming	Programming Skills	Current	3	21,294	1.435%	418	0.584%	-0.851%	-59.286%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	959	0.065%	9	0.013%	-0.052%	-80.535%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	4,396	0.296%	45	0.063%	-0.233%	-78.768%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	2,114	0.142%	74	0.103%	-0.039%	-27.397%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	8,866	0.597%	130	0.182%	-0.416%	-69.588%
109	Forth	Programming Skills	Legacy	1	5,610	0.378%	875	1.223%	0.845%	223.500%
102	Fortran	Programming Skills	Legacy	1	964	0.065%	41	0.057%	-0.008%	-11.786%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	204,754	13.798%	4,340	6.066%	-7.732%	-56.037%
222	J	Programming Skills	Legacy	1	5,860	0.395%	354	0.495%	0.100%	25.295%
87	Java/J2EE/J2P	Programming Skills	Current	4	226,524	15.265%	6,173	8.628%	-6.637%	-43.479%
97	JavaScript	Programming Skills	Current	3	103,639	6.984%	3,907	5.461%	-1.523%	-21.810%
89	JavaServer Faces	Programming Skills	Current	3	8,825	0.595%	106	0.148%	-0.447%	-75.087%
88	JavaServer Pages	Programming Skills	Current	3	34,392	2.318%	436	0.609%	-1.708%	-73.706%
223	Job control language (JCL)	Programming Skills	Legacy	2	8,353	0.563%	177	0.247%	-0.316%	-56.050%
126	LAMP	Programming Skills	Current	1	10,041	0.677%	102	0.143%	-0.534%	-78.931%
104	Lisp	Programming Skills	Legacy	1	512	0.035%	16	0.022%	-0.012%	-35.185%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	583	0.039%	58	0.081%	0.042%	106.342%
201	Microsoft ActiveX	Programming Skills	Current	1	973	0.066%	7	0.010%	-0.056%	-85.078%
107	Pascal	Programming Skills	Legacy	1	410	0.028%	14	0.020%	-0.008%	-29.177%
90	Perl	Programming Skills	Current	1	53,904	3.633%	1,473	2.059%	-1.574%	-43.323%
91	PHP	Programming Skills	Current	1	36,353	2.450%	1,026	1.434%	-1.016%	-41.462%
103	PL/1	Programming Skills	Legacy	3	206	0.014%	11	0.015%	0.001%	10.753%
105	Prolog	Programming Skills	Legacy	1	693	0.047%	22	0.031%	-0.016%	-34.156%
95	Python	Programming Skills	Current	1	34,767	2.343%	3,709	5.184%	2.841%	121.268%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	14,774	0.996%	25	0.035%	-0.961%	-96.490%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	240	0.016%	16	0.022%	0.006%	38.273%
206	Scripting languages	Programming Skills	Current	1	15,674	1.056%	1,085	1.517%	0.460%	43.575%
101	Smalltalk	Programming Skills	Legacy	1	179	0.012%	2	0.003%	-0.009%	-76.826%
92	SQL	Programming Skills	Current	3	353,109	23.795%	11,740	16.409%	-7.386%	-31.041%
110	TCL	Programming Skills	Legacy	1	1,958	0.132%	54	0.075%	-0.056%	-42.798%
98	Unified Modeling Language	Programming Skills	Current	2	27,777	1.872%	392	0.548%	-1.324%	-70.730%
93	Visual Basic	Programming Skills	Current	6	71,296	4.805%	1,686	2.357%	-2.448%	-50.952%
207	Web service definition language (WSDL)	Programming Skills	Current	2	7,487	0.505%	201	0.281%	-0.224%	-44.318%
94	XML	Programming Skills	Current	2	112,720	7.596%	2,274	3.178%	-4.418%	-58.157%
1342	Computer Science	Majors	Computer Science	2	492,208	33.169%	27,702	38.719%	5.550%	16.732%
1344	Information Technology	Majors	Information Technology	3	1,483,932	100.000%	71,546	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	291,099	19.617%	19,109	26.709%	7.092%	36.153%

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