
	DOGS-IT.org Skill Frequencies: April, 2007 through 2012-04-10

All Degrees

All Degree Programs	2012-04-10	Jobs Found:	2,706,508	Click on column headings to sort

Skill ID	Skill Name	Primary Category	Secondary Category	Number of Synonyms	Occurrences	Frequency	Last 2 years Occurrences	Last 2 years Frequency	Last 2 years Growth/Decline	Movement
252	Analytical Thinking	Soft Skills	Problem-solving skills	1	5,578	0.206%	1,563	0.238%	0.031%	15.275%
2	Attention to Details	Soft Skills	Problem-solving skills	1	8,566	0.316%	2,078	0.316%	-0.001%	-0.202%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	13,100	0.484%	3,204	0.487%	0.003%	0.618%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,931	0.773%	3,374	0.513%	-0.261%	-33.685%
3	Creativity	Soft Skills	Problem-solving skills	3	72,400	2.675%	17,133	2.604%	-0.071%	-2.647%
4	Critical thinking	Soft Skills	Problem-solving skills	3	24,818	0.917%	7,223	1.098%	0.181%	19.731%
1300	Flexibility	Soft Skills	Work ethic	1	129,496	4.785%	40,068	6.090%	1.306%	27.291%
232	Independence	Soft Skills	Interpersonal skills	1	12,368	0.457%	3,691	0.561%	0.104%	22.772%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	300,359	11.098%	66,441	10.099%	-0.999%	-8.998%
256	Innovation	Soft Skills	Problem-solving skills	1	155,962	5.762%	45,676	6.943%	1.180%	20.483%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,231	9.430%	62,508	9.501%	0.071%	0.753%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,425	0.053%	273	0.041%	-0.011%	-21.186%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	154,363	5.703%	40,841	6.208%	0.504%	8.845%
10	Leadership	Soft Skills	Interpersonal skills	1	524,395	19.375%	125,434	19.066%	-0.309%	-1.596%
258	Learning	Soft Skills	Problem-solving skills	1	218,658	8.079%	80,603	12.252%	4.173%	51.649%
1	Learning Ability	Soft Skills	Problem-solving skills	3	39,358	1.454%	10,593	1.610%	0.156%	10.724%
236	Listening	Soft Skills	Language skills	1	63,927	2.362%	36,889	5.607%	3.245%	137.393%
260	Mathematics	Soft Skills	Problem-solving skills	3	137,130	5.067%	25,433	3.866%	-1.201%	-23.701%
18	Negotiation Skills	Soft Skills	Language skills	1	23,100	0.853%	5,919	0.900%	0.046%	5.412%
262	Optimization	Soft Skills	Problem-solving skills	1	117,347	4.336%	29,926	4.549%	0.213%	4.914%
19	Oral Communications	Soft Skills	Language skills	2	40,131	1.483%	10,028	1.524%	0.042%	2.799%
273	Persistence	Soft Skills	Work ethic	1	8,155	0.301%	2,515	0.382%	0.081%	26.873%
239	Persuasion	Soft Skills	Language skills	1	3,671	0.136%	908	0.138%	0.002%	1.755%
1301	Physical Skill	Soft Skills	Work ethic	2	2,277	0.084%	523	0.079%	-0.005%	-5.508%
240	Presentations	Soft Skills	Language skills	1	127,015	4.693%	27,306	4.151%	-0.542%	-11.558%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	419,989	15.518%	111,944	17.016%	1.498%	9.652%
20	Questioning skills	Soft Skills	Language skills	1	523	0.019%	198	0.030%	0.011%	55.746%
241	Reading Comprehension	Soft Skills	Language skills	1	582	0.022%	164	0.025%	0.003%	15.925%
6	Research skills	Soft Skills	Problem-solving skills	1	4,605	0.170%	824	0.125%	-0.045%	-26.387%
15	Responsibility	Soft Skills	Work ethic	2	249,462	9.217%	54,809	8.331%	-0.886%	-9.614%
234	Self Control	Soft Skills	Interpersonal skills	1	198	0.007%	67	0.010%	0.003%	39.208%
16	Self-management	Soft Skills	Work ethic	1	2,442	0.090%	550	0.084%	-0.007%	-7.344%
250	Stress Tolerance	Soft Skills	Physical skills	1	262	0.010%	146	0.022%	0.013%	129.248%
12	Teamwork	Soft Skills	Interpersonal skills	1	103,232	3.814%	23,355	3.550%	-0.264%	-6.928%
17	Time Management	Soft Skills	Work ethic	2	80,681	2.981%	21,181	3.220%	0.239%	8.002%
268	Visualization	Soft Skills	Problem-solving skills	1	18,816	0.695%	3,952	0.601%	-0.095%	-13.594%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,010	0.037%	372	0.057%	0.019%	51.522%
21	Written Communications	Soft Skills	Language skills	3	385,930	14.259%	82,731	12.575%	-1.684%	-11.811%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	225,720	8.340%	109,668	16.670%	8.330%	99.878%
172	Account management	Business Skills	Management skills	1	29,677	1.097%	6,397	0.972%	-0.124%	-11.323%
22	Accounting	Business Skills	Business processes	4	404,698	14.953%	129,098	19.623%	4.670%	31.233%
1263	Accounting software	Business Skills	Business processes	7	51,570	1.905%	32,168	4.890%	2.984%	156.615%
174	Administration	Business Skills	Management skills	3	712,094	26.310%	213,433	32.442%	6.132%	23.305%
1313	Analyst	Business Skills	Project management	1	457,036	16.887%	119,315	18.136%	1.249%	7.399%
175	Application management	Business Skills	Management skills	5	171,951	6.353%	42,384	6.442%	0.089%	1.403%
150	Asset management	Business Skills	Business processes	1	34,861	1.288%	7,444	1.131%	-0.157%	-12.154%
151	Auditing	Business Skills	Business processes	4	172,719	6.382%	57,248	8.702%	2.320%	36.356%
1264	Auditing software	Business Skills	Business processes	1	194	0.007%	34	0.005%	-0.002%	-27.901%
152	Billing	Business Skills	Business processes	1	87,973	3.250%	39,201	5.959%	2.708%	83.317%
1314	Business Analyst	Business Skills	Project management	1	171,631	6.341%	78,363	11.911%	5.570%	87.832%
35	Business Intelligence	Business Skills	Strategy skills	1	101,416	3.747%	26,872	4.085%	0.337%	9.005%
155	Business performance management (BPM)	Business Skills	Business processes	2	14,097	0.521%	4,274	0.650%	0.129%	24.728%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	51,843	1.915%	4,066	0.618%	-1.297%	-67.735%
36	Business Strategy	Business Skills	Strategy skills	3	482,151	17.815%	105,270	16.001%	-1.813%	-10.179%
182	Calendar and scheduling	Business Skills	Project management	3	109,829	4.058%	20,719	3.149%	-0.909%	-22.392%
156	Capacity planning	Business Skills	Business processes	1	50,583	1.869%	13,346	2.029%	0.160%	8.543%
28	Change Management	Business Skills	Management skills	1	90,007	3.326%	24,906	3.786%	0.460%	13.837%
24	Contracting and legal	Business Skills	Business processes	2	210,505	7.778%	65,027	9.884%	2.106%	27.083%
176	Coordination	Business Skills	Management skills	1	122,226	4.516%	26,001	3.952%	-0.564%	-12.485%
157	Cost accounting	Business Skills	Business processes	1	5,079	0.188%	616	0.094%	-0.094%	-50.105%
158	Cost estimation	Business Skills	Business processes	1	2,258	0.083%	428	0.065%	-0.018%	-22.022%
1312	Customer Support	Business Skills	Business processes	6	531,258	19.629%	152,266	23.145%	3.516%	17.910%
1339	Education	Business Skills	Industry Segment	1	24,280	0.897%	4,800	0.730%	-0.167%	-18.671%
1333	Energy	Business Skills	Industry Segment	1	127,468	4.710%	28,592	4.346%	-0.364%	-7.722%
1340	Entertainment	Business Skills	Industry Segment	1	194,014	7.168%	98,358	14.950%	7.782%	108.560%
1319	Environmental	Business Skills	Environmental	13	133,836	4.945%	55,232	8.395%	3.450%	69.775%
1320	Environmental Strategy	Business Skills	Environmental	5	7,194	0.266%	2,666	0.405%	0.139%	52.456%
161	Financial	Business Skills	Business processes	2	717,173	26.498%	206,416	31.375%	4.877%	18.406%
1275	Financial Analysis software	Business Skills	Business processes	6	3,532	0.131%	418	0.064%	-0.067%	-51.313%
1332	Health Care	Business Skills	Industry Segment	2	491,934	18.176%	156,580	23.800%	5.624%	30.944%
177	Human resources	Business Skills	Management skills	2	282,058	10.421%	114,094	17.342%	6.921%	66.410%
1336	Insurance	Business Skills	Industry Segment	1	13,640	0.504%	3,254	0.495%	-0.009%	-1.857%
1316	Managing/Supervision	Business Skills	Management skills	5	1,179,252	43.571%	286,329	43.522%	-0.049%	-0.112%
1334	Manufacturing	Business Skills	Industry Segment	2	285,320	10.542%	85,803	13.042%	2.500%	23.716%
26	Marketing	Business Skills	Business processes	1	419,872	15.513%	143,203	21.767%	6.254%	40.310%
185	Monitoring	Business Skills	Project management	1	265,177	9.798%	65,335	9.931%	0.133%	1.360%
179	Negotiation	Business Skills	Management skills	1	89,592	3.310%	20,934	3.182%	-0.128%	-3.875%
163	Operation and Control	Business Skills	Business processes	2	1,546	0.057%	216	0.033%	-0.024%	-42.522%
29	Outsourcing Management	Business Skills	Management skills	3	110,099	4.068%	14,192	2.157%	-1.911%	-46.971%
167	Procurement	Business Skills	Business processes	1	91,859	3.394%	39,448	5.996%	2.602%	76.668%
1290	Project Management software	Business Skills	Project management	2	71,037	2.625%	16,439	2.499%	-0.126%	-4.798%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	461,242	17.042%	106,452	16.181%	-0.861%	-5.053%
168	Quality	Business Skills	Business processes	1	732,939	27.081%	198,852	30.226%	3.145%	11.614%
1337	Real Estate	Business Skills	Industry Segment	2	172,850	6.386%	96,075	14.603%	8.217%	128.663%
1335	Retail	Business Skills	Industry Segment	2	629,664	23.265%	203,613	30.949%	7.684%	33.031%
34	Risk Management	Business Skills	Project management	1	74,048	2.736%	15,204	2.311%	-0.425%	-15.531%
169	Service Orientation	Business Skills	Business processes	1	18,126	0.670%	4,677	0.711%	0.041%	6.150%
27	Supply Chain Management	Business Skills	Business processes	3	115,609	4.272%	45,030	6.845%	2.573%	60.238%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,902	0.218%	1,064	0.162%	-0.056%	-25.835%
178	Teaching	Business Skills	Management skills	7	240,633	8.891%	106,700	16.218%	7.328%	82.416%
190	Timekeeping	Business Skills	Project management	3	92,850	3.431%	35,438	5.387%	1.956%	57.015%
1296	Timekeeping software	Business Skills	Project management	1	2,914	0.108%	705	0.107%	-0.001%	-0.470%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,467	0.128%	603	0.092%	-0.036%	-28.449%
180	Troubleshooting	Business Skills	Management skills	1	301,925	11.156%	80,070	12.171%	1.015%	9.100%
181	Verification	Business Skills	Management skills	1	73,959	2.733%	15,351	2.333%	-0.399%	-14.611%
1338	Waste Management	Business Skills	Industry Segment	1	3,232	0.119%	393	0.060%	-0.060%	-49.976%
191	Workflow	Business Skills	Project management	1	106,619	3.939%	27,279	4.146%	0.207%	5.256%
31	Working Globally	Business Skills	Management skills	3	20,640	0.763%	3,382	0.514%	-0.249%	-32.591%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,102	0.152%	1,017	0.155%	0.003%	1.995%
51	4GL	Technical Skills	Software development	3	4,600	0.170%	598	0.091%	-0.079%	-46.519%
987	Access servers & software	Technical Skills	Network	10	73,736	2.724%	18,672	2.838%	0.114%	4.176%
38	Agile Development Methods	Technical Skills	Software development	3	46,691	1.725%	18,281	2.779%	1.054%	61.073%
304	Algorithmic software	Technical Skills	Business applications	1	100	0.004%	10	0.002%	-0.002%	-58.861%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,307	0.122%	604	0.092%	-0.030%	-24.862%
1352	Android	Technical Skills	Mobile Platforms	1	15,534	0.574%	11,925	1.813%	1.239%	215.813%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	18,174	0.671%	11,570	1.759%	1.087%	161.901%
120	Apple operating systems	Technical Skills	Business applications	6	50,379	1.861%	15,061	2.289%	0.428%	22.987%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	41,487	1.533%	30,386	4.619%	3.086%	201.312%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	119	0.004%	8	0.001%	-0.003%	-72.343%
1265	Backup & Recovery	Technical Skills	Technical applications	16	203,681	7.526%	47,616	7.238%	-0.288%	-3.826%
1353	Blackberry	Technical Skills	Mobile Platforms	2	21,958	0.811%	7,580	1.152%	0.341%	42.014%
336	Borland Delphi	Technical Skills	Business applications	1	4,181	0.154%	786	0.119%	-0.035%	-22.661%
337	Borland JBuilder	Technical Skills	Business applications	1	3,733	0.138%	391	0.059%	-0.078%	-56.910%
338	Borland Paradox	Technical Skills	Business applications	1	274	0.010%	47	0.007%	-0.003%	-29.433%
72	Business Continuity Planning	Technical Skills	Hardware	2	49,763	1.839%	7,294	1.109%	-0.730%	-39.700%
352	Cadence Opus	Technical Skills	Business applications	1	1,402	0.052%	556	0.085%	0.033%	63.148%
868	Calculators	Technical Skills	Hardware	1	2,987	0.110%	106	0.016%	-0.094%	-85.401%
39	CASE Tools	Technical Skills	Software development	1	153,347	5.666%	53,406	8.118%	2.452%	43.275%
367	Categorization or classification software	Technical Skills	Business applications	1	10,250	0.379%	2,622	0.399%	0.020%	5.236%
112	Certification	Technical Skills	Misc	3	490,380	18.119%	133,533	20.297%	2.179%	12.024%
78	Cisco	Technical Skills	Hardware	1	248,063	9.165%	91,344	13.884%	4.719%	51.486%
1009	Cisco Systems IOS	Technical Skills	Network	1	16,928	0.625%	7,941	1.207%	0.582%	92.985%
40	Client-Server	Technical Skills	Software development	1	67,892	2.508%	10,845	1.648%	-0.860%	-34.285%
1011	Cluster server software	Technical Skills	Network	8	37,156	1.373%	10,194	1.549%	0.177%	12.868%
1151	Compatibility testing	Technical Skills	Software development	1	755	0.028%	214	0.033%	0.005%	16.606%
1152	Compilers	Technical Skills	Software development	4	27,821	1.028%	5,219	0.793%	-0.235%	-22.826%
1255	Compliance software	Technical Skills	Technical applications	3	13,312	0.492%	3,967	0.603%	0.111%	22.595%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	60,660	2.241%	32,994	5.015%	2.774%	123.762%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,745	0.175%	1,123	0.171%	-0.005%	-2.636%
875	Computer diagnostics	Technical Skills	Hardware	5	103,407	3.821%	23,686	3.600%	-0.220%	-5.768%
1107	Computer forensics	Technical Skills	Security	1	7,330	0.271%	787	0.120%	-0.151%	-55.830%
1266	Computer Hardware	Technical Skills	Hardware	12	61,969	2.290%	11,155	1.696%	-0.594%	-25.946%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	36,008	1.330%	29,723	4.518%	3.187%	239.585%
1015	Computer servers	Technical Skills	Network	6	235,693	8.708%	58,564	8.902%	0.193%	2.221%
1267	Computer Utilities	Technical Skills	Misc	1	1,344	0.050%	231	0.035%	-0.015%	-29.292%
59	Content Manager	Technical Skills	Business applications	1	3,073	0.114%	579	0.088%	-0.026%	-22.488%
878	Controllers	Technical Skills	Hardware	2	15,272	0.564%	2,994	0.455%	-0.109%	-19.349%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,280	0.084%	440	0.067%	-0.017%	-20.609%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,095	0.410%	1,972	0.300%	-0.110%	-26.880%
53	Customer Relationship Management	Technical Skills	Business applications	9	165,704	6.122%	60,553	9.204%	3.082%	50.334%
953	Data acquisition systems	Technical Skills	Information mgmt	1	13,173	0.487%	2,400	0.365%	-0.122%	-25.048%
955	Data compression software	Technical Skills	Information mgmt	1	8,652	0.320%	2,524	0.384%	0.064%	20.013%
956	Data conversion software	Technical Skills	Information mgmt	1	11,482	0.424%	2,955	0.449%	0.025%	5.875%
958	Data dictionary	Technical Skills	Information mgmt	1	6,663	0.246%	1,969	0.299%	0.053%	21.571%
959	Data entry	Technical Skills	Information mgmt	1	179,969	6.649%	94,961	14.434%	7.785%	117.071%
962	Data mapping	Technical Skills	Information mgmt	1	10,818	0.400%	3,504	0.533%	0.133%	33.251%
67	Data Mining	Technical Skills	Information mgmt	4	77,310	2.856%	39,385	5.987%	3.130%	109.580%
963	Data modeling	Technical Skills	Information mgmt	1	72,880	2.693%	21,422	3.256%	0.563%	20.922%
68	Data Warehousing	Technical Skills	Information mgmt	2	114,621	4.235%	32,376	4.921%	0.686%	16.202%
69	Database Administration	Technical Skills	Information mgmt	12	157,083	5.804%	35,372	5.377%	-0.427%	-7.363%
969	Database design software	Technical Skills	Information mgmt	15	129,307	4.778%	31,681	4.816%	0.038%	0.793%
1268	Database Reporting	Technical Skills	Information mgmt	2	43,542	1.609%	9,334	1.419%	-0.190%	-11.811%
1269	Database Security	Technical Skills	Information mgmt	1	279	0.010%	104	0.016%	0.005%	53.350%
1270	Database Servers	Technical Skills	Information mgmt	3	38,142	1.409%	9,202	1.399%	-0.011%	-0.749%
1271	Database Testing	Technical Skills	Information mgmt	1	1,747	0.065%	484	0.074%	0.009%	13.974%
1160	Debugging	Technical Skills	Software development	7	156,256	5.773%	42,282	6.427%	0.654%	11.320%
418	Desktop publishing software	Technical Skills	Business applications	13	40,706	1.504%	5,338	0.811%	-0.693%	-46.052%
1272	Development Environment	Technical Skills	Software development	13	108,682	4.016%	28,075	4.267%	0.252%	6.272%
1273	Digital Imaging	Technical Skills	Hardware	1	1,967	0.073%	155	0.024%	-0.049%	-67.582%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,370	0.309%	1,367	0.208%	-0.101%	-32.811%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,330	0.308%	1,669	0.254%	-0.054%	-17.574%
1307	Doctor of Philosophy	Technical Skills	Misc	3	145,029	5.359%	33,660	5.116%	-0.242%	-4.520%
973	Document management software	Technical Skills	Information mgmt	4	25,000	0.924%	5,618	0.854%	-0.070%	-7.552%
1020	Domain name system (DNS)	Technical Skills	Network	3	73,816	2.727%	19,495	2.963%	0.236%	8.649%
61	Dreamweaver	Technical Skills	Software development	1	16,147	0.597%	2,814	0.428%	-0.169%	-28.305%
54	DSS/GDSS	Technical Skills	Business applications	5	33,445	1.236%	6,754	1.027%	-0.209%	-16.922%
425	Dynamic modeling software	Technical Skills	Business applications	1	105	0.004%	3	0.000%	-0.003%	-88.246%
62	Eclipse	Technical Skills	Software development	1	45,324	1.675%	13,402	2.037%	0.362%	21.646%
1308	Electronic Commerce	Technical Skills	Business applications	2	106,799	3.946%	30,685	4.664%	0.718%	18.199%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	20,903	0.772%	5,256	0.799%	0.027%	3.443%
1023	Electronic mail software	Technical Skills	Network	8	40,900	1.511%	8,951	1.361%	-0.151%	-9.967%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	127,345	4.705%	29,022	4.411%	-0.294%	-6.244%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	169,454	6.261%	57,019	8.667%	2.406%	38.428%
1321	Environmental Certification	Technical Skills	Environmental	1	192	0.007%	28	0.004%	-0.003%	-40.005%
1328	Environmental Cleanup	Technical Skills	Environmental	1	609	0.023%	393	0.060%	0.037%	165.479%
1329	Environmental Energy	Technical Skills	Environmental	18	8,224	0.304%	1,652	0.251%	-0.053%	-17.362%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	7,195	0.266%	1,307	0.199%	-0.067%	-25.269%
1327	Environmental Pollution	Technical Skills	Environmental	15	37,953	1.402%	30,657	4.660%	3.258%	232.306%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	4,553	0.168%	530	0.081%	-0.088%	-52.111%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	1,192	0.044%	125	0.019%	-0.025%	-56.859%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	48,111	1.778%	14,261	2.168%	0.390%	21.944%
1331	Environmental Science	Technical Skills	Environmental	1	1,118	0.041%	1	0.000%	-0.041%	-99.632%
1322	Environmental Technology	Technical Skills	Environmental	2	551	0.020%	44	0.007%	-0.014%	-67.148%
461	Expert system software	Technical Skills	Business applications	1	968	0.036%	170	0.026%	-0.010%	-27.752%
1359	Facebook	Technical Skills	Social Networking	1	33,973	1.255%	27,431	4.170%	2.914%	232.172%
463	Facilities management software	Technical Skills	Business applications	4	9,603	0.355%	1,225	0.186%	-0.169%	-47.521%
468	Flight control software	Technical Skills	Business applications	1	873	0.032%	48	0.007%	-0.025%	-77.381%
469	Flowchart software	Technical Skills	Business applications	4	6,451	0.238%	1,663	0.253%	0.014%	6.052%
1112	Fraud Detection	Technical Skills	Security	1	12,048	0.445%	2,885	0.439%	-0.007%	-1.489%
63	FrontPage	Technical Skills	Software development	1	3,021	0.112%	264	0.040%	-0.071%	-64.049%
475	Fund accounting software	Technical Skills	Business applications	1	1,419	0.052%	289	0.044%	-0.009%	-16.214%
1260	Gaming	Technical Skills	Misc	2	49,797	1.840%	13,196	2.006%	0.166%	9.017%
113	Generic databases	Technical Skills	Information mgmt	2	352,875	13.038%	88,798	13.497%	0.459%	3.523%
1365	Google Apps	Technical Skills	Business applications	4	8,445	0.312%	5,121	0.778%	0.466%	149.465%
1364	Google Plus	Technical Skills	Social Networking	1	268	0.010%	268	0.041%	0.031%	311.391%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	170,503	6.300%	56,727	8.623%	2.323%	36.871%
484	Graphic software	Technical Skills	Business applications	15	219,946	8.127%	72,315	10.992%	2.865%	35.259%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	51,103	1.888%	11,041	1.678%	-0.210%	-11.117%
1323	Green IT	Technical Skills	Environmental	8	7,764	0.287%	2,133	0.324%	0.037%	13.021%
893	Guidance systems	Technical Skills	Hardware	1	153	0.006%	45	0.007%	0.001%	20.997%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	804	0.030%	133	0.020%	-0.009%	-31.947%
1277	Hardware Design	Technical Skills	Hardware	19	20,089	0.742%	4,055	0.616%	-0.126%	-16.960%
1278	Hardware Testing	Technical Skills	Hardware	4	7,823	0.289%	1,366	0.208%	-0.081%	-28.166%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,213	0.045%	335	0.051%	0.006%	13.616%
492	Helpdesk or call center	Technical Skills	Business applications	2	180,000	6.651%	64,515	9.806%	3.156%	47.449%
114	IBM databases	Technical Skills	Information mgmt	2	67,283	2.486%	17,230	2.619%	0.133%	5.350%
121	IBM operating systems	Technical Skills	Business applications	4	60,305	2.228%	11,456	1.741%	-0.487%	-21.849%
898	Image capture devices	Technical Skills	Hardware	8	11,599	0.429%	1,866	0.284%	-0.145%	-33.817%
524	Industrial control software	Technical Skills	Business applications	3	10,755	0.397%	1,574	0.239%	-0.158%	-39.793%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	33,974	1.255%	10,158	1.544%	0.289%	23.003%
899	Infrared	Technical Skills	Hardware	1	4,495	0.166%	149	0.023%	-0.143%	-86.363%
1180	Installation	Technical Skills	Software development	1	225,658	8.338%	47,392	7.204%	-1.134%	-13.601%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,056	0.039%	132	0.020%	-0.019%	-48.576%
536	Internet browser software	Technical Skills	Business applications	4	16,556	0.612%	2,653	0.403%	-0.208%	-34.077%
541	Inventory management software	Technical Skills	Business applications	3	12,936	0.478%	2,438	0.371%	-0.107%	-22.467%
73	IT Architecture/Standards	Technical Skills	Hardware	2	21,595	0.798%	3,742	0.569%	-0.229%	-28.714%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,210	0.045%	240	0.036%	-0.008%	-18.402%
1035	Kernel	Technical Skills	Network	1	26,884	0.993%	7,471	1.136%	0.142%	14.325%
907	Lasers	Technical Skills	Hardware	1	835	0.031%	67	0.010%	-0.021%	-66.990%
1038	License management software	Technical Skills	Network	1	1,496	0.055%	386	0.059%	0.003%	6.148%
1361	LinkedIn	Technical Skills	Social Networking	1	16,184	0.598%	5,682	0.864%	0.266%	44.434%
908	Mainframe computers	Technical Skills	Hardware	2	98,211	3.629%	40,873	6.213%	2.584%	71.211%
124	Mainframe operating systems	Technical Skills	Business applications	7	40,812	1.508%	6,110	0.929%	-0.579%	-38.410%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	61,078	2.257%	13,813	2.100%	-0.157%	-6.963%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,900	0.587%	3,066	0.466%	-0.121%	-20.671%
1281	Medical software	Technical Skills	Business applications	8	18,664	0.690%	3,767	0.573%	-0.117%	-16.968%
115	Microsoft databases	Technical Skills	Information mgmt	5	342,766	12.665%	89,957	13.674%	1.009%	7.967%
119	Microsoft operating systems	Technical Skills	Business applications	4	535,714	19.794%	114,469	17.399%	-2.394%	-12.096%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,867	0.291%	4,305	0.654%	0.364%	125.122%
625	Multimedia	Technical Skills	Business applications	1	138,917	5.133%	66,084	10.045%	4.912%	95.702%
1362	MySpace	Technical Skills	Social Networking	1	4,915	0.182%	493	0.075%	-0.107%	-58.735%
74	Network administration	Technical Skills	Hardware	11	216,185	7.988%	66,324	10.081%	2.094%	26.212%
1282	Network Administration software	Technical Skills	Network	17	120,729	4.461%	29,011	4.410%	-0.051%	-1.143%
1283	Network Hardware	Technical Skills	Network	11	99,425	3.674%	21,715	3.301%	-0.373%	-10.150%
1284	Network Monitoring software	Technical Skills	Network	13	59,333	2.192%	16,285	2.475%	0.283%	12.914%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,257	0.120%	1,018	0.155%	0.034%	28.583%
1122	Network security	Technical Skills	Security	1	74,560	2.755%	17,176	2.611%	-0.144%	-5.230%
1285	Network Security software	Technical Skills	Security	31	168,353	6.220%	38,598	5.867%	-0.353%	-5.681%
1286	Network software	Technical Skills	Network	5	42,602	1.574%	9,985	1.518%	-0.056%	-3.579%
1287	Network Testing	Technical Skills	Network	11	45,039	1.664%	8,256	1.255%	-0.409%	-24.589%
1065	Novell network software	Technical Skills	Network	2	5,011	0.185%	454	0.069%	-0.116%	-62.728%
643	Oberon	Technical Skills	Business applications	1	165	0.006%	5	0.001%	-0.005%	-87.534%
41	Object Oriented Programming	Technical Skills	Software development	5	284,345	10.506%	76,009	11.553%	1.047%	9.970%
1288	Office Applications	Technical Skills	Business applications	13	394,727	14.584%	79,855	12.138%	-2.446%	-16.774%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	30,237	1.117%	7,804	1.186%	0.069%	6.178%
116	Open-source databases	Technical Skills	Information mgmt	4	114,811	4.242%	39,886	6.063%	1.821%	42.920%
118	Open-source operating systems	Technical Skills	Business applications	8	374,697	13.844%	103,147	15.678%	1.834%	13.248%
56	Operating Systems	Technical Skills	Business applications	3	229,750	8.489%	52,344	7.956%	-0.532%	-6.273%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,660	0.061%	300	0.046%	-0.016%	-25.652%
117	Oracle databases	Technical Skills	Information mgmt	1	467,594	17.277%	136,083	20.685%	3.408%	19.726%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,613	0.097%	881	0.134%	0.037%	38.705%
1289	Physical Tools	Technical Skills	Hardware	1	177	0.007%	16	0.002%	-0.004%	-62.812%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,402	0.495%	3,581	0.544%	0.049%	9.923%
931	Printers	Technical Skills	Hardware	3	23,271	0.860%	4,847	0.737%	-0.123%	-14.313%
43	Programming	Technical Skills	Software development	1	641,068	23.686%	149,367	22.704%	-0.982%	-4.147%
700	Provisioning	Technical Skills	Business applications	1	29,260	1.081%	8,670	1.318%	0.237%	21.899%
1258	Rate Control	Technical Skills	Technical applications	1	174	0.006%	53	0.008%	0.002%	25.309%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	37,307	1.378%	7,689	1.169%	-0.210%	-15.212%
1077	Remote control software	Technical Skills	Network	2	2,598	0.096%	556	0.085%	-0.011%	-11.958%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,554	0.057%	312	0.047%	-0.010%	-17.404%
1262	Robotics	Technical Skills	Hardware	2	9,235	0.341%	1,888	0.287%	-0.054%	-15.895%
1318	RSA	Technical Skills	Security	1	11,320	0.418%	2,448	0.372%	-0.046%	-11.035%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	40,559	1.499%	15,748	2.394%	0.895%	59.732%
44	SDLC	Technical Skills	Software development	7	276,184	10.204%	80,314	12.208%	2.003%	19.632%
1132	Secure shell (SSH)	Technical Skills	Security	1	226	0.008%	65	0.010%	0.002%	18.320%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	30,886	1.141%	8,441	1.283%	0.142%	12.431%
76	Security	Technical Skills	Hardware	4	1,563,186	57.757%	652,475	99.177%	41.420%	71.715%
1315	Security Clearance	Technical Skills	Misc	2	266,598	9.850%	29,853	4.538%	-5.313%	-53.933%
1135	Security testing software	Technical Skills	Security	1	5,540	0.205%	1,291	0.196%	-0.008%	-4.133%
60	Sharepoint Server	Technical Skills	Business applications	1	9,821	0.363%	3,122	0.475%	0.112%	30.777%
1084	Signal generators	Technical Skills	Network	1	573	0.021%	130	0.020%	-0.001%	-6.665%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	23,303	0.861%	5,267	0.801%	-0.060%	-7.016%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	74,257	2.744%	24,479	3.721%	0.977%	35.616%
1220	Simulation software	Technical Skills	Software development	5	44,564	1.647%	5,378	0.817%	-0.829%	-50.353%
1366	Social Network	Technical Skills	Social Networking	1	5,980	0.221%	2,137	0.325%	0.104%	47.014%
1358	Social Networking	Technical Skills	Social Networking	1	19,633	0.725%	4,384	0.666%	-0.059%	-8.137%
42	Software Development	Technical Skills	Software development	2	718,435	26.545%	187,378	28.482%	1.937%	7.297%
1291	Software Development software	Technical Skills	Software development	2	5,348	0.198%	741	0.113%	-0.085%	-42.999%
1309	Software Engineering	Technical Skills	Software development	1	447,123	16.520%	139,767	21.245%	4.724%	28.597%
1292	Software Installation	Technical Skills	Software development	4	261,051	9.645%	69,664	10.589%	0.944%	9.784%
1223	Software libraries	Technical Skills	Software development	1	644	0.024%	189	0.029%	0.005%	20.734%
1293	Software Maintenance	Technical Skills	Software development	1	16,758	0.619%	4,785	0.727%	0.108%	17.467%
1294	Software Testing	Technical Skills	Software development	14	257,079	9.499%	65,385	9.939%	0.440%	4.632%
1225	Source code management (SCM)	Technical Skills	Software development	5	81,509	3.012%	22,848	3.473%	0.461%	15.318%
1229	Static analysis software	Technical Skills	Software development	1	1,446	0.053%	781	0.119%	0.065%	122.197%
772	Statistical analysis software	Technical Skills	Business applications	21	213,557	7.890%	66,910	10.170%	2.280%	28.894%
774	Statistical software	Technical Skills	Business applications	1	94,363	3.487%	13,728	2.087%	-1.400%	-40.151%
1230	Stress testing software	Technical Skills	Software development	1	5,972	0.221%	1,519	0.231%	0.010%	4.639%
122	Sun operating systems	Technical Skills	Business applications	3	127,639	4.716%	23,850	3.625%	-1.091%	-23.130%
939	Surveillance systems	Technical Skills	Hardware	5	29,266	1.081%	3,481	0.529%	-0.552%	-51.068%
791	Symantec software	Technical Skills	Business applications	1	18,188	0.672%	5,690	0.865%	0.193%	28.701%
1355	Symbian	Technical Skills	Mobile Platforms	1	98	0.004%	39	0.006%	0.002%	63.717%
1310	System Administration	Technical Skills	Network	4	177,781	6.569%	37,124	5.643%	-0.926%	-14.094%
45	System Testing	Technical Skills	Software development	5	50,650	1.871%	13,866	2.108%	0.236%	12.623%
46	Systems Analysis	Technical Skills	Software development	8	221,691	8.191%	46,341	7.044%	-1.147%	-14.005%
47	Systems Design	Technical Skills	Software development	1	37,821	1.397%	7,936	1.206%	-0.191%	-13.678%
1233	Systems Evaluation	Technical Skills	Software development	1	434	0.016%	57	0.009%	-0.007%	-45.969%
1234	Systems integration	Technical Skills	Software development	8	172,194	6.362%	28,292	4.300%	-2.062%	-32.407%
75	TCP/IP	Technical Skills	Hardware	3	146,062	5.397%	35,446	5.388%	-0.009%	-0.165%
1235	Technology Design	Technical Skills	Software development	1	2,968	0.110%	440	0.067%	-0.043%	-39.012%
1236	Templates	Technical Skills	Software development	1	38,287	1.415%	9,485	1.442%	0.027%	1.916%
1239	Test implementation	Technical Skills	Software development	1	842	0.031%	216	0.033%	0.002%	5.535%
1302	Testing	Technical Skills	Software development	1	730,914	27.006%	183,735	27.928%	0.922%	3.414%
1297	Training software	Technical Skills	Business applications	3	3,565	0.132%	582	0.088%	-0.043%	-32.839%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,054	0.150%	840	0.128%	-0.022%	-14.759%
1360	Twitter	Technical Skills	Social Networking	1	34,331	1.268%	7,700	1.170%	-0.098%	-7.730%
123	UNIX operating systems	Technical Skills	Business applications	5	451,159	16.669%	126,030	19.157%	2.487%	14.921%
1298	UNIX Shells	Technical Skills	Business applications	4	80,291	2.967%	22,493	3.419%	0.452%	15.248%
48	User-Interface Design	Technical Skills	Software development	2	166,005	6.134%	51,567	7.838%	1.705%	27.793%
836	Video creation and editing software	Technical Skills	Business applications	3	9,780	0.361%	1,833	0.279%	-0.083%	-22.896%
64	Visual Studio	Technical Skills	Software development	1	76,708	2.834%	21,616	3.286%	0.451%	15.928%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,186	0.155%	641	0.097%	-0.057%	-37.004%
77	Voice/Data Telecom	Technical Skills	Hardware	9	266,491	9.846%	60,634	9.216%	-0.630%	-6.397%
1299	Web Application Server	Technical Skills	Business applications	8	126,214	4.663%	30,100	4.575%	-0.088%	-1.890%
1248	Web platform development software	Technical Skills	Software development	4	8,853	0.327%	2,367	0.360%	0.033%	9.992%
65	web programmer	Technical Skills	Software development	4	80,425	2.972%	27,919	4.244%	1.272%	42.812%
58	Web servers	Technical Skills	Business applications	6	180,769	6.679%	50,249	7.638%	0.959%	14.356%
49	Web-based Application Development	Technical Skills	Software development	2	124,217	4.590%	33,528	5.096%	0.507%	11.040%
1356	Windows CE	Technical Skills	Mobile Platforms	4	16,024	0.592%	3,661	0.556%	-0.036%	-6.010%
1102	Wireless	Technical Skills	Network	5	110,700	4.090%	24,756	3.763%	-0.327%	-8.000%
1363	YouTube	Technical Skills	Social Networking	2	4,157	0.154%	2,955	0.449%	0.296%	192.437%
79	.NET	Programming Skills	Current	1	298,310	11.022%	99,034	15.053%	4.031%	36.575%
209	A programming language (APL)	Programming Skills	Legacy	2	4,271	0.158%	502	0.076%	-0.082%	-51.646%
99	Ada	Programming Skills	Legacy	1	10,460	0.386%	1,571	0.239%	-0.148%	-38.213%
80	AJAX	Programming Skills	Current	1	149,929	5.540%	46,083	7.005%	1.465%	26.447%
192	Apple AppleScript	Programming Skills	Current	1	350	0.013%	109	0.017%	0.004%	28.119%
81	ASP	Programming Skills	Current	2	192,501	7.113%	46,530	7.073%	-0.040%	-0.561%
108	Assembly	Programming Skills	Legacy	2	8,471	0.313%	1,104	0.168%	-0.145%	-46.385%
211	AWK	Programming Skills	Legacy	1	4,981	0.184%	1,189	0.181%	-0.003%	-1.798%
212	B	Programming Skills	Legacy	1	34,906	1.290%	11,023	1.676%	0.386%	29.914%
83	C#	Programming Skills	Current	2	268,040	9.904%	94,293	14.333%	4.429%	44.722%
82	C/C++	Programming Skills	Current	3	459,756	16.987%	122,214	18.577%	1.590%	9.357%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	150,831	5.573%	54,786	8.328%	2.755%	49.429%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	559	0.021%	199	0.030%	0.010%	46.452%
84	CGI	Programming Skills	Current	2	15,192	0.561%	4,755	0.723%	0.161%	28.763%
217	Clipper	Programming Skills	Legacy	1	376	0.014%	121	0.018%	0.004%	32.389%
218	CLU	Programming Skills	Legacy	1	311	0.011%	7	0.001%	-0.010%	-90.740%
100	Cobol	Programming Skills	Legacy	1	21,543	0.796%	4,375	0.665%	-0.131%	-16.454%
85	ColdFusion	Programming Skills	Current	2	19,767	0.730%	3,836	0.583%	-0.147%	-20.165%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	444	0.016%	34	0.005%	-0.011%	-68.497%
195	Component object model (COM)	Programming Skills	Current	1	394	0.015%	91	0.014%	-0.001%	-4.983%
125	Database programming	Programming Skills	Current	3	64,664	2.389%	16,789	2.552%	0.163%	6.811%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,059	0.187%	823	0.125%	-0.062%	-33.075%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	15,507	0.573%	4,200	0.638%	0.065%	11.423%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,131	0.153%	1,108	0.168%	0.016%	10.342%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	29,488	1.090%	7,205	1.095%	0.006%	0.518%
109	Forth	Programming Skills	Legacy	1	6,383	0.236%	1,983	0.301%	0.066%	27.806%
102	Fortran	Programming Skills	Legacy	1	4,741	0.175%	484	0.074%	-0.102%	-58.002%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	496,499	18.345%	85,826	13.046%	-5.299%	-28.886%
222	J	Programming Skills	Legacy	1	10,599	0.392%	1,709	0.260%	-0.132%	-33.667%
87	Java/J2EE/J2P	Programming Skills	Current	4	566,044	20.914%	173,457	26.366%	5.451%	26.066%
97	JavaScript	Programming Skills	Current	3	262,457	9.697%	85,469	12.991%	3.294%	33.969%
89	JavaServer Faces	Programming Skills	Current	3	22,823	0.843%	6,475	0.984%	0.141%	16.714%
88	JavaServer Pages	Programming Skills	Current	3	105,868	3.912%	26,450	4.020%	0.109%	2.782%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,570	0.538%	2,345	0.356%	-0.182%	-33.788%
126	LAMP	Programming Skills	Current	1	25,669	0.948%	10,531	1.601%	0.652%	68.778%
104	Lisp	Programming Skills	Legacy	1	1,683	0.062%	453	0.069%	0.007%	10.731%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,162	0.043%	266	0.040%	-0.003%	-5.826%
201	Microsoft ActiveX	Programming Skills	Current	1	4,711	0.174%	769	0.117%	-0.057%	-32.847%
107	Pascal	Programming Skills	Legacy	1	1,434	0.053%	149	0.023%	-0.030%	-57.254%
90	Perl	Programming Skills	Current	1	189,990	7.020%	50,489	7.674%	0.655%	9.325%
91	PHP	Programming Skills	Current	1	101,092	3.735%	31,618	4.806%	1.071%	28.669%
103	PL/1	Programming Skills	Legacy	2	371	0.014%	89	0.014%	-0.000%	-1.311%
105	Prolog	Programming Skills	Legacy	1	1,229	0.045%	101	0.015%	-0.030%	-66.192%
95	Python	Programming Skills	Current	1	91,488	3.380%	37,157	5.648%	2.268%	67.083%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	24,978	0.923%	12,968	1.971%	1.048%	113.585%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	878	0.032%	173	0.026%	-0.006%	-18.940%
206	Scripting languages	Programming Skills	Current	1	48,182	1.780%	14,281	2.171%	0.390%	21.935%
101	Smalltalk	Programming Skills	Legacy	1	931	0.034%	166	0.025%	-0.009%	-26.648%
92	SQL	Programming Skills	Current	3	753,659	27.846%	226,046	34.359%	6.513%	23.389%
110	TCL	Programming Skills	Legacy	1	13,338	0.493%	3,252	0.494%	0.001%	0.303%
98	Unified Modeling Language	Programming Skills	Current	2	82,967	3.065%	16,686	2.536%	-0.529%	-17.263%
93	Visual Basic	Programming Skills	Current	6	186,603	6.895%	38,107	5.792%	-1.102%	-15.988%
207	Web service definition language (WSDL)	Programming Skills	Current	2	19,312	0.714%	5,692	0.865%	0.152%	21.253%
94	XML	Programming Skills	Current	2	322,358	11.910%	84,401	12.829%	0.919%	7.712%
1342	Computer Science	Majors	Computer Science	2	1,814,044	67.025%	434,882	66.102%	-0.923%	-1.377%
1344	Information Technology	Majors	Information Technology	3	1,301,196	48.077%	302,864	46.036%	-2.041%	-4.245%
1343	Management Information Systems	Majors	Management Information Systems	9	717,953	26.527%	147,790	22.464%	-4.063%	-15.316%

mis Degrees

Management Information Systems	2012-04-10	Jobs Found:	717,724	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	1,697	0.236%	1,117	0.278%	0.041%	17.419%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,634	0.367%	1,018	0.253%	-0.114%	-31.056%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,490	0.626%	2,467	0.613%	-0.012%	-1.986%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,179	1.140%	5,253	1.306%	0.166%	14.570%
3	Creativity	Soft Skills	Problem-solving skills	3	18,632	2.596%	10,573	2.628%	0.032%	1.229%
4	Critical thinking	Soft Skills	Problem-solving skills	3	8,311	1.158%	5,179	1.287%	0.129%	11.162%
1300	Flexibility	Soft Skills	Work ethic	1	23,868	3.326%	12,588	3.129%	-0.197%	-5.918%
232	Independence	Soft Skills	Interpersonal skills	1	3,649	0.508%	2,045	0.508%	-0.000%	-0.027%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	96,120	13.392%	56,245	13.980%	0.587%	4.384%
256	Innovation	Soft Skills	Problem-solving skills	1	54,418	7.582%	39,460	9.808%	2.226%	29.354%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	84,700	11.801%	48,235	11.989%	0.187%	1.588%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	514	0.072%	369	0.092%	0.020%	28.064%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	52,952	7.378%	31,007	7.707%	0.329%	4.458%
10	Leadership	Soft Skills	Interpersonal skills	1	164,300	22.892%	89,678	22.289%	-0.603%	-2.633%
258	Learning	Soft Skills	Problem-solving skills	1	37,547	5.231%	20,533	5.103%	-0.128%	-2.447%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,375	1.585%	6,190	1.539%	-0.046%	-2.926%
236	Listening	Soft Skills	Language skills	1	11,338	1.580%	5,954	1.480%	-0.100%	-6.322%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,362	5.763%	24,400	6.065%	0.302%	5.233%
18	Negotiation Skills	Soft Skills	Language skills	1	8,254	1.150%	4,732	1.176%	0.026%	2.269%
262	Optimization	Soft Skills	Problem-solving skills	1	27,824	3.877%	15,235	3.787%	-0.090%	-2.324%
19	Oral Communications	Soft Skills	Language skills	2	12,205	1.701%	7,640	1.899%	0.198%	11.666%
273	Persistence	Soft Skills	Work ethic	1	2,029	0.283%	1,294	0.322%	0.039%	13.767%
239	Persuasion	Soft Skills	Language skills	1	1,411	0.197%	768	0.191%	-0.006%	-2.904%
1301	Physical Skill	Soft Skills	Work ethic	2	926	0.129%	550	0.137%	0.008%	5.954%
240	Presentations	Soft Skills	Language skills	1	40,745	5.677%	23,855	5.929%	0.252%	4.441%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	139,663	19.459%	75,769	18.832%	-0.627%	-3.222%
20	Questioning skills	Soft Skills	Language skills	1	124	0.017%	98	0.024%	0.007%	40.984%
241	Reading Comprehension	Soft Skills	Language skills	1	139	0.019%	64	0.016%	-0.003%	-17.865%
6	Research skills	Soft Skills	Problem-solving skills	1	1,328	0.185%	694	0.172%	-0.013%	-6.776%
15	Responsibility	Soft Skills	Work ethic	2	83,770	11.672%	45,893	11.407%	-0.265%	-2.271%
234	Self Control	Soft Skills	Interpersonal skills	1	92	0.013%	67	0.017%	0.004%	29.913%
16	Self-management	Soft Skills	Work ethic	1	883	0.123%	386	0.096%	-0.027%	-22.018%
250	Stress Tolerance	Soft Skills	Physical skills	1	105	0.015%	78	0.019%	0.005%	32.517%
12	Teamwork	Soft Skills	Interpersonal skills	1	38,414	5.352%	24,291	6.037%	0.685%	12.803%
17	Time Management	Soft Skills	Work ethic	2	27,897	3.887%	14,174	3.523%	-0.364%	-9.364%
268	Visualization	Soft Skills	Problem-solving skills	1	4,225	0.589%	3,260	0.810%	0.222%	37.644%
7	Working under pressure	Soft Skills	Problem-solving skills	1	310	0.043%	124	0.031%	-0.012%	-28.645%
21	Written Communications	Soft Skills	Language skills	3	112,520	15.677%	64,795	16.105%	0.427%	2.725%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	23,441	3.266%	12,873	3.200%	-0.066%	-2.035%
172	Account management	Business Skills	Management skills	1	9,736	1.357%	3,385	0.841%	-0.515%	-37.978%
22	Accounting	Business Skills	Business processes	4	102,377	14.264%	46,810	11.634%	-2.630%	-18.435%
1263	Accounting software	Business Skills	Business processes	7	4,660	0.649%	2,550	0.634%	-0.015%	-2.384%
174	Administration	Business Skills	Management skills	3	209,091	29.133%	122,033	30.331%	1.198%	4.114%
1313	Analyst	Business Skills	Project management	1	179,721	25.040%	98,380	24.452%	-0.588%	-2.350%
175	Application management	Business Skills	Management skills	5	58,132	8.099%	35,221	8.754%	0.655%	8.082%
150	Asset management	Business Skills	Business processes	1	14,152	1.972%	7,260	1.804%	-0.167%	-8.487%
151	Auditing	Business Skills	Business processes	4	66,924	9.324%	36,303	9.023%	-0.301%	-3.233%
1264	Auditing software	Business Skills	Business processes	1	170	0.024%	133	0.033%	0.009%	39.562%
152	Billing	Business Skills	Business processes	1	21,481	2.993%	9,247	2.298%	-0.695%	-23.209%
1314	Business Analyst	Business Skills	Project management	1	53,958	7.518%	30,452	7.569%	0.051%	0.676%
35	Business Intelligence	Business Skills	Strategy skills	1	33,186	4.624%	19,066	4.739%	0.115%	2.487%
155	Business performance management (BPM)	Business Skills	Business processes	2	3,764	0.524%	2,147	0.534%	0.009%	1.753%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	15,214	2.120%	5,645	1.403%	-0.717%	-33.811%
36	Business Strategy	Business Skills	Strategy skills	3	154,432	21.517%	89,810	22.322%	0.805%	3.742%
182	Calendar and scheduling	Business Skills	Project management	3	37,002	5.155%	20,882	5.190%	0.035%	0.673%
156	Capacity planning	Business Skills	Business processes	1	15,958	2.223%	9,283	2.307%	0.084%	3.771%
28	Change Management	Business Skills	Management skills	1	34,147	4.758%	19,239	4.782%	0.024%	0.507%
24	Contracting and legal	Business Skills	Business processes	2	49,504	6.897%	26,440	6.572%	-0.326%	-4.723%
176	Coordination	Business Skills	Management skills	1	47,139	6.568%	27,004	6.712%	0.144%	2.191%
157	Cost accounting	Business Skills	Business processes	1	2,637	0.367%	1,028	0.256%	-0.112%	-30.458%
158	Cost estimation	Business Skills	Business processes	1	853	0.119%	711	0.177%	0.058%	48.691%
1312	Customer Support	Business Skills	Business processes	6	169,979	23.683%	99,362	24.696%	1.013%	4.277%
1339	Education	Business Skills	Industry Segment	1	8,047	1.121%	4,141	1.029%	-0.092%	-8.201%
1333	Energy	Business Skills	Industry Segment	1	46,981	6.546%	24,941	6.199%	-0.347%	-5.298%
1340	Entertainment	Business Skills	Industry Segment	1	12,036	1.677%	4,487	1.115%	-0.562%	-33.497%
1319	Environmental	Business Skills	Environmental	13	18,183	2.533%	10,470	2.602%	0.069%	2.718%
1320	Environmental Strategy	Business Skills	Environmental	5	895	0.125%	581	0.144%	0.020%	15.803%
161	Financial	Business Skills	Business processes	2	195,627	27.257%	96,316	23.939%	-3.318%	-12.172%
1275	Financial Analysis software	Business Skills	Business processes	6	1,172	0.163%	423	0.105%	-0.058%	-35.616%
1332	Health Care	Business Skills	Industry Segment	2	117,410	16.359%	72,478	18.014%	1.656%	10.120%
177	Human resources	Business Skills	Management skills	2	45,366	6.321%	23,817	5.920%	-0.401%	-6.347%
1336	Insurance	Business Skills	Industry Segment	1	5,405	0.753%	2,783	0.692%	-0.061%	-8.149%
1316	Managing/Supervision	Business Skills	Management skills	5	335,420	46.734%	181,504	45.112%	-1.622%	-3.470%
1334	Manufacturing	Business Skills	Industry Segment	2	53,521	7.457%	28,872	7.176%	-0.281%	-3.768%
26	Marketing	Business Skills	Business processes	1	67,792	9.445%	33,265	8.268%	-1.178%	-12.466%
185	Monitoring	Business Skills	Project management	1	94,169	13.121%	53,973	13.415%	0.294%	2.243%
179	Negotiation	Business Skills	Management skills	1	32,176	4.483%	17,426	4.331%	-0.152%	-3.388%
163	Operation and Control	Business Skills	Business processes	2	572	0.080%	226	0.056%	-0.024%	-29.518%
29	Outsourcing Management	Business Skills	Management skills	3	23,297	3.246%	11,342	2.819%	-0.427%	-13.153%
167	Procurement	Business Skills	Business processes	1	19,797	2.758%	9,914	2.464%	-0.294%	-10.666%
1290	Project Management software	Business Skills	Project management	2	28,161	3.924%	15,614	3.881%	-0.043%	-1.092%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	169,213	23.576%	94,014	23.367%	-0.209%	-0.888%
168	Quality	Business Skills	Business processes	1	209,286	29.160%	120,252	29.888%	0.729%	2.498%
1337	Real Estate	Business Skills	Industry Segment	2	8,064	1.124%	2,802	0.696%	-0.427%	-38.016%
1335	Retail	Business Skills	Industry Segment	2	137,203	19.116%	81,695	20.305%	1.189%	6.218%
34	Risk Management	Business Skills	Project management	1	32,299	4.500%	19,119	4.752%	0.252%	5.595%
169	Service Orientation	Business Skills	Business processes	1	6,403	0.892%	3,672	0.913%	0.021%	2.302%
27	Supply Chain Management	Business Skills	Business processes	3	25,039	3.489%	12,041	2.993%	-0.496%	-14.215%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,059	0.287%	970	0.241%	-0.046%	-15.961%
178	Teaching	Business Skills	Management skills	7	24,913	3.471%	12,879	3.201%	-0.270%	-7.781%
190	Timekeeping	Business Skills	Project management	3	19,343	2.695%	6,766	1.682%	-1.013%	-37.602%
1296	Timekeeping software	Business Skills	Project management	1	1,251	0.174%	631	0.157%	-0.017%	-10.022%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,291	0.180%	760	0.189%	0.009%	5.015%
180	Troubleshooting	Business Skills	Management skills	1	93,630	13.045%	56,054	13.932%	0.887%	6.796%
181	Verification	Business Skills	Management skills	1	20,614	2.872%	12,823	3.187%	0.315%	10.967%
1338	Waste Management	Business Skills	Industry Segment	1	1,850	0.258%	355	0.088%	-0.170%	-65.769%
191	Workflow	Business Skills	Project management	1	38,791	5.405%	22,169	5.510%	0.105%	1.948%
31	Working Globally	Business Skills	Management skills	3	4,158	0.579%	2,248	0.559%	-0.021%	-3.556%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,256	0.175%	725	0.180%	0.005%	2.971%
51	4GL	Technical Skills	Software development	3	1,969	0.274%	950	0.236%	-0.038%	-13.932%
987	Access servers & software	Technical Skills	Network	10	25,266	3.520%	15,843	3.938%	0.417%	11.858%
38	Agile Development Methods	Technical Skills	Software development	3	8,109	1.130%	5,691	1.414%	0.285%	25.195%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.005%	3	0.001%	-0.004%	-85.536%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	625	0.087%	405	0.101%	0.014%	15.595%
1352	Android	Technical Skills	Mobile Platforms	1	1,233	0.172%	1,161	0.289%	0.117%	67.971%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	1,368	0.191%	1,248	0.310%	0.120%	62.740%
120	Apple operating systems	Technical Skills	Business applications	6	9,803	1.366%	5,462	1.358%	-0.008%	-0.606%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	659	0.092%	285	0.071%	-0.021%	-22.852%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	2	0.000%	-0.001%	-60.358%
1265	Backup & Recovery	Technical Skills	Technical applications	16	73,029	10.175%	43,926	10.918%	0.743%	7.298%
1353	Blackberry	Technical Skills	Mobile Platforms	2	5,628	0.784%	3,339	0.830%	0.046%	5.835%
336	Borland Delphi	Technical Skills	Business applications	1	1,252	0.174%	567	0.141%	-0.034%	-19.213%
337	Borland JBuilder	Technical Skills	Business applications	1	926	0.129%	670	0.167%	0.038%	29.071%
338	Borland Paradox	Technical Skills	Business applications	1	112	0.016%	40	0.010%	-0.006%	-36.290%
72	Business Continuity Planning	Technical Skills	Hardware	2	11,353	1.582%	7,063	1.755%	0.174%	10.980%
352	Cadence Opus	Technical Skills	Business applications	1	250	0.035%	165	0.041%	0.006%	17.736%
868	Calculators	Technical Skills	Hardware	1	1,504	0.210%	148	0.037%	-0.173%	-82.446%
39	CASE Tools	Technical Skills	Software development	1	35,425	4.936%	18,607	4.625%	-0.311%	-6.302%
367	Categorization or classification software	Technical Skills	Business applications	1	2,813	0.392%	1,757	0.437%	0.045%	11.421%
112	Certification	Technical Skills	Misc	3	170,736	23.789%	103,716	25.778%	1.990%	8.364%
78	Cisco	Technical Skills	Hardware	1	35,803	4.988%	22,209	5.520%	0.532%	10.656%
1009	Cisco Systems IOS	Technical Skills	Network	1	3,815	0.532%	2,665	0.662%	0.131%	24.614%
40	Client-Server	Technical Skills	Software development	1	21,336	2.973%	11,262	2.799%	-0.174%	-5.840%
1011	Cluster server software	Technical Skills	Network	8	8,677	1.209%	5,375	1.336%	0.127%	10.503%
1151	Compatibility testing	Technical Skills	Software development	1	98	0.014%	74	0.018%	0.005%	34.701%
1152	Compilers	Technical Skills	Software development	4	6,374	0.888%	3,371	0.838%	-0.050%	-5.656%
1255	Compliance software	Technical Skills	Technical applications	3	7,837	1.092%	4,891	1.216%	0.124%	11.330%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	4,955	0.690%	2,880	0.716%	0.025%	3.685%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	993	0.138%	642	0.160%	0.021%	15.332%
875	Computer diagnostics	Technical Skills	Hardware	5	30,988	4.318%	18,314	4.552%	0.234%	5.428%
1107	Computer forensics	Technical Skills	Security	1	3,291	0.459%	2,225	0.553%	0.094%	20.606%
1266	Computer Hardware	Technical Skills	Hardware	12	22,194	3.092%	12,108	3.009%	-0.083%	-2.680%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	446	0.062%	221	0.055%	-0.007%	-11.606%
1015	Computer servers	Technical Skills	Network	6	72,024	10.035%	42,667	10.605%	0.570%	5.677%
1267	Computer Utilities	Technical Skills	Misc	1	59	0.008%	39	0.010%	0.001%	17.917%
59	Content Manager	Technical Skills	Business applications	1	1,309	0.182%	461	0.115%	-0.068%	-37.176%
878	Controllers	Technical Skills	Hardware	2	4,278	0.596%	2,524	0.627%	0.031%	5.248%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	537	0.075%	173	0.043%	-0.032%	-42.531%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,907	0.544%	2,199	0.547%	0.002%	0.403%
53	Customer Relationship Management	Technical Skills	Business applications	9	50,389	7.021%	25,540	6.348%	-0.673%	-9.583%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,580	0.499%	2,164	0.538%	0.039%	7.830%
955	Data compression software	Technical Skills	Information mgmt	1	973	0.136%	527	0.131%	-0.005%	-3.381%
956	Data conversion software	Technical Skills	Information mgmt	1	4,776	0.665%	2,716	0.675%	0.010%	1.445%
958	Data dictionary	Technical Skills	Information mgmt	1	2,980	0.415%	1,721	0.428%	0.013%	3.022%
959	Data entry	Technical Skills	Information mgmt	1	4,995	0.696%	2,412	0.599%	-0.096%	-13.860%
962	Data mapping	Technical Skills	Information mgmt	1	3,954	0.551%	2,428	0.603%	0.053%	9.541%
67	Data Mining	Technical Skills	Information mgmt	4	11,257	1.568%	5,750	1.429%	-0.139%	-8.881%
963	Data modeling	Technical Skills	Information mgmt	1	24,222	3.375%	15,841	3.937%	0.562%	16.664%
68	Data Warehousing	Technical Skills	Information mgmt	2	38,043	5.301%	22,326	5.549%	0.249%	4.689%
69	Database Administration	Technical Skills	Information mgmt	12	57,040	7.947%	31,950	7.941%	-0.006%	-0.079%
969	Database design software	Technical Skills	Information mgmt	15	41,517	5.785%	23,779	5.910%	0.126%	2.172%
1268	Database Reporting	Technical Skills	Information mgmt	2	18,375	2.560%	9,503	2.362%	-0.198%	-7.743%
1269	Database Security	Technical Skills	Information mgmt	1	34	0.005%	19	0.005%	-0.000%	-0.313%
1270	Database Servers	Technical Skills	Information mgmt	3	11,988	1.670%	7,332	1.822%	0.152%	9.104%
1271	Database Testing	Technical Skills	Information mgmt	1	519	0.072%	330	0.082%	0.010%	13.426%
1160	Debugging	Technical Skills	Software development	7	33,047	4.604%	20,559	5.110%	0.505%	10.978%
418	Desktop publishing software	Technical Skills	Business applications	13	10,421	1.452%	5,340	1.327%	-0.125%	-8.589%
1272	Development Environment	Technical Skills	Software development	13	20,424	2.846%	12,996	3.230%	0.384%	13.510%
1273	Digital Imaging	Technical Skills	Hardware	1	1,169	0.163%	38	0.009%	-0.153%	-94.201%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	621	0.087%	466	0.116%	0.029%	33.863%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,717	0.379%	1,506	0.374%	-0.004%	-1.122%
1307	Doctor of Philosophy	Technical Skills	Misc	3	17,309	2.412%	12,575	3.125%	0.714%	29.599%
973	Document management software	Technical Skills	Information mgmt	4	9,819	1.368%	4,888	1.215%	-0.153%	-11.197%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,018	3.207%	13,657	3.394%	0.187%	5.841%
61	Dreamweaver	Technical Skills	Software development	1	4,135	0.576%	2,264	0.563%	-0.013%	-2.329%
54	DSS/GDSS	Technical Skills	Business applications	5	13,198	1.839%	7,681	1.909%	0.070%	3.819%
425	Dynamic modeling software	Technical Skills	Business applications	1	15	0.002%	8	0.002%	-0.000%	-4.860%
62	Eclipse	Technical Skills	Software development	1	9,618	1.340%	6,696	1.664%	0.324%	24.193%
1308	Electronic Commerce	Technical Skills	Business applications	2	20,760	2.892%	10,244	2.546%	-0.346%	-11.975%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	8,237	1.148%	4,315	1.072%	-0.075%	-6.550%
1023	Electronic mail software	Technical Skills	Network	8	13,989	1.949%	8,232	2.046%	0.097%	4.975%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	51,896	7.231%	28,910	7.185%	-0.045%	-0.624%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	57,276	7.980%	29,031	7.216%	-0.765%	-9.582%
1321	Environmental Certification	Technical Skills	Environmental	1	39	0.005%	13	0.003%	-0.002%	-40.537%
1328	Environmental Cleanup	Technical Skills	Environmental	1	21	0.003%	20	0.005%	0.002%	69.893%
1329	Environmental Energy	Technical Skills	Environmental	18	4,039	0.563%	1,755	0.436%	-0.127%	-22.488%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	1,832	0.255%	871	0.216%	-0.039%	-15.188%
1327	Environmental Pollution	Technical Skills	Environmental	15	1,969	0.274%	995	0.247%	-0.027%	-9.855%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,607	0.224%	957	0.238%	0.014%	6.233%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	209	0.029%	117	0.029%	-0.000%	-0.137%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	2,889	0.403%	1,215	0.302%	-0.101%	-24.977%
1331	Environmental Science	Technical Skills	Environmental	1	1,073	0.150%	6	0.001%	-0.148%	-99.002%
1322	Environmental Technology	Technical Skills	Environmental	2	212	0.030%	96	0.024%	-0.006%	-19.221%
461	Expert system software	Technical Skills	Business applications	1	282	0.039%	234	0.058%	0.019%	48.024%
1359	Facebook	Technical Skills	Social Networking	1	8,394	1.170%	6,690	1.663%	0.493%	42.175%
463	Facilities management software	Technical Skills	Business applications	4	5,899	0.822%	4,491	1.116%	0.294%	35.809%
468	Flight control software	Technical Skills	Business applications	1	93	0.013%	52	0.013%	-0.000%	-0.256%
469	Flowchart software	Technical Skills	Business applications	4	2,514	0.350%	1,277	0.317%	-0.033%	-9.387%
1112	Fraud Detection	Technical Skills	Security	1	4,822	0.672%	2,297	0.571%	-0.101%	-15.023%
63	FrontPage	Technical Skills	Software development	1	1,257	0.175%	453	0.113%	-0.063%	-35.712%
475	Fund accounting software	Technical Skills	Business applications	1	937	0.131%	272	0.068%	-0.063%	-48.216%
1260	Gaming	Technical Skills	Misc	2	11,589	1.615%	7,727	1.921%	0.306%	18.941%
113	Generic databases	Technical Skills	Information mgmt	2	112,017	15.607%	64,016	15.911%	0.304%	1.946%
1365	Google Apps	Technical Skills	Business applications	4	2,305	0.321%	2,043	0.508%	0.187%	58.111%
1364	Google Plus	Technical Skills	Social Networking	1	23	0.003%	23	0.006%	0.003%	78.388%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	45,253	6.305%	26,494	6.585%	0.280%	4.440%
484	Graphic software	Technical Skills	Business applications	15	51,930	7.235%	30,282	7.526%	0.291%	4.024%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	8,901	1.240%	5,704	1.418%	0.178%	14.316%
1323	Green IT	Technical Skills	Environmental	8	2,099	0.292%	681	0.169%	-0.123%	-42.124%
893	Guidance systems	Technical Skills	Hardware	1	45	0.006%	34	0.008%	0.002%	34.782%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	47	0.007%	10	0.002%	-0.004%	-62.045%
1277	Hardware Design	Technical Skills	Hardware	19	2,660	0.371%	1,644	0.409%	0.038%	10.252%
1278	Hardware Testing	Technical Skills	Hardware	4	739	0.103%	459	0.114%	0.011%	10.798%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	405	0.056%	202	0.050%	-0.006%	-11.026%
492	Helpdesk or call center	Technical Skills	Business applications	2	38,797	5.406%	20,249	5.033%	-0.373%	-6.895%
114	IBM databases	Technical Skills	Information mgmt	2	22,733	3.167%	12,171	3.025%	-0.142%	-4.493%
121	IBM operating systems	Technical Skills	Business applications	4	17,861	2.489%	9,081	2.257%	-0.232%	-9.303%
898	Image capture devices	Technical Skills	Hardware	8	3,511	0.489%	2,162	0.537%	0.048%	9.848%
524	Industrial control software	Technical Skills	Business applications	3	2,533	0.353%	1,449	0.360%	0.007%	2.047%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	8,938	1.245%	5,449	1.354%	0.109%	8.753%
899	Infrared	Technical Skills	Hardware	1	648	0.090%	548	0.136%	0.046%	50.859%
1180	Installation	Technical Skills	Software development	1	78,950	11.000%	47,568	11.823%	0.823%	7.480%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	226	0.031%	131	0.033%	0.001%	3.402%
536	Internet browser software	Technical Skills	Business applications	4	6,107	0.851%	2,496	0.620%	-0.231%	-27.091%
541	Inventory management software	Technical Skills	Business applications	3	4,764	0.664%	2,388	0.594%	-0.070%	-10.581%
73	IT Architecture/Standards	Technical Skills	Hardware	2	6,047	0.843%	3,744	0.931%	0.088%	10.449%
1357	Java ME	Technical Skills	Mobile Platforms	2	97	0.014%	81	0.020%	0.007%	48.963%
1035	Kernel	Technical Skills	Network	1	1,886	0.263%	1,219	0.303%	0.040%	15.299%
907	Lasers	Technical Skills	Hardware	1	92	0.013%	57	0.014%	0.001%	10.523%
1038	License management software	Technical Skills	Network	1	610	0.085%	324	0.081%	-0.004%	-5.250%
1361	LinkedIn	Technical Skills	Social Networking	1	2,575	0.359%	1,689	0.420%	0.061%	17.009%
908	Mainframe computers	Technical Skills	Hardware	2	25,948	3.615%	12,740	3.166%	-0.449%	-12.415%
124	Mainframe operating systems	Technical Skills	Business applications	7	11,605	1.617%	6,077	1.510%	-0.106%	-6.587%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	15,482	2.157%	8,534	2.121%	-0.036%	-1.669%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,011	0.838%	2,300	0.572%	-0.266%	-31.743%
1281	Medical software	Technical Skills	Business applications	8	8,389	1.169%	5,118	1.272%	0.103%	8.832%
115	Microsoft databases	Technical Skills	Information mgmt	5	108,106	15.062%	59,873	14.881%	-0.181%	-1.202%
119	Microsoft operating systems	Technical Skills	Business applications	4	158,931	22.144%	94,502	23.488%	1.344%	6.071%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	465	0.065%	426	0.106%	0.041%	63.426%
625	Multimedia	Technical Skills	Business applications	1	3,796	0.529%	2,393	0.595%	0.066%	12.456%
1362	MySpace	Technical Skills	Social Networking	1	1,847	0.257%	249	0.062%	-0.195%	-75.951%
74	Network administration	Technical Skills	Hardware	11	61,530	8.573%	38,582	9.589%	1.016%	11.857%
1282	Network Administration software	Technical Skills	Network	17	44,202	6.159%	26,893	6.684%	0.526%	8.533%
1283	Network Hardware	Technical Skills	Network	11	29,463	4.105%	18,435	4.582%	0.477%	11.617%
1284	Network Monitoring software	Technical Skills	Network	13	19,270	2.685%	12,365	3.073%	0.388%	14.466%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,043	0.145%	611	0.152%	0.007%	4.501%
1122	Network security	Technical Skills	Security	1	29,597	4.124%	18,579	4.618%	0.494%	11.980%
1285	Network Security software	Technical Skills	Security	31	63,351	8.827%	40,914	10.169%	1.342%	15.208%
1286	Network software	Technical Skills	Network	5	13,582	1.892%	8,137	2.022%	0.130%	6.872%
1287	Network Testing	Technical Skills	Network	11	9,744	1.358%	5,515	1.371%	0.013%	0.966%
1065	Novell network software	Technical Skills	Network	2	2,095	0.292%	881	0.219%	-0.073%	-24.983%
643	Oberon	Technical Skills	Business applications	1	69	0.010%	51	0.013%	0.003%	31.852%
41	Object Oriented Programming	Technical Skills	Software development	5	50,351	7.015%	29,722	7.387%	0.372%	5.302%
1288	Office Applications	Technical Skills	Business applications	13	143,652	20.015%	76,258	18.954%	-1.061%	-5.302%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	9,661	1.346%	4,868	1.210%	-0.136%	-10.114%
116	Open-source databases	Technical Skills	Information mgmt	4	16,965	2.364%	10,747	2.671%	0.307%	13.005%
118	Open-source operating systems	Technical Skills	Business applications	8	69,973	9.749%	44,292	11.009%	1.259%	12.917%
56	Operating Systems	Technical Skills	Business applications	3	79,957	11.140%	48,182	11.975%	0.835%	7.496%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	599	0.083%	220	0.055%	-0.029%	-34.482%
117	Oracle databases	Technical Skills	Information mgmt	1	136,655	19.040%	80,514	20.011%	0.971%	5.102%
1354	Palm OS	Technical Skills	Mobile Platforms	3	132	0.018%	62	0.015%	-0.003%	-16.212%
1289	Physical Tools	Technical Skills	Hardware	1	28	0.004%	6	0.001%	-0.002%	-61.774%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,089	0.570%	2,179	0.542%	-0.028%	-4.938%
931	Printers	Technical Skills	Hardware	3	8,897	1.240%	4,774	1.187%	-0.053%	-4.280%
43	Programming	Technical Skills	Software development	1	162,208	22.600%	94,399	23.463%	0.862%	3.815%
700	Provisioning	Technical Skills	Business applications	1	9,600	1.338%	6,046	1.503%	0.165%	12.347%
1258	Rate Control	Technical Skills	Technical applications	1	5	0.001%	3	0.001%	0.000%	7.033%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	10,156	1.415%	6,100	1.516%	0.101%	7.145%
1077	Remote control software	Technical Skills	Network	2	976	0.136%	463	0.115%	-0.021%	-15.375%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	497	0.069%	270	0.067%	-0.002%	-3.089%
1262	Robotics	Technical Skills	Hardware	2	1,910	0.266%	1,032	0.257%	-0.010%	-3.615%
1318	RSA	Technical Skills	Security	1	5,342	0.744%	2,385	0.593%	-0.152%	-20.357%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	3,469	0.483%	2,541	0.632%	0.148%	30.667%
44	SDLC	Technical Skills	Software development	7	84,877	11.826%	51,916	12.904%	1.078%	9.113%
1132	Secure shell (SSH)	Technical Skills	Security	1	29	0.004%	24	0.006%	0.002%	47.631%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	7,158	0.997%	4,297	1.068%	0.071%	7.088%
76	Security	Technical Skills	Hardware	4	418,998	58.379%	287,606	71.484%	13.105%	22.448%
1315	Security Clearance	Technical Skills	Misc	2	112,529	15.679%	75,116	18.670%	2.991%	19.078%
1135	Security testing software	Technical Skills	Security	1	2,389	0.333%	1,885	0.469%	0.136%	40.754%
60	Sharepoint Server	Technical Skills	Business applications	1	3,566	0.497%	2,720	0.676%	0.179%	36.067%
1084	Signal generators	Technical Skills	Network	1	143	0.020%	122	0.030%	0.010%	52.191%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	5,600	0.780%	3,365	0.836%	0.056%	7.192%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	14,077	1.961%	9,381	2.332%	0.370%	18.879%
1220	Simulation software	Technical Skills	Software development	5	12,718	1.772%	8,158	2.028%	0.256%	14.427%
1366	Social Network	Technical Skills	Social Networking	1	554	0.077%	431	0.107%	0.030%	38.782%
1358	Social Networking	Technical Skills	Social Networking	1	7,498	1.045%	6,311	1.569%	0.524%	50.147%
42	Software Development	Technical Skills	Software development	2	143,653	20.015%	88,161	21.912%	1.897%	9.478%
1291	Software Development software	Technical Skills	Software development	2	1,877	0.262%	881	0.219%	-0.043%	-16.271%
1309	Software Engineering	Technical Skills	Software development	1	61,766	8.606%	40,970	10.183%	1.577%	18.326%
1292	Software Installation	Technical Skills	Software development	4	82,886	11.548%	54,324	13.502%	1.954%	16.917%
1223	Software libraries	Technical Skills	Software development	1	123	0.017%	108	0.027%	0.010%	56.633%
1293	Software Maintenance	Technical Skills	Software development	1	3,870	0.539%	2,332	0.580%	0.040%	7.494%
1294	Software Testing	Technical Skills	Software development	14	70,870	9.874%	43,964	10.927%	1.053%	10.662%
1225	Source code management (SCM)	Technical Skills	Software development	5	17,561	2.447%	10,914	2.713%	0.266%	10.866%
1229	Static analysis software	Technical Skills	Software development	1	112	0.016%	111	0.028%	0.012%	76.795%
772	Statistical analysis software	Technical Skills	Business applications	21	56,003	7.803%	28,338	7.043%	-0.760%	-9.734%
774	Statistical software	Technical Skills	Business applications	1	32,088	4.471%	14,468	3.596%	-0.875%	-19.568%
1230	Stress testing software	Technical Skills	Software development	1	1,564	0.218%	935	0.232%	0.014%	6.645%
122	Sun operating systems	Technical Skills	Business applications	3	40,754	5.678%	24,000	5.965%	0.287%	5.052%
939	Surveillance systems	Technical Skills	Hardware	5	7,837	1.092%	4,847	1.205%	0.113%	10.329%
791	Symantec software	Technical Skills	Business applications	1	5,728	0.798%	3,680	0.915%	0.117%	14.607%
1355	Symbian	Technical Skills	Mobile Platforms	1	30	0.004%	2	0.000%	-0.004%	-88.107%
1310	System Administration	Technical Skills	Network	4	66,795	9.307%	41,082	10.211%	0.904%	9.717%
45	System Testing	Technical Skills	Software development	5	16,732	2.331%	9,759	2.426%	0.094%	4.045%
46	Systems Analysis	Technical Skills	Software development	8	92,907	12.945%	57,017	14.171%	1.227%	9.477%
47	Systems Design	Technical Skills	Software development	1	14,073	1.961%	9,602	2.387%	0.426%	21.714%
1233	Systems Evaluation	Technical Skills	Software development	1	118	0.016%	89	0.022%	0.006%	34.547%
1234	Systems integration	Technical Skills	Software development	8	65,008	9.058%	39,573	9.836%	0.778%	8.592%
75	TCP/IP	Technical Skills	Hardware	3	35,297	4.918%	21,298	5.294%	0.376%	7.638%
1235	Technology Design	Technical Skills	Software development	1	746	0.104%	302	0.075%	-0.029%	-27.784%
1236	Templates	Technical Skills	Software development	1	12,112	1.688%	6,490	1.613%	-0.074%	-4.414%
1239	Test implementation	Technical Skills	Software development	1	181	0.025%	120	0.030%	0.005%	18.268%
1302	Testing	Technical Skills	Software development	1	226,918	31.616%	134,440	33.415%	1.798%	5.688%
1297	Training software	Technical Skills	Business applications	3	1,226	0.171%	768	0.191%	0.020%	11.747%
57	Transaction Processing Systems	Technical Skills	Business applications	4	876	0.122%	494	0.123%	0.001%	0.598%
1360	Twitter	Technical Skills	Social Networking	1	10,518	1.465%	5,729	1.424%	-0.042%	-2.835%
123	UNIX operating systems	Technical Skills	Business applications	5	103,803	14.463%	62,040	15.420%	0.957%	6.617%
1298	UNIX Shells	Technical Skills	Business applications	4	20,316	2.831%	11,818	2.937%	0.107%	3.770%
48	User-Interface Design	Technical Skills	Software development	2	18,953	2.641%	11,917	2.962%	0.321%	12.164%
836	Video creation and editing software	Technical Skills	Business applications	3	1,898	0.264%	560	0.139%	-0.125%	-47.367%
64	Visual Studio	Technical Skills	Software development	1	20,313	2.830%	11,573	2.876%	0.046%	1.634%
843	Voice dictation & recognition	Technical Skills	Business applications	2	873	0.122%	486	0.121%	-0.001%	-0.691%
77	Voice/Data Telecom	Technical Skills	Hardware	9	77,288	10.768%	43,121	10.718%	-0.051%	-0.473%
1299	Web Application Server	Technical Skills	Business applications	8	35,938	5.007%	21,702	5.394%	0.387%	7.724%
1248	Web platform development software	Technical Skills	Software development	4	1,778	0.248%	1,111	0.276%	0.028%	11.467%
65	web programmer	Technical Skills	Software development	4	8,686	1.210%	5,530	1.374%	0.164%	13.572%
58	Web servers	Technical Skills	Business applications	6	50,851	7.085%	33,485	8.323%	1.238%	17.467%
49	Web-based Application Development	Technical Skills	Software development	2	31,379	4.372%	18,166	4.515%	0.143%	3.273%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,317	0.183%	826	0.205%	0.022%	11.882%
1102	Wireless	Technical Skills	Network	5	29,119	4.057%	18,513	4.601%	0.544%	13.414%
1363	YouTube	Technical Skills	Social Networking	2	333	0.046%	297	0.074%	0.027%	59.103%
79	.NET	Programming Skills	Current	1	71,184	9.918%	42,067	10.456%	0.538%	5.420%
209	A programming language (APL)	Programming Skills	Legacy	2	1,109	0.155%	712	0.177%	0.022%	14.529%
99	Ada	Programming Skills	Legacy	1	3,147	0.438%	1,192	0.296%	-0.142%	-32.431%
80	AJAX	Programming Skills	Current	1	27,475	3.828%	14,461	3.594%	-0.234%	-6.109%
192	Apple AppleScript	Programming Skills	Current	1	21	0.003%	9	0.002%	-0.001%	-23.548%
81	ASP	Programming Skills	Current	2	53,875	7.506%	28,064	6.975%	-0.531%	-7.076%
108	Assembly	Programming Skills	Legacy	2	686	0.096%	524	0.130%	0.035%	36.261%
211	AWK	Programming Skills	Legacy	1	1,238	0.172%	855	0.213%	0.040%	23.200%
212	B	Programming Skills	Legacy	1	9,419	1.312%	4,242	1.054%	-0.258%	-19.660%
83	C#	Programming Skills	Current	2	51,840	7.223%	30,379	7.551%	0.328%	4.538%
82	C/C++	Programming Skills	Current	3	72,405	10.088%	43,511	10.815%	0.726%	7.200%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	27,550	3.839%	17,043	4.236%	0.397%	10.354%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	235	0.033%	203	0.050%	0.018%	54.097%
84	CGI	Programming Skills	Current	2	3,513	0.489%	2,248	0.559%	0.069%	14.152%
217	Clipper	Programming Skills	Legacy	1	121	0.017%	97	0.024%	0.007%	43.005%
218	CLU	Programming Skills	Legacy	1	127	0.018%	19	0.005%	-0.013%	-73.312%
100	Cobol	Programming Skills	Legacy	1	9,374	1.306%	4,560	1.133%	-0.173%	-13.223%
85	ColdFusion	Programming Skills	Current	2	6,774	0.944%	3,801	0.945%	0.001%	0.096%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	277	0.039%	217	0.054%	0.015%	39.748%
195	Component object model (COM)	Programming Skills	Current	1	74	0.010%	40	0.010%	-0.000%	-3.574%
125	Database programming	Programming Skills	Current	3	14,645	2.040%	9,790	2.433%	0.393%	19.250%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,390	0.194%	605	0.150%	-0.043%	-22.356%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,063	0.287%	1,371	0.341%	0.053%	18.551%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,064	0.148%	453	0.113%	-0.036%	-24.051%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,746	0.940%	3,984	0.990%	0.050%	5.351%
109	Forth	Programming Skills	Legacy	1	2,404	0.335%	1,497	0.372%	0.037%	11.084%
102	Fortran	Programming Skills	Legacy	1	1,164	0.162%	740	0.184%	0.022%	13.408%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	123,430	17.197%	67,418	16.757%	-0.441%	-2.564%
222	J	Programming Skills	Legacy	1	2,736	0.381%	1,568	0.390%	0.009%	2.234%
87	Java/J2EE/J2P	Programming Skills	Current	4	113,640	15.833%	70,298	17.472%	1.639%	10.351%
97	JavaScript	Programming Skills	Current	3	54,071	7.534%	30,784	7.651%	0.118%	1.561%
89	JavaServer Faces	Programming Skills	Current	3	5,542	0.772%	4,188	1.041%	0.269%	34.805%
88	JavaServer Pages	Programming Skills	Current	3	21,578	3.006%	13,145	3.267%	0.261%	8.671%
223	Job control language (JCL)	Programming Skills	Legacy	2	5,033	0.701%	2,349	0.584%	-0.117%	-16.743%
126	LAMP	Programming Skills	Current	1	2,069	0.288%	1,273	0.316%	0.028%	9.757%
104	Lisp	Programming Skills	Legacy	1	83	0.012%	65	0.016%	0.005%	39.701%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	285	0.040%	181	0.045%	0.005%	13.292%
201	Microsoft ActiveX	Programming Skills	Current	1	1,180	0.164%	426	0.106%	-0.059%	-35.599%
107	Pascal	Programming Skills	Legacy	1	491	0.068%	108	0.027%	-0.042%	-60.762%
90	Perl	Programming Skills	Current	1	32,868	4.579%	19,014	4.726%	0.146%	3.197%
91	PHP	Programming Skills	Current	1	13,740	1.914%	8,244	2.049%	0.135%	7.033%
103	PL/1	Programming Skills	Legacy	2	94	0.013%	47	0.012%	-0.001%	-10.806%
105	Prolog	Programming Skills	Legacy	1	161	0.022%	65	0.016%	-0.006%	-27.980%
95	Python	Programming Skills	Current	1	9,256	1.290%	6,798	1.690%	0.400%	31.016%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,200	0.864%	4,652	1.156%	0.292%	33.848%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	174	0.024%	83	0.021%	-0.004%	-14.907%
206	Scripting languages	Programming Skills	Current	1	7,483	1.043%	4,646	1.155%	0.112%	10.756%
101	Smalltalk	Programming Skills	Legacy	1	224	0.031%	101	0.025%	-0.006%	-19.566%
92	SQL	Programming Skills	Current	3	207,816	28.955%	118,739	29.512%	0.557%	1.925%
110	TCL	Programming Skills	Legacy	1	1,718	0.239%	861	0.214%	-0.025%	-10.598%
98	Unified Modeling Language	Programming Skills	Current	2	19,610	2.732%	11,961	2.973%	0.241%	8.807%
93	Visual Basic	Programming Skills	Current	6	62,643	8.728%	31,856	7.918%	-0.810%	-9.284%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,634	0.646%	3,035	0.754%	0.109%	16.834%
94	XML	Programming Skills	Current	2	73,107	10.186%	43,673	10.855%	0.669%	6.566%
1342	Computer Science	Majors	Computer Science	2	481,725	67.118%	298,920	74.296%	7.177%	10.693%
1344	Information Technology	Majors	Information Technology	3	289,425	40.325%	189,046	46.987%	6.661%	16.519%
1343	Management Information Systems	Majors	Management Information Systems	9	717,724	100.000%	402,339	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2012-04-10	Jobs Found:	1,813,896	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	4,363	0.241%	1,434	0.262%	0.022%	9.012%
2	Attention to Details	Soft Skills	Problem-solving skills	1	6,548	0.361%	2,254	0.412%	0.051%	14.171%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	8,541	0.471%	2,705	0.495%	0.024%	5.044%
231	Cooperation	Soft Skills	Interpersonal skills	1	13,653	0.753%	4,665	0.853%	0.100%	13.327%
3	Creativity	Soft Skills	Problem-solving skills	3	53,921	2.973%	16,401	2.999%	0.026%	0.884%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,364	0.957%	5,863	1.072%	0.115%	11.990%
1300	Flexibility	Soft Skills	Work ethic	1	52,049	2.869%	16,476	3.013%	0.143%	4.991%
232	Independence	Soft Skills	Interpersonal skills	1	7,847	0.433%	2,996	0.548%	0.115%	26.634%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	211,233	11.645%	62,983	11.517%	-0.129%	-1.105%
256	Innovation	Soft Skills	Problem-solving skills	1	110,980	6.118%	41,620	7.610%	1.492%	24.385%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	144,919	7.989%	43,756	8.001%	0.011%	0.144%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	967	0.053%	218	0.040%	-0.013%	-25.228%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	105,616	5.823%	35,929	6.570%	0.747%	12.830%
10	Leadership	Soft Skills	Interpersonal skills	1	345,006	19.020%	107,280	19.616%	0.596%	3.134%
258	Learning	Soft Skills	Problem-solving skills	1	103,716	5.718%	31,452	5.751%	0.033%	0.580%
1	Learning Ability	Soft Skills	Problem-solving skills	3	29,658	1.635%	10,230	1.871%	0.236%	14.405%
236	Listening	Soft Skills	Language skills	1	23,032	1.270%	7,066	1.292%	0.022%	1.754%
260	Mathematics	Soft Skills	Problem-solving skills	3	121,964	6.724%	29,971	5.480%	-1.244%	-18.496%
18	Negotiation Skills	Soft Skills	Language skills	1	14,321	0.790%	5,603	1.025%	0.235%	29.765%
262	Optimization	Soft Skills	Problem-solving skills	1	87,907	4.846%	29,644	5.420%	0.574%	11.847%
19	Oral Communications	Soft Skills	Language skills	2	28,607	1.577%	8,980	1.642%	0.065%	4.115%
273	Persistence	Soft Skills	Work ethic	1	6,946	0.383%	2,469	0.451%	0.069%	17.895%
239	Persuasion	Soft Skills	Language skills	1	2,480	0.137%	764	0.140%	0.003%	2.177%
1301	Physical Skill	Soft Skills	Work ethic	2	1,432	0.079%	457	0.084%	0.005%	5.848%
240	Presentations	Soft Skills	Language skills	1	81,703	4.504%	24,345	4.452%	-0.053%	-1.171%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	331,391	18.270%	115,311	21.085%	2.815%	15.409%
20	Questioning skills	Soft Skills	Language skills	1	391	0.022%	172	0.031%	0.010%	45.902%
241	Reading Comprehension	Soft Skills	Language skills	1	281	0.015%	134	0.025%	0.009%	58.165%
6	Research skills	Soft Skills	Problem-solving skills	1	2,925	0.161%	768	0.140%	-0.021%	-12.914%
15	Responsibility	Soft Skills	Work ethic	2	169,269	9.332%	52,814	9.657%	0.325%	3.486%
234	Self Control	Soft Skills	Interpersonal skills	1	134	0.007%	51	0.009%	0.002%	26.234%
16	Self-management	Soft Skills	Work ethic	1	1,746	0.096%	536	0.098%	0.002%	1.820%
250	Stress Tolerance	Soft Skills	Physical skills	1	193	0.011%	126	0.023%	0.012%	116.533%
12	Teamwork	Soft Skills	Interpersonal skills	1	72,521	3.998%	23,427	4.284%	0.286%	7.143%
17	Time Management	Soft Skills	Work ethic	2	57,631	3.177%	19,987	3.655%	0.477%	15.028%
268	Visualization	Soft Skills	Problem-solving skills	1	16,158	0.891%	3,969	0.726%	-0.165%	-18.529%
7	Working under pressure	Soft Skills	Problem-solving skills	1	694	0.038%	324	0.059%	0.021%	54.845%
21	Written Communications	Soft Skills	Language skills	3	270,286	14.901%	81,483	14.899%	-0.002%	-0.011%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	37,856	2.087%	14,250	2.606%	0.519%	24.851%
172	Account management	Business Skills	Management skills	1	16,958	0.935%	5,169	0.945%	0.010%	1.098%
22	Accounting	Business Skills	Business processes	4	119,582	6.593%	31,252	5.714%	-0.878%	-13.319%
1263	Accounting software	Business Skills	Business processes	7	12,636	0.697%	2,559	0.468%	-0.229%	-32.831%
174	Administration	Business Skills	Management skills	3	382,940	21.111%	122,276	22.358%	1.247%	5.906%
1313	Analyst	Business Skills	Project management	1	275,756	15.202%	85,663	15.664%	0.461%	3.034%
175	Application management	Business Skills	Management skills	5	128,281	7.072%	43,305	7.918%	0.846%	11.966%
150	Asset management	Business Skills	Business processes	1	21,360	1.178%	7,179	1.313%	0.135%	11.474%
151	Auditing	Business Skills	Business processes	4	74,052	4.082%	22,917	4.190%	0.108%	2.644%
1264	Auditing software	Business Skills	Business processes	1	86	0.005%	20	0.004%	-0.001%	-22.867%
152	Billing	Business Skills	Business processes	1	29,129	1.606%	8,503	1.555%	-0.051%	-3.182%
1314	Business Analyst	Business Skills	Project management	1	94,876	5.231%	43,101	7.881%	2.651%	50.675%
35	Business Intelligence	Business Skills	Strategy skills	1	74,222	4.092%	25,495	4.662%	0.570%	13.929%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,061	0.555%	3,832	0.701%	0.146%	26.327%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,415	1.456%	6,199	1.133%	-0.323%	-22.164%
36	Business Strategy	Business Skills	Strategy skills	3	294,314	16.226%	95,462	17.455%	1.230%	7.580%
182	Calendar and scheduling	Business Skills	Project management	3	72,983	4.024%	20,022	3.661%	-0.362%	-9.009%
156	Capacity planning	Business Skills	Business processes	1	40,967	2.259%	14,349	2.624%	0.365%	16.171%
28	Change Management	Business Skills	Management skills	1	61,315	3.380%	22,719	4.154%	0.774%	22.895%
24	Contracting and legal	Business Skills	Business processes	2	69,368	3.824%	18,347	3.355%	-0.469%	-12.276%
176	Coordination	Business Skills	Management skills	1	76,172	4.199%	23,972	4.383%	0.184%	4.381%
157	Cost accounting	Business Skills	Business processes	1	1,362	0.075%	341	0.062%	-0.013%	-16.960%
158	Cost estimation	Business Skills	Business processes	1	1,631	0.090%	429	0.078%	-0.011%	-12.760%
1312	Customer Support	Business Skills	Business processes	6	347,705	19.169%	120,874	22.102%	2.933%	15.301%
1339	Education	Business Skills	Industry Segment	1	14,435	0.796%	4,182	0.765%	-0.031%	-3.910%
1333	Energy	Business Skills	Industry Segment	1	85,493	4.713%	24,968	4.565%	-0.148%	-3.136%
1340	Entertainment	Business Skills	Industry Segment	1	38,096	2.100%	9,526	1.742%	-0.358%	-17.064%
1319	Environmental	Business Skills	Environmental	13	32,699	1.803%	9,495	1.736%	-0.067%	-3.690%
1320	Environmental Strategy	Business Skills	Environmental	5	5,804	0.320%	2,445	0.447%	0.127%	39.721%
161	Financial	Business Skills	Business processes	2	333,988	18.413%	103,134	18.858%	0.445%	2.419%
1275	Financial Analysis software	Business Skills	Business processes	6	1,431	0.079%	350	0.064%	-0.015%	-18.878%
1332	Health Care	Business Skills	Industry Segment	2	192,925	10.636%	53,038	9.698%	-0.938%	-8.818%
177	Human resources	Business Skills	Management skills	2	66,591	3.671%	18,699	3.419%	-0.252%	-6.865%
1336	Insurance	Business Skills	Industry Segment	1	9,857	0.543%	3,268	0.598%	0.054%	9.963%
1316	Managing/Supervision	Business Skills	Management skills	5	678,299	37.395%	183,303	33.517%	-3.877%	-10.369%
1334	Manufacturing	Business Skills	Industry Segment	2	111,801	6.164%	26,587	4.861%	-1.302%	-21.126%
26	Marketing	Business Skills	Business processes	1	162,265	8.946%	47,462	8.678%	-0.267%	-2.987%
185	Monitoring	Business Skills	Project management	1	193,484	10.667%	64,720	11.834%	1.167%	10.944%
179	Negotiation	Business Skills	Management skills	1	52,263	2.881%	18,014	3.294%	0.413%	14.321%
163	Operation and Control	Business Skills	Business processes	2	971	0.054%	204	0.037%	-0.016%	-30.318%
29	Outsourcing Management	Business Skills	Management skills	3	44,022	2.427%	12,809	2.342%	-0.085%	-3.494%
167	Procurement	Business Skills	Business processes	1	27,562	1.519%	8,140	1.488%	-0.031%	-2.045%
1290	Project Management software	Business Skills	Project management	2	45,428	2.504%	14,321	2.619%	0.114%	4.559%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	308,253	16.994%	99,699	18.230%	1.236%	7.274%
168	Quality	Business Skills	Business processes	1	492,082	27.128%	160,351	29.320%	2.192%	8.080%
1337	Real Estate	Business Skills	Industry Segment	2	9,774	0.539%	2,663	0.487%	-0.052%	-9.633%
1335	Retail	Business Skills	Industry Segment	2	284,312	15.674%	93,137	17.030%	1.356%	8.652%
34	Risk Management	Business Skills	Project management	1	43,828	2.416%	12,680	2.319%	-0.098%	-4.043%
169	Service Orientation	Business Skills	Business processes	1	11,720	0.646%	4,439	0.812%	0.166%	25.623%
27	Supply Chain Management	Business Skills	Business processes	3	49,226	2.714%	14,560	2.662%	-0.052%	-1.898%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,895	0.215%	1,028	0.188%	-0.027%	-12.462%
178	Teaching	Business Skills	Management skills	7	44,041	2.428%	12,515	2.288%	-0.140%	-5.749%
190	Timekeeping	Business Skills	Project management	3	21,210	1.169%	6,006	1.098%	-0.071%	-6.081%
1296	Timekeeping software	Business Skills	Project management	1	1,989	0.110%	692	0.127%	0.017%	15.394%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,577	0.142%	544	0.099%	-0.043%	-29.984%
180	Troubleshooting	Business Skills	Management skills	1	235,951	13.008%	80,403	14.702%	1.694%	13.022%
181	Verification	Business Skills	Management skills	1	56,941	3.139%	14,509	2.653%	-0.486%	-15.487%
1338	Waste Management	Business Skills	Industry Segment	1	1,555	0.086%	444	0.081%	-0.005%	-5.297%
191	Workflow	Business Skills	Project management	1	76,128	4.197%	25,287	4.624%	0.427%	10.170%
31	Working Globally	Business Skills	Management skills	3	15,533	0.856%	3,536	0.647%	-0.210%	-24.496%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,813	0.155%	1,009	0.184%	0.029%	18.969%
51	4GL	Technical Skills	Software development	3	3,775	0.208%	922	0.169%	-0.040%	-18.993%
987	Access servers & software	Technical Skills	Network	10	52,738	2.907%	17,982	3.288%	0.381%	13.090%
38	Agile Development Methods	Technical Skills	Software development	3	42,028	2.317%	18,024	3.296%	0.979%	42.240%
304	Algorithmic software	Technical Skills	Business applications	1	98	0.005%	15	0.003%	-0.003%	-49.234%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	2,780	0.153%	621	0.114%	-0.040%	-25.910%
1352	Android	Technical Skills	Mobile Platforms	1	14,462	0.797%	11,222	2.052%	1.255%	157.367%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	16,094	0.887%	10,463	1.913%	1.026%	115.627%
120	Apple operating systems	Technical Skills	Business applications	6	41,072	2.264%	14,694	2.687%	0.423%	18.660%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	4,577	0.252%	883	0.161%	-0.091%	-36.013%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	109	0.006%	8	0.001%	-0.005%	-75.657%
1265	Backup & Recovery	Technical Skills	Technical applications	16	147,074	8.108%	47,170	8.625%	0.517%	6.375%
1353	Blackberry	Technical Skills	Mobile Platforms	2	16,256	0.896%	6,987	1.278%	0.381%	42.557%
336	Borland Delphi	Technical Skills	Business applications	1	3,579	0.197%	832	0.152%	-0.045%	-22.897%
337	Borland JBuilder	Technical Skills	Business applications	1	3,437	0.189%	457	0.084%	-0.106%	-55.899%
338	Borland Paradox	Technical Skills	Business applications	1	204	0.011%	65	0.012%	0.001%	5.680%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,714	1.087%	6,187	1.131%	0.044%	4.092%
352	Cadence Opus	Technical Skills	Business applications	1	843	0.046%	383	0.070%	0.024%	50.689%
868	Calculators	Technical Skills	Hardware	1	1,362	0.075%	117	0.021%	-0.054%	-71.508%
39	CASE Tools	Technical Skills	Software development	1	72,469	3.995%	22,393	4.095%	0.099%	2.487%
367	Categorization or classification software	Technical Skills	Business applications	1	8,755	0.483%	2,728	0.499%	0.016%	3.347%
112	Certification	Technical Skills	Misc	3	294,970	16.262%	94,602	17.298%	1.036%	6.373%
78	Cisco	Technical Skills	Hardware	1	84,900	4.681%	26,933	4.925%	0.244%	5.217%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,122	0.779%	7,524	1.376%	0.597%	76.711%
40	Client-Server	Technical Skills	Software development	1	44,224	2.438%	13,507	2.470%	0.032%	1.301%
1011	Cluster server software	Technical Skills	Network	8	30,783	1.697%	10,863	1.986%	0.289%	17.044%
1151	Compatibility testing	Technical Skills	Software development	1	665	0.037%	210	0.038%	0.002%	4.739%
1152	Compilers	Technical Skills	Software development	4	21,880	1.206%	5,851	1.070%	-0.136%	-11.306%
1255	Compliance software	Technical Skills	Technical applications	3	7,120	0.393%	2,576	0.471%	0.079%	19.999%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	16,768	0.924%	3,044	0.557%	-0.368%	-39.789%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,976	0.164%	599	0.110%	-0.055%	-33.242%
875	Computer diagnostics	Technical Skills	Hardware	5	79,473	4.381%	23,873	4.365%	-0.016%	-0.368%
1107	Computer forensics	Technical Skills	Security	1	5,555	0.306%	1,178	0.215%	-0.091%	-29.665%
1266	Computer Hardware	Technical Skills	Hardware	12	41,815	2.305%	11,799	2.157%	-0.148%	-6.411%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	1,523	0.084%	372	0.068%	-0.016%	-18.987%
1015	Computer servers	Technical Skills	Network	6	190,090	10.480%	62,269	11.386%	0.906%	8.648%
1267	Computer Utilities	Technical Skills	Misc	1	1,231	0.068%	225	0.041%	-0.027%	-39.377%
59	Content Manager	Technical Skills	Business applications	1	1,534	0.085%	602	0.110%	0.026%	30.161%
878	Controllers	Technical Skills	Hardware	2	10,828	0.597%	2,971	0.543%	-0.054%	-8.995%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,638	0.090%	443	0.081%	-0.009%	-10.298%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	8,513	0.469%	2,199	0.402%	-0.067%	-14.325%
53	Customer Relationship Management	Technical Skills	Business applications	9	89,780	4.950%	29,963	5.479%	0.529%	10.692%
953	Data acquisition systems	Technical Skills	Information mgmt	1	10,104	0.557%	2,389	0.437%	-0.120%	-21.579%
955	Data compression software	Technical Skills	Information mgmt	1	7,624	0.420%	2,507	0.458%	0.038%	9.064%
956	Data conversion software	Technical Skills	Information mgmt	1	7,932	0.437%	2,778	0.508%	0.071%	16.161%
958	Data dictionary	Technical Skills	Information mgmt	1	5,521	0.304%	2,134	0.390%	0.086%	28.200%
959	Data entry	Technical Skills	Information mgmt	1	8,541	0.471%	2,015	0.368%	-0.102%	-21.751%
962	Data mapping	Technical Skills	Information mgmt	1	8,368	0.461%	3,368	0.616%	0.155%	33.494%
67	Data Mining	Technical Skills	Information mgmt	4	32,582	1.796%	10,069	1.841%	0.045%	2.499%
963	Data modeling	Technical Skills	Information mgmt	1	61,349	3.382%	21,581	3.946%	0.564%	16.674%
68	Data Warehousing	Technical Skills	Information mgmt	2	91,035	5.019%	32,202	5.888%	0.869%	17.324%
69	Database Administration	Technical Skills	Information mgmt	12	121,596	6.704%	39,004	7.132%	0.428%	6.390%
969	Database design software	Technical Skills	Information mgmt	15	109,220	6.021%	34,715	6.348%	0.326%	5.421%
1268	Database Reporting	Technical Skills	Information mgmt	2	33,605	1.853%	10,386	1.899%	0.046%	2.507%
1269	Database Security	Technical Skills	Information mgmt	1	208	0.011%	92	0.017%	0.005%	46.702%
1270	Database Servers	Technical Skills	Information mgmt	3	30,204	1.665%	9,078	1.660%	-0.005%	-0.313%
1271	Database Testing	Technical Skills	Information mgmt	1	1,509	0.083%	535	0.098%	0.015%	17.591%
1160	Debugging	Technical Skills	Software development	7	135,973	7.496%	43,221	7.903%	0.407%	5.427%
418	Desktop publishing software	Technical Skills	Business applications	13	26,833	1.479%	6,024	1.101%	-0.378%	-25.539%
1272	Development Environment	Technical Skills	Software development	13	90,764	5.004%	28,585	5.227%	0.223%	4.456%
1273	Digital Imaging	Technical Skills	Hardware	1	743	0.041%	156	0.029%	-0.012%	-30.362%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	7,349	0.405%	1,227	0.224%	-0.181%	-44.623%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	6,319	0.348%	1,769	0.323%	-0.025%	-7.148%
1307	Doctor of Philosophy	Technical Skills	Misc	3	89,457	4.932%	33,817	6.183%	1.252%	25.381%
973	Document management software	Technical Skills	Information mgmt	4	15,710	0.866%	5,070	0.927%	0.061%	7.039%
1020	Domain name system (DNS)	Technical Skills	Network	3	61,003	3.363%	20,711	3.787%	0.424%	12.606%
61	Dreamweaver	Technical Skills	Software development	1	11,592	0.639%	3,229	0.590%	-0.049%	-7.611%
54	DSS/GDSS	Technical Skills	Business applications	5	22,923	1.264%	7,124	1.303%	0.039%	3.077%
425	Dynamic modeling software	Technical Skills	Business applications	1	70	0.004%	5	0.001%	-0.003%	-76.309%
62	Eclipse	Technical Skills	Software development	1	39,353	2.170%	13,517	2.472%	0.302%	13.923%
1308	Electronic Commerce	Technical Skills	Business applications	2	81,474	4.492%	31,745	5.805%	1.313%	29.231%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,766	0.869%	5,291	0.967%	0.098%	11.308%
1023	Electronic mail software	Technical Skills	Network	8	29,157	1.607%	8,836	1.616%	0.008%	0.513%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	87,494	4.824%	26,638	4.871%	0.047%	0.980%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	88,822	4.897%	26,494	4.844%	-0.052%	-1.068%
1321	Environmental Certification	Technical Skills	Environmental	1	98	0.005%	19	0.003%	-0.002%	-35.696%
1328	Environmental Cleanup	Technical Skills	Environmental	1	34	0.002%	14	0.003%	0.001%	36.571%
1329	Environmental Energy	Technical Skills	Environmental	18	4,510	0.249%	1,385	0.253%	0.005%	1.855%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	4,601	0.254%	1,042	0.191%	-0.063%	-24.885%
1327	Environmental Pollution	Technical Skills	Environmental	15	3,704	0.204%	1,083	0.198%	-0.006%	-3.023%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,601	0.143%	358	0.065%	-0.078%	-54.349%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	939	0.052%	121	0.022%	-0.030%	-57.260%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	3,274	0.180%	825	0.151%	-0.030%	-16.423%
1331	Environmental Science	Technical Skills	Environmental	1	51	0.003%	1	0.000%	-0.003%	-93.497%
1322	Environmental Technology	Technical Skills	Environmental	2	307	0.017%	33	0.006%	-0.011%	-64.348%
461	Expert system software	Technical Skills	Business applications	1	716	0.039%	152	0.028%	-0.012%	-29.589%
1359	Facebook	Technical Skills	Social Networking	1	27,785	1.532%	23,491	4.295%	2.764%	180.415%
463	Facilities management software	Technical Skills	Business applications	4	3,216	0.177%	1,055	0.193%	0.016%	8.805%
468	Flight control software	Technical Skills	Business applications	1	786	0.043%	58	0.011%	-0.033%	-75.525%
469	Flowchart software	Technical Skills	Business applications	4	4,819	0.266%	1,791	0.327%	0.062%	23.268%
1112	Fraud Detection	Technical Skills	Security	1	7,920	0.437%	2,694	0.493%	0.056%	12.819%
63	FrontPage	Technical Skills	Software development	1	2,277	0.126%	351	0.064%	-0.061%	-48.872%
475	Fund accounting software	Technical Skills	Business applications	1	410	0.023%	165	0.030%	0.008%	33.478%
1260	Gaming	Technical Skills	Misc	2	37,110	2.046%	11,655	2.131%	0.085%	4.167%
113	Generic databases	Technical Skills	Information mgmt	2	289,533	15.962%	94,426	17.266%	1.304%	8.169%
1365	Google Apps	Technical Skills	Business applications	4	7,424	0.409%	4,648	0.850%	0.441%	107.653%
1364	Google Plus	Technical Skills	Social Networking	1	268	0.015%	268	0.049%	0.034%	231.674%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	93,221	5.139%	27,944	5.110%	-0.030%	-0.577%
484	Graphic software	Technical Skills	Business applications	15	137,271	7.568%	40,821	7.464%	-0.104%	-1.368%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	45,368	2.501%	11,828	2.163%	-0.338%	-13.529%
1323	Green IT	Technical Skills	Environmental	8	4,330	0.239%	1,459	0.267%	0.028%	11.758%
893	Guidance systems	Technical Skills	Hardware	1	125	0.007%	48	0.009%	0.002%	27.363%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	703	0.039%	120	0.022%	-0.017%	-43.384%
1277	Hardware Design	Technical Skills	Hardware	19	16,444	0.907%	3,755	0.687%	-0.220%	-24.262%
1278	Hardware Testing	Technical Skills	Hardware	4	6,465	0.356%	1,230	0.225%	-0.132%	-36.897%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	623	0.034%	271	0.050%	0.015%	44.275%
492	Helpdesk or call center	Technical Skills	Business applications	2	68,974	3.803%	20,332	3.718%	-0.085%	-2.230%
114	IBM databases	Technical Skills	Information mgmt	2	53,539	2.952%	17,567	3.212%	0.261%	8.827%
121	IBM operating systems	Technical Skills	Business applications	4	42,891	2.365%	12,580	2.300%	-0.064%	-2.720%
898	Image capture devices	Technical Skills	Hardware	8	8,475	0.467%	1,910	0.349%	-0.118%	-25.251%
524	Industrial control software	Technical Skills	Business applications	3	7,903	0.436%	1,430	0.261%	-0.174%	-39.986%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	28,110	1.550%	10,545	1.928%	0.378%	24.422%
899	Infrared	Technical Skills	Hardware	1	1,911	0.105%	182	0.033%	-0.072%	-68.412%
1180	Installation	Technical Skills	Software development	1	164,015	9.042%	49,689	9.086%	0.044%	0.482%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	958	0.053%	144	0.026%	-0.026%	-50.145%
536	Internet browser software	Technical Skills	Business applications	4	11,737	0.647%	3,192	0.584%	-0.063%	-9.798%
541	Inventory management software	Technical Skills	Business applications	3	8,200	0.452%	2,171	0.397%	-0.055%	-12.187%
73	IT Architecture/Standards	Technical Skills	Hardware	2	12,385	0.683%	3,830	0.700%	0.018%	2.568%
1357	Java ME	Technical Skills	Mobile Platforms	2	902	0.050%	229	0.042%	-0.008%	-15.795%
1035	Kernel	Technical Skills	Network	1	25,245	1.392%	7,815	1.429%	0.037%	2.675%
907	Lasers	Technical Skills	Hardware	1	572	0.032%	43	0.008%	-0.024%	-75.067%
1038	License management software	Technical Skills	Network	1	1,121	0.062%	396	0.072%	0.011%	17.166%
1361	LinkedIn	Technical Skills	Social Networking	1	11,606	0.640%	5,662	1.035%	0.395%	61.807%
908	Mainframe computers	Technical Skills	Hardware	2	46,040	2.538%	13,468	2.463%	-0.076%	-2.976%
124	Mainframe operating systems	Technical Skills	Business applications	7	28,553	1.574%	7,142	1.306%	-0.268%	-17.038%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	45,422	2.504%	13,916	2.545%	0.040%	1.615%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	8,754	0.483%	2,356	0.431%	-0.052%	-10.735%
1281	Medical software	Technical Skills	Business applications	8	9,422	0.519%	2,549	0.466%	-0.053%	-10.270%
115	Microsoft databases	Technical Skills	Information mgmt	5	279,692	15.419%	95,455	17.454%	2.035%	13.196%
119	Microsoft operating systems	Technical Skills	Business applications	4	426,986	23.540%	121,705	22.254%	-1.286%	-5.462%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,380	0.407%	4,101	0.750%	0.343%	84.308%
625	Multimedia	Technical Skills	Business applications	1	20,260	1.117%	4,963	0.907%	-0.209%	-18.751%
1362	MySpace	Technical Skills	Social Networking	1	3,448	0.190%	714	0.131%	-0.060%	-31.318%
74	Network administration	Technical Skills	Hardware	11	138,802	7.652%	39,456	7.215%	-0.438%	-5.718%
1282	Network Administration software	Technical Skills	Network	17	90,166	4.971%	30,170	5.517%	0.546%	10.980%
1283	Network Hardware	Technical Skills	Network	11	74,803	4.124%	22,293	4.076%	-0.048%	-1.154%
1284	Network Monitoring software	Technical Skills	Network	13	46,584	2.568%	15,702	2.871%	0.303%	11.797%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,677	0.092%	633	0.116%	0.023%	25.193%
1122	Network security	Technical Skills	Security	1	55,479	3.059%	18,057	3.302%	0.243%	7.951%
1285	Network Security software	Technical Skills	Security	31	122,071	6.730%	37,583	6.872%	0.142%	2.115%
1286	Network software	Technical Skills	Network	5	34,249	1.888%	10,766	1.969%	0.080%	4.260%
1287	Network Testing	Technical Skills	Network	11	29,115	1.605%	9,050	1.655%	0.050%	3.096%
1065	Novell network software	Technical Skills	Network	2	3,858	0.213%	795	0.145%	-0.067%	-31.654%
643	Oberon	Technical Skills	Business applications	1	96	0.005%	11	0.002%	-0.003%	-61.996%
41	Object Oriented Programming	Technical Skills	Software development	5	257,600	14.201%	82,347	15.057%	0.856%	6.026%
1288	Office Applications	Technical Skills	Business applications	13	236,191	13.021%	69,167	12.647%	-0.374%	-2.872%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	25,235	1.391%	8,570	1.567%	0.176%	12.639%
116	Open-source databases	Technical Skills	Information mgmt	4	99,936	5.509%	39,828	7.283%	1.773%	32.184%
118	Open-source operating systems	Technical Skills	Business applications	8	323,978	17.861%	105,086	19.215%	1.354%	7.582%
56	Operating Systems	Technical Skills	Business applications	3	188,369	10.385%	56,178	10.272%	-0.113%	-1.084%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,006	0.055%	312	0.057%	0.002%	2.865%
117	Oracle databases	Technical Skills	Information mgmt	1	339,538	18.719%	109,511	20.024%	1.306%	6.974%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,451	0.135%	864	0.158%	0.023%	16.918%
1289	Physical Tools	Technical Skills	Hardware	1	116	0.006%	9	0.002%	-0.005%	-74.267%
683	Point of sale (POS)	Technical Skills	Business applications	3	9,671	0.533%	3,463	0.633%	0.100%	18.766%
931	Printers	Technical Skills	Hardware	3	15,438	0.851%	4,872	0.891%	0.040%	4.671%
43	Programming	Technical Skills	Software development	1	544,193	30.001%	163,858	29.962%	-0.040%	-0.132%
700	Provisioning	Technical Skills	Business applications	1	21,642	1.193%	8,126	1.486%	0.293%	24.535%
1258	Rate Control	Technical Skills	Technical applications	1	168	0.009%	53	0.010%	0.000%	4.635%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	31,575	1.741%	8,244	1.507%	-0.233%	-13.402%
1077	Remote control software	Technical Skills	Network	2	1,757	0.097%	654	0.120%	0.023%	23.457%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,269	0.070%	333	0.061%	-0.009%	-12.965%
1262	Robotics	Technical Skills	Hardware	2	7,216	0.398%	1,813	0.332%	-0.066%	-16.668%
1318	RSA	Technical Skills	Security	1	9,503	0.524%	3,416	0.625%	0.101%	19.225%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	36,191	1.995%	15,843	2.897%	0.902%	45.194%
44	SDLC	Technical Skills	Software development	7	227,734	12.555%	80,133	14.652%	2.097%	16.706%
1132	Secure shell (SSH)	Technical Skills	Security	1	174	0.010%	47	0.009%	-0.001%	-10.410%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	24,064	1.327%	8,742	1.598%	0.272%	20.491%
76	Security	Technical Skills	Hardware	4	987,558	54.444%	482,923	88.303%	33.859%	62.191%
1315	Security Clearance	Technical Skills	Misc	2	173,228	9.550%	33,215	6.073%	-3.477%	-36.404%
1135	Security testing software	Technical Skills	Security	1	4,509	0.249%	1,403	0.257%	0.008%	3.202%
60	Sharepoint Server	Technical Skills	Business applications	1	7,517	0.414%	2,826	0.517%	0.102%	24.692%
1084	Signal generators	Technical Skills	Network	1	379	0.021%	77	0.014%	-0.007%	-32.615%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	20,045	1.105%	5,859	1.071%	-0.034%	-3.054%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	66,779	3.682%	25,244	4.616%	0.934%	25.380%
1220	Simulation software	Technical Skills	Software development	5	35,980	1.984%	6,698	1.225%	-0.759%	-38.256%
1366	Social Network	Technical Skills	Social Networking	1	5,175	0.285%	2,157	0.394%	0.109%	38.245%
1358	Social Networking	Technical Skills	Social Networking	1	14,920	0.823%	5,871	1.074%	0.251%	30.513%
42	Software Development	Technical Skills	Software development	2	510,276	28.131%	140,565	25.703%	-2.429%	-8.634%
1291	Software Development software	Technical Skills	Software development	2	4,482	0.247%	978	0.179%	-0.068%	-27.627%
1309	Software Engineering	Technical Skills	Software development	1	298,319	16.446%	84,033	15.366%	-1.081%	-6.571%
1292	Software Installation	Technical Skills	Software development	4	201,119	11.088%	69,245	12.662%	1.574%	14.195%
1223	Software libraries	Technical Skills	Software development	1	593	0.033%	178	0.033%	-0.000%	-0.442%
1293	Software Maintenance	Technical Skills	Software development	1	14,926	0.823%	4,788	0.875%	0.053%	6.395%
1294	Software Testing	Technical Skills	Software development	14	209,197	11.533%	64,638	11.819%	0.286%	2.481%
1225	Source code management (SCM)	Technical Skills	Software development	5	72,015	3.970%	23,897	4.370%	0.399%	10.060%
1229	Static analysis software	Technical Skills	Software development	1	1,347	0.074%	772	0.141%	0.067%	90.091%
772	Statistical analysis software	Technical Skills	Business applications	21	131,204	7.233%	36,587	6.690%	-0.543%	-7.511%
774	Statistical software	Technical Skills	Business applications	1	64,931	3.580%	17,325	3.168%	-0.412%	-11.502%
1230	Stress testing software	Technical Skills	Software development	1	5,168	0.285%	1,561	0.285%	0.001%	0.182%
122	Sun operating systems	Technical Skills	Business applications	3	104,756	5.775%	26,468	4.840%	-0.935%	-16.198%
939	Surveillance systems	Technical Skills	Hardware	5	18,225	1.005%	3,434	0.628%	-0.377%	-37.505%
791	Symantec software	Technical Skills	Business applications	1	13,375	0.737%	5,172	0.946%	0.208%	28.255%
1355	Symbian	Technical Skills	Mobile Platforms	1	95	0.005%	36	0.007%	0.001%	25.687%
1310	System Administration	Technical Skills	Network	4	134,156	7.396%	40,788	7.458%	0.062%	0.840%
45	System Testing	Technical Skills	Software development	5	41,492	2.287%	14,231	2.602%	0.315%	13.758%
46	Systems Analysis	Technical Skills	Software development	8	170,665	9.409%	49,010	8.962%	-0.447%	-4.753%
47	Systems Design	Technical Skills	Software development	1	30,318	1.671%	8,727	1.596%	-0.076%	-4.528%
1233	Systems Evaluation	Technical Skills	Software development	1	130	0.007%	40	0.007%	0.000%	2.053%
1234	Systems integration	Technical Skills	Software development	8	106,363	5.864%	30,611	5.597%	-0.267%	-4.545%
75	TCP/IP	Technical Skills	Hardware	3	122,638	6.761%	37,317	6.823%	0.062%	0.924%
1235	Technology Design	Technical Skills	Software development	1	1,878	0.104%	434	0.079%	-0.024%	-23.351%
1236	Templates	Technical Skills	Software development	1	26,377	1.454%	8,853	1.619%	0.165%	11.321%
1239	Test implementation	Technical Skills	Software development	1	666	0.037%	208	0.038%	0.001%	3.586%
1302	Testing	Technical Skills	Software development	1	573,523	31.618%	182,816	33.428%	1.810%	5.724%
1297	Training software	Technical Skills	Business applications	3	1,939	0.107%	564	0.103%	-0.004%	-3.526%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,826	0.156%	842	0.154%	-0.002%	-1.179%
1360	Twitter	Technical Skills	Social Networking	1	21,710	1.197%	9,791	1.790%	0.593%	49.582%
123	UNIX operating systems	Technical Skills	Business applications	5	352,385	19.427%	102,178	18.683%	-0.744%	-3.828%
1298	UNIX Shells	Technical Skills	Business applications	4	69,795	3.848%	23,480	4.293%	0.446%	11.580%
48	User-Interface Design	Technical Skills	Software development	2	108,914	6.004%	38,731	7.082%	1.078%	17.947%
836	Video creation and editing software	Technical Skills	Business applications	3	8,094	0.446%	2,040	0.373%	-0.073%	-16.405%
64	Visual Studio	Technical Skills	Software development	1	66,362	3.659%	23,018	4.209%	0.550%	15.043%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,215	0.122%	711	0.130%	0.008%	6.465%
77	Voice/Data Telecom	Technical Skills	Hardware	9	149,535	8.244%	43,583	7.969%	-0.275%	-3.331%
1299	Web Application Server	Technical Skills	Business applications	8	103,419	5.701%	32,104	5.870%	0.169%	2.960%
1248	Web platform development software	Technical Skills	Software development	4	7,658	0.422%	2,556	0.467%	0.045%	10.702%
65	web programmer	Technical Skills	Software development	4	28,264	1.558%	13,551	2.478%	0.920%	59.019%
58	Web servers	Technical Skills	Business applications	6	153,951	8.487%	52,924	9.677%	1.190%	14.020%
49	Web-based Application Development	Technical Skills	Software development	2	102,497	5.651%	34,536	6.315%	0.664%	11.756%
1356	Windows CE	Technical Skills	Mobile Platforms	4	14,674	0.809%	3,817	0.698%	-0.111%	-13.725%
1102	Wireless	Technical Skills	Network	5	86,883	4.790%	22,769	4.163%	-0.627%	-13.080%
1363	YouTube	Technical Skills	Social Networking	2	3,945	0.217%	2,825	0.517%	0.299%	137.510%
79	.NET	Programming Skills	Current	1	226,939	12.511%	74,216	13.571%	1.059%	8.467%
209	A programming language (APL)	Programming Skills	Legacy	2	3,452	0.190%	583	0.107%	-0.084%	-43.984%
99	Ada	Programming Skills	Legacy	1	7,019	0.387%	1,552	0.284%	-0.103%	-26.662%
80	AJAX	Programming Skills	Current	1	131,020	7.223%	49,316	9.018%	1.794%	24.842%
192	Apple AppleScript	Programming Skills	Current	1	273	0.015%	106	0.019%	0.004%	28.782%
81	ASP	Programming Skills	Current	2	161,705	8.915%	51,778	9.468%	0.553%	6.202%
108	Assembly	Programming Skills	Legacy	2	7,915	0.436%	1,354	0.248%	-0.189%	-43.261%
211	AWK	Programming Skills	Legacy	1	4,492	0.248%	1,312	0.240%	-0.008%	-3.127%
212	B	Programming Skills	Legacy	1	22,215	1.225%	6,883	1.259%	0.034%	2.764%
83	C#	Programming Skills	Current	2	207,006	11.412%	68,765	12.574%	1.162%	10.178%
82	C/C++	Programming Skills	Current	3	370,260	20.412%	94,552	17.289%	-3.123%	-15.302%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	127,490	7.029%	54,894	10.037%	3.009%	42.810%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	397	0.022%	194	0.035%	0.014%	62.077%
84	CGI	Programming Skills	Current	2	12,373	0.682%	4,136	0.756%	0.074%	10.871%
217	Clipper	Programming Skills	Legacy	1	311	0.017%	106	0.019%	0.002%	13.046%
218	CLU	Programming Skills	Legacy	1	142	0.008%	25	0.005%	-0.003%	-41.607%
100	Cobol	Programming Skills	Legacy	1	17,088	0.942%	5,295	0.968%	0.026%	2.775%
85	ColdFusion	Programming Skills	Current	2	16,219	0.894%	4,648	0.850%	-0.044%	-4.950%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	340	0.019%	37	0.007%	-0.012%	-63.906%
195	Component object model (COM)	Programming Skills	Current	1	371	0.020%	119	0.022%	0.001%	6.386%
125	Database programming	Programming Skills	Current	3	58,275	3.213%	17,906	3.274%	0.061%	1.912%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	4,560	0.251%	1,037	0.190%	-0.062%	-24.573%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	13,836	0.763%	4,420	0.808%	0.045%	5.955%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	3,169	0.175%	1,028	0.188%	0.013%	7.592%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	26,516	1.462%	7,896	1.444%	-0.018%	-1.233%
109	Forth	Programming Skills	Legacy	1	3,936	0.217%	1,681	0.307%	0.090%	41.652%
102	Fortran	Programming Skills	Legacy	1	4,194	0.231%	563	0.103%	-0.128%	-55.476%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	382,751	21.101%	99,689	18.228%	-2.873%	-13.614%
222	J	Programming Skills	Legacy	1	7,326	0.404%	1,865	0.341%	-0.063%	-15.565%
87	Java/J2EE/J2P	Programming Skills	Current	4	464,029	25.582%	150,463	27.512%	1.930%	7.546%
97	JavaScript	Programming Skills	Current	3	227,601	12.548%	89,428	16.352%	3.804%	30.320%
89	JavaServer Faces	Programming Skills	Current	3	20,350	1.122%	6,846	1.252%	0.130%	11.579%
88	JavaServer Pages	Programming Skills	Current	3	93,283	5.143%	28,430	5.198%	0.056%	1.085%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,709	0.535%	2,761	0.505%	-0.030%	-5.680%
126	LAMP	Programming Skills	Current	1	21,079	1.162%	10,329	1.889%	0.727%	62.525%
104	Lisp	Programming Skills	Legacy	1	1,520	0.084%	473	0.086%	0.003%	3.212%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	911	0.050%	247	0.045%	-0.005%	-10.073%
201	Microsoft ActiveX	Programming Skills	Current	1	4,323	0.238%	889	0.163%	-0.076%	-31.793%
107	Pascal	Programming Skills	Legacy	1	1,104	0.061%	220	0.040%	-0.021%	-33.906%
90	Perl	Programming Skills	Current	1	170,657	9.408%	53,069	9.704%	0.295%	3.140%
91	PHP	Programming Skills	Current	1	87,535	4.826%	31,834	5.821%	0.995%	20.620%
103	PL/1	Programming Skills	Legacy	2	336	0.019%	101	0.018%	-0.000%	-0.301%
105	Prolog	Programming Skills	Legacy	1	1,073	0.059%	327	0.060%	0.001%	1.079%
95	Python	Programming Skills	Current	1	84,807	4.675%	37,222	6.806%	2.131%	45.572%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	21,085	1.162%	11,195	2.047%	0.885%	76.101%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	803	0.044%	198	0.036%	-0.008%	-18.217%
206	Scripting languages	Programming Skills	Current	1	44,143	2.434%	14,818	2.709%	0.276%	11.337%
101	Smalltalk	Programming Skills	Legacy	1	867	0.048%	213	0.039%	-0.009%	-18.516%
92	SQL	Programming Skills	Current	3	601,019	33.134%	204,934	37.472%	4.338%	13.093%
110	TCL	Programming Skills	Legacy	1	12,578	0.693%	3,447	0.630%	-0.063%	-9.105%
98	Unified Modeling Language	Programming Skills	Current	2	74,072	4.084%	18,944	3.464%	-0.620%	-15.174%
93	Visual Basic	Programming Skills	Current	6	155,464	8.571%	44,853	8.201%	-0.369%	-4.309%
207	Web service definition language (WSDL)	Programming Skills	Current	2	17,000	0.937%	6,048	1.106%	0.169%	17.998%
94	XML	Programming Skills	Current	2	281,183	15.502%	90,580	16.563%	1.061%	6.845%
1342	Computer Science	Majors	Computer Science	2	1,813,896	100.000%	546,892	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	538,043	29.662%	173,981	31.813%	2.150%	7.250%
1343	Management Information Systems	Majors	Management Information Systems	9	481,836	26.564%	185,054	33.837%	7.274%	27.383%

IT Degrees

Information Technology	2012-04-10	Jobs Found:	1,015,774	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	1,772	0.174%	626	0.237%	0.063%	35.980%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,110	0.208%	572	0.217%	0.009%	4.347%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,883	0.481%	1,275	0.483%	0.002%	0.505%
231	Cooperation	Soft Skills	Interpersonal skills	1	7,987	0.786%	1,232	0.467%	-0.319%	-40.626%
3	Creativity	Soft Skills	Problem-solving skills	3	22,563	2.221%	5,524	2.093%	-0.128%	-5.763%
4	Critical thinking	Soft Skills	Problem-solving skills	3	7,946	0.782%	2,764	1.047%	0.265%	33.892%
1300	Flexibility	Soft Skills	Work ethic	1	79,554	7.832%	28,180	10.678%	2.847%	36.347%
232	Independence	Soft Skills	Interpersonal skills	1	4,936	0.486%	1,405	0.532%	0.046%	9.564%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	106,455	10.480%	23,441	8.883%	-1.597%	-15.243%
256	Innovation	Soft Skills	Problem-solving skills	1	50,945	5.015%	13,652	5.173%	0.158%	3.148%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	120,635	11.876%	35,569	13.478%	1.602%	13.492%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	542	0.053%	121	0.046%	-0.008%	-14.069%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	55,567	5.470%	15,692	5.946%	0.476%	8.699%
10	Leadership	Soft Skills	Interpersonal skills	1	208,578	20.534%	57,191	21.672%	1.138%	5.542%
258	Learning	Soft Skills	Problem-solving skills	1	121,665	11.978%	57,963	21.964%	9.987%	83.380%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,795	1.161%	3,318	1.257%	0.096%	8.279%
236	Listening	Soft Skills	Language skills	1	41,927	4.128%	32,053	12.146%	8.019%	194.267%
260	Mathematics	Soft Skills	Problem-solving skills	3	25,612	2.521%	4,730	1.792%	-0.729%	-28.914%
18	Negotiation Skills	Soft Skills	Language skills	1	10,431	1.027%	2,721	1.031%	0.004%	0.408%
262	Optimization	Soft Skills	Problem-solving skills	1	36,976	3.640%	8,133	3.082%	-0.558%	-15.336%
19	Oral Communications	Soft Skills	Language skills	2	13,425	1.322%	3,438	1.303%	-0.019%	-1.427%
273	Persistence	Soft Skills	Work ethic	1	1,815	0.179%	609	0.231%	0.052%	29.154%
239	Persuasion	Soft Skills	Language skills	1	1,245	0.123%	331	0.125%	0.003%	2.335%
1301	Physical Skill	Soft Skills	Work ethic	2	863	0.085%	189	0.072%	-0.013%	-15.702%
240	Presentations	Soft Skills	Language skills	1	49,266	4.850%	10,672	4.044%	-0.806%	-16.620%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	116,559	11.475%	32,299	12.239%	0.764%	6.662%
20	Questioning skills	Soft Skills	Language skills	1	183	0.018%	62	0.023%	0.005%	30.409%
241	Reading Comprehension	Soft Skills	Language skills	1	292	0.029%	68	0.026%	-0.003%	-10.362%
6	Research skills	Soft Skills	Problem-solving skills	1	1,932	0.190%	347	0.131%	-0.059%	-30.867%
15	Responsibility	Soft Skills	Work ethic	2	95,216	9.374%	19,584	7.421%	-1.953%	-20.831%
234	Self Control	Soft Skills	Interpersonal skills	1	74	0.007%	36	0.014%	0.006%	87.256%
16	Self-management	Soft Skills	Work ethic	1	597	0.059%	187	0.071%	0.012%	20.568%
250	Stress Tolerance	Soft Skills	Physical skills	1	77	0.008%	46	0.017%	0.010%	129.950%
12	Teamwork	Soft Skills	Interpersonal skills	1	39,459	3.885%	8,919	3.380%	-0.505%	-12.997%
17	Time Management	Soft Skills	Work ethic	2	26,386	2.598%	7,681	2.911%	0.313%	12.050%
268	Visualization	Soft Skills	Problem-solving skills	1	5,185	0.510%	934	0.354%	-0.157%	-30.663%
7	Working under pressure	Soft Skills	Problem-solving skills	1	361	0.036%	193	0.073%	0.038%	105.786%
21	Written Communications	Soft Skills	Language skills	3	140,106	13.793%	27,244	10.324%	-3.469%	-25.152%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	189,336	18.640%	99,680	37.773%	19.133%	102.647%
172	Account management	Business Skills	Management skills	1	9,751	0.960%	2,019	0.765%	-0.195%	-20.301%
22	Accounting	Business Skills	Business processes	4	268,723	26.455%	108,396	41.075%	14.620%	55.265%
1263	Accounting software	Business Skills	Business processes	7	38,807	3.820%	30,316	11.488%	7.667%	200.696%
174	Administration	Business Skills	Management skills	3	366,341	36.065%	134,812	51.085%	15.020%	41.648%
1313	Analyst	Business Skills	Project management	1	191,184	18.822%	64,828	24.566%	5.744%	30.520%
175	Application management	Business Skills	Management skills	5	59,557	5.863%	14,108	5.346%	-0.517%	-8.820%
150	Asset management	Business Skills	Business processes	1	14,572	1.435%	2,987	1.132%	-0.303%	-21.099%
151	Auditing	Business Skills	Business processes	4	92,492	9.106%	41,003	15.538%	6.432%	70.639%
1264	Auditing software	Business Skills	Business processes	1	122	0.012%	23	0.009%	-0.003%	-27.434%
152	Billing	Business Skills	Business processes	1	53,555	5.272%	32,816	12.435%	7.163%	135.859%
1314	Business Analyst	Business Skills	Project management	1	82,351	8.107%	45,811	17.360%	9.252%	114.125%
35	Business Intelligence	Business Skills	Strategy skills	1	38,053	3.746%	9,778	3.705%	-0.041%	-1.093%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,000	0.492%	1,254	0.475%	-0.017%	-3.463%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	22,729	2.238%	1,713	0.649%	-1.588%	-70.990%
36	Business Strategy	Business Skills	Strategy skills	3	207,044	20.383%	40,945	15.516%	-4.867%	-23.879%
182	Calendar and scheduling	Business Skills	Project management	3	41,448	4.080%	7,964	3.018%	-1.063%	-26.041%
156	Capacity planning	Business Skills	Business processes	1	15,705	1.546%	3,921	1.486%	-0.060%	-3.900%
28	Change Management	Business Skills	Management skills	1	35,882	3.532%	10,600	4.017%	0.484%	13.709%
24	Contracting and legal	Business Skills	Business processes	2	137,660	13.552%	52,678	19.962%	6.410%	47.295%
176	Coordination	Business Skills	Management skills	1	49,659	4.889%	10,661	4.040%	-0.849%	-17.365%
157	Cost accounting	Business Skills	Business processes	1	2,431	0.239%	293	0.111%	-0.128%	-53.607%
158	Cost estimation	Business Skills	Business processes	1	940	0.093%	133	0.050%	-0.042%	-45.538%
1312	Customer Support	Business Skills	Business processes	6	217,255	21.388%	71,079	26.935%	5.546%	25.932%
1339	Education	Business Skills	Industry Segment	1	10,639	1.047%	2,198	0.833%	-0.214%	-20.477%
1333	Energy	Business Skills	Industry Segment	1	42,058	4.140%	8,943	3.389%	-0.752%	-18.153%
1340	Entertainment	Business Skills	Industry Segment	1	155,520	15.310%	91,027	34.494%	19.183%	125.294%
1319	Environmental	Business Skills	Environmental	13	101,007	9.944%	47,650	18.056%	8.113%	81.584%
1320	Environmental Strategy	Business Skills	Environmental	5	1,769	0.174%	474	0.180%	0.005%	3.137%
161	Financial	Business Skills	Business processes	2	380,590	37.468%	137,265	52.015%	14.547%	38.825%
1275	Financial Analysis software	Business Skills	Business processes	6	1,765	0.174%	134	0.051%	-0.123%	-70.777%
1332	Health Care	Business Skills	Industry Segment	2	307,619	30.284%	120,570	45.689%	15.404%	50.866%
177	Human resources	Business Skills	Management skills	2	215,366	21.202%	102,230	38.739%	17.537%	82.712%
1336	Insurance	Business Skills	Industry Segment	1	4,951	0.487%	1,253	0.475%	-0.013%	-2.585%
1316	Managing/Supervision	Business Skills	Management skills	5	531,844	52.358%	162,973	61.757%	9.398%	17.950%
1334	Manufacturing	Business Skills	Industry Segment	2	175,257	17.254%	66,818	25.320%	8.066%	46.752%
26	Marketing	Business Skills	Business processes	1	258,182	25.417%	107,215	40.628%	15.211%	59.844%
185	Monitoring	Business Skills	Project management	1	90,534	8.913%	21,856	8.282%	-0.631%	-7.077%
179	Negotiation	Business Skills	Management skills	1	39,255	3.865%	9,843	3.730%	-0.135%	-3.484%
163	Operation and Control	Business Skills	Business processes	2	448	0.044%	105	0.040%	-0.004%	-9.785%
29	Outsourcing Management	Business Skills	Management skills	3	75,405	7.423%	8,369	3.171%	-4.252%	-57.279%
167	Procurement	Business Skills	Business processes	1	62,937	6.196%	33,597	12.731%	6.535%	105.476%
1290	Project Management software	Business Skills	Project management	2	29,341	2.889%	7,451	2.823%	-0.065%	-2.253%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	180,913	17.810%	43,192	16.367%	-1.443%	-8.103%
168	Quality	Business Skills	Business processes	1	274,685	27.042%	85,154	32.268%	5.226%	19.326%
1337	Real Estate	Business Skills	Industry Segment	2	159,806	15.732%	93,825	35.554%	19.821%	125.991%
1335	Retail	Business Skills	Industry Segment	2	350,826	34.538%	129,352	49.016%	14.479%	41.921%
34	Risk Management	Business Skills	Project management	1	30,520	3.005%	6,847	2.595%	-0.410%	-13.646%
169	Service Orientation	Business Skills	Business processes	1	7,698	0.758%	1,777	0.673%	-0.084%	-11.146%
27	Supply Chain Management	Business Skills	Business processes	3	64,829	6.382%	34,957	13.247%	6.864%	107.554%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,227	0.219%	500	0.189%	-0.030%	-13.580%
178	Teaching	Business Skills	Management skills	7	196,674	19.362%	97,936	37.112%	17.750%	91.673%
190	Timekeeping	Business Skills	Project management	3	66,338	6.531%	31,721	12.020%	5.490%	84.056%
1296	Timekeeping software	Business Skills	Project management	1	998	0.098%	236	0.089%	-0.009%	-8.978%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,000	0.098%	217	0.082%	-0.016%	-16.473%
180	Troubleshooting	Business Skills	Management skills	1	92,955	9.151%	24,239	9.185%	0.034%	0.371%
181	Verification	Business Skills	Management skills	1	18,882	1.859%	4,153	1.574%	-0.285%	-15.340%
1338	Waste Management	Business Skills	Industry Segment	1	715	0.070%	196	0.074%	0.004%	5.515%
191	Workflow	Business Skills	Project management	1	35,275	3.473%	9,701	3.676%	0.203%	5.856%
31	Working Globally	Business Skills	Management skills	3	8,856	0.872%	1,040	0.394%	-0.478%	-54.798%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,516	0.149%	326	0.124%	-0.026%	-17.228%
51	4GL	Technical Skills	Software development	3	1,217	0.120%	190	0.072%	-0.048%	-39.906%
987	Access servers & software	Technical Skills	Network	10	28,597	2.815%	7,126	2.700%	-0.115%	-4.084%
38	Agile Development Methods	Technical Skills	Software development	3	9,371	0.923%	3,485	1.321%	0.398%	43.147%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.001%	2	0.001%	0.000%	28.305%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	933	0.092%	133	0.050%	-0.041%	-45.130%
1352	Android	Technical Skills	Mobile Platforms	1	2,225	0.219%	1,607	0.609%	0.390%	178.004%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	3,997	0.393%	2,530	0.959%	0.565%	143.642%
120	Apple operating systems	Technical Skills	Business applications	6	12,952	1.275%	3,750	1.421%	0.146%	11.445%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,503	3.594%	29,350	11.122%	7.528%	209.489%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	8	0.001%	0	0.000%	-0.001%	-100.000%
1265	Backup & Recovery	Technical Skills	Technical applications	16	76,438	7.525%	16,488	6.248%	-1.277%	-16.972%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,586	0.747%	2,383	0.903%	0.156%	20.914%
336	Borland Delphi	Technical Skills	Business applications	1	962	0.095%	255	0.097%	0.002%	2.031%
337	Borland JBuilder	Technical Skills	Business applications	1	778	0.077%	124	0.047%	-0.030%	-38.651%
338	Borland Paradox	Technical Skills	Business applications	1	75	0.007%	12	0.005%	-0.003%	-38.413%
72	Business Continuity Planning	Technical Skills	Hardware	2	34,259	3.373%	3,596	1.363%	-2.010%	-59.597%
352	Cadence Opus	Technical Skills	Business applications	1	840	0.083%	370	0.140%	0.058%	69.546%
868	Calculators	Technical Skills	Hardware	1	566	0.056%	29	0.011%	-0.045%	-80.278%
39	CASE Tools	Technical Skills	Software development	1	81,158	7.990%	37,544	14.227%	6.237%	78.064%
367	Categorization or classification software	Technical Skills	Business applications	1	2,513	0.247%	609	0.231%	-0.017%	-6.720%
112	Certification	Technical Skills	Misc	3	224,303	22.082%	69,542	26.352%	4.270%	19.338%
78	Cisco	Technical Skills	Hardware	1	175,572	17.285%	73,818	27.972%	10.688%	61.835%
1009	Cisco Systems IOS	Technical Skills	Network	1	4,298	0.423%	1,671	0.633%	0.210%	49.650%
40	Client-Server	Technical Skills	Software development	1	28,732	2.829%	3,325	1.260%	-1.569%	-55.456%
1011	Cluster server software	Technical Skills	Network	8	12,807	1.261%	2,749	1.042%	-0.219%	-17.378%
1151	Compatibility testing	Technical Skills	Software development	1	184	0.018%	59	0.022%	0.004%	23.424%
1152	Compilers	Technical Skills	Software development	4	7,544	0.743%	1,114	0.422%	-0.321%	-43.161%
1255	Compliance software	Technical Skills	Technical applications	3	5,680	0.559%	1,505	0.570%	0.011%	1.989%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	43,840	4.316%	30,396	11.518%	7.202%	166.877%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,841	0.181%	610	0.231%	0.050%	27.539%
875	Computer diagnostics	Technical Skills	Hardware	5	31,880	3.138%	6,810	2.581%	-0.558%	-17.777%
1107	Computer forensics	Technical Skills	Security	1	3,102	0.305%	272	0.103%	-0.202%	-66.249%
1266	Computer Hardware	Technical Skills	Hardware	12	22,710	2.236%	4,333	1.642%	-0.594%	-26.559%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	34,550	3.401%	29,429	11.152%	7.750%	227.864%
1015	Computer servers	Technical Skills	Network	6	74,356	7.320%	17,803	6.746%	-0.574%	-7.840%
1267	Computer Utilities	Technical Skills	Misc	1	190	0.019%	40	0.015%	-0.004%	-18.965%
59	Content Manager	Technical Skills	Business applications	1	1,084	0.107%	257	0.097%	-0.009%	-8.742%
878	Controllers	Technical Skills	Hardware	2	4,905	0.483%	833	0.316%	-0.167%	-34.631%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	582	0.057%	118	0.045%	-0.013%	-21.959%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,907	0.385%	757	0.287%	-0.098%	-25.421%
53	Customer Relationship Management	Technical Skills	Business applications	9	79,959	7.872%	41,068	15.562%	7.691%	97.698%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,217	0.317%	527	0.200%	-0.117%	-36.944%
955	Data compression software	Technical Skills	Information mgmt	1	1,392	0.137%	349	0.132%	-0.005%	-3.494%
956	Data conversion software	Technical Skills	Information mgmt	1	4,257	0.419%	1,179	0.447%	0.028%	6.605%
958	Data dictionary	Technical Skills	Information mgmt	1	2,057	0.203%	608	0.230%	0.028%	13.772%
959	Data entry	Technical Skills	Information mgmt	1	170,444	16.780%	93,434	35.406%	18.626%	111.003%
962	Data mapping	Technical Skills	Information mgmt	1	3,497	0.344%	1,213	0.460%	0.115%	33.515%
67	Data Mining	Technical Skills	Information mgmt	4	45,516	4.481%	31,368	11.887%	7.406%	165.270%
963	Data modeling	Technical Skills	Information mgmt	1	20,800	2.048%	6,141	2.327%	0.279%	13.643%
68	Data Warehousing	Technical Skills	Information mgmt	2	35,266	3.472%	10,138	3.842%	0.370%	10.653%
69	Database Administration	Technical Skills	Information mgmt	12	51,253	5.046%	11,082	4.199%	-0.846%	-16.773%
969	Database design software	Technical Skills	Information mgmt	15	33,569	3.305%	8,534	3.234%	-0.071%	-2.146%
1268	Database Reporting	Technical Skills	Information mgmt	2	12,637	1.244%	3,090	1.171%	-0.073%	-5.880%
1269	Database Security	Technical Skills	Information mgmt	1	62	0.006%	13	0.005%	-0.001%	-19.292%
1270	Database Servers	Technical Skills	Information mgmt	3	9,907	0.975%	2,090	0.792%	-0.183%	-18.797%
1271	Database Testing	Technical Skills	Information mgmt	1	380	0.037%	92	0.035%	-0.003%	-6.810%
1160	Debugging	Technical Skills	Software development	7	37,271	3.669%	9,614	3.643%	-0.026%	-0.711%
418	Desktop publishing software	Technical Skills	Business applications	13	15,821	1.558%	1,957	0.742%	-0.816%	-52.387%
1272	Development Environment	Technical Skills	Software development	13	29,256	2.880%	5,794	2.196%	-0.685%	-23.769%
1273	Digital Imaging	Technical Skills	Hardware	1	250	0.025%	28	0.011%	-0.014%	-56.889%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,162	0.114%	201	0.076%	-0.038%	-33.418%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,420	0.238%	460	0.174%	-0.064%	-26.834%
1307	Doctor of Philosophy	Technical Skills	Misc	3	59,769	5.884%	2,704	1.025%	-4.859%	-82.586%
973	Document management software	Technical Skills	Information mgmt	4	8,870	0.873%	2,079	0.788%	-0.085%	-9.781%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,362	2.300%	5,483	2.078%	-0.222%	-9.661%
61	Dreamweaver	Technical Skills	Software development	1	5,914	0.582%	913	0.346%	-0.236%	-40.577%
54	DSS/GDSS	Technical Skills	Business applications	5	12,511	1.232%	2,520	0.955%	-0.277%	-22.469%
425	Dynamic modeling software	Technical Skills	Business applications	1	37	0.004%	1	0.000%	-0.003%	-89.597%
62	Eclipse	Technical Skills	Software development	1	10,681	1.052%	2,869	1.087%	0.036%	3.391%
1308	Electronic Commerce	Technical Skills	Business applications	2	37,067	3.649%	7,061	2.676%	-0.973%	-26.676%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	6,562	0.646%	1,840	0.697%	0.051%	7.931%
1023	Electronic mail software	Technical Skills	Network	8	15,163	1.493%	3,704	1.404%	-0.089%	-5.973%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	49,039	4.828%	12,520	4.744%	-0.083%	-1.728%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	79,938	7.870%	39,870	15.108%	7.239%	91.981%
1321	Environmental Certification	Technical Skills	Environmental	1	76	0.007%	13	0.005%	-0.003%	-34.159%
1328	Environmental Cleanup	Technical Skills	Environmental	1	593	0.058%	387	0.147%	0.088%	151.201%
1329	Environmental Energy	Technical Skills	Environmental	18	2,889	0.284%	602	0.228%	-0.056%	-19.793%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,434	0.240%	385	0.146%	-0.094%	-39.116%
1327	Environmental Pollution	Technical Skills	Environmental	15	34,107	3.358%	29,817	11.299%	7.941%	236.501%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,884	0.185%	324	0.123%	-0.063%	-33.804%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	262	0.026%	38	0.014%	-0.011%	-44.172%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	44,154	4.347%	13,751	5.211%	0.864%	19.875%
1331	Environmental Science	Technical Skills	Environmental	1	90	0.009%	0	0.000%	-0.009%	-100.000%
1322	Environmental Technology	Technical Skills	Environmental	2	166	0.016%	27	0.010%	-0.006%	-37.393%
461	Expert system software	Technical Skills	Business applications	1	363	0.036%	72	0.027%	-0.008%	-23.653%
1359	Facebook	Technical Skills	Social Networking	1	8,585	0.845%	7,463	2.828%	1.983%	234.610%
463	Facilities management software	Technical Skills	Business applications	4	6,512	0.641%	744	0.282%	-0.359%	-56.023%
468	Flight control software	Technical Skills	Business applications	1	89	0.009%	11	0.004%	-0.005%	-52.426%
469	Flowchart software	Technical Skills	Business applications	4	2,204	0.217%	667	0.253%	0.036%	16.488%
1112	Fraud Detection	Technical Skills	Security	1	3,559	0.350%	885	0.335%	-0.015%	-4.285%
63	FrontPage	Technical Skills	Software development	1	767	0.076%	94	0.036%	-0.040%	-52.826%
475	Fund accounting software	Technical Skills	Business applications	1	390	0.038%	112	0.042%	0.004%	10.540%
1260	Gaming	Technical Skills	Misc	2	14,307	1.408%	5,664	2.146%	0.738%	52.384%
113	Generic databases	Technical Skills	Information mgmt	2	95,080	9.360%	23,218	8.798%	-0.562%	-6.006%
1365	Google Apps	Technical Skills	Business applications	4	1,282	0.126%	731	0.277%	0.151%	119.480%
1364	Google Plus	Technical Skills	Social Networking	1	1	0.000%	1	0.000%	0.000%	284.916%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	83,712	8.241%	38,424	14.560%	6.319%	76.677%
484	Graphic software	Technical Skills	Business applications	15	94,384	9.292%	44,325	16.796%	7.505%	80.766%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	10,739	1.057%	2,425	0.919%	-0.138%	-13.081%
1323	Green IT	Technical Skills	Environmental	8	2,724	0.268%	931	0.353%	0.085%	31.555%
893	Guidance systems	Technical Skills	Hardware	1	66	0.006%	32	0.012%	0.006%	86.626%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	77	0.008%	14	0.005%	-0.002%	-30.015%
1277	Hardware Design	Technical Skills	Hardware	19	4,252	0.419%	784	0.297%	-0.122%	-29.028%
1278	Hardware Testing	Technical Skills	Hardware	4	1,476	0.145%	237	0.090%	-0.055%	-38.194%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	479	0.047%	42	0.016%	-0.031%	-66.250%
492	Helpdesk or call center	Technical Skills	Business applications	2	116,337	11.453%	52,606	19.934%	8.481%	74.054%
114	IBM databases	Technical Skills	Information mgmt	2	18,944	1.865%	4,939	1.872%	0.007%	0.354%
121	IBM operating systems	Technical Skills	Business applications	4	22,396	2.205%	4,040	1.531%	-0.674%	-30.565%
898	Image capture devices	Technical Skills	Hardware	8	3,800	0.374%	700	0.265%	-0.109%	-29.094%
524	Industrial control software	Technical Skills	Business applications	3	3,155	0.311%	588	0.223%	-0.088%	-28.263%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	9,372	0.923%	2,337	0.886%	-0.037%	-4.017%
899	Infrared	Technical Skills	Hardware	1	2,780	0.274%	23	0.009%	-0.265%	-96.815%
1180	Installation	Technical Skills	Software development	1	81,209	7.995%	15,843	6.004%	-1.991%	-24.907%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	120	0.012%	16	0.006%	-0.006%	-48.678%
536	Internet browser software	Technical Skills	Business applications	4	4,652	0.458%	827	0.313%	-0.145%	-31.572%
541	Inventory management software	Technical Skills	Business applications	3	4,305	0.424%	940	0.356%	-0.068%	-15.953%
73	IT Architecture/Standards	Technical Skills	Hardware	2	11,737	1.155%	1,714	0.650%	-0.506%	-43.789%
1357	Java ME	Technical Skills	Mobile Platforms	2	379	0.037%	36	0.014%	-0.024%	-63.438%
1035	Kernel	Technical Skills	Network	1	3,772	0.371%	740	0.280%	-0.091%	-24.486%
907	Lasers	Technical Skills	Hardware	1	282	0.028%	30	0.011%	-0.016%	-59.051%
1038	License management software	Technical Skills	Network	1	469	0.046%	144	0.055%	0.008%	18.183%
1361	LinkedIn	Technical Skills	Social Networking	1	8,419	0.829%	1,545	0.585%	-0.243%	-29.363%
908	Mainframe computers	Technical Skills	Hardware	2	56,546	5.567%	33,938	12.860%	7.294%	131.020%
124	Mainframe operating systems	Technical Skills	Business applications	7	15,084	1.485%	2,171	0.823%	-0.662%	-44.600%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	20,305	1.999%	4,098	1.553%	-0.446%	-22.315%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	5,739	0.565%	1,476	0.559%	-0.006%	-1.004%
1281	Medical software	Technical Skills	Business applications	8	8,468	0.834%	1,887	0.715%	-0.119%	-14.226%
115	Microsoft databases	Technical Skills	Information mgmt	5	98,697	9.716%	25,461	9.648%	-0.068%	-0.703%
119	Microsoft operating systems	Technical Skills	Business applications	4	156,964	15.453%	33,948	12.864%	-2.588%	-16.751%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,464	0.144%	676	0.256%	0.112%	77.734%
625	Multimedia	Technical Skills	Business applications	1	121,875	11.998%	62,928	23.846%	11.848%	98.745%
1362	MySpace	Technical Skills	Social Networking	1	640	0.063%	156	0.059%	-0.004%	-6.177%
74	Network administration	Technical Skills	Hardware	11	98,581	9.705%	42,216	15.997%	6.292%	64.835%
1282	Network Administration software	Technical Skills	Network	17	45,230	4.453%	10,952	4.150%	-0.303%	-6.796%
1283	Network Hardware	Technical Skills	Network	11	34,456	3.392%	7,290	2.762%	-0.630%	-18.562%
1284	Network Monitoring software	Technical Skills	Network	13	18,678	1.839%	4,898	1.856%	0.017%	0.938%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,843	0.181%	664	0.252%	0.070%	38.678%
1122	Network security	Technical Skills	Security	1	25,507	2.511%	5,822	2.206%	-0.305%	-12.143%
1285	Network Security software	Technical Skills	Security	31	62,118	6.115%	13,349	5.058%	-1.057%	-17.283%
1286	Network software	Technical Skills	Network	5	12,428	1.224%	3,096	1.173%	-0.050%	-4.112%
1287	Network Testing	Technical Skills	Network	11	20,418	2.010%	2,134	0.809%	-1.201%	-59.770%
1065	Novell network software	Technical Skills	Network	2	1,359	0.134%	158	0.060%	-0.074%	-55.249%
643	Oberon	Technical Skills	Business applications	1	104	0.010%	4	0.002%	-0.009%	-85.196%
41	Object Oriented Programming	Technical Skills	Software development	5	57,961	5.706%	13,707	5.194%	-0.512%	-8.973%
1288	Office Applications	Technical Skills	Business applications	13	161,006	15.851%	33,428	12.667%	-3.183%	-20.084%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	7,546	0.743%	2,025	0.767%	0.024%	3.294%
116	Open-source databases	Technical Skills	Information mgmt	4	27,274	2.685%	7,224	2.737%	0.052%	1.952%
118	Open-source operating systems	Technical Skills	Business applications	8	85,848	8.451%	21,106	7.998%	-0.454%	-5.367%
56	Operating Systems	Technical Skills	Business applications	3	64,042	6.305%	15,879	6.017%	-0.288%	-4.561%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	549	0.054%	94	0.036%	-0.018%	-34.095%
117	Oracle databases	Technical Skills	Information mgmt	1	163,791	16.125%	59,380	22.501%	6.377%	39.546%
1354	Palm OS	Technical Skills	Mobile Platforms	3	233	0.023%	89	0.034%	0.011%	47.028%
1289	Physical Tools	Technical Skills	Hardware	1	46	0.005%	7	0.003%	-0.002%	-41.426%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,574	0.450%	1,126	0.427%	-0.024%	-5.244%
931	Printers	Technical Skills	Hardware	3	9,423	0.928%	2,076	0.787%	-0.141%	-15.198%
43	Programming	Technical Skills	Software development	1	159,777	15.730%	34,130	12.933%	-2.796%	-17.778%
700	Provisioning	Technical Skills	Business applications	1	9,750	0.960%	2,781	1.054%	0.094%	9.790%
1258	Rate Control	Technical Skills	Technical applications	1	7	0.001%	1	0.000%	-0.000%	-45.012%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	9,817	0.966%	2,385	0.904%	-0.063%	-6.486%
1077	Remote control software	Technical Skills	Network	2	1,052	0.104%	246	0.093%	-0.010%	-9.991%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	532	0.052%	118	0.045%	-0.008%	-14.624%
1262	Robotics	Technical Skills	Hardware	2	2,127	0.209%	345	0.131%	-0.079%	-37.567%
1318	RSA	Technical Skills	Security	1	2,439	0.240%	996	0.377%	0.137%	57.186%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	8,697	0.856%	2,222	0.842%	-0.014%	-1.658%
44	SDLC	Technical Skills	Software development	7	80,438	7.919%	24,213	9.175%	1.256%	15.865%
1132	Secure shell (SSH)	Technical Skills	Security	1	68	0.007%	24	0.009%	0.002%	35.853%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	10,044	0.989%	2,191	0.830%	-0.159%	-16.034%
76	Security	Technical Skills	Hardware	4	668,516	65.813%	262,290	99.392%	33.578%	51.020%
1315	Security Clearance	Technical Skills	Misc	2	101,313	9.974%	10,576	4.008%	-5.966%	-59.819%
1135	Security testing software	Technical Skills	Security	1	1,884	0.185%	353	0.134%	-0.052%	-27.879%
60	Sharepoint Server	Technical Skills	Business applications	1	3,632	0.358%	1,095	0.415%	0.057%	16.047%
1084	Signal generators	Technical Skills	Network	1	209	0.021%	52	0.020%	-0.001%	-4.231%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	6,617	0.651%	1,300	0.493%	-0.159%	-24.378%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	15,769	1.552%	4,942	1.873%	0.320%	20.633%
1220	Simulation software	Technical Skills	Software development	5	11,422	1.124%	1,214	0.460%	-0.664%	-59.089%
1366	Social Network	Technical Skills	Social Networking	1	1,768	0.174%	585	0.222%	0.048%	27.362%
1358	Social Networking	Technical Skills	Social Networking	1	5,705	0.562%	1,178	0.446%	-0.115%	-20.520%
42	Software Development	Technical Skills	Software development	2	278,785	27.446%	88,602	33.575%	6.129%	22.332%
1291	Software Development software	Technical Skills	Software development	2	1,421	0.140%	279	0.106%	-0.034%	-24.425%
1309	Software Engineering	Technical Skills	Software development	1	184,754	18.188%	77,781	29.474%	11.286%	62.049%
1292	Software Installation	Technical Skills	Software development	4	83,308	8.201%	20,716	7.850%	-0.351%	-4.284%
1223	Software libraries	Technical Skills	Software development	1	101	0.010%	36	0.014%	0.004%	37.198%
1293	Software Maintenance	Technical Skills	Software development	1	3,355	0.330%	1,059	0.401%	0.071%	21.498%
1294	Software Testing	Technical Skills	Software development	14	68,583	6.752%	18,387	6.968%	0.216%	3.195%
1225	Source code management (SCM)	Technical Skills	Software development	5	18,137	1.786%	4,826	1.829%	0.043%	2.421%
1229	Static analysis software	Technical Skills	Software development	1	219	0.022%	102	0.039%	0.017%	79.276%
772	Statistical analysis software	Technical Skills	Business applications	21	87,432	8.607%	41,012	15.541%	6.934%	80.554%
774	Statistical software	Technical Skills	Business applications	1	28,561	2.812%	3,169	1.201%	-1.611%	-57.291%
1230	Stress testing software	Technical Skills	Software development	1	1,370	0.135%	419	0.159%	0.024%	17.722%
122	Sun operating systems	Technical Skills	Business applications	3	32,816	3.231%	6,836	2.590%	-0.640%	-19.817%
939	Surveillance systems	Technical Skills	Hardware	5	11,818	1.163%	1,116	0.423%	-0.741%	-63.652%
791	Symantec software	Technical Skills	Business applications	1	6,518	0.642%	1,882	0.713%	0.071%	11.140%
1355	Symbian	Technical Skills	Mobile Platforms	1	11	0.001%	4	0.002%	0.000%	39.969%
1310	System Administration	Technical Skills	Network	4	60,367	5.943%	11,217	4.251%	-1.692%	-28.477%
45	System Testing	Technical Skills	Software development	5	12,612	1.242%	3,704	1.404%	0.162%	13.045%
46	Systems Analysis	Technical Skills	Software development	8	69,766	6.868%	16,569	6.279%	-0.590%	-8.585%
47	Systems Design	Technical Skills	Software development	1	11,451	1.127%	2,242	0.850%	-0.278%	-24.637%
1233	Systems Evaluation	Technical Skills	Software development	1	322	0.032%	39	0.015%	-0.017%	-53.380%
1234	Systems integration	Technical Skills	Software development	8	70,387	6.929%	9,018	3.417%	-3.512%	-50.684%
75	TCP/IP	Technical Skills	Hardware	3	38,616	3.802%	8,478	3.213%	-0.589%	-15.493%
1235	Technology Design	Technical Skills	Software development	1	1,233	0.121%	183	0.069%	-0.052%	-42.871%
1236	Templates	Technical Skills	Software development	1	13,042	1.284%	3,552	1.346%	0.062%	4.832%
1239	Test implementation	Technical Skills	Software development	1	206	0.020%	48	0.018%	-0.002%	-10.311%
1302	Testing	Technical Skills	Software development	1	210,530	20.726%	54,517	20.659%	-0.067%	-0.326%
1297	Training software	Technical Skills	Business applications	3	1,797	0.177%	216	0.082%	-0.095%	-53.733%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,653	0.163%	306	0.116%	-0.047%	-28.745%
1360	Twitter	Technical Skills	Social Networking	1	15,233	1.500%	2,036	0.772%	-0.728%	-48.553%
123	UNIX operating systems	Technical Skills	Business applications	5	134,998	13.290%	50,993	19.323%	6.033%	45.395%
1298	UNIX Shells	Technical Skills	Business applications	4	18,017	1.774%	4,773	1.809%	0.035%	1.971%
48	User-Interface Design	Technical Skills	Software development	2	70,070	6.898%	21,017	7.964%	1.066%	15.453%
836	Video creation and editing software	Technical Skills	Business applications	3	1,500	0.148%	306	0.116%	-0.032%	-21.477%
64	Visual Studio	Technical Skills	Software development	1	19,081	1.878%	5,440	2.061%	0.183%	9.740%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,168	0.213%	146	0.055%	-0.158%	-74.079%
77	Voice/Data Telecom	Technical Skills	Hardware	9	124,335	12.240%	31,049	11.766%	-0.475%	-3.879%
1299	Web Application Server	Technical Skills	Business applications	8	37,627	3.704%	8,647	3.277%	-0.428%	-11.543%
1248	Web platform development software	Technical Skills	Software development	4	2,469	0.243%	514	0.195%	-0.048%	-19.868%
65	web programmer	Technical Skills	Software development	4	55,585	5.472%	17,619	6.677%	1.204%	22.008%
58	Web servers	Technical Skills	Business applications	6	47,685	4.694%	11,720	4.441%	-0.253%	-5.396%
49	Web-based Application Development	Technical Skills	Software development	2	33,748	3.322%	8,620	3.266%	-0.056%	-1.684%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,124	0.308%	702	0.266%	-0.042%	-13.505%
1102	Wireless	Technical Skills	Network	5	29,909	2.944%	7,072	2.680%	-0.265%	-8.986%
1363	YouTube	Technical Skills	Social Networking	2	231	0.023%	147	0.056%	0.033%	144.947%
79	.NET	Programming Skills	Current	1	102,360	10.077%	47,128	17.859%	7.782%	77.221%
209	A programming language (APL)	Programming Skills	Legacy	2	1,162	0.114%	213	0.081%	-0.034%	-29.443%
99	Ada	Programming Skills	Legacy	1	2,893	0.285%	468	0.177%	-0.107%	-37.732%
80	AJAX	Programming Skills	Current	1	32,395	3.189%	8,911	3.377%	0.188%	5.880%
192	Apple AppleScript	Programming Skills	Current	1	88	0.009%	11	0.004%	-0.004%	-51.886%
81	ASP	Programming Skills	Current	2	52,329	5.152%	12,118	4.592%	-0.560%	-10.864%
108	Assembly	Programming Skills	Legacy	2	1,376	0.135%	195	0.074%	-0.062%	-45.452%
211	AWK	Programming Skills	Legacy	1	892	0.088%	268	0.102%	0.014%	15.647%
212	B	Programming Skills	Legacy	1	12,813	1.261%	6,305	2.389%	1.128%	89.409%
83	C#	Programming Skills	Current	2	88,723	8.735%	43,989	16.669%	7.935%	90.842%
82	C/C++	Programming Skills	Current	3	115,684	11.389%	47,163	17.872%	6.483%	56.926%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	38,236	3.764%	11,292	4.279%	0.515%	13.675%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	216	0.021%	66	0.025%	0.004%	17.613%
84	CGI	Programming Skills	Current	2	3,902	0.384%	1,517	0.575%	0.191%	49.646%
217	Clipper	Programming Skills	Legacy	1	91	0.009%	32	0.012%	0.003%	35.355%
218	CLU	Programming Skills	Legacy	1	125	0.012%	4	0.002%	-0.011%	-87.683%
100	Cobol	Programming Skills	Legacy	1	6,316	0.622%	1,588	0.602%	-0.020%	-3.223%
85	ColdFusion	Programming Skills	Current	2	5,693	0.560%	988	0.374%	-0.186%	-33.199%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	103	0.010%	8	0.003%	-0.007%	-70.104%
195	Component object model (COM)	Programming Skills	Current	1	29	0.003%	13	0.005%	0.002%	72.549%
125	Database programming	Programming Skills	Current	3	14,390	1.417%	3,978	1.507%	0.091%	6.407%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	800	0.079%	157	0.059%	-0.019%	-24.460%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,184	0.313%	735	0.279%	-0.035%	-11.145%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,155	0.114%	365	0.138%	0.025%	21.640%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,457	0.636%	1,643	0.623%	-0.013%	-2.057%
109	Forth	Programming Skills	Legacy	1	2,759	0.272%	872	0.330%	0.059%	21.655%
102	Fortran	Programming Skills	Legacy	1	741	0.073%	89	0.034%	-0.039%	-53.769%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	157,658	15.521%	18,336	6.948%	-8.573%	-55.233%
222	J	Programming Skills	Legacy	1	4,183	0.412%	512	0.194%	-0.218%	-52.886%
87	Java/J2EE/J2P	Programming Skills	Current	4	151,521	14.917%	58,239	22.069%	7.152%	47.947%
97	JavaScript	Programming Skills	Current	3	57,692	5.680%	16,549	6.271%	0.591%	10.413%
89	JavaServer Faces	Programming Skills	Current	3	6,139	0.604%	1,551	0.588%	-0.017%	-2.752%
88	JavaServer Pages	Programming Skills	Current	3	25,256	2.486%	6,053	2.294%	-0.193%	-7.749%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,015	0.592%	868	0.329%	-0.263%	-44.454%
126	LAMP	Programming Skills	Current	1	7,644	0.753%	2,075	0.786%	0.034%	4.487%
104	Lisp	Programming Skills	Legacy	1	392	0.039%	82	0.031%	-0.008%	-19.482%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	294	0.029%	86	0.033%	0.004%	12.594%
201	Microsoft ActiveX	Programming Skills	Current	1	776	0.076%	189	0.072%	-0.005%	-6.251%
107	Pascal	Programming Skills	Legacy	1	329	0.032%	39	0.015%	-0.018%	-54.372%
90	Perl	Programming Skills	Current	1	35,623	3.507%	8,318	3.152%	-0.355%	-10.122%
91	PHP	Programming Skills	Current	1	24,437	2.406%	5,896	2.234%	-0.172%	-7.130%
103	PL/1	Programming Skills	Legacy	2	81	0.008%	32	0.012%	0.004%	52.066%
105	Prolog	Programming Skills	Legacy	1	501	0.049%	19	0.007%	-0.042%	-85.402%
95	Python	Programming Skills	Current	1	14,815	1.458%	3,947	1.496%	0.037%	2.549%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,239	0.614%	3,836	1.454%	0.839%	136.663%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	121	0.012%	24	0.009%	-0.003%	-23.653%
206	Scripting languages	Programming Skills	Current	1	8,271	0.814%	2,328	0.882%	0.068%	8.341%
101	Smalltalk	Programming Skills	Legacy	1	140	0.014%	32	0.012%	-0.002%	-12.019%
92	SQL	Programming Skills	Current	3	223,336	21.987%	80,235	30.404%	8.417%	38.284%
110	TCL	Programming Skills	Legacy	1	1,415	0.139%	299	0.113%	-0.026%	-18.664%
98	Unified Modeling Language	Programming Skills	Current	2	20,104	1.979%	4,128	1.564%	-0.415%	-20.964%
93	Visual Basic	Programming Skills	Current	6	48,641	4.789%	10,650	4.036%	-0.753%	-15.722%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,388	0.432%	1,372	0.520%	0.088%	20.352%
94	XML	Programming Skills	Current	2	74,747	7.359%	18,672	7.076%	-0.283%	-3.847%
1342	Computer Science	Majors	Computer Science	2	283,326	27.893%	72,491	27.470%	-0.423%	-1.516%
1344	Information Technology	Majors	Information Technology	3	1,015,775	100.000%	263,896	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	170,954	16.830%	41,240	15.627%	-1.202%	-7.145%

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