Skill Frequencies: April, 2007 through 2012-04-09: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2012-04-09

All Degrees

All Degree Programs	2012-04-09	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	0.237%	0.031%	14.946%
2	Attention to Details	Soft Skills	Problem-solving skills	1	8,566	0.316%	2,079	0.315%	-0.001%	-0.439%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	13,100	0.484%	3,205	0.486%	0.002%	0.362%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,931	0.773%	3,377	0.512%	-0.262%	-33.816%
3	Creativity	Soft Skills	Problem-solving skills	3	72,400	2.675%	17,139	2.598%	-0.077%	-2.891%
4	Critical thinking	Soft Skills	Problem-solving skills	3	24,818	0.917%	7,227	1.095%	0.178%	19.455%
1300	Flexibility	Soft Skills	Work ethic	1	129,496	4.785%	40,087	6.076%	1.291%	26.987%
232	Independence	Soft Skills	Interpersonal skills	1	12,368	0.457%	3,698	0.560%	0.104%	22.654%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	300,359	11.098%	66,498	10.079%	-1.019%	-9.180%
256	Innovation	Soft Skills	Problem-solving skills	1	155,962	5.762%	45,723	6.930%	1.168%	20.262%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,231	9.430%	63,754	9.663%	0.233%	2.468%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,425	0.053%	273	0.041%	-0.011%	-21.411%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	154,363	5.703%	40,878	6.196%	0.492%	8.632%
10	Leadership	Soft Skills	Interpersonal skills	1	524,395	19.375%	125,528	19.026%	-0.349%	-1.804%
258	Learning	Soft Skills	Problem-solving skills	1	218,658	8.079%	80,770	12.242%	4.163%	51.530%
1	Learning Ability	Soft Skills	Problem-solving skills	3	39,358	1.454%	10,603	1.607%	0.153%	10.512%
236	Listening	Soft Skills	Language skills	1	63,927	2.362%	37,027	5.612%	3.250%	137.600%
260	Mathematics	Soft Skills	Problem-solving skills	3	137,130	5.067%	25,455	3.858%	-1.209%	-23.853%
18	Negotiation Skills	Soft Skills	Language skills	1	23,100	0.853%	5,924	0.898%	0.044%	5.200%
262	Optimization	Soft Skills	Problem-solving skills	1	117,347	4.336%	29,957	4.540%	0.205%	4.722%
19	Oral Communications	Soft Skills	Language skills	2	40,131	1.483%	10,051	1.523%	0.041%	2.741%
273	Persistence	Soft Skills	Work ethic	1	8,155	0.301%	2,516	0.381%	0.080%	26.561%
239	Persuasion	Soft Skills	Language skills	1	3,671	0.136%	908	0.138%	0.002%	1.465%
1301	Physical Skill	Soft Skills	Work ethic	2	2,277	0.084%	524	0.079%	-0.005%	-5.598%
240	Presentations	Soft Skills	Language skills	1	127,015	4.693%	27,344	4.144%	-0.549%	-11.688%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	419,989	15.518%	112,031	16.980%	1.462%	9.424%
20	Questioning skills	Soft Skills	Language skills	1	523	0.019%	198	0.030%	0.011%	55.302%
241	Reading Comprehension	Soft Skills	Language skills	1	582	0.022%	164	0.025%	0.003%	15.594%
6	Research skills	Soft Skills	Problem-solving skills	1	4,605	0.170%	824	0.125%	-0.045%	-26.598%
15	Responsibility	Soft Skills	Work ethic	2	249,462	9.217%	54,862	8.315%	-0.902%	-9.785%
234	Self Control	Soft Skills	Interpersonal skills	1	198	0.007%	67	0.010%	0.003%	38.811%
16	Self-management	Soft Skills	Work ethic	1	2,442	0.090%	550	0.083%	-0.007%	-7.609%
250	Stress Tolerance	Soft Skills	Physical skills	1	262	0.010%	146	0.022%	0.012%	128.594%
12	Teamwork	Soft Skills	Interpersonal skills	1	103,232	3.814%	23,369	3.542%	-0.272%	-7.138%
17	Time Management	Soft Skills	Work ethic	2	80,681	2.981%	21,199	3.213%	0.232%	7.785%
268	Visualization	Soft Skills	Problem-solving skills	1	18,816	0.695%	3,959	0.600%	-0.095%	-13.688%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,010	0.037%	372	0.056%	0.019%	51.090%
21	Written Communications	Soft Skills	Language skills	3	385,930	14.259%	82,783	12.547%	-1.712%	-12.008%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	225,720	8.340%	111,001	16.824%	8.484%	101.730%
172	Account management	Business Skills	Management skills	1	29,677	1.097%	6,417	0.973%	-0.124%	-11.300%
22	Accounting	Business Skills	Business processes	4	404,698	14.953%	130,464	19.774%	4.821%	32.243%
1263	Accounting software	Business Skills	Business processes	7	51,570	1.905%	32,301	4.896%	2.990%	156.940%
174	Administration	Business Skills	Management skills	3	712,094	26.310%	214,868	32.567%	6.256%	23.779%
1313	Analyst	Business Skills	Project management	1	457,036	16.887%	119,518	18.115%	1.228%	7.274%
175	Application management	Business Skills	Management skills	5	171,951	6.353%	42,409	6.428%	0.075%	1.173%
150	Asset management	Business Skills	Business processes	1	34,861	1.288%	7,450	1.129%	-0.159%	-12.334%
151	Auditing	Business Skills	Business processes	4	172,719	6.382%	57,405	8.701%	2.319%	36.340%
1264	Auditing software	Business Skills	Business processes	1	194	0.007%	34	0.005%	-0.002%	-28.106%
152	Billing	Business Skills	Business processes	1	87,973	3.250%	39,345	5.963%	2.713%	83.465%
1314	Business Analyst	Business Skills	Project management	1	171,631	6.341%	78,562	11.907%	5.566%	87.771%
35	Business Intelligence	Business Skills	Strategy skills	1	101,416	3.747%	26,892	4.076%	0.329%	8.775%
155	Business performance management (BPM)	Business Skills	Business processes	2	14,097	0.521%	4,274	0.648%	0.127%	24.371%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	51,843	1.915%	4,067	0.616%	-1.299%	-67.819%
36	Business Strategy	Business Skills	Strategy skills	3	482,151	17.815%	105,365	15.970%	-1.845%	-10.355%
182	Calendar and scheduling	Business Skills	Project management	3	109,829	4.058%	20,744	3.144%	-0.914%	-22.520%
156	Capacity planning	Business Skills	Business processes	1	50,583	1.869%	13,369	2.026%	0.157%	8.419%
28	Change Management	Business Skills	Management skills	1	90,007	3.326%	24,921	3.777%	0.452%	13.580%
24	Contracting and legal	Business Skills	Business processes	2	210,505	7.778%	66,383	10.061%	2.284%	29.362%
176	Coordination	Business Skills	Management skills	1	122,226	4.516%	26,036	3.946%	-0.570%	-12.618%
157	Cost accounting	Business Skills	Business processes	1	5,079	0.188%	619	0.094%	-0.094%	-50.005%
158	Cost estimation	Business Skills	Business processes	1	2,258	0.083%	428	0.065%	-0.019%	-22.244%
1312	Customer Support	Business Skills	Business processes	6	531,258	19.629%	152,483	23.111%	3.482%	17.741%
1339	Education	Business Skills	Industry Segment	1	24,280	0.897%	4,802	0.728%	-0.169%	-18.869%
1333	Energy	Business Skills	Industry Segment	1	127,468	4.710%	28,624	4.338%	-0.371%	-7.883%
1340	Entertainment	Business Skills	Industry Segment	1	194,014	7.168%	99,679	15.108%	7.940%	110.758%
1319	Environmental	Business Skills	Environmental	12	133,836	4.945%	55,373	8.393%	3.448%	69.722%
1320	Environmental Strategy	Business Skills	Environmental	3	7,194	0.266%	2,668	0.404%	0.139%	52.135%
161	Financial	Business Skills	Business processes	2	717,173	26.498%	207,839	31.501%	5.003%	18.882%
1275	Financial Analysis software	Business Skills	Business processes	6	3,532	0.131%	418	0.063%	-0.067%	-51.452%
1332	Health Care	Business Skills	Industry Segment	2	491,934	18.176%	157,940	23.938%	5.762%	31.704%
177	Human resources	Business Skills	Management skills	2	282,058	10.421%	115,439	17.497%	7.075%	67.891%
1336	Insurance	Business Skills	Industry Segment	1	13,640	0.504%	3,257	0.494%	-0.010%	-2.047%
1316	Managing/Supervision	Business Skills	Management skills	5	1,179,252	43.571%	287,857	43.630%	0.059%	0.134%
1334	Manufacturing	Business Skills	Industry Segment	2	285,320	10.542%	85,961	13.029%	2.487%	23.590%
26	Marketing	Business Skills	Business processes	1	419,872	15.513%	144,627	21.921%	6.407%	41.301%
185	Monitoring	Business Skills	Project management	1	265,177	9.798%	65,406	9.913%	0.116%	1.180%
179	Negotiation	Business Skills	Management skills	1	89,592	3.310%	20,957	3.176%	-0.134%	-4.044%
163	Operation and Control	Business Skills	Business processes	2	1,546	0.057%	217	0.033%	-0.024%	-42.421%
29	Outsourcing Management	Business Skills	Management skills	3	110,099	4.068%	14,208	2.153%	-1.914%	-47.063%
167	Procurement	Business Skills	Business processes	1	91,859	3.394%	39,594	6.001%	2.607%	76.816%
1290	Project Management software	Business Skills	Project management	2	71,037	2.625%	16,450	2.493%	-0.131%	-5.006%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	461,242	17.042%	106,545	16.149%	-0.893%	-5.242%
168	Quality	Business Skills	Business processes	1	732,939	27.081%	199,113	30.179%	3.098%	11.441%
1337	Real Estate	Business Skills	Industry Segment	2	172,850	6.386%	97,395	14.762%	8.375%	131.143%
1335	Retail	Business Skills	Industry Segment	2	629,664	23.265%	205,114	31.088%	7.824%	33.629%
34	Risk Management	Business Skills	Project management	1	74,048	2.736%	15,212	2.306%	-0.430%	-15.728%
169	Service Orientation	Business Skills	Business processes	1	18,126	0.670%	4,684	0.710%	0.040%	6.005%
27	Supply Chain Management	Business Skills	Business processes	3	115,609	4.272%	45,170	6.846%	2.575%	60.277%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,902	0.218%	1,064	0.161%	-0.057%	-26.047%
178	Teaching	Business Skills	Management skills	7	240,633	8.891%	108,042	16.376%	7.485%	84.183%
190	Timekeeping	Business Skills	Project management	3	92,850	3.431%	35,576	5.392%	1.962%	57.177%
1296	Timekeeping software	Business Skills	Project management	1	2,914	0.108%	706	0.107%	-0.001%	-0.613%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,467	0.128%	603	0.091%	-0.037%	-28.653%
180	Troubleshooting	Business Skills	Management skills	1	301,925	11.156%	80,152	12.148%	0.993%	8.900%
181	Verification	Business Skills	Management skills	1	73,959	2.733%	15,369	2.329%	-0.403%	-14.755%
1338	Waste Management	Business Skills	Industry Segment	1	3,232	0.119%	393	0.060%	-0.060%	-50.119%
191	Workflow	Business Skills	Project management	1	106,619	3.939%	27,305	4.139%	0.199%	5.056%
31	Working Globally	Business Skills	Management skills	3	20,640	0.763%	3,392	0.514%	-0.248%	-32.585%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,102	0.152%	1,017	0.154%	0.003%	1.704%
51	4GL	Technical Skills	Software development	3	4,600	0.170%	598	0.091%	-0.079%	-46.672%
987	Access servers & software	Technical Skills	Network	10	73,736	2.724%	18,679	2.831%	0.107%	3.917%
38	Agile Development Methods	Technical Skills	Software development	3	46,691	1.725%	18,293	2.773%	1.047%	60.718%
304	Algorithmic software	Technical Skills	Business applications	1	100	0.004%	10	0.002%	-0.002%	-58.978%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,307	0.122%	605	0.092%	-0.030%	-24.953%
1352	Android	Technical Skills	Mobile Platforms	1	15,534	0.574%	11,937	1.809%	1.235%	215.228%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	18,174	0.671%	11,576	1.755%	1.083%	161.289%
120	Apple operating systems	Technical Skills	Business applications	6	50,379	1.861%	15,077	2.285%	0.424%	22.766%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	41,487	1.533%	30,521	4.626%	3.093%	201.786%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	119	0.004%	8	0.001%	-0.003%	-72.422%
1265	Backup & Recovery	Technical Skills	Technical applications	16	203,681	7.526%	47,641	7.221%	-0.305%	-4.050%
1353	Blackberry	Technical Skills	Mobile Platforms	2	21,958	0.811%	7,587	1.150%	0.339%	41.739%
336	Borland Delphi	Technical Skills	Business applications	1	4,181	0.154%	786	0.119%	-0.035%	-22.882%
337	Borland JBuilder	Technical Skills	Business applications	1	3,733	0.138%	392	0.059%	-0.079%	-56.923%
338	Borland Paradox	Technical Skills	Business applications	1	274	0.010%	47	0.007%	-0.003%	-29.634%
72	Business Continuity Planning	Technical Skills	Hardware	2	49,763	1.839%	7,300	1.106%	-0.732%	-39.823%
352	Cadence Opus	Technical Skills	Business applications	1	1,402	0.052%	556	0.084%	0.032%	62.682%
868	Calculators	Technical Skills	Hardware	1	2,987	0.110%	106	0.016%	-0.094%	-85.443%
39	CASE Tools	Technical Skills	Software development	1	153,347	5.666%	53,559	8.118%	2.452%	43.275%
367	Categorization or classification software	Technical Skills	Business applications	1	10,250	0.379%	2,624	0.398%	0.019%	5.015%
112	Certification	Technical Skills	Misc	3	490,380	18.119%	133,732	20.269%	2.151%	11.870%
78	Cisco	Technical Skills	Hardware	1	248,063	9.165%	92,548	14.027%	4.862%	53.045%
1009	Cisco Systems IOS	Technical Skills	Network	1	16,928	0.625%	7,944	1.204%	0.579%	92.507%
40	Client-Server	Technical Skills	Software development	1	67,892	2.508%	10,855	1.645%	-0.863%	-34.412%
1011	Cluster server software	Technical Skills	Network	8	37,156	1.373%	10,201	1.546%	0.173%	12.623%
1151	Compatibility testing	Technical Skills	Software development	1	755	0.028%	214	0.032%	0.005%	16.273%
1152	Compilers	Technical Skills	Software development	4	27,821	1.028%	5,227	0.792%	-0.236%	-22.929%
1255	Compliance software	Technical Skills	Technical applications	3	13,312	0.492%	3,971	0.602%	0.110%	22.368%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	60,660	2.241%	33,132	5.022%	2.780%	124.057%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,745	0.175%	1,127	0.171%	-0.005%	-2.568%
875	Computer diagnostics	Technical Skills	Hardware	5	103,407	3.821%	23,708	3.593%	-0.227%	-5.950%
1107	Computer forensics	Technical Skills	Security	1	7,330	0.271%	787	0.119%	-0.152%	-55.956%
1266	Computer Hardware	Technical Skills	Hardware	12	61,969	2.290%	11,160	1.691%	-0.598%	-26.124%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	36,008	1.330%	29,855	4.525%	3.195%	240.119%
1015	Computer servers	Technical Skills	Network	6	235,693	8.708%	58,612	8.884%	0.175%	2.012%
1267	Computer Utilities	Technical Skills	Misc	1	1,344	0.050%	231	0.035%	-0.015%	-29.494%
59	Content Manager	Technical Skills	Business applications	1	3,073	0.114%	579	0.088%	-0.026%	-22.709%
878	Controllers	Technical Skills	Hardware	2	15,272	0.564%	2,997	0.454%	-0.110%	-19.499%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,280	0.084%	440	0.067%	-0.018%	-20.835%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,095	0.410%	1,973	0.299%	-0.111%	-27.052%
53	Customer Relationship Management	Technical Skills	Business applications	9	165,704	6.122%	60,711	9.202%	3.079%	50.296%
953	Data acquisition systems	Technical Skills	Information mgmt	1	13,173	0.487%	2,405	0.365%	-0.122%	-25.107%
955	Data compression software	Technical Skills	Information mgmt	1	8,652	0.320%	2,533	0.384%	0.064%	20.097%
956	Data conversion software	Technical Skills	Information mgmt	1	11,482	0.424%	2,957	0.448%	0.024%	5.644%
958	Data dictionary	Technical Skills	Information mgmt	1	6,663	0.246%	1,969	0.298%	0.052%	21.224%
959	Data entry	Technical Skills	Information mgmt	1	179,969	6.649%	96,285	14.594%	7.944%	119.469%
962	Data mapping	Technical Skills	Information mgmt	1	10,818	0.400%	3,504	0.531%	0.131%	32.871%
67	Data Mining	Technical Skills	Information mgmt	4	77,310	2.856%	39,531	5.992%	3.135%	109.756%
963	Data modeling	Technical Skills	Information mgmt	1	72,880	2.693%	21,437	3.249%	0.556%	20.661%
68	Data Warehousing	Technical Skills	Information mgmt	2	114,621	4.235%	32,396	4.910%	0.675%	15.942%
69	Database Administration	Technical Skills	Information mgmt	12	157,083	5.804%	35,398	5.365%	-0.439%	-7.559%
969	Database design software	Technical Skills	Information mgmt	15	129,307	4.778%	31,710	4.806%	0.029%	0.597%
1268	Database Reporting	Technical Skills	Information mgmt	2	43,542	1.609%	9,339	1.415%	-0.193%	-12.016%
1269	Database Security	Technical Skills	Information mgmt	1	279	0.010%	104	0.016%	0.005%	52.912%
1270	Database Servers	Technical Skills	Information mgmt	3	38,142	1.409%	9,208	1.396%	-0.014%	-0.968%
1271	Database Testing	Technical Skills	Information mgmt	1	1,747	0.065%	484	0.073%	0.009%	13.649%
1160	Debugging	Technical Skills	Software development	7	156,256	5.773%	42,328	6.416%	0.642%	11.123%
418	Desktop publishing software	Technical Skills	Business applications	13	40,706	1.504%	5,344	0.810%	-0.694%	-46.146%
1272	Development Environment	Technical Skills	Software development	13	108,682	4.016%	28,101	4.259%	0.244%	6.066%
1273	Digital Imaging	Technical Skills	Hardware	1	1,967	0.073%	155	0.023%	-0.049%	-67.675%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,370	0.309%	1,369	0.207%	-0.102%	-32.905%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,330	0.308%	1,670	0.253%	-0.055%	-17.760%
1307	Doctor of Philosophy	Technical Skills	Misc	3	145,029	5.359%	33,855	5.131%	-0.227%	-4.241%
973	Document management software	Technical Skills	Information mgmt	4	25,000	0.924%	5,623	0.852%	-0.071%	-7.734%
1020	Domain name system (DNS)	Technical Skills	Network	3	73,816	2.727%	19,518	2.958%	0.231%	8.467%
61	Dreamweaver	Technical Skills	Software development	1	16,147	0.597%	2,817	0.427%	-0.170%	-28.434%
54	DSS/GDSS	Technical Skills	Business applications	5	33,445	1.236%	6,760	1.025%	-0.211%	-17.086%
425	Dynamic modeling software	Technical Skills	Business applications	1	105	0.004%	3	0.000%	-0.003%	-88.280%
62	Eclipse	Technical Skills	Software development	1	45,324	1.675%	13,407	2.032%	0.357%	21.343%
1308	Electronic Commerce	Technical Skills	Business applications	2	106,799	3.946%	30,699	4.653%	0.707%	17.915%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	20,903	0.772%	5,256	0.797%	0.024%	3.148%
1023	Electronic mail software	Technical Skills	Network	8	40,900	1.511%	8,957	1.358%	-0.154%	-10.164%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	127,345	4.705%	29,035	4.401%	-0.304%	-6.470%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	169,454	6.261%	57,174	8.666%	2.405%	38.407%
1321	Environmental Certification	Technical Skills	Environmental	1	192	0.007%	28	0.004%	-0.003%	-40.177%
1329	Environmental Energy	Technical Skills	Environmental	3	8,224	0.304%	1,652	0.250%	-0.053%	-17.598%
1330	Environmental Energy Conservation	Technical Skills	Environmental	3	6,596	0.244%	1,245	0.189%	-0.055%	-22.571%
1327	Environmental Pollution	Technical Skills	Environmental	10	37,953	1.402%	30,791	4.667%	3.265%	232.805%
1324	Environmental Pollution Control	Technical Skills	Environmental	4	4,553	0.168%	531	0.080%	-0.088%	-52.158%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	2	1,192	0.044%	125	0.019%	-0.025%	-56.982%
1326	Environmental Product Stewardship	Technical Skills	Environmental	6	48,111	1.778%	14,261	2.161%	0.384%	21.596%
1331	Environmental Science	Technical Skills	Environmental	1	1,118	0.041%	1	0.000%	-0.041%	-99.633%
1322	Environmental Technology	Technical Skills	Environmental	2	551	0.020%	44	0.007%	-0.014%	-67.242%
461	Expert system software	Technical Skills	Business applications	1	968	0.036%	170	0.026%	-0.010%	-27.958%
1359	Facebook	Technical Skills	Social Networking	1	33,973	1.255%	27,434	4.158%	2.903%	231.259%
463	Facilities management software	Technical Skills	Business applications	4	9,603	0.355%	1,225	0.186%	-0.169%	-47.671%
468	Flight control software	Technical Skills	Business applications	1	873	0.032%	48	0.007%	-0.025%	-77.445%
469	Flowchart software	Technical Skills	Business applications	4	6,451	0.238%	1,663	0.252%	0.014%	5.749%
1112	Fraud Detection	Technical Skills	Security	1	12,048	0.445%	2,888	0.438%	-0.007%	-1.668%
63	FrontPage	Technical Skills	Software development	1	3,021	0.112%	264	0.040%	-0.072%	-64.152%
475	Fund accounting software	Technical Skills	Business applications	1	1,419	0.052%	290	0.044%	-0.008%	-16.164%
1260	Gaming	Technical Skills	Misc	2	49,797	1.840%	13,201	2.001%	0.161%	8.747%
113	Generic databases	Technical Skills	Information mgmt	2	352,875	13.038%	88,873	13.470%	0.432%	3.315%
1365	Google Apps	Technical Skills	Business applications	4	8,445	0.312%	5,161	0.782%	0.470%	150.696%
1364	Google Plus	Technical Skills	Social Networking	1	268	0.010%	268	0.041%	0.031%	310.216%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	170,503	6.300%	56,877	8.621%	2.321%	36.841%
484	Graphic software	Technical Skills	Business applications	15	219,946	8.127%	72,477	10.985%	2.859%	35.175%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	51,103	1.888%	11,042	1.674%	-0.215%	-11.363%
1323	Green IT	Technical Skills	Environmental	6	7,764	0.287%	2,136	0.324%	0.037%	12.857%
893	Guidance systems	Technical Skills	Hardware	1	153	0.006%	45	0.007%	0.001%	20.652%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	804	0.030%	135	0.020%	-0.009%	-31.120%
1277	Hardware Design	Technical Skills	Hardware	19	20,089	0.742%	4,062	0.616%	-0.127%	-17.054%
1278	Hardware Testing	Technical Skills	Hardware	4	7,823	0.289%	1,371	0.208%	-0.081%	-28.109%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,213	0.045%	335	0.051%	0.006%	13.291%
492	Helpdesk or call center	Technical Skills	Business applications	2	180,000	6.651%	65,850	9.981%	3.330%	50.071%
114	IBM databases	Technical Skills	Information mgmt	2	67,283	2.486%	17,237	2.613%	0.127%	5.092%
121	IBM operating systems	Technical Skills	Business applications	4	60,305	2.228%	11,459	1.737%	-0.491%	-22.052%
898	Image capture devices	Technical Skills	Hardware	8	11,599	0.429%	1,867	0.283%	-0.146%	-33.971%
524	Industrial control software	Technical Skills	Business applications	3	10,755	0.397%	1,576	0.239%	-0.159%	-39.888%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	33,974	1.255%	10,178	1.543%	0.287%	22.893%
899	Infrared	Technical Skills	Hardware	1	4,495	0.166%	149	0.023%	-0.143%	-86.402%
1180	Installation	Technical Skills	Software development	1	225,658	8.338%	47,443	7.191%	-1.147%	-13.755%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,056	0.039%	132	0.020%	-0.019%	-48.723%
536	Internet browser software	Technical Skills	Business applications	4	16,556	0.612%	2,658	0.403%	-0.209%	-34.141%
541	Inventory management software	Technical Skills	Business applications	3	12,936	0.478%	2,438	0.370%	-0.108%	-22.688%
73	IT Architecture/Standards	Technical Skills	Hardware	2	21,595	0.798%	3,743	0.567%	-0.231%	-28.898%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,210	0.045%	240	0.036%	-0.008%	-18.635%
1035	Kernel	Technical Skills	Network	1	26,884	0.993%	7,498	1.136%	0.143%	14.410%
907	Lasers	Technical Skills	Hardware	1	835	0.031%	68	0.010%	-0.021%	-66.593%
1038	License management software	Technical Skills	Network	1	1,496	0.055%	386	0.059%	0.003%	5.845%
1361	LinkedIn	Technical Skills	Social Networking	1	16,184	0.598%	5,686	0.862%	0.264%	44.123%
908	Mainframe computers	Technical Skills	Hardware	2	98,211	3.629%	41,010	6.216%	2.587%	71.294%
124	Mainframe operating systems	Technical Skills	Business applications	7	40,812	1.508%	6,117	0.927%	-0.581%	-38.516%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	61,078	2.257%	13,824	2.095%	-0.161%	-7.154%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,900	0.587%	3,071	0.465%	-0.122%	-20.769%
1281	Medical software	Technical Skills	Business applications	8	18,664	0.690%	3,773	0.572%	-0.118%	-17.073%
115	Microsoft databases	Technical Skills	Information mgmt	5	342,766	12.665%	90,012	13.643%	0.978%	7.725%
119	Microsoft operating systems	Technical Skills	Business applications	4	535,714	19.794%	114,566	17.364%	-2.429%	-12.273%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,867	0.291%	4,306	0.653%	0.362%	124.532%
625	Multimedia	Technical Skills	Business applications	1	138,917	5.133%	67,278	10.197%	5.064%	98.669%
1362	MySpace	Technical Skills	Social Networking	1	4,915	0.182%	493	0.075%	-0.107%	-58.853%
74	Network administration	Technical Skills	Hardware	11	216,185	7.988%	66,489	10.078%	2.090%	26.164%
1282	Network Administration software	Technical Skills	Network	17	120,729	4.461%	29,028	4.400%	-0.061%	-1.368%
1283	Network Hardware	Technical Skills	Network	11	99,425	3.674%	21,736	3.294%	-0.379%	-10.320%
1284	Network Monitoring software	Technical Skills	Network	13	59,333	2.192%	16,294	2.470%	0.277%	12.653%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,257	0.120%	1,018	0.154%	0.034%	28.216%
1122	Network security	Technical Skills	Security	1	74,560	2.755%	17,188	2.605%	-0.150%	-5.435%
1285	Network Security software	Technical Skills	Security	31	168,353	6.220%	38,628	5.855%	-0.366%	-5.877%
1286	Network software	Technical Skills	Network	5	42,602	1.574%	9,987	1.514%	-0.060%	-3.835%
1287	Network Testing	Technical Skills	Network	11	45,039	1.664%	8,274	1.254%	-0.410%	-24.640%
1065	Novell network software	Technical Skills	Network	2	5,011	0.185%	454	0.069%	-0.116%	-62.834%
643	Oberon	Technical Skills	Business applications	1	165	0.006%	5	0.001%	-0.005%	-87.569%
41	Object Oriented Programming	Technical Skills	Software development	5	284,345	10.506%	76,055	11.527%	1.021%	9.722%
1288	Office Applications	Technical Skills	Business applications	13	394,727	14.584%	79,917	12.113%	-2.472%	-16.947%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	30,237	1.117%	7,810	1.184%	0.067%	5.956%
116	Open-source databases	Technical Skills	Information mgmt	4	114,811	4.242%	39,929	6.052%	1.810%	42.665%
118	Open-source operating systems	Technical Skills	Business applications	8	374,697	13.844%	103,277	15.653%	1.809%	13.067%
56	Operating Systems	Technical Skills	Business applications	3	229,750	8.489%	52,377	7.939%	-0.550%	-6.481%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,660	0.061%	300	0.045%	-0.016%	-25.865%
117	Oracle databases	Technical Skills	Information mgmt	1	467,594	17.277%	136,297	20.658%	3.381%	19.572%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,613	0.097%	882	0.134%	0.037%	38.466%
1289	Physical Tools	Technical Skills	Hardware	1	177	0.007%	16	0.002%	-0.004%	-62.918%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,402	0.495%	3,584	0.543%	0.048%	9.701%
931	Printers	Technical Skills	Hardware	3	23,271	0.860%	4,849	0.735%	-0.125%	-14.523%
43	Programming	Technical Skills	Software development	1	641,068	23.686%	149,518	22.662%	-1.024%	-4.324%
700	Provisioning	Technical Skills	Business applications	1	29,260	1.081%	8,679	1.315%	0.234%	21.677%
1258	Rate Control	Technical Skills	Technical applications	1	174	0.006%	53	0.008%	0.002%	24.951%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	37,307	1.378%	7,695	1.166%	-0.212%	-15.388%
1077	Remote control software	Technical Skills	Network	2	2,598	0.096%	556	0.084%	-0.012%	-12.209%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,554	0.057%	312	0.047%	-0.010%	-17.640%
1262	Robotics	Technical Skills	Hardware	2	9,235	0.341%	1,888	0.286%	-0.055%	-16.136%
1318	RSA	Technical Skills	Security	1	11,320	0.418%	2,448	0.371%	-0.047%	-11.289%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	40,559	1.499%	15,762	2.389%	0.890%	59.418%
44	SDLC	Technical Skills	Software development	7	276,184	10.204%	80,357	12.179%	1.975%	19.354%
1132	Secure shell (SSH)	Technical Skills	Security	1	226	0.008%	65	0.010%	0.002%	17.983%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	30,886	1.141%	8,444	1.280%	0.139%	12.150%
76	Security	Technical Skills	Hardware	4	1,563,186	57.757%	654,354	99.178%	41.422%	71.718%
1315	Security Clearance	Technical Skills	Misc	2	266,598	9.850%	29,870	4.527%	-5.323%	-54.039%
1135	Security testing software	Technical Skills	Security	1	5,540	0.205%	1,293	0.196%	-0.009%	-4.258%
60	Sharepoint Server	Technical Skills	Business applications	1	9,821	0.363%	3,125	0.474%	0.111%	30.529%
1084	Signal generators	Technical Skills	Network	1	573	0.021%	130	0.020%	-0.001%	-6.932%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	23,303	0.861%	5,272	0.799%	-0.062%	-7.194%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	74,257	2.744%	24,504	3.714%	0.970%	35.367%
1220	Simulation software	Technical Skills	Software development	5	44,564	1.647%	5,382	0.816%	-0.831%	-50.458%
1366	Social Network	Technical Skills	Social Networking	1	5,980	0.221%	2,137	0.324%	0.103%	46.594%
1358	Social Networking	Technical Skills	Social Networking	1	19,633	0.725%	4,394	0.666%	-0.059%	-8.191%
42	Software Development	Technical Skills	Software development	2	718,435	26.545%	188,678	28.597%	2.053%	7.732%
1291	Software Development software	Technical Skills	Software development	2	5,348	0.198%	742	0.112%	-0.085%	-43.085%
1309	Software Engineering	Technical Skills	Software development	1	447,123	16.520%	141,033	21.376%	4.856%	29.392%
1292	Software Installation	Technical Skills	Software development	4	261,051	9.645%	69,750	10.572%	0.926%	9.605%
1223	Software libraries	Technical Skills	Software development	1	644	0.024%	189	0.029%	0.005%	20.390%
1293	Software Maintenance	Technical Skills	Software development	1	16,758	0.619%	4,786	0.725%	0.106%	17.156%
1294	Software Testing	Technical Skills	Software development	14	257,079	9.499%	65,432	9.917%	0.419%	4.409%
1225	Source code management (SCM)	Technical Skills	Software development	5	81,509	3.012%	22,862	3.465%	0.454%	15.059%
1229	Static analysis software	Technical Skills	Software development	1	1,446	0.053%	783	0.119%	0.065%	122.130%
772	Statistical analysis software	Technical Skills	Business applications	21	213,557	7.890%	67,094	10.169%	2.279%	28.879%
1230	Stress testing software	Technical Skills	Software development	1	5,972	0.221%	1,519	0.230%	0.010%	4.340%
122	Sun operating systems	Technical Skills	Business applications	3	127,639	4.716%	23,867	3.617%	-1.099%	-23.294%
939	Surveillance systems	Technical Skills	Hardware	5	29,266	1.081%	3,482	0.528%	-0.554%	-51.193%
791	Symantec software	Technical Skills	Business applications	1	18,188	0.672%	5,696	0.863%	0.191%	28.469%
1355	Symbian	Technical Skills	Mobile Platforms	1	98	0.004%	39	0.006%	0.002%	63.249%
1310	System Administration	Technical Skills	Network	4	177,781	6.569%	37,162	5.633%	-0.936%	-14.251%
45	System Testing	Technical Skills	Software development	5	50,650	1.871%	13,878	2.103%	0.232%	12.398%
46	Systems Analysis	Technical Skills	Software development	8	221,691	8.191%	46,373	7.029%	-1.162%	-14.192%
47	Systems Design	Technical Skills	Software development	1	37,821	1.397%	7,951	1.205%	-0.192%	-13.761%
1233	Systems Evaluation	Technical Skills	Software development	1	434	0.016%	57	0.009%	-0.007%	-46.124%
1234	Systems integration	Technical Skills	Software development	8	172,194	6.362%	28,306	4.290%	-2.072%	-32.567%
75	TCP/IP	Technical Skills	Hardware	3	146,062	5.397%	35,488	5.379%	-0.018%	-0.332%
1235	Technology Design	Technical Skills	Software development	1	2,968	0.110%	440	0.067%	-0.043%	-39.186%
1236	Templates	Technical Skills	Software development	1	38,287	1.415%	9,488	1.438%	0.023%	1.657%
1239	Test implementation	Technical Skills	Software development	1	842	0.031%	216	0.033%	0.002%	5.234%
1302	Testing	Technical Skills	Software development	1	730,914	27.006%	183,884	27.871%	0.865%	3.203%
1297	Training software	Technical Skills	Business applications	3	3,565	0.132%	582	0.088%	-0.044%	-33.031%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,054	0.150%	840	0.127%	-0.022%	-15.002%
1360	Twitter	Technical Skills	Social Networking	1	34,331	1.268%	7,706	1.168%	-0.100%	-7.922%
123	UNIX operating systems	Technical Skills	Business applications	5	451,159	16.669%	126,275	19.139%	2.470%	14.816%
1298	UNIX Shells	Technical Skills	Business applications	4	80,291	2.967%	22,512	3.412%	0.445%	15.016%
48	User-Interface Design	Technical Skills	Software development	2	166,005	6.134%	51,609	7.822%	1.689%	27.531%
836	Video creation and editing software	Technical Skills	Business applications	3	9,780	0.361%	1,835	0.278%	-0.083%	-23.032%
64	Visual Studio	Technical Skills	Software development	1	76,708	2.834%	21,624	3.277%	0.443%	15.640%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,186	0.155%	641	0.097%	-0.058%	-37.184%
77	Voice/Data Telecom	Technical Skills	Hardware	9	266,491	9.846%	61,852	9.375%	-0.472%	-4.790%
1299	Web Application Server	Technical Skills	Business applications	8	126,214	4.663%	30,114	4.564%	-0.099%	-2.125%
1248	Web platform development software	Technical Skills	Software development	4	8,853	0.327%	2,367	0.359%	0.032%	9.678%
65	web programmer	Technical Skills	Software development	4	80,425	2.972%	27,923	4.232%	1.261%	42.424%
58	Web servers	Technical Skills	Business applications	6	180,769	6.679%	50,285	7.622%	0.942%	14.111%
49	Web-based Application Development	Technical Skills	Software development	2	124,217	4.590%	33,558	5.086%	0.497%	10.822%
1356	Windows CE	Technical Skills	Mobile Platforms	4	16,024	0.592%	3,668	0.556%	-0.036%	-6.099%
1102	Wireless	Technical Skills	Network	5	110,700	4.090%	24,781	3.756%	-0.334%	-8.170%
1363	YouTube	Technical Skills	Social Networking	2	4,157	0.154%	2,973	0.451%	0.297%	193.378%
79	.NET	Programming Skills	Current	1	298,310	11.022%	99,227	15.039%	4.018%	36.450%
209	A programming language (APL)	Programming Skills	Legacy	2	4,271	0.158%	506	0.077%	-0.081%	-51.400%
99	Ada	Programming Skills	Legacy	1	10,460	0.386%	1,572	0.238%	-0.148%	-38.350%
80	AJAX	Programming Skills	Current	1	149,929	5.540%	46,136	6.993%	1.453%	26.231%
192	Apple AppleScript	Programming Skills	Current	1	350	0.013%	109	0.017%	0.004%	27.753%
81	ASP	Programming Skills	Current	2	192,501	7.113%	46,566	7.058%	-0.055%	-0.769%
108	Assembly	Programming Skills	Legacy	2	8,471	0.313%	1,104	0.167%	-0.146%	-46.538%
211	AWK	Programming Skills	Legacy	1	4,981	0.184%	1,190	0.180%	-0.004%	-1.996%
212	B	Programming Skills	Legacy	1	34,906	1.290%	11,030	1.672%	0.382%	29.625%
83	C#	Programming Skills	Current	2	268,040	9.904%	94,470	14.318%	4.415%	44.580%
82	C/C++	Programming Skills	Current	3	459,756	16.987%	122,472	18.563%	1.576%	9.275%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	150,831	5.573%	54,837	8.311%	2.739%	49.141%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	559	0.021%	200	0.030%	0.010%	46.768%
84	CGI	Programming Skills	Current	2	15,192	0.561%	4,763	0.722%	0.161%	28.611%
217	Clipper	Programming Skills	Legacy	1	376	0.014%	121	0.018%	0.004%	32.011%
218	CLU	Programming Skills	Legacy	1	311	0.011%	7	0.001%	-0.010%	-90.767%
100	Cobol	Programming Skills	Legacy	1	21,543	0.796%	4,378	0.664%	-0.132%	-16.635%
85	ColdFusion	Programming Skills	Current	2	19,767	0.730%	3,837	0.582%	-0.149%	-20.372%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	444	0.016%	35	0.005%	-0.011%	-67.663%
195	Component object model (COM)	Programming Skills	Current	1	394	0.015%	91	0.014%	-0.001%	-5.255%
125	Database programming	Programming Skills	Current	3	64,664	2.389%	16,799	2.546%	0.157%	6.570%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,059	0.187%	823	0.125%	-0.062%	-33.266%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	15,507	0.573%	4,204	0.637%	0.064%	11.211%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,131	0.153%	1,108	0.168%	0.015%	10.027%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	29,488	1.090%	7,211	1.093%	0.003%	0.314%
109	Forth	Programming Skills	Legacy	1	6,383	0.236%	1,985	0.301%	0.065%	27.570%
102	Fortran	Programming Skills	Legacy	1	4,741	0.175%	484	0.073%	-0.102%	-58.122%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	496,499	18.345%	85,929	13.024%	-5.321%	-29.004%
222	J	Programming Skills	Legacy	1	10,599	0.392%	1,709	0.259%	-0.133%	-33.856%
87	Java/J2EE/J2P	Programming Skills	Current	4	566,044	20.914%	173,744	26.334%	5.420%	25.914%
97	JavaScript	Programming Skills	Current	3	262,457	9.697%	85,573	12.970%	3.273%	33.749%
89	JavaServer Faces	Programming Skills	Current	3	22,823	0.843%	6,478	0.982%	0.139%	16.434%
88	JavaServer Pages	Programming Skills	Current	3	105,868	3.912%	26,469	4.012%	0.100%	2.562%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,570	0.538%	2,346	0.356%	-0.183%	-33.949%
126	LAMP	Programming Skills	Current	1	25,669	0.948%	10,533	1.596%	0.648%	68.328%
104	Lisp	Programming Skills	Legacy	1	1,683	0.062%	453	0.069%	0.006%	10.415%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,162	0.043%	266	0.040%	-0.003%	-6.095%
201	Microsoft ActiveX	Programming Skills	Current	1	4,711	0.174%	769	0.117%	-0.058%	-33.038%
107	Pascal	Programming Skills	Legacy	1	1,434	0.053%	149	0.023%	-0.030%	-57.376%
90	Perl	Programming Skills	Current	1	189,990	7.020%	50,577	7.666%	0.646%	9.203%
91	PHP	Programming Skills	Current	1	101,092	3.735%	31,659	4.798%	1.063%	28.467%
103	PL/1	Programming Skills	Legacy	2	371	0.014%	89	0.013%	-0.000%	-1.592%
105	Prolog	Programming Skills	Legacy	1	1,229	0.045%	101	0.015%	-0.030%	-66.288%
95	Python	Programming Skills	Current	1	91,488	3.380%	37,262	5.648%	2.267%	67.076%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	24,978	0.923%	12,969	1.966%	1.043%	112.991%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	878	0.032%	173	0.026%	-0.006%	-19.172%
206	Scripting languages	Programming Skills	Current	1	48,182	1.780%	14,298	2.167%	0.387%	21.732%
101	Smalltalk	Programming Skills	Legacy	1	931	0.034%	166	0.025%	-0.009%	-26.857%
92	SQL	Programming Skills	Current	3	753,659	27.846%	226,322	34.303%	6.457%	23.187%
110	TCL	Programming Skills	Legacy	1	13,338	0.493%	3,262	0.494%	0.002%	0.324%
98	Unified Modeling Language	Programming Skills	Current	2	82,967	3.065%	16,690	2.530%	-0.536%	-17.479%
93	Visual Basic	Programming Skills	Current	6	186,603	6.895%	38,134	5.780%	-1.115%	-16.169%
207	Web service definition language (WSDL)	Programming Skills	Current	2	19,312	0.714%	5,693	0.863%	0.149%	20.928%
94	XML	Programming Skills	Current	2	322,358	11.910%	84,473	12.803%	0.893%	7.496%
1342	Computer Science	Majors	Computer Science	2	1,814,044	67.025%	435,368	65.987%	-1.038%	-1.549%
1344	Information Technology	Majors	Information Technology	3	1,301,196	48.077%	304,347	46.129%	-1.948%	-4.051%
1343	Management Information Systems	Majors	Management Information Systems	9	717,953	26.527%	147,920	22.420%	-4.107%	-15.483%

mis Degrees

Management Information Systems	2012-04-09	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%	17.401%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,634	0.367%	1,018	0.253%	-0.114%	-31.066%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,490	0.626%	2,468	0.613%	-0.012%	-1.961%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,179	1.140%	5,254	1.306%	0.166%	14.575%
3	Creativity	Soft Skills	Problem-solving skills	3	18,632	2.596%	10,574	2.628%	0.032%	1.223%
4	Critical thinking	Soft Skills	Problem-solving skills	3	8,311	1.158%	5,179	1.287%	0.129%	11.146%
1300	Flexibility	Soft Skills	Work ethic	1	23,868	3.326%	12,590	3.129%	-0.197%	-5.917%
232	Independence	Soft Skills	Interpersonal skills	1	3,649	0.508%	2,046	0.508%	0.000%	0.007%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	96,120	13.392%	56,253	13.979%	0.587%	4.383%
256	Innovation	Soft Skills	Problem-solving skills	1	54,418	7.582%	39,463	9.807%	2.225%	29.344%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	84,700	11.801%	48,247	11.990%	0.189%	1.598%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	514	0.072%	369	0.092%	0.020%	28.045%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	52,952	7.378%	31,010	7.706%	0.328%	4.453%
10	Leadership	Soft Skills	Interpersonal skills	1	164,300	22.892%	89,691	22.289%	-0.603%	-2.633%
258	Learning	Soft Skills	Problem-solving skills	1	37,547	5.231%	20,536	5.103%	-0.128%	-2.447%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,375	1.585%	6,191	1.539%	-0.046%	-2.925%
236	Listening	Soft Skills	Language skills	1	11,338	1.580%	5,955	1.480%	-0.100%	-6.320%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,362	5.763%	24,400	6.064%	0.301%	5.217%
18	Negotiation Skills	Soft Skills	Language skills	1	8,254	1.150%	4,734	1.176%	0.026%	2.297%
262	Optimization	Soft Skills	Problem-solving skills	1	27,824	3.877%	15,240	3.787%	-0.089%	-2.307%
19	Oral Communications	Soft Skills	Language skills	2	12,205	1.701%	7,644	1.900%	0.199%	11.708%
273	Persistence	Soft Skills	Work ethic	1	2,029	0.283%	1,294	0.322%	0.039%	13.750%
239	Persuasion	Soft Skills	Language skills	1	1,411	0.197%	768	0.191%	-0.006%	-2.919%
1301	Physical Skill	Soft Skills	Work ethic	2	926	0.129%	551	0.137%	0.008%	6.130%
240	Presentations	Soft Skills	Language skills	1	40,745	5.677%	23,858	5.929%	0.252%	4.438%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	139,663	19.459%	75,781	18.832%	-0.627%	-3.222%
20	Questioning skills	Soft Skills	Language skills	1	124	0.017%	98	0.024%	0.007%	40.963%
241	Reading Comprehension	Soft Skills	Language skills	1	139	0.019%	64	0.016%	-0.003%	-17.877%
6	Research skills	Soft Skills	Problem-solving skills	1	1,328	0.185%	694	0.172%	-0.013%	-6.790%
15	Responsibility	Soft Skills	Work ethic	2	83,770	11.672%	45,903	11.407%	-0.264%	-2.265%
234	Self Control	Soft Skills	Interpersonal skills	1	92	0.013%	67	0.017%	0.004%	29.893%
16	Self-management	Soft Skills	Work ethic	1	883	0.123%	386	0.096%	-0.027%	-22.030%
250	Stress Tolerance	Soft Skills	Physical skills	1	105	0.015%	78	0.019%	0.005%	32.497%
12	Teamwork	Soft Skills	Interpersonal skills	1	38,414	5.352%	24,292	6.037%	0.685%	12.791%
17	Time Management	Soft Skills	Work ethic	2	27,897	3.887%	14,179	3.524%	-0.363%	-9.346%
268	Visualization	Soft Skills	Problem-solving skills	1	4,225	0.589%	3,261	0.810%	0.222%	37.665%
7	Working under pressure	Soft Skills	Problem-solving skills	1	310	0.043%	124	0.031%	-0.012%	-28.656%
21	Written Communications	Soft Skills	Language skills	3	112,520	15.677%	64,802	16.104%	0.427%	2.721%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	23,441	3.266%	12,874	3.199%	-0.067%	-2.043%
172	Account management	Business Skills	Management skills	1	9,736	1.357%	3,385	0.841%	-0.515%	-37.988%
22	Accounting	Business Skills	Business processes	4	102,377	14.264%	46,825	11.636%	-2.628%	-18.422%
1263	Accounting software	Business Skills	Business processes	7	4,660	0.649%	2,550	0.634%	-0.016%	-2.399%
174	Administration	Business Skills	Management skills	3	209,091	29.133%	122,054	30.332%	1.199%	4.116%
1313	Analyst	Business Skills	Project management	1	179,721	25.040%	98,398	24.453%	-0.588%	-2.347%
175	Application management	Business Skills	Management skills	5	58,132	8.099%	35,224	8.753%	0.654%	8.074%
150	Asset management	Business Skills	Business processes	1	14,152	1.972%	7,261	1.804%	-0.167%	-8.488%
151	Auditing	Business Skills	Business processes	4	66,924	9.324%	36,308	9.023%	-0.302%	-3.235%
1264	Auditing software	Business Skills	Business processes	1	170	0.024%	133	0.033%	0.009%	39.541%
152	Billing	Business Skills	Business processes	1	21,481	2.993%	9,248	2.298%	-0.695%	-23.212%
1314	Business Analyst	Business Skills	Project management	1	53,958	7.518%	30,457	7.569%	0.051%	0.677%
35	Business Intelligence	Business Skills	Strategy skills	1	33,186	4.624%	19,070	4.739%	0.115%	2.493%
155	Business performance management (BPM)	Business Skills	Business processes	2	3,764	0.524%	2,147	0.534%	0.009%	1.738%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	15,214	2.120%	5,646	1.403%	-0.717%	-33.809%
36	Business Strategy	Business Skills	Strategy skills	3	154,432	21.517%	89,823	22.322%	0.805%	3.741%
182	Calendar and scheduling	Business Skills	Project management	3	37,002	5.155%	20,886	5.190%	0.035%	0.677%
156	Capacity planning	Business Skills	Business processes	1	15,958	2.223%	9,287	2.308%	0.084%	3.800%
28	Change Management	Business Skills	Management skills	1	34,147	4.758%	19,243	4.782%	0.024%	0.512%
24	Contracting and legal	Business Skills	Business processes	2	49,504	6.897%	26,448	6.573%	-0.325%	-4.709%
176	Coordination	Business Skills	Management skills	1	47,139	6.568%	27,012	6.713%	0.145%	2.206%
157	Cost accounting	Business Skills	Business processes	1	2,637	0.367%	1,028	0.255%	-0.112%	-30.468%
158	Cost estimation	Business Skills	Business processes	1	853	0.119%	711	0.177%	0.058%	48.669%
1312	Customer Support	Business Skills	Business processes	6	169,979	23.683%	99,373	24.695%	1.012%	4.273%
1339	Education	Business Skills	Industry Segment	1	8,047	1.121%	4,141	1.029%	-0.092%	-8.215%
1333	Energy	Business Skills	Industry Segment	1	46,981	6.546%	24,942	6.198%	-0.348%	-5.309%
1340	Entertainment	Business Skills	Industry Segment	1	12,036	1.677%	4,487	1.115%	-0.562%	-33.507%
1319	Environmental	Business Skills	Environmental	12	18,183	2.533%	10,470	2.602%	0.068%	2.702%
1320	Environmental Strategy	Business Skills	Environmental	3	895	0.125%	581	0.144%	0.020%	15.785%
161	Financial	Business Skills	Business processes	2	195,627	27.257%	96,339	23.941%	-3.315%	-12.164%
1275	Financial Analysis software	Business Skills	Business processes	6	1,172	0.163%	423	0.105%	-0.058%	-35.626%
1332	Health Care	Business Skills	Industry Segment	2	117,410	16.359%	72,487	18.014%	1.655%	10.117%
177	Human resources	Business Skills	Management skills	2	45,366	6.321%	23,823	5.920%	-0.401%	-6.338%
1336	Insurance	Business Skills	Industry Segment	1	5,405	0.753%	2,784	0.692%	-0.061%	-8.130%
1316	Managing/Supervision	Business Skills	Management skills	5	335,420	46.734%	181,533	45.113%	-1.621%	-3.469%
1334	Manufacturing	Business Skills	Industry Segment	2	53,521	7.457%	28,875	7.176%	-0.281%	-3.773%
26	Marketing	Business Skills	Business processes	1	67,792	9.445%	33,272	8.268%	-1.177%	-12.461%
185	Monitoring	Business Skills	Project management	1	94,169	13.121%	53,990	13.417%	0.296%	2.260%
179	Negotiation	Business Skills	Management skills	1	32,176	4.483%	17,430	4.332%	-0.152%	-3.380%
163	Operation and Control	Business Skills	Business processes	2	572	0.080%	227	0.056%	-0.023%	-29.217%
29	Outsourcing Management	Business Skills	Management skills	3	23,297	3.246%	11,345	2.819%	-0.427%	-13.143%
167	Procurement	Business Skills	Business processes	1	19,797	2.758%	9,918	2.465%	-0.294%	-10.644%
1290	Project Management software	Business Skills	Project management	2	28,161	3.924%	15,616	3.881%	-0.043%	-1.094%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	169,213	23.576%	94,031	23.368%	-0.209%	-0.886%
168	Quality	Business Skills	Business processes	1	209,286	29.160%	120,274	29.889%	0.729%	2.502%
1337	Real Estate	Business Skills	Industry Segment	2	8,064	1.124%	2,802	0.696%	-0.427%	-38.025%
1335	Retail	Business Skills	Industry Segment	2	137,203	19.116%	81,720	20.308%	1.192%	6.234%
34	Risk Management	Business Skills	Project management	1	32,299	4.500%	19,120	4.751%	0.251%	5.584%
169	Service Orientation	Business Skills	Business processes	1	6,403	0.892%	3,673	0.913%	0.021%	2.314%
27	Supply Chain Management	Business Skills	Business processes	3	25,039	3.489%	12,044	2.993%	-0.496%	-14.207%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,059	0.287%	970	0.241%	-0.046%	-15.974%
178	Teaching	Business Skills	Management skills	7	24,913	3.471%	12,880	3.201%	-0.270%	-7.788%
190	Timekeeping	Business Skills	Project management	3	19,343	2.695%	6,768	1.682%	-1.013%	-37.593%
1296	Timekeeping software	Business Skills	Project management	1	1,251	0.174%	631	0.157%	-0.017%	-10.035%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,291	0.180%	760	0.189%	0.009%	4.999%
180	Troubleshooting	Business Skills	Management skills	1	93,630	13.045%	56,063	13.932%	0.887%	6.797%
181	Verification	Business Skills	Management skills	1	20,614	2.872%	12,824	3.187%	0.315%	10.959%
1338	Waste Management	Business Skills	Industry Segment	1	1,850	0.258%	355	0.088%	-0.170%	-65.774%
191	Workflow	Business Skills	Project management	1	38,791	5.405%	22,174	5.510%	0.106%	1.956%
31	Working Globally	Business Skills	Management skills	3	4,158	0.579%	2,249	0.559%	-0.020%	-3.527%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,256	0.175%	725	0.180%	0.005%	2.955%
51	4GL	Technical Skills	Software development	3	1,969	0.274%	950	0.236%	-0.038%	-13.945%
987	Access servers & software	Technical Skills	Network	10	25,266	3.520%	15,843	3.937%	0.417%	11.841%
38	Agile Development Methods	Technical Skills	Software development	3	8,109	1.130%	5,691	1.414%	0.284%	25.176%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.005%	3	0.001%	-0.004%	-85.538%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	625	0.087%	405	0.101%	0.014%	15.578%
1352	Android	Technical Skills	Mobile Platforms	1	1,233	0.172%	1,162	0.289%	0.117%	68.090%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	1,368	0.191%	1,248	0.310%	0.120%	62.715%
120	Apple operating systems	Technical Skills	Business applications	6	9,803	1.366%	5,462	1.357%	-0.008%	-0.622%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	659	0.092%	285	0.071%	-0.021%	-22.864%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	2	0.000%	-0.001%	-60.364%
1265	Backup & Recovery	Technical Skills	Technical applications	16	73,029	10.175%	43,930	10.917%	0.742%	7.292%
1353	Blackberry	Technical Skills	Mobile Platforms	2	5,628	0.784%	3,339	0.830%	0.046%	5.819%
336	Borland Delphi	Technical Skills	Business applications	1	1,252	0.174%	567	0.141%	-0.034%	-19.225%
337	Borland JBuilder	Technical Skills	Business applications	1	926	0.129%	670	0.167%	0.037%	29.052%
338	Borland Paradox	Technical Skills	Business applications	1	112	0.016%	40	0.010%	-0.006%	-36.300%
72	Business Continuity Planning	Technical Skills	Hardware	2	11,353	1.582%	7,064	1.755%	0.174%	10.979%
352	Cadence Opus	Technical Skills	Business applications	1	250	0.035%	165	0.041%	0.006%	17.718%
868	Calculators	Technical Skills	Hardware	1	1,504	0.210%	148	0.037%	-0.173%	-82.449%
39	CASE Tools	Technical Skills	Software development	1	35,425	4.936%	18,608	4.624%	-0.311%	-6.311%
367	Categorization or classification software	Technical Skills	Business applications	1	2,813	0.392%	1,757	0.437%	0.045%	11.404%
112	Certification	Technical Skills	Misc	3	170,736	23.789%	103,732	25.778%	1.990%	8.365%
78	Cisco	Technical Skills	Hardware	1	35,803	4.988%	22,212	5.520%	0.531%	10.654%
1009	Cisco Systems IOS	Technical Skills	Network	1	3,815	0.532%	2,665	0.662%	0.131%	24.595%
40	Client-Server	Technical Skills	Software development	1	21,336	2.973%	11,265	2.799%	-0.173%	-5.829%
1011	Cluster server software	Technical Skills	Network	8	8,677	1.209%	5,377	1.336%	0.127%	10.527%
1151	Compatibility testing	Technical Skills	Software development	1	98	0.014%	74	0.018%	0.005%	34.681%
1152	Compilers	Technical Skills	Software development	4	6,374	0.888%	3,372	0.838%	-0.050%	-5.643%
1255	Compliance software	Technical Skills	Technical applications	3	7,837	1.092%	4,893	1.216%	0.124%	11.359%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	4,955	0.690%	2,880	0.716%	0.025%	3.669%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	993	0.138%	642	0.160%	0.021%	15.315%
875	Computer diagnostics	Technical Skills	Hardware	5	30,988	4.318%	18,315	4.551%	0.234%	5.418%
1107	Computer forensics	Technical Skills	Security	1	3,291	0.459%	2,225	0.553%	0.094%	20.587%
1266	Computer Hardware	Technical Skills	Hardware	12	22,194	3.092%	12,108	3.009%	-0.083%	-2.695%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	446	0.062%	221	0.055%	-0.007%	-11.619%
1015	Computer servers	Technical Skills	Network	6	72,024	10.035%	42,671	10.604%	0.569%	5.671%
1267	Computer Utilities	Technical Skills	Misc	1	59	0.008%	39	0.010%	0.001%	17.900%
59	Content Manager	Technical Skills	Business applications	1	1,309	0.182%	461	0.115%	-0.068%	-37.185%
878	Controllers	Technical Skills	Hardware	2	4,278	0.596%	2,524	0.627%	0.031%	5.232%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	537	0.075%	173	0.043%	-0.032%	-42.539%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,907	0.544%	2,200	0.547%	0.002%	0.434%
53	Customer Relationship Management	Technical Skills	Business applications	9	50,389	7.021%	25,545	6.348%	-0.673%	-9.579%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,580	0.499%	2,164	0.538%	0.039%	7.814%
955	Data compression software	Technical Skills	Information mgmt	1	973	0.136%	527	0.131%	-0.005%	-3.396%
956	Data conversion software	Technical Skills	Information mgmt	1	4,776	0.665%	2,716	0.675%	0.010%	1.430%
958	Data dictionary	Technical Skills	Information mgmt	1	2,980	0.415%	1,721	0.428%	0.012%	3.006%
959	Data entry	Technical Skills	Information mgmt	1	4,995	0.696%	2,415	0.600%	-0.096%	-13.765%
962	Data mapping	Technical Skills	Information mgmt	1	3,954	0.551%	2,428	0.603%	0.052%	9.525%
67	Data Mining	Technical Skills	Information mgmt	4	11,257	1.568%	5,750	1.429%	-0.140%	-8.894%
963	Data modeling	Technical Skills	Information mgmt	1	24,222	3.375%	15,842	3.937%	0.562%	16.654%
68	Data Warehousing	Technical Skills	Information mgmt	2	38,043	5.301%	22,327	5.548%	0.248%	4.678%
69	Database Administration	Technical Skills	Information mgmt	12	57,040	7.947%	31,957	7.942%	-0.006%	-0.072%
969	Database design software	Technical Skills	Information mgmt	15	41,517	5.785%	23,782	5.910%	0.126%	2.170%
1268	Database Reporting	Technical Skills	Information mgmt	2	18,375	2.560%	9,506	2.362%	-0.198%	-7.728%
1269	Database Security	Technical Skills	Information mgmt	1	34	0.005%	19	0.005%	-0.000%	-0.328%
1270	Database Servers	Technical Skills	Information mgmt	3	11,988	1.670%	7,333	1.822%	0.152%	9.102%
1271	Database Testing	Technical Skills	Information mgmt	1	519	0.072%	330	0.082%	0.010%	13.409%
1160	Debugging	Technical Skills	Software development	7	33,047	4.604%	20,562	5.110%	0.505%	10.977%
418	Desktop publishing software	Technical Skills	Business applications	13	10,421	1.452%	5,340	1.327%	-0.125%	-8.603%
1272	Development Environment	Technical Skills	Software development	13	20,424	2.846%	12,996	3.230%	0.384%	13.493%
1273	Digital Imaging	Technical Skills	Hardware	1	1,169	0.163%	38	0.009%	-0.153%	-94.202%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	621	0.087%	466	0.116%	0.029%	33.842%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,717	0.379%	1,506	0.374%	-0.004%	-1.137%
1307	Doctor of Philosophy	Technical Skills	Misc	3	17,309	2.412%	12,585	3.127%	0.716%	29.682%
973	Document management software	Technical Skills	Information mgmt	4	9,819	1.368%	4,889	1.215%	-0.153%	-11.192%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,018	3.207%	13,661	3.395%	0.188%	5.856%
61	Dreamweaver	Technical Skills	Software development	1	4,135	0.576%	2,264	0.563%	-0.014%	-2.344%
54	DSS/GDSS	Technical Skills	Business applications	5	13,198	1.839%	7,682	1.909%	0.070%	3.816%
425	Dynamic modeling software	Technical Skills	Business applications	1	15	0.002%	8	0.002%	-0.000%	-4.874%
62	Eclipse	Technical Skills	Software development	1	9,618	1.340%	6,696	1.664%	0.324%	24.174%
1308	Electronic Commerce	Technical Skills	Business applications	2	20,760	2.892%	10,244	2.546%	-0.347%	-11.988%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	8,237	1.148%	4,315	1.072%	-0.075%	-6.565%
1023	Electronic mail software	Technical Skills	Network	8	13,989	1.949%	8,233	2.046%	0.097%	4.971%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	51,896	7.231%	28,911	7.185%	-0.046%	-0.636%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	57,276	7.980%	29,034	7.215%	-0.765%	-9.586%
1321	Environmental Certification	Technical Skills	Environmental	1	39	0.005%	13	0.003%	-0.002%	-40.546%
1329	Environmental Energy	Technical Skills	Environmental	3	4,039	0.563%	1,755	0.436%	-0.127%	-22.500%
1330	Environmental Energy Conservation	Technical Skills	Environmental	3	1,628	0.227%	783	0.195%	-0.032%	-14.216%
1327	Environmental Pollution	Technical Skills	Environmental	10	1,969	0.274%	995	0.247%	-0.027%	-9.868%
1324	Environmental Pollution Control	Technical Skills	Environmental	4	1,607	0.224%	958	0.238%	0.014%	6.328%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	2	209	0.029%	117	0.029%	-0.000%	-0.152%
1326	Environmental Product Stewardship	Technical Skills	Environmental	6	2,889	0.403%	1,215	0.302%	-0.101%	-24.988%
1331	Environmental Science	Technical Skills	Environmental	1	1,073	0.150%	6	0.001%	-0.148%	-99.003%
1322	Environmental Technology	Technical Skills	Environmental	2	212	0.030%	96	0.024%	-0.006%	-19.233%
461	Expert system software	Technical Skills	Business applications	1	282	0.039%	234	0.058%	0.019%	48.002%
1359	Facebook	Technical Skills	Social Networking	1	8,394	1.170%	6,690	1.663%	0.493%	42.153%
463	Facilities management software	Technical Skills	Business applications	4	5,899	0.822%	4,491	1.116%	0.294%	35.789%
468	Flight control software	Technical Skills	Business applications	1	93	0.013%	52	0.013%	-0.000%	-0.271%
469	Flowchart software	Technical Skills	Business applications	4	2,514	0.350%	1,277	0.317%	-0.033%	-9.401%
1112	Fraud Detection	Technical Skills	Security	1	4,822	0.672%	2,297	0.571%	-0.101%	-15.036%
63	FrontPage	Technical Skills	Software development	1	1,257	0.175%	453	0.113%	-0.063%	-35.722%
475	Fund accounting software	Technical Skills	Business applications	1	937	0.131%	273	0.068%	-0.063%	-48.034%
1260	Gaming	Technical Skills	Misc	2	11,589	1.615%	7,727	1.920%	0.306%	18.923%
113	Generic databases	Technical Skills	Information mgmt	2	112,017	15.607%	64,025	15.911%	0.304%	1.945%
1365	Google Apps	Technical Skills	Business applications	4	2,305	0.321%	2,044	0.508%	0.187%	58.165%
1364	Google Plus	Technical Skills	Social Networking	1	23	0.003%	23	0.006%	0.003%	78.361%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	45,253	6.305%	26,496	6.584%	0.279%	4.432%
484	Graphic software	Technical Skills	Business applications	15	51,930	7.235%	30,285	7.526%	0.291%	4.018%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	8,901	1.240%	5,704	1.417%	0.177%	14.298%
1323	Green IT	Technical Skills	Environmental	6	2,099	0.292%	681	0.169%	-0.123%	-42.133%
893	Guidance systems	Technical Skills	Hardware	1	45	0.006%	34	0.008%	0.002%	34.762%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	47	0.007%	10	0.002%	-0.004%	-62.051%
1277	Hardware Design	Technical Skills	Hardware	19	2,660	0.371%	1,644	0.409%	0.038%	10.235%
1278	Hardware Testing	Technical Skills	Hardware	4	739	0.103%	460	0.114%	0.011%	11.023%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	405	0.056%	202	0.050%	-0.006%	-11.040%
492	Helpdesk or call center	Technical Skills	Business applications	2	38,797	5.406%	20,253	5.033%	-0.373%	-6.891%
114	IBM databases	Technical Skills	Information mgmt	2	22,733	3.167%	12,172	3.025%	-0.143%	-4.500%
121	IBM operating systems	Technical Skills	Business applications	4	17,861	2.489%	9,082	2.257%	-0.232%	-9.307%
898	Image capture devices	Technical Skills	Hardware	8	3,511	0.489%	2,162	0.537%	0.048%	9.831%
524	Industrial control software	Technical Skills	Business applications	3	2,533	0.353%	1,450	0.360%	0.007%	2.102%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	8,938	1.245%	5,450	1.354%	0.109%	8.757%
899	Infrared	Technical Skills	Hardware	1	648	0.090%	548	0.136%	0.046%	50.836%
1180	Installation	Technical Skills	Software development	1	78,950	11.000%	47,570	11.822%	0.822%	7.468%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	226	0.031%	131	0.033%	0.001%	3.386%
536	Internet browser software	Technical Skills	Business applications	4	6,107	0.851%	2,497	0.621%	-0.230%	-27.073%
541	Inventory management software	Technical Skills	Business applications	3	4,764	0.664%	2,388	0.593%	-0.070%	-10.595%
73	IT Architecture/Standards	Technical Skills	Hardware	2	6,047	0.843%	3,744	0.930%	0.088%	10.432%
1357	Java ME	Technical Skills	Mobile Platforms	2	97	0.014%	81	0.020%	0.007%	48.940%
1035	Kernel	Technical Skills	Network	1	1,886	0.263%	1,219	0.303%	0.040%	15.282%
907	Lasers	Technical Skills	Hardware	1	92	0.013%	57	0.014%	0.001%	10.506%
1038	License management software	Technical Skills	Network	1	610	0.085%	324	0.081%	-0.004%	-5.264%
1361	LinkedIn	Technical Skills	Social Networking	1	2,575	0.359%	1,689	0.420%	0.061%	16.991%
908	Mainframe computers	Technical Skills	Hardware	2	25,948	3.615%	12,741	3.166%	-0.449%	-12.421%
124	Mainframe operating systems	Technical Skills	Business applications	7	11,605	1.617%	6,079	1.511%	-0.106%	-6.570%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	15,482	2.157%	8,536	2.121%	-0.036%	-1.661%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,011	0.838%	2,300	0.572%	-0.266%	-31.753%
1281	Medical software	Technical Skills	Business applications	8	8,389	1.169%	5,121	1.273%	0.104%	8.879%
115	Microsoft databases	Technical Skills	Information mgmt	5	108,106	15.062%	59,877	14.880%	-0.182%	-1.211%
119	Microsoft operating systems	Technical Skills	Business applications	4	158,931	22.144%	94,511	23.487%	1.343%	6.065%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	465	0.065%	426	0.106%	0.041%	63.402%
625	Multimedia	Technical Skills	Business applications	1	3,796	0.529%	2,393	0.595%	0.066%	12.439%
1362	MySpace	Technical Skills	Social Networking	1	1,847	0.257%	249	0.062%	-0.195%	-75.955%
74	Network administration	Technical Skills	Hardware	11	61,530	8.573%	38,584	9.588%	1.016%	11.846%
1282	Network Administration software	Technical Skills	Network	17	44,202	6.159%	26,894	6.683%	0.525%	8.521%
1283	Network Hardware	Technical Skills	Network	11	29,463	4.105%	18,437	4.582%	0.477%	11.612%
1284	Network Monitoring software	Technical Skills	Network	13	19,270	2.685%	12,367	3.073%	0.388%	14.467%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,043	0.145%	611	0.152%	0.007%	4.486%
1122	Network security	Technical Skills	Security	1	29,597	4.124%	18,582	4.618%	0.494%	11.981%
1285	Network Security software	Technical Skills	Security	31	63,351	8.827%	40,920	10.169%	1.342%	15.208%
1286	Network software	Technical Skills	Network	5	13,582	1.892%	8,137	2.022%	0.130%	6.856%
1287	Network Testing	Technical Skills	Network	11	9,744	1.358%	5,516	1.371%	0.013%	0.969%
1065	Novell network software	Technical Skills	Network	2	2,095	0.292%	881	0.219%	-0.073%	-24.995%
643	Oberon	Technical Skills	Business applications	1	69	0.010%	51	0.013%	0.003%	31.832%
41	Object Oriented Programming	Technical Skills	Software development	5	50,351	7.015%	29,722	7.386%	0.371%	5.286%
1288	Office Applications	Technical Skills	Business applications	13	143,652	20.015%	76,272	18.954%	-1.061%	-5.299%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	9,661	1.346%	4,869	1.210%	-0.136%	-10.109%
116	Open-source databases	Technical Skills	Information mgmt	4	16,965	2.364%	10,752	2.672%	0.308%	13.041%
118	Open-source operating systems	Technical Skills	Business applications	8	69,973	9.749%	44,296	11.008%	1.259%	12.910%
56	Operating Systems	Technical Skills	Business applications	3	79,957	11.140%	48,184	11.974%	0.834%	7.485%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	599	0.083%	220	0.055%	-0.029%	-34.492%
117	Oracle databases	Technical Skills	Information mgmt	1	136,655	19.040%	80,521	20.010%	0.970%	5.095%
1354	Palm OS	Technical Skills	Mobile Platforms	3	132	0.018%	62	0.015%	-0.003%	-16.224%
1289	Physical Tools	Technical Skills	Hardware	1	28	0.004%	6	0.001%	-0.002%	-61.780%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,089	0.570%	2,180	0.542%	-0.028%	-4.909%
931	Printers	Technical Skills	Hardware	3	8,897	1.240%	4,775	1.187%	-0.053%	-4.274%
43	Programming	Technical Skills	Software development	1	162,208	22.600%	94,407	23.461%	0.861%	3.808%
700	Provisioning	Technical Skills	Business applications	1	9,600	1.338%	6,046	1.502%	0.165%	12.330%
1258	Rate Control	Technical Skills	Technical applications	1	5	0.001%	3	0.001%	0.000%	7.017%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	10,156	1.415%	6,100	1.516%	0.101%	7.129%
1077	Remote control software	Technical Skills	Network	2	976	0.136%	463	0.115%	-0.021%	-15.388%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	497	0.069%	270	0.067%	-0.002%	-3.104%
1262	Robotics	Technical Skills	Hardware	2	1,910	0.266%	1,032	0.256%	-0.010%	-3.629%
1318	RSA	Technical Skills	Security	1	5,342	0.744%	2,385	0.593%	-0.152%	-20.369%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	3,469	0.483%	2,541	0.631%	0.148%	30.647%
44	SDLC	Technical Skills	Software development	7	84,877	11.826%	51,921	12.903%	1.077%	9.107%
1132	Secure shell (SSH)	Technical Skills	Security	1	29	0.004%	24	0.006%	0.002%	47.609%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	7,158	0.997%	4,297	1.068%	0.071%	7.071%
76	Security	Technical Skills	Hardware	4	418,998	58.379%	287,666	71.488%	13.109%	22.455%
1315	Security Clearance	Technical Skills	Misc	2	112,529	15.679%	75,118	18.667%	2.989%	19.064%
1135	Security testing software	Technical Skills	Security	1	2,389	0.333%	1,885	0.468%	0.136%	40.733%
60	Sharepoint Server	Technical Skills	Business applications	1	3,566	0.497%	2,720	0.676%	0.179%	36.046%
1084	Signal generators	Technical Skills	Network	1	143	0.020%	122	0.030%	0.010%	52.168%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	5,600	0.780%	3,365	0.836%	0.056%	7.176%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	14,077	1.961%	9,381	2.331%	0.370%	18.861%
1220	Simulation software	Technical Skills	Software development	5	12,718	1.772%	8,158	2.027%	0.255%	14.410%
1366	Social Network	Technical Skills	Social Networking	1	554	0.077%	431	0.107%	0.030%	38.761%
1358	Social Networking	Technical Skills	Social Networking	1	7,498	1.045%	6,311	1.568%	0.524%	50.125%
42	Software Development	Technical Skills	Software development	2	143,653	20.015%	88,167	21.910%	1.895%	9.469%
1291	Software Development software	Technical Skills	Software development	2	1,877	0.262%	881	0.219%	-0.043%	-16.283%
1309	Software Engineering	Technical Skills	Software development	1	61,766	8.606%	40,974	10.182%	1.577%	18.320%
1292	Software Installation	Technical Skills	Software development	4	82,886	11.548%	54,327	13.501%	1.952%	16.905%
1223	Software libraries	Technical Skills	Software development	1	123	0.017%	108	0.027%	0.010%	56.610%
1293	Software Maintenance	Technical Skills	Software development	1	3,870	0.539%	2,332	0.580%	0.040%	7.477%
1294	Software Testing	Technical Skills	Software development	14	70,870	9.874%	43,968	10.926%	1.052%	10.656%
1225	Source code management (SCM)	Technical Skills	Software development	5	17,561	2.447%	10,916	2.713%	0.266%	10.870%
1229	Static analysis software	Technical Skills	Software development	1	112	0.016%	111	0.028%	0.012%	76.768%
772	Statistical analysis software	Technical Skills	Business applications	21	56,003	7.803%	28,345	7.044%	-0.759%	-9.726%
1230	Stress testing software	Technical Skills	Software development	1	1,564	0.218%	935	0.232%	0.014%	6.629%
122	Sun operating systems	Technical Skills	Business applications	3	40,754	5.678%	24,000	5.964%	0.286%	5.037%
939	Surveillance systems	Technical Skills	Hardware	5	7,837	1.092%	4,847	1.205%	0.113%	10.312%
791	Symantec software	Technical Skills	Business applications	1	5,728	0.798%	3,682	0.915%	0.117%	14.652%
1355	Symbian	Technical Skills	Mobile Platforms	1	30	0.004%	2	0.000%	-0.004%	-88.109%
1310	System Administration	Technical Skills	Network	4	66,795	9.307%	41,090	10.211%	0.905%	9.721%
45	System Testing	Technical Skills	Software development	5	16,732	2.331%	9,760	2.425%	0.094%	4.040%
46	Systems Analysis	Technical Skills	Software development	8	92,907	12.945%	57,024	14.171%	1.226%	9.473%
47	Systems Design	Technical Skills	Software development	1	14,073	1.961%	9,603	2.386%	0.426%	21.708%
1233	Systems Evaluation	Technical Skills	Software development	1	118	0.016%	89	0.022%	0.006%	34.526%
1234	Systems integration	Technical Skills	Software development	8	65,008	9.058%	39,574	9.834%	0.777%	8.578%
75	TCP/IP	Technical Skills	Hardware	3	35,297	4.918%	21,298	5.293%	0.375%	7.622%
1235	Technology Design	Technical Skills	Software development	1	746	0.104%	302	0.075%	-0.029%	-27.795%
1236	Templates	Technical Skills	Software development	1	12,112	1.688%	6,490	1.613%	-0.075%	-4.429%
1239	Test implementation	Technical Skills	Software development	1	181	0.025%	120	0.030%	0.005%	18.250%
1302	Testing	Technical Skills	Software development	1	226,918	31.616%	134,456	33.414%	1.797%	5.684%
1297	Training software	Technical Skills	Business applications	3	1,226	0.171%	768	0.191%	0.020%	11.730%
57	Transaction Processing Systems	Technical Skills	Business applications	4	876	0.122%	494	0.123%	0.001%	0.582%
1360	Twitter	Technical Skills	Social Networking	1	10,518	1.465%	5,730	1.424%	-0.042%	-2.833%
123	UNIX operating systems	Technical Skills	Business applications	5	103,803	14.463%	62,044	15.418%	0.956%	6.608%
1298	UNIX Shells	Technical Skills	Business applications	4	20,316	2.831%	11,818	2.937%	0.106%	3.754%
48	User-Interface Design	Technical Skills	Software development	2	18,953	2.641%	11,919	2.962%	0.321%	12.166%
836	Video creation and editing software	Technical Skills	Business applications	3	1,898	0.264%	560	0.139%	-0.125%	-47.375%
64	Visual Studio	Technical Skills	Software development	1	20,313	2.830%	11,574	2.876%	0.046%	1.627%
843	Voice dictation & recognition	Technical Skills	Business applications	2	873	0.122%	486	0.121%	-0.001%	-0.706%
77	Voice/Data Telecom	Technical Skills	Hardware	9	77,288	10.768%	43,124	10.717%	-0.052%	-0.481%
1299	Web Application Server	Technical Skills	Business applications	8	35,938	5.007%	21,704	5.394%	0.386%	7.717%
1248	Web platform development software	Technical Skills	Software development	4	1,778	0.248%	1,111	0.276%	0.028%	11.450%
65	web programmer	Technical Skills	Software development	4	8,686	1.210%	5,530	1.374%	0.164%	13.555%
58	Web servers	Technical Skills	Business applications	6	50,851	7.085%	33,486	8.322%	1.237%	17.453%
49	Web-based Application Development	Technical Skills	Software development	2	31,379	4.372%	18,168	4.515%	0.143%	3.268%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,317	0.183%	828	0.206%	0.022%	12.136%
1102	Wireless	Technical Skills	Network	5	29,119	4.057%	18,518	4.602%	0.545%	13.427%
1363	YouTube	Technical Skills	Social Networking	2	333	0.046%	297	0.074%	0.027%	59.079%
79	.NET	Programming Skills	Current	1	71,184	9.918%	42,069	10.455%	0.537%	5.409%
209	A programming language (APL)	Programming Skills	Legacy	2	1,109	0.155%	712	0.177%	0.022%	14.511%
99	Ada	Programming Skills	Legacy	1	3,147	0.438%	1,192	0.296%	-0.142%	-32.442%
80	AJAX	Programming Skills	Current	1	27,475	3.828%	14,462	3.594%	-0.234%	-6.116%
192	Apple AppleScript	Programming Skills	Current	1	21	0.003%	9	0.002%	-0.001%	-23.560%
81	ASP	Programming Skills	Current	2	53,875	7.506%	28,065	6.974%	-0.532%	-7.087%
108	Assembly	Programming Skills	Legacy	2	686	0.096%	524	0.130%	0.035%	36.241%
211	AWK	Programming Skills	Legacy	1	1,238	0.172%	855	0.212%	0.040%	23.181%
212	B	Programming Skills	Legacy	1	9,419	1.312%	4,245	1.055%	-0.257%	-19.615%
83	C#	Programming Skills	Current	2	51,840	7.223%	30,381	7.550%	0.327%	4.529%
82	C/C++	Programming Skills	Current	3	72,405	10.088%	43,515	10.814%	0.726%	7.194%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	27,550	3.839%	17,044	4.236%	0.397%	10.344%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	235	0.033%	203	0.050%	0.018%	54.073%
84	CGI	Programming Skills	Current	2	3,513	0.489%	2,248	0.559%	0.069%	14.135%
217	Clipper	Programming Skills	Legacy	1	121	0.017%	97	0.024%	0.007%	42.983%
218	CLU	Programming Skills	Legacy	1	127	0.018%	19	0.005%	-0.013%	-73.316%
100	Cobol	Programming Skills	Legacy	1	9,374	1.306%	4,561	1.133%	-0.173%	-13.217%
85	ColdFusion	Programming Skills	Current	2	6,774	0.944%	3,801	0.945%	0.001%	0.081%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	277	0.039%	217	0.054%	0.015%	39.727%
195	Component object model (COM)	Programming Skills	Current	1	74	0.010%	40	0.010%	-0.000%	-3.589%
125	Database programming	Programming Skills	Current	3	14,645	2.040%	9,791	2.433%	0.393%	19.244%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,390	0.194%	605	0.150%	-0.043%	-22.368%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,063	0.287%	1,371	0.341%	0.053%	18.533%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,064	0.148%	453	0.113%	-0.036%	-24.063%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,746	0.940%	3,985	0.990%	0.050%	5.361%
109	Forth	Programming Skills	Legacy	1	2,404	0.335%	1,497	0.372%	0.037%	11.067%
102	Fortran	Programming Skills	Legacy	1	1,164	0.162%	740	0.184%	0.022%	13.391%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	123,430	17.197%	67,419	16.754%	-0.443%	-2.577%
222	J	Programming Skills	Legacy	1	2,736	0.381%	1,568	0.390%	0.008%	2.218%
87	Java/J2EE/J2P	Programming Skills	Current	4	113,640	15.833%	70,302	17.471%	1.637%	10.341%
97	JavaScript	Programming Skills	Current	3	54,071	7.534%	30,784	7.650%	0.116%	1.545%
89	JavaServer Faces	Programming Skills	Current	3	5,542	0.772%	4,188	1.041%	0.269%	34.784%
88	JavaServer Pages	Programming Skills	Current	3	21,578	3.006%	13,146	3.267%	0.260%	8.663%
223	Job control language (JCL)	Programming Skills	Legacy	2	5,033	0.701%	2,349	0.584%	-0.117%	-16.755%
126	LAMP	Programming Skills	Current	1	2,069	0.288%	1,273	0.316%	0.028%	9.741%
104	Lisp	Programming Skills	Legacy	1	83	0.012%	65	0.016%	0.005%	39.680%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	285	0.040%	181	0.045%	0.005%	13.275%
201	Microsoft ActiveX	Programming Skills	Current	1	1,180	0.164%	426	0.106%	-0.059%	-35.609%
107	Pascal	Programming Skills	Legacy	1	491	0.068%	108	0.027%	-0.042%	-60.768%
90	Perl	Programming Skills	Current	1	32,868	4.579%	19,020	4.727%	0.147%	3.214%
91	PHP	Programming Skills	Current	1	13,740	1.914%	8,248	2.050%	0.135%	7.068%
103	PL/1	Programming Skills	Legacy	2	94	0.013%	47	0.012%	-0.001%	-10.820%
105	Prolog	Programming Skills	Legacy	1	161	0.022%	65	0.016%	-0.006%	-27.991%
95	Python	Programming Skills	Current	1	9,256	1.290%	6,803	1.691%	0.401%	31.092%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,200	0.864%	4,652	1.156%	0.292%	33.828%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	174	0.024%	83	0.021%	-0.004%	-14.920%
206	Scripting languages	Programming Skills	Current	1	7,483	1.043%	4,647	1.155%	0.112%	10.763%
101	Smalltalk	Programming Skills	Legacy	1	224	0.031%	101	0.025%	-0.006%	-19.578%
92	SQL	Programming Skills	Current	3	207,816	28.955%	118,750	29.510%	0.556%	1.919%
110	TCL	Programming Skills	Legacy	1	1,718	0.239%	862	0.214%	-0.025%	-10.508%
98	Unified Modeling Language	Programming Skills	Current	2	19,610	2.732%	11,961	2.972%	0.240%	8.790%
93	Visual Basic	Programming Skills	Current	6	62,643	8.728%	31,858	7.917%	-0.811%	-9.292%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,634	0.646%	3,035	0.754%	0.109%	16.816%
94	XML	Programming Skills	Current	2	73,107	10.186%	43,676	10.854%	0.668%	6.557%
1342	Computer Science	Majors	Computer Science	2	481,725	67.118%	298,955	74.293%	7.175%	10.689%
1344	Information Technology	Majors	Information Technology	3	289,425	40.325%	189,067	46.985%	6.659%	16.514%
1343	Management Information Systems	Majors	Management Information Systems	9	717,724	100.000%	402,400	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2012-04-09	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%	0.021%	8.916%
2	Attention to Details	Soft Skills	Problem-solving skills	1	6,548	0.361%	2,255	0.412%	0.051%	14.121%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	8,541	0.471%	2,706	0.494%	0.023%	4.990%
231	Cooperation	Soft Skills	Interpersonal skills	1	13,653	0.753%	4,668	0.853%	0.100%	13.300%
3	Creativity	Soft Skills	Problem-solving skills	3	53,921	2.973%	16,407	2.997%	0.025%	0.832%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,364	0.957%	5,865	1.071%	0.114%	11.930%
1300	Flexibility	Soft Skills	Work ethic	1	52,049	2.869%	16,490	3.013%	0.143%	4.987%
232	Independence	Soft Skills	Interpersonal skills	1	7,847	0.433%	2,999	0.548%	0.115%	26.649%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	211,233	11.645%	63,027	11.514%	-0.131%	-1.124%
256	Innovation	Soft Skills	Problem-solving skills	1	110,980	6.118%	41,657	7.610%	1.492%	24.386%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	144,919	7.989%	43,789	8.000%	0.010%	0.131%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	967	0.053%	218	0.040%	-0.013%	-25.294%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	105,616	5.823%	35,960	6.570%	0.747%	12.828%
10	Leadership	Soft Skills	Interpersonal skills	1	345,006	19.020%	107,342	19.610%	0.590%	3.103%
258	Learning	Soft Skills	Problem-solving skills	1	103,716	5.718%	31,479	5.751%	0.033%	0.578%
1	Learning Ability	Soft Skills	Problem-solving skills	3	29,658	1.635%	10,238	1.870%	0.235%	14.393%
236	Listening	Soft Skills	Language skills	1	23,032	1.270%	7,071	1.292%	0.022%	1.736%
260	Mathematics	Soft Skills	Problem-solving skills	3	121,964	6.724%	29,989	5.479%	-1.245%	-18.519%
18	Negotiation Skills	Soft Skills	Language skills	1	14,321	0.790%	5,604	1.024%	0.234%	29.674%
262	Optimization	Soft Skills	Problem-solving skills	1	87,907	4.846%	29,667	5.420%	0.574%	11.835%
19	Oral Communications	Soft Skills	Language skills	2	28,607	1.577%	9,000	1.644%	0.067%	4.255%
273	Persistence	Soft Skills	Work ethic	1	6,946	0.383%	2,470	0.451%	0.068%	17.839%
239	Persuasion	Soft Skills	Language skills	1	2,480	0.137%	764	0.140%	0.003%	2.087%
1301	Physical Skill	Soft Skills	Work ethic	2	1,432	0.079%	457	0.083%	0.005%	5.755%
240	Presentations	Soft Skills	Language skills	1	81,703	4.504%	24,372	4.453%	-0.052%	-1.149%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	331,391	18.270%	115,380	21.079%	2.809%	15.376%
20	Questioning skills	Soft Skills	Language skills	1	391	0.022%	172	0.031%	0.010%	45.774%
241	Reading Comprehension	Soft Skills	Language skills	1	281	0.015%	134	0.024%	0.009%	58.025%
6	Research skills	Soft Skills	Problem-solving skills	1	2,925	0.161%	768	0.140%	-0.021%	-12.991%
15	Responsibility	Soft Skills	Work ethic	2	169,269	9.332%	52,853	9.656%	0.324%	3.471%
234	Self Control	Soft Skills	Interpersonal skills	1	134	0.007%	51	0.009%	0.002%	26.123%
16	Self-management	Soft Skills	Work ethic	1	1,746	0.096%	536	0.098%	0.002%	1.730%
250	Stress Tolerance	Soft Skills	Physical skills	1	193	0.011%	126	0.023%	0.012%	116.342%
12	Teamwork	Soft Skills	Interpersonal skills	1	72,521	3.998%	23,439	4.282%	0.284%	7.103%
17	Time Management	Soft Skills	Work ethic	2	57,631	3.177%	20,000	3.654%	0.477%	15.001%
268	Visualization	Soft Skills	Problem-solving skills	1	16,158	0.891%	3,976	0.726%	-0.164%	-18.457%
7	Working under pressure	Soft Skills	Problem-solving skills	1	694	0.038%	324	0.059%	0.021%	54.708%
21	Written Communications	Soft Skills	Language skills	3	270,286	14.901%	81,525	14.894%	-0.007%	-0.047%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	37,856	2.087%	14,254	2.604%	0.517%	24.776%
172	Account management	Business Skills	Management skills	1	16,958	0.935%	5,187	0.948%	0.013%	1.361%
22	Accounting	Business Skills	Business processes	4	119,582	6.593%	31,278	5.714%	-0.878%	-13.324%
1263	Accounting software	Business Skills	Business processes	7	12,636	0.697%	2,559	0.468%	-0.229%	-32.890%
174	Administration	Business Skills	Management skills	3	382,940	21.111%	122,368	22.355%	1.244%	5.892%
1313	Analyst	Business Skills	Project management	1	275,756	15.202%	85,717	15.660%	0.457%	3.008%
175	Application management	Business Skills	Management skills	5	128,281	7.072%	43,326	7.915%	0.843%	11.922%
150	Asset management	Business Skills	Business processes	1	21,360	1.178%	7,183	1.312%	0.135%	11.438%
151	Auditing	Business Skills	Business processes	4	74,052	4.082%	22,934	4.190%	0.107%	2.629%
1264	Auditing software	Business Skills	Business processes	1	86	0.005%	20	0.004%	-0.001%	-22.935%
152	Billing	Business Skills	Business processes	1	29,129	1.606%	8,514	1.555%	-0.050%	-3.142%
1314	Business Analyst	Business Skills	Project management	1	94,876	5.231%	43,161	7.885%	2.655%	50.752%
35	Business Intelligence	Business Skills	Strategy skills	1	74,222	4.092%	25,510	4.660%	0.569%	13.895%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,061	0.555%	3,832	0.700%	0.145%	26.215%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,415	1.456%	6,200	1.133%	-0.324%	-22.220%
36	Business Strategy	Business Skills	Strategy skills	3	294,314	16.226%	95,533	17.453%	1.227%	7.565%
182	Calendar and scheduling	Business Skills	Project management	3	72,983	4.024%	20,040	3.661%	-0.362%	-9.008%
156	Capacity planning	Business Skills	Business processes	1	40,967	2.259%	14,371	2.625%	0.367%	16.247%
28	Change Management	Business Skills	Management skills	1	61,315	3.380%	22,728	4.152%	0.772%	22.835%
24	Contracting and legal	Business Skills	Business processes	2	69,368	3.824%	18,369	3.356%	-0.468%	-12.249%
176	Coordination	Business Skills	Management skills	1	76,172	4.199%	23,995	4.384%	0.184%	4.389%
157	Cost accounting	Business Skills	Business processes	1	1,362	0.075%	341	0.062%	-0.013%	-17.033%
158	Cost estimation	Business Skills	Business processes	1	1,631	0.090%	429	0.078%	-0.012%	-12.837%
1312	Customer Support	Business Skills	Business processes	6	347,705	19.169%	120,944	22.095%	2.926%	15.266%
1339	Education	Business Skills	Industry Segment	1	14,435	0.796%	4,184	0.764%	-0.031%	-3.949%
1333	Energy	Business Skills	Industry Segment	1	85,493	4.713%	24,993	4.566%	-0.147%	-3.124%
1340	Entertainment	Business Skills	Industry Segment	1	38,096	2.100%	9,528	1.741%	-0.360%	-17.120%
1319	Environmental	Business Skills	Environmental	12	32,699	1.803%	9,504	1.736%	-0.066%	-3.684%
1320	Environmental Strategy	Business Skills	Environmental	3	5,804	0.320%	2,447	0.447%	0.127%	39.712%
161	Financial	Business Skills	Business processes	2	333,988	18.413%	103,205	18.855%	0.442%	2.399%
1275	Financial Analysis software	Business Skills	Business processes	6	1,431	0.079%	350	0.064%	-0.015%	-18.949%
1332	Health Care	Business Skills	Industry Segment	2	192,925	10.636%	53,062	9.694%	-0.942%	-8.857%
177	Human resources	Business Skills	Management skills	2	66,591	3.671%	18,717	3.419%	-0.252%	-6.857%
1336	Insurance	Business Skills	Industry Segment	1	9,857	0.543%	3,269	0.597%	0.054%	9.900%
1316	Managing/Supervision	Business Skills	Management skills	5	678,299	37.395%	183,473	33.519%	-3.876%	-10.365%
1334	Manufacturing	Business Skills	Industry Segment	2	111,801	6.164%	26,605	4.860%	-1.303%	-21.142%
26	Marketing	Business Skills	Business processes	1	162,265	8.946%	47,556	8.688%	-0.258%	-2.880%
185	Monitoring	Business Skills	Project management	1	193,484	10.667%	64,779	11.834%	1.168%	10.947%
179	Negotiation	Business Skills	Management skills	1	52,263	2.881%	18,029	3.294%	0.412%	14.315%
163	Operation and Control	Business Skills	Business processes	2	971	0.054%	205	0.037%	-0.016%	-30.038%
29	Outsourcing Management	Business Skills	Management skills	3	44,022	2.427%	12,814	2.341%	-0.086%	-3.541%
167	Procurement	Business Skills	Business processes	1	27,562	1.519%	8,150	1.489%	-0.031%	-2.012%
1290	Project Management software	Business Skills	Project management	2	45,428	2.504%	14,329	2.618%	0.113%	4.525%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	308,253	16.994%	99,774	18.228%	1.234%	7.260%
168	Quality	Business Skills	Business processes	1	492,082	27.128%	160,452	29.313%	2.185%	8.053%
1337	Real Estate	Business Skills	Industry Segment	2	9,774	0.539%	2,664	0.487%	-0.052%	-9.679%
1335	Retail	Business Skills	Industry Segment	2	284,312	15.674%	93,282	17.042%	1.368%	8.725%
34	Risk Management	Business Skills	Project management	1	43,828	2.416%	12,682	2.317%	-0.099%	-4.112%
169	Service Orientation	Business Skills	Business processes	1	11,720	0.646%	4,443	0.812%	0.166%	25.625%
27	Supply Chain Management	Business Skills	Business processes	3	49,226	2.714%	14,564	2.661%	-0.053%	-1.958%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,895	0.215%	1,028	0.188%	-0.027%	-12.539%
178	Teaching	Business Skills	Management skills	7	44,041	2.428%	12,530	2.289%	-0.139%	-5.720%
190	Timekeeping	Business Skills	Project management	3	21,210	1.169%	6,009	1.098%	-0.072%	-6.117%
1296	Timekeeping software	Business Skills	Project management	1	1,989	0.110%	693	0.127%	0.017%	15.458%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,577	0.142%	544	0.099%	-0.043%	-30.046%
180	Troubleshooting	Business Skills	Management skills	1	235,951	13.008%	80,475	14.702%	1.694%	13.023%
181	Verification	Business Skills	Management skills	1	56,941	3.139%	14,525	2.654%	-0.486%	-15.469%
1338	Waste Management	Business Skills	Industry Segment	1	1,555	0.086%	444	0.081%	-0.005%	-5.381%
191	Workflow	Business Skills	Project management	1	76,128	4.197%	25,307	4.623%	0.426%	10.160%
31	Working Globally	Business Skills	Management skills	3	15,533	0.856%	3,545	0.648%	-0.209%	-24.371%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,813	0.155%	1,009	0.184%	0.029%	18.864%
51	4GL	Technical Skills	Software development	3	3,775	0.208%	922	0.168%	-0.040%	-19.064%
987	Access servers & software	Technical Skills	Network	10	52,738	2.907%	17,986	3.286%	0.378%	13.016%
38	Agile Development Methods	Technical Skills	Software development	3	42,028	2.317%	18,035	3.295%	0.978%	42.202%
304	Algorithmic software	Technical Skills	Business applications	1	98	0.005%	15	0.003%	-0.003%	-49.278%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	2,780	0.153%	622	0.114%	-0.040%	-25.857%
1352	Android	Technical Skills	Mobile Platforms	1	14,462	0.797%	11,234	2.052%	1.255%	157.415%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	16,094	0.887%	10,470	1.913%	1.026%	115.581%
120	Apple operating systems	Technical Skills	Business applications	6	41,072	2.264%	14,709	2.687%	0.423%	18.676%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	4,577	0.252%	886	0.162%	-0.090%	-35.852%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	109	0.006%	8	0.001%	-0.005%	-75.678%
1265	Backup & Recovery	Technical Skills	Technical applications	16	147,074	8.108%	47,190	8.621%	0.513%	6.326%
1353	Blackberry	Technical Skills	Mobile Platforms	2	16,256	0.896%	6,994	1.278%	0.382%	42.574%
336	Borland Delphi	Technical Skills	Business applications	1	3,579	0.197%	832	0.152%	-0.045%	-22.965%
337	Borland JBuilder	Technical Skills	Business applications	1	3,437	0.189%	458	0.084%	-0.106%	-55.842%
338	Borland Paradox	Technical Skills	Business applications	1	204	0.011%	65	0.012%	0.001%	5.587%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,714	1.087%	6,190	1.131%	0.044%	4.050%
352	Cadence Opus	Technical Skills	Business applications	1	843	0.046%	383	0.070%	0.023%	50.556%
868	Calculators	Technical Skills	Hardware	1	1,362	0.075%	117	0.021%	-0.054%	-71.533%
39	CASE Tools	Technical Skills	Software development	1	72,469	3.995%	22,407	4.094%	0.098%	2.461%
367	Categorization or classification software	Technical Skills	Business applications	1	8,755	0.483%	2,730	0.499%	0.016%	3.332%
112	Certification	Technical Skills	Misc	3	294,970	16.262%	94,647	17.291%	1.029%	6.330%
78	Cisco	Technical Skills	Hardware	1	84,900	4.681%	26,946	4.923%	0.242%	5.175%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,122	0.779%	7,526	1.375%	0.596%	76.602%
40	Client-Server	Technical Skills	Software development	1	44,224	2.438%	13,515	2.469%	0.031%	1.271%
1011	Cluster server software	Technical Skills	Network	8	30,783	1.697%	10,869	1.986%	0.289%	17.005%
1151	Compatibility testing	Technical Skills	Software development	1	665	0.037%	210	0.038%	0.002%	4.647%
1152	Compilers	Technical Skills	Software development	4	21,880	1.206%	5,858	1.070%	-0.136%	-11.278%
1255	Compliance software	Technical Skills	Technical applications	3	7,120	0.393%	2,578	0.471%	0.078%	19.986%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	16,768	0.924%	3,049	0.557%	-0.367%	-39.744%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,976	0.164%	599	0.109%	-0.055%	-33.301%
875	Computer diagnostics	Technical Skills	Hardware	5	79,473	4.381%	23,894	4.365%	-0.016%	-0.368%
1107	Computer forensics	Technical Skills	Security	1	5,555	0.306%	1,178	0.215%	-0.091%	-29.727%
1266	Computer Hardware	Technical Skills	Hardware	12	41,815	2.305%	11,801	2.156%	-0.149%	-6.478%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	1,523	0.084%	372	0.068%	-0.016%	-19.059%
1015	Computer servers	Technical Skills	Network	6	190,090	10.480%	62,316	11.385%	0.905%	8.634%
1267	Computer Utilities	Technical Skills	Misc	1	1,231	0.068%	225	0.041%	-0.027%	-39.431%
59	Content Manager	Technical Skills	Business applications	1	1,534	0.085%	602	0.110%	0.025%	30.046%
878	Controllers	Technical Skills	Hardware	2	10,828	0.597%	2,974	0.543%	-0.054%	-8.983%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,638	0.090%	443	0.081%	-0.009%	-10.377%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	8,513	0.469%	2,200	0.402%	-0.067%	-14.362%
53	Customer Relationship Management	Technical Skills	Business applications	9	89,780	4.950%	29,984	5.478%	0.528%	10.672%
953	Data acquisition systems	Technical Skills	Information mgmt	1	10,104	0.557%	2,394	0.437%	-0.120%	-21.484%
955	Data compression software	Technical Skills	Information mgmt	1	7,624	0.420%	2,516	0.460%	0.039%	9.359%
956	Data conversion software	Technical Skills	Information mgmt	1	7,932	0.437%	2,779	0.508%	0.070%	16.100%
958	Data dictionary	Technical Skills	Information mgmt	1	5,521	0.304%	2,134	0.390%	0.085%	28.087%
959	Data entry	Technical Skills	Information mgmt	1	8,541	0.471%	2,016	0.368%	-0.103%	-21.782%
962	Data mapping	Technical Skills	Information mgmt	1	8,368	0.461%	3,368	0.615%	0.154%	33.376%
67	Data Mining	Technical Skills	Information mgmt	4	32,582	1.796%	10,081	1.842%	0.045%	2.531%
963	Data modeling	Technical Skills	Information mgmt	1	61,349	3.382%	21,596	3.945%	0.563%	16.652%
68	Data Warehousing	Technical Skills	Information mgmt	2	91,035	5.019%	32,219	5.886%	0.867%	17.282%
69	Database Administration	Technical Skills	Information mgmt	12	121,596	6.704%	39,028	7.130%	0.426%	6.361%
969	Database design software	Technical Skills	Information mgmt	15	109,220	6.021%	34,739	6.346%	0.325%	5.400%
1268	Database Reporting	Technical Skills	Information mgmt	2	33,605	1.853%	10,388	1.898%	0.045%	2.437%
1269	Database Security	Technical Skills	Information mgmt	1	208	0.011%	92	0.017%	0.005%	46.572%
1270	Database Servers	Technical Skills	Information mgmt	3	30,204	1.665%	9,083	1.659%	-0.006%	-0.347%
1271	Database Testing	Technical Skills	Information mgmt	1	1,509	0.083%	535	0.098%	0.015%	17.488%
1160	Debugging	Technical Skills	Software development	7	135,973	7.496%	43,261	7.903%	0.407%	5.432%
418	Desktop publishing software	Technical Skills	Business applications	13	26,833	1.479%	6,027	1.101%	-0.378%	-25.568%
1272	Development Environment	Technical Skills	Software development	13	90,764	5.004%	28,611	5.227%	0.223%	4.459%
1273	Digital Imaging	Technical Skills	Hardware	1	743	0.041%	156	0.028%	-0.012%	-30.423%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	7,349	0.405%	1,229	0.225%	-0.181%	-44.582%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	6,319	0.348%	1,770	0.323%	-0.025%	-7.178%
1307	Doctor of Philosophy	Technical Skills	Misc	3	89,457	4.932%	34,007	6.213%	1.281%	25.974%
973	Document management software	Technical Skills	Information mgmt	4	15,710	0.866%	5,074	0.927%	0.061%	7.029%
1020	Domain name system (DNS)	Technical Skills	Network	3	61,003	3.363%	20,732	3.788%	0.424%	12.620%
61	Dreamweaver	Technical Skills	Software development	1	11,592	0.639%	3,232	0.590%	-0.049%	-7.607%
54	DSS/GDSS	Technical Skills	Business applications	5	22,923	1.264%	7,129	1.302%	0.039%	3.059%
425	Dynamic modeling software	Technical Skills	Business applications	1	70	0.004%	5	0.001%	-0.003%	-76.330%
62	Eclipse	Technical Skills	Software development	1	39,353	2.170%	13,522	2.470%	0.301%	13.865%
1308	Electronic Commerce	Technical Skills	Business applications	2	81,474	4.492%	31,757	5.802%	1.310%	29.166%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,766	0.869%	5,291	0.967%	0.097%	11.210%
1023	Electronic mail software	Technical Skills	Network	8	29,157	1.607%	8,840	1.615%	0.008%	0.470%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	87,494	4.824%	26,646	4.868%	0.044%	0.921%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	88,822	4.897%	26,510	4.843%	-0.054%	-1.095%
1321	Environmental Certification	Technical Skills	Environmental	1	98	0.005%	19	0.003%	-0.002%	-35.753%
1329	Environmental Energy	Technical Skills	Environmental	3	4,510	0.249%	1,385	0.253%	0.004%	1.766%
1330	Environmental Energy Conservation	Technical Skills	Environmental	3	4,271	0.235%	984	0.180%	-0.056%	-23.653%
1327	Environmental Pollution	Technical Skills	Environmental	10	3,704	0.204%	1,085	0.198%	-0.006%	-2.930%
1324	Environmental Pollution Control	Technical Skills	Environmental	4	2,601	0.143%	358	0.065%	-0.078%	-54.389%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	2	939	0.052%	121	0.022%	-0.030%	-57.298%
1326	Environmental Product Stewardship	Technical Skills	Environmental	6	3,274	0.180%	825	0.151%	-0.030%	-16.497%
1331	Environmental Science	Technical Skills	Environmental	1	51	0.003%	1	0.000%	-0.003%	-93.502%
1322	Environmental Technology	Technical Skills	Environmental	2	307	0.017%	33	0.006%	-0.011%	-64.379%
461	Expert system software	Technical Skills	Business applications	1	716	0.039%	152	0.028%	-0.012%	-29.651%
1359	Facebook	Technical Skills	Social Networking	1	27,785	1.532%	23,494	4.292%	2.760%	180.204%
463	Facilities management software	Technical Skills	Business applications	4	3,216	0.177%	1,055	0.193%	0.015%	8.709%
468	Flight control software	Technical Skills	Business applications	1	786	0.043%	58	0.011%	-0.033%	-75.547%
469	Flowchart software	Technical Skills	Business applications	4	4,819	0.266%	1,791	0.327%	0.062%	23.159%
1112	Fraud Detection	Technical Skills	Security	1	7,920	0.437%	2,695	0.492%	0.056%	12.762%
63	FrontPage	Technical Skills	Software development	1	2,277	0.126%	351	0.064%	-0.061%	-48.918%
475	Fund accounting software	Technical Skills	Business applications	1	410	0.023%	165	0.030%	0.008%	33.361%
1260	Gaming	Technical Skills	Misc	2	37,110	2.046%	11,660	2.130%	0.084%	4.120%
113	Generic databases	Technical Skills	Information mgmt	2	289,533	15.962%	94,490	17.262%	1.300%	8.147%
1365	Google Apps	Technical Skills	Business applications	4	7,424	0.409%	4,687	0.856%	0.447%	109.211%
1364	Google Plus	Technical Skills	Social Networking	1	268	0.015%	268	0.049%	0.034%	231.381%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	93,221	5.139%	27,957	5.107%	-0.032%	-0.619%
484	Graphic software	Technical Skills	Business applications	15	137,271	7.568%	40,848	7.463%	-0.105%	-1.390%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	45,368	2.501%	11,829	2.161%	-0.340%	-13.598%
1323	Green IT	Technical Skills	Environmental	6	4,330	0.239%	1,462	0.267%	0.028%	11.889%
893	Guidance systems	Technical Skills	Hardware	1	125	0.007%	48	0.009%	0.002%	27.250%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	703	0.039%	122	0.022%	-0.016%	-42.492%
1277	Hardware Design	Technical Skills	Hardware	19	16,444	0.907%	3,762	0.687%	-0.219%	-24.188%
1278	Hardware Testing	Technical Skills	Hardware	4	6,465	0.356%	1,234	0.225%	-0.131%	-36.748%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	623	0.034%	271	0.050%	0.015%	44.148%
492	Helpdesk or call center	Technical Skills	Business applications	2	68,974	3.803%	20,344	3.717%	-0.086%	-2.259%
114	IBM databases	Technical Skills	Information mgmt	2	53,539	2.952%	17,572	3.210%	0.259%	8.762%
121	IBM operating systems	Technical Skills	Business applications	4	42,891	2.365%	12,583	2.299%	-0.066%	-2.782%
898	Image capture devices	Technical Skills	Hardware	8	8,475	0.467%	1,911	0.349%	-0.118%	-25.278%
524	Industrial control software	Technical Skills	Business applications	3	7,903	0.436%	1,430	0.261%	-0.174%	-40.039%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	28,110	1.550%	10,564	1.930%	0.380%	24.536%
899	Infrared	Technical Skills	Hardware	1	1,911	0.105%	182	0.033%	-0.072%	-68.440%
1180	Installation	Technical Skills	Software development	1	164,015	9.042%	49,736	9.086%	0.044%	0.488%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	958	0.053%	144	0.026%	-0.027%	-50.189%
536	Internet browser software	Technical Skills	Business applications	4	11,737	0.647%	3,197	0.584%	-0.063%	-9.736%
541	Inventory management software	Technical Skills	Business applications	3	8,200	0.452%	2,171	0.397%	-0.055%	-12.265%
73	IT Architecture/Standards	Technical Skills	Hardware	2	12,385	0.683%	3,830	0.700%	0.017%	2.478%
1357	Java ME	Technical Skills	Mobile Platforms	2	902	0.050%	229	0.042%	-0.008%	-15.869%
1035	Kernel	Technical Skills	Network	1	25,245	1.392%	7,842	1.433%	0.041%	2.939%
907	Lasers	Technical Skills	Hardware	1	572	0.032%	43	0.008%	-0.024%	-75.089%
1038	License management software	Technical Skills	Network	1	1,121	0.062%	396	0.072%	0.011%	17.062%
1361	LinkedIn	Technical Skills	Social Networking	1	11,606	0.640%	5,665	1.035%	0.395%	61.750%
908	Mainframe computers	Technical Skills	Hardware	2	46,040	2.538%	13,471	2.461%	-0.077%	-3.040%
124	Mainframe operating systems	Technical Skills	Business applications	7	28,553	1.574%	7,149	1.306%	-0.268%	-17.030%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	45,422	2.504%	13,925	2.544%	0.040%	1.591%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	8,754	0.483%	2,356	0.430%	-0.052%	-10.814%
1281	Medical software	Technical Skills	Business applications	8	9,422	0.519%	2,554	0.467%	-0.053%	-10.173%
115	Microsoft databases	Technical Skills	Information mgmt	5	279,692	15.419%	95,500	17.447%	2.027%	13.149%
119	Microsoft operating systems	Technical Skills	Business applications	4	426,986	23.540%	121,785	22.249%	-1.291%	-5.484%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,380	0.407%	4,102	0.749%	0.343%	84.190%
625	Multimedia	Technical Skills	Business applications	1	20,260	1.117%	4,969	0.908%	-0.209%	-18.725%
1362	MySpace	Technical Skills	Social Networking	1	3,448	0.190%	714	0.130%	-0.060%	-31.379%
74	Network administration	Technical Skills	Hardware	11	138,802	7.652%	39,484	7.213%	-0.439%	-5.734%
1282	Network Administration software	Technical Skills	Network	17	90,166	4.971%	30,184	5.514%	0.543%	10.933%
1283	Network Hardware	Technical Skills	Network	11	74,803	4.124%	22,311	4.076%	-0.048%	-1.161%
1284	Network Monitoring software	Technical Skills	Network	13	46,584	2.568%	15,709	2.870%	0.302%	11.748%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,677	0.092%	633	0.116%	0.023%	25.083%
1122	Network security	Technical Skills	Security	1	55,479	3.059%	18,067	3.301%	0.242%	7.916%
1285	Network Security software	Technical Skills	Security	31	122,071	6.730%	37,611	6.871%	0.141%	2.101%
1286	Network software	Technical Skills	Network	5	34,249	1.888%	10,768	1.967%	0.079%	4.187%
1287	Network Testing	Technical Skills	Network	11	29,115	1.605%	9,063	1.656%	0.051%	3.153%
1065	Novell network software	Technical Skills	Network	2	3,858	0.213%	795	0.145%	-0.067%	-31.714%
643	Oberon	Technical Skills	Business applications	1	96	0.005%	11	0.002%	-0.003%	-62.029%
41	Object Oriented Programming	Technical Skills	Software development	5	257,600	14.201%	82,389	15.052%	0.850%	5.987%
1288	Office Applications	Technical Skills	Business applications	13	236,191	13.021%	69,200	12.642%	-0.379%	-2.911%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	25,235	1.391%	8,576	1.567%	0.176%	12.618%
116	Open-source databases	Technical Skills	Information mgmt	4	99,936	5.509%	39,871	7.284%	1.775%	32.209%
118	Open-source operating systems	Technical Skills	Business applications	8	323,978	17.861%	105,213	19.221%	1.360%	7.617%
56	Operating Systems	Technical Skills	Business applications	3	188,369	10.385%	56,209	10.269%	-0.116%	-1.116%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,006	0.055%	312	0.057%	0.002%	2.774%
117	Oracle databases	Technical Skills	Information mgmt	1	339,538	18.719%	109,583	20.020%	1.301%	6.950%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,451	0.135%	865	0.158%	0.023%	16.950%
1289	Physical Tools	Technical Skills	Hardware	1	116	0.006%	9	0.002%	-0.005%	-74.289%
683	Point of sale (POS)	Technical Skills	Business applications	3	9,671	0.533%	3,466	0.633%	0.100%	18.764%
931	Printers	Technical Skills	Hardware	3	15,438	0.851%	4,873	0.890%	0.039%	4.600%
43	Programming	Technical Skills	Software development	1	544,193	30.001%	163,995	29.960%	-0.041%	-0.137%
700	Provisioning	Technical Skills	Business applications	1	21,642	1.193%	8,135	1.486%	0.293%	24.563%
1258	Rate Control	Technical Skills	Technical applications	1	168	0.009%	53	0.010%	0.000%	4.543%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	31,575	1.741%	8,250	1.507%	-0.234%	-13.416%
1077	Remote control software	Technical Skills	Network	2	1,757	0.097%	654	0.119%	0.023%	23.348%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,269	0.070%	333	0.061%	-0.009%	-13.042%
1262	Robotics	Technical Skills	Hardware	2	7,216	0.398%	1,813	0.331%	-0.067%	-16.741%
1318	RSA	Technical Skills	Security	1	9,503	0.524%	3,416	0.624%	0.100%	19.120%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	36,191	1.995%	15,857	2.897%	0.902%	45.194%
44	SDLC	Technical Skills	Software development	7	227,734	12.555%	80,170	14.646%	2.091%	16.657%
1132	Secure shell (SSH)	Technical Skills	Security	1	174	0.010%	47	0.009%	-0.001%	-10.489%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	24,064	1.327%	8,745	1.598%	0.271%	20.426%
76	Security	Technical Skills	Hardware	4	987,558	54.444%	483,401	88.313%	33.869%	62.208%
1315	Security Clearance	Technical Skills	Misc	2	173,228	9.550%	33,228	6.070%	-3.480%	-36.436%
1135	Security testing software	Technical Skills	Security	1	4,509	0.249%	1,405	0.257%	0.008%	3.258%
60	Sharepoint Server	Technical Skills	Business applications	1	7,517	0.414%	2,829	0.517%	0.102%	24.714%
1084	Signal generators	Technical Skills	Network	1	379	0.021%	77	0.014%	-0.007%	-32.675%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	20,045	1.105%	5,863	1.071%	-0.034%	-3.074%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	66,779	3.682%	25,269	4.616%	0.935%	25.394%
1220	Simulation software	Technical Skills	Software development	5	35,980	1.984%	6,702	1.224%	-0.759%	-38.274%
1366	Social Network	Technical Skills	Social Networking	1	5,175	0.285%	2,157	0.394%	0.109%	38.123%
1358	Social Networking	Technical Skills	Social Networking	1	14,920	0.823%	5,881	1.074%	0.252%	30.620%
42	Software Development	Technical Skills	Software development	2	510,276	28.131%	140,673	25.700%	-2.432%	-8.645%
1291	Software Development software	Technical Skills	Software development	2	4,482	0.247%	978	0.179%	-0.068%	-27.691%
1309	Software Engineering	Technical Skills	Software development	1	298,319	16.446%	84,111	15.366%	-1.080%	-6.567%
1292	Software Installation	Technical Skills	Software development	4	201,119	11.088%	69,323	12.665%	1.577%	14.223%
1223	Software libraries	Technical Skills	Software development	1	593	0.033%	178	0.033%	-0.000%	-0.530%
1293	Software Maintenance	Technical Skills	Software development	1	14,926	0.823%	4,789	0.875%	0.052%	6.323%
1294	Software Testing	Technical Skills	Software development	14	209,197	11.533%	64,680	11.816%	0.283%	2.457%
1225	Source code management (SCM)	Technical Skills	Software development	5	72,015	3.970%	23,911	4.368%	0.398%	10.028%
1229	Static analysis software	Technical Skills	Software development	1	1,347	0.074%	774	0.141%	0.067%	90.415%
772	Statistical analysis software	Technical Skills	Business applications	21	131,204	7.233%	36,628	6.692%	-0.542%	-7.489%
1230	Stress testing software	Technical Skills	Software development	1	5,168	0.285%	1,561	0.285%	0.000%	0.094%
122	Sun operating systems	Technical Skills	Business applications	3	104,756	5.775%	26,485	4.839%	-0.937%	-16.218%
939	Surveillance systems	Technical Skills	Hardware	5	18,225	1.005%	3,435	0.628%	-0.377%	-37.542%
791	Symantec software	Technical Skills	Business applications	1	13,375	0.737%	5,177	0.946%	0.208%	28.266%
1355	Symbian	Technical Skills	Mobile Platforms	1	95	0.005%	36	0.007%	0.001%	25.576%
1310	System Administration	Technical Skills	Network	4	134,156	7.396%	40,823	7.458%	0.062%	0.838%
45	System Testing	Technical Skills	Software development	5	41,492	2.287%	14,243	2.602%	0.315%	13.753%
46	Systems Analysis	Technical Skills	Software development	8	170,665	9.409%	49,036	8.958%	-0.450%	-4.787%
47	Systems Design	Technical Skills	Software development	1	30,318	1.671%	8,741	1.597%	-0.075%	-4.459%
1233	Systems Evaluation	Technical Skills	Software development	1	130	0.007%	40	0.007%	0.000%	1.963%
1234	Systems integration	Technical Skills	Software development	8	106,363	5.864%	30,625	5.595%	-0.269%	-4.586%
75	TCP/IP	Technical Skills	Hardware	3	122,638	6.761%	37,355	6.824%	0.063%	0.937%
1235	Technology Design	Technical Skills	Software development	1	1,878	0.104%	434	0.079%	-0.024%	-23.419%
1236	Templates	Technical Skills	Software development	1	26,377	1.454%	8,856	1.618%	0.164%	11.260%
1239	Test implementation	Technical Skills	Software development	1	666	0.037%	208	0.038%	0.001%	3.494%
1302	Testing	Technical Skills	Software development	1	573,523	31.618%	182,936	33.421%	1.802%	5.700%
1297	Training software	Technical Skills	Business applications	3	1,939	0.107%	564	0.103%	-0.004%	-3.611%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,826	0.156%	842	0.154%	-0.002%	-1.266%
1360	Twitter	Technical Skills	Social Networking	1	21,710	1.197%	9,795	1.789%	0.593%	49.511%
123	UNIX operating systems	Technical Skills	Business applications	5	352,385	19.427%	102,290	18.687%	-0.740%	-3.807%
1298	UNIX Shells	Technical Skills	Business applications	4	69,795	3.848%	23,497	4.293%	0.445%	11.562%
48	User-Interface Design	Technical Skills	Software development	2	108,914	6.004%	38,773	7.083%	1.079%	17.970%
836	Video creation and editing software	Technical Skills	Business applications	3	8,094	0.446%	2,042	0.373%	-0.073%	-16.397%
64	Visual Studio	Technical Skills	Software development	1	66,362	3.659%	23,027	4.207%	0.548%	14.986%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,215	0.122%	711	0.130%	0.008%	6.371%
77	Voice/Data Telecom	Technical Skills	Hardware	9	149,535	8.244%	43,609	7.967%	-0.277%	-3.359%
1299	Web Application Server	Technical Skills	Business applications	8	103,419	5.701%	32,116	5.867%	0.166%	2.908%
1248	Web platform development software	Technical Skills	Software development	4	7,658	0.422%	2,556	0.467%	0.045%	10.605%
65	web programmer	Technical Skills	Software development	4	28,264	1.558%	13,555	2.476%	0.918%	58.925%
58	Web servers	Technical Skills	Business applications	6	153,951	8.487%	52,955	9.674%	1.187%	13.986%
49	Web-based Application Development	Technical Skills	Software development	2	102,497	5.651%	34,564	6.315%	0.664%	11.748%
1356	Windows CE	Technical Skills	Mobile Platforms	4	14,674	0.809%	3,823	0.698%	-0.111%	-13.666%
1102	Wireless	Technical Skills	Network	5	86,883	4.790%	22,790	4.164%	-0.626%	-13.077%
1363	YouTube	Technical Skills	Social Networking	2	3,945	0.217%	2,843	0.519%	0.302%	138.813%
79	.NET	Programming Skills	Current	1	226,939	12.511%	74,273	13.569%	1.058%	8.455%
209	A programming language (APL)	Programming Skills	Legacy	2	3,452	0.190%	587	0.107%	-0.083%	-43.650%
99	Ada	Programming Skills	Legacy	1	7,019	0.387%	1,553	0.284%	-0.103%	-26.680%
80	AJAX	Programming Skills	Current	1	131,020	7.223%	49,367	9.019%	1.796%	24.861%
192	Apple AppleScript	Programming Skills	Current	1	273	0.015%	106	0.019%	0.004%	28.668%
81	ASP	Programming Skills	Current	2	161,705	8.915%	51,809	9.465%	0.550%	6.172%
108	Assembly	Programming Skills	Legacy	2	7,915	0.436%	1,354	0.247%	-0.189%	-43.311%
211	AWK	Programming Skills	Legacy	1	4,492	0.248%	1,313	0.240%	-0.008%	-3.138%
212	B	Programming Skills	Legacy	1	22,215	1.225%	6,888	1.258%	0.034%	2.748%
83	C#	Programming Skills	Current	2	207,006	11.412%	68,805	12.570%	1.158%	10.145%
82	C/C++	Programming Skills	Current	3	370,260	20.412%	94,676	17.296%	-3.116%	-15.265%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	127,490	7.029%	54,943	10.038%	3.009%	42.812%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	397	0.022%	194	0.035%	0.014%	61.934%
84	CGI	Programming Skills	Current	2	12,373	0.682%	4,144	0.757%	0.075%	10.987%
217	Clipper	Programming Skills	Legacy	1	311	0.017%	106	0.019%	0.002%	12.947%
218	CLU	Programming Skills	Legacy	1	142	0.008%	25	0.005%	-0.003%	-41.658%
100	Cobol	Programming Skills	Legacy	1	17,088	0.942%	5,298	0.968%	0.026%	2.742%
85	ColdFusion	Programming Skills	Current	2	16,219	0.894%	4,648	0.849%	-0.045%	-5.034%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	340	0.019%	38	0.007%	-0.012%	-62.963%
195	Component object model (COM)	Programming Skills	Current	1	371	0.020%	119	0.022%	0.001%	6.292%
125	Database programming	Programming Skills	Current	3	58,275	3.213%	17,915	3.273%	0.060%	1.874%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	4,560	0.251%	1,037	0.189%	-0.062%	-24.640%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	13,836	0.763%	4,425	0.808%	0.046%	5.982%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	3,169	0.175%	1,028	0.188%	0.013%	7.497%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	26,516	1.462%	7,902	1.444%	-0.018%	-1.246%
109	Forth	Programming Skills	Legacy	1	3,936	0.217%	1,681	0.307%	0.090%	41.527%
102	Fortran	Programming Skills	Legacy	1	4,194	0.231%	563	0.103%	-0.128%	-55.516%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	382,751	21.101%	99,787	18.230%	-2.871%	-13.606%
222	J	Programming Skills	Legacy	1	7,326	0.404%	1,865	0.341%	-0.063%	-15.639%
87	Java/J2EE/J2P	Programming Skills	Current	4	464,029	25.582%	150,618	27.516%	1.935%	7.562%
97	JavaScript	Programming Skills	Current	3	227,601	12.548%	89,530	16.356%	3.809%	30.353%
89	JavaServer Faces	Programming Skills	Current	3	20,350	1.122%	6,850	1.251%	0.130%	11.546%
88	JavaServer Pages	Programming Skills	Current	3	93,283	5.143%	28,449	5.197%	0.055%	1.063%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,709	0.535%	2,762	0.505%	-0.031%	-5.729%
126	LAMP	Programming Skills	Current	1	21,079	1.162%	10,331	1.887%	0.725%	62.413%
104	Lisp	Programming Skills	Legacy	1	1,520	0.084%	473	0.086%	0.003%	3.120%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	911	0.050%	247	0.045%	-0.005%	-10.152%
201	Microsoft ActiveX	Programming Skills	Current	1	4,323	0.238%	889	0.162%	-0.076%	-31.853%
107	Pascal	Programming Skills	Legacy	1	1,104	0.061%	220	0.040%	-0.021%	-33.964%
90	Perl	Programming Skills	Current	1	170,657	9.408%	53,157	9.711%	0.303%	3.220%
91	PHP	Programming Skills	Current	1	87,535	4.826%	31,875	5.823%	0.997%	20.669%
103	PL/1	Programming Skills	Legacy	2	336	0.019%	101	0.018%	-0.000%	-0.388%
105	Prolog	Programming Skills	Legacy	1	1,073	0.059%	327	0.060%	0.001%	0.989%
95	Python	Programming Skills	Current	1	84,807	4.675%	37,328	6.819%	2.144%	45.858%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	21,085	1.162%	11,196	2.045%	0.883%	75.961%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	803	0.044%	198	0.036%	-0.008%	-18.290%
206	Scripting languages	Programming Skills	Current	1	44,143	2.434%	14,835	2.710%	0.277%	11.366%
101	Smalltalk	Programming Skills	Legacy	1	867	0.048%	213	0.039%	-0.009%	-18.588%
92	SQL	Programming Skills	Current	3	601,019	33.134%	205,066	37.464%	4.329%	13.066%
110	TCL	Programming Skills	Legacy	1	12,578	0.693%	3,457	0.632%	-0.062%	-8.922%
98	Unified Modeling Language	Programming Skills	Current	2	74,072	4.084%	18,947	3.461%	-0.622%	-15.236%
93	Visual Basic	Programming Skills	Current	6	155,464	8.571%	44,875	8.198%	-0.373%	-4.346%
207	Web service definition language (WSDL)	Programming Skills	Current	2	17,000	0.937%	6,049	1.105%	0.168%	17.913%
94	XML	Programming Skills	Current	2	281,183	15.502%	90,651	16.561%	1.059%	6.834%
1342	Computer Science	Majors	Computer Science	2	1,813,896	100.000%	547,375	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	538,043	29.662%	174,079	31.803%	2.140%	7.215%
1343	Management Information Systems	Majors	Management Information Systems	9	481,836	26.564%	185,149	33.825%	7.261%	27.336%

IT Degrees

Information Technology	2012-04-09	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	0.236%	0.062%	35.263%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,110	0.208%	572	0.216%	0.008%	3.796%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,883	0.481%	1,275	0.481%	-0.000%	-0.025%
231	Cooperation	Soft Skills	Interpersonal skills	1	7,987	0.786%	1,233	0.465%	-0.322%	-40.892%
3	Creativity	Soft Skills	Problem-solving skills	3	22,563	2.221%	5,526	2.083%	-0.138%	-6.226%
4	Critical thinking	Soft Skills	Problem-solving skills	3	7,946	0.782%	2,766	1.043%	0.260%	33.282%
1300	Flexibility	Soft Skills	Work ethic	1	79,554	7.832%	28,184	10.624%	2.792%	35.647%
232	Independence	Soft Skills	Interpersonal skills	1	4,936	0.486%	1,409	0.531%	0.045%	9.296%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	106,455	10.480%	23,455	8.841%	-1.639%	-15.640%
256	Innovation	Soft Skills	Problem-solving skills	1	50,945	5.015%	13,662	5.150%	0.134%	2.679%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	120,635	11.876%	36,783	13.865%	1.989%	16.746%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	542	0.053%	121	0.046%	-0.008%	-14.522%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	55,567	5.470%	15,701	5.918%	0.448%	8.188%
10	Leadership	Soft Skills	Interpersonal skills	1	208,578	20.534%	57,225	21.570%	1.036%	5.047%
258	Learning	Soft Skills	Problem-solving skills	1	121,665	11.978%	58,104	21.902%	9.924%	82.856%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,795	1.161%	3,320	1.251%	0.090%	7.773%
236	Listening	Soft Skills	Language skills	1	41,927	4.128%	32,186	12.132%	8.005%	193.928%
260	Mathematics	Soft Skills	Problem-solving skills	3	25,612	2.521%	4,735	1.785%	-0.737%	-29.214%
18	Negotiation Skills	Soft Skills	Language skills	1	10,431	1.027%	2,723	1.026%	-0.000%	-0.048%
262	Optimization	Soft Skills	Problem-solving skills	1	36,976	3.640%	8,139	3.068%	-0.572%	-15.721%
19	Oral Communications	Soft Skills	Language skills	2	13,425	1.322%	3,440	1.297%	-0.025%	-1.890%
273	Persistence	Soft Skills	Work ethic	1	1,815	0.179%	609	0.230%	0.051%	28.472%
239	Persuasion	Soft Skills	Language skills	1	1,245	0.123%	331	0.125%	0.002%	1.795%
1301	Physical Skill	Soft Skills	Work ethic	2	863	0.085%	190	0.072%	-0.013%	-15.703%
240	Presentations	Soft Skills	Language skills	1	49,266	4.850%	10,683	4.027%	-0.823%	-16.974%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	116,559	11.475%	32,319	12.182%	0.707%	6.165%
20	Questioning skills	Soft Skills	Language skills	1	183	0.018%	62	0.023%	0.005%	29.721%
241	Reading Comprehension	Soft Skills	Language skills	1	292	0.029%	68	0.026%	-0.003%	-10.835%
6	Research skills	Soft Skills	Problem-solving skills	1	1,932	0.190%	347	0.131%	-0.059%	-31.231%
15	Responsibility	Soft Skills	Work ethic	2	95,216	9.374%	19,594	7.386%	-1.988%	-21.208%
234	Self Control	Soft Skills	Interpersonal skills	1	74	0.007%	36	0.014%	0.006%	86.268%
16	Self-management	Soft Skills	Work ethic	1	597	0.059%	187	0.070%	0.012%	19.932%
250	Stress Tolerance	Soft Skills	Physical skills	1	77	0.008%	46	0.017%	0.010%	128.736%
12	Teamwork	Soft Skills	Interpersonal skills	1	39,459	3.885%	8,924	3.364%	-0.521%	-13.407%
17	Time Management	Soft Skills	Work ethic	2	26,386	2.598%	7,683	2.896%	0.298%	11.487%
268	Visualization	Soft Skills	Problem-solving skills	1	5,185	0.510%	934	0.352%	-0.158%	-31.029%
7	Working under pressure	Soft Skills	Problem-solving skills	1	361	0.036%	193	0.073%	0.037%	104.700%
21	Written Communications	Soft Skills	Language skills	3	140,106	13.793%	27,256	10.274%	-3.519%	-25.514%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	189,336	18.640%	101,011	38.075%	19.435%	104.269%
172	Account management	Business Skills	Management skills	1	9,751	0.960%	2,021	0.762%	-0.198%	-20.643%
22	Accounting	Business Skills	Business processes	4	268,723	26.455%	109,727	41.360%	14.905%	56.342%
1263	Accounting software	Business Skills	Business processes	7	38,807	3.820%	30,449	11.477%	7.657%	200.421%
174	Administration	Business Skills	Management skills	3	366,341	36.065%	136,156	51.322%	15.257%	42.305%
1313	Analyst	Business Skills	Project management	1	191,184	18.822%	64,976	24.492%	5.670%	30.128%
175	Application management	Business Skills	Management skills	5	59,557	5.863%	14,112	5.319%	-0.544%	-9.276%
150	Asset management	Business Skills	Business processes	1	14,572	1.435%	2,988	1.126%	-0.308%	-21.489%
151	Auditing	Business Skills	Business processes	4	92,492	9.106%	41,144	15.509%	6.403%	70.322%
1264	Auditing software	Business Skills	Business processes	1	122	0.012%	23	0.009%	-0.003%	-27.817%
152	Billing	Business Skills	Business processes	1	53,555	5.272%	32,949	12.420%	7.147%	135.565%
1314	Business Analyst	Business Skills	Project management	1	82,351	8.107%	45,956	17.323%	9.215%	113.669%
35	Business Intelligence	Business Skills	Strategy skills	1	38,053	3.746%	9,782	3.687%	-0.059%	-1.575%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,000	0.492%	1,254	0.473%	-0.020%	-3.973%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	22,729	2.238%	1,713	0.646%	-1.592%	-71.143%
36	Business Strategy	Business Skills	Strategy skills	3	207,044	20.383%	40,966	15.442%	-4.941%	-24.242%
182	Calendar and scheduling	Business Skills	Project management	3	41,448	4.080%	7,972	3.005%	-1.075%	-26.357%
156	Capacity planning	Business Skills	Business processes	1	15,705	1.546%	3,922	1.478%	-0.068%	-4.382%
28	Change Management	Business Skills	Management skills	1	35,882	3.532%	10,604	3.997%	0.465%	13.152%
24	Contracting and legal	Business Skills	Business processes	2	137,660	13.552%	54,010	20.358%	6.806%	50.222%
176	Coordination	Business Skills	Management skills	1	49,659	4.889%	10,673	4.023%	-0.866%	-17.708%
157	Cost accounting	Business Skills	Business processes	1	2,431	0.239%	296	0.112%	-0.128%	-53.380%
158	Cost estimation	Business Skills	Business processes	1	940	0.093%	133	0.050%	-0.042%	-45.826%
1312	Customer Support	Business Skills	Business processes	6	217,255	21.388%	71,232	26.850%	5.462%	25.537%
1339	Education	Business Skills	Industry Segment	1	10,639	1.047%	2,198	0.829%	-0.219%	-20.897%
1333	Energy	Business Skills	Industry Segment	1	42,058	4.140%	8,951	3.374%	-0.767%	-18.513%
1340	Entertainment	Business Skills	Industry Segment	1	155,520	15.310%	92,346	34.809%	19.498%	127.353%
1319	Environmental	Business Skills	Environmental	12	101,007	9.944%	47,783	18.011%	8.067%	81.130%
1320	Environmental Strategy	Business Skills	Environmental	3	1,769	0.174%	474	0.179%	0.005%	2.593%
161	Financial	Business Skills	Business processes	2	380,590	37.468%	138,612	52.248%	14.780%	39.448%
1275	Financial Analysis software	Business Skills	Business processes	6	1,765	0.174%	134	0.051%	-0.123%	-70.931%
1332	Health Care	Business Skills	Industry Segment	2	307,619	30.284%	121,905	45.951%	15.667%	51.732%
177	Human resources	Business Skills	Management skills	2	215,366	21.202%	103,555	39.034%	17.832%	84.103%
1336	Insurance	Business Skills	Industry Segment	1	4,951	0.487%	1,255	0.473%	-0.014%	-2.945%
1316	Managing/Supervision	Business Skills	Management skills	5	531,844	52.358%	164,325	61.940%	9.582%	18.301%
1334	Manufacturing	Business Skills	Industry Segment	2	175,257	17.254%	66,958	25.239%	7.986%	46.283%
26	Marketing	Business Skills	Business processes	1	258,182	25.417%	108,545	40.915%	15.498%	60.973%
185	Monitoring	Business Skills	Project management	1	90,534	8.913%	21,865	8.242%	-0.671%	-7.529%
179	Negotiation	Business Skills	Management skills	1	39,255	3.865%	9,851	3.713%	-0.151%	-3.915%
163	Operation and Control	Business Skills	Business processes	2	448	0.044%	105	0.040%	-0.005%	-10.261%
29	Outsourcing Management	Business Skills	Management skills	3	75,405	7.423%	8,382	3.160%	-4.264%	-57.439%
167	Procurement	Business Skills	Business processes	1	62,937	6.196%	33,733	12.715%	6.519%	105.219%
1290	Project Management software	Business Skills	Project management	2	29,341	2.889%	7,454	2.810%	-0.079%	-2.729%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	180,913	17.810%	43,212	16.288%	-1.522%	-8.546%
168	Quality	Business Skills	Business processes	1	274,685	27.042%	85,312	32.157%	5.115%	18.917%
1337	Real Estate	Business Skills	Industry Segment	2	159,806	15.732%	95,144	35.863%	20.131%	127.959%
1335	Retail	Business Skills	Industry Segment	2	350,826	34.538%	130,699	49.266%	14.728%	42.642%
34	Risk Management	Business Skills	Project management	1	30,520	3.005%	6,852	2.583%	-0.422%	-14.039%
169	Service Orientation	Business Skills	Business processes	1	7,698	0.758%	1,780	0.671%	-0.087%	-11.466%
27	Supply Chain Management	Business Skills	Business processes	3	64,829	6.382%	35,091	13.227%	6.845%	107.250%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,227	0.219%	500	0.188%	-0.031%	-14.036%
178	Teaching	Business Skills	Management skills	7	196,674	19.362%	99,265	37.417%	18.055%	93.249%
190	Timekeeping	Business Skills	Project management	3	66,338	6.531%	31,854	12.007%	5.476%	83.853%
1296	Timekeeping software	Business Skills	Project management	1	998	0.098%	236	0.089%	-0.009%	-9.458%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,000	0.098%	217	0.082%	-0.017%	-16.914%
180	Troubleshooting	Business Skills	Management skills	1	92,955	9.151%	24,249	9.140%	-0.011%	-0.118%
181	Verification	Business Skills	Management skills	1	18,882	1.859%	4,156	1.567%	-0.292%	-15.726%
1338	Waste Management	Business Skills	Industry Segment	1	715	0.070%	196	0.074%	0.003%	4.959%
191	Workflow	Business Skills	Project management	1	35,275	3.473%	9,708	3.659%	0.187%	5.373%
31	Working Globally	Business Skills	Management skills	3	8,856	0.872%	1,041	0.392%	-0.479%	-54.993%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,516	0.149%	326	0.123%	-0.026%	-17.665%
51	4GL	Technical Skills	Software development	3	1,217	0.120%	190	0.072%	-0.048%	-40.223%
987	Access servers & software	Technical Skills	Network	10	28,597	2.815%	7,129	2.687%	-0.128%	-4.550%
38	Agile Development Methods	Technical Skills	Software development	3	9,371	0.923%	3,486	1.314%	0.391%	42.433%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.001%	2	0.001%	0.000%	27.628%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	933	0.092%	133	0.050%	-0.042%	-45.419%
1352	Android	Technical Skills	Mobile Platforms	1	2,225	0.219%	1,607	0.606%	0.387%	176.537%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	3,997	0.393%	2,530	0.954%	0.560%	142.356%
120	Apple operating systems	Technical Skills	Business applications	6	12,952	1.275%	3,751	1.414%	0.139%	10.886%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,503	3.594%	29,482	11.113%	7.519%	209.241%
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%	16,493	6.217%	-1.308%	-17.385%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,586	0.747%	2,383	0.898%	0.151%	20.276%
336	Borland Delphi	Technical Skills	Business applications	1	962	0.095%	255	0.096%	0.001%	1.492%
337	Borland JBuilder	Technical Skills	Business applications	1	778	0.077%	124	0.047%	-0.030%	-38.975%
338	Borland Paradox	Technical Skills	Business applications	1	75	0.007%	12	0.005%	-0.003%	-38.738%
72	Business Continuity Planning	Technical Skills	Hardware	2	34,259	3.373%	3,598	1.356%	-2.016%	-59.788%
352	Cadence Opus	Technical Skills	Business applications	1	840	0.083%	370	0.139%	0.057%	68.652%
868	Calculators	Technical Skills	Hardware	1	566	0.056%	29	0.011%	-0.045%	-80.382%
39	CASE Tools	Technical Skills	Software development	1	81,158	7.990%	37,684	14.205%	6.215%	77.784%
367	Categorization or classification software	Technical Skills	Business applications	1	2,513	0.247%	610	0.230%	-0.017%	-7.059%
112	Certification	Technical Skills	Misc	3	224,303	22.082%	69,693	26.270%	4.188%	18.966%
78	Cisco	Technical Skills	Hardware	1	175,572	17.285%	75,008	28.273%	10.989%	63.576%
1009	Cisco Systems IOS	Technical Skills	Network	1	4,298	0.423%	1,672	0.630%	0.207%	48.949%
40	Client-Server	Technical Skills	Software development	1	28,732	2.829%	3,326	1.254%	-1.575%	-55.677%
1011	Cluster server software	Technical Skills	Network	8	12,807	1.261%	2,750	1.037%	-0.224%	-17.785%
1151	Compatibility testing	Technical Skills	Software development	1	184	0.018%	59	0.022%	0.004%	22.773%
1152	Compilers	Technical Skills	Software development	4	7,544	0.743%	1,114	0.420%	-0.323%	-43.461%
1255	Compliance software	Technical Skills	Technical applications	3	5,680	0.559%	1,506	0.568%	0.008%	1.518%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	43,840	4.316%	30,529	11.508%	7.192%	166.631%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,841	0.181%	614	0.231%	0.050%	27.698%
875	Computer diagnostics	Technical Skills	Hardware	5	31,880	3.138%	6,812	2.568%	-0.571%	-18.187%
1107	Computer forensics	Technical Skills	Security	1	3,102	0.305%	272	0.103%	-0.203%	-66.427%
1266	Computer Hardware	Technical Skills	Hardware	12	22,710	2.236%	4,336	1.634%	-0.601%	-26.896%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	34,550	3.401%	29,561	11.143%	7.741%	227.596%
1015	Computer servers	Technical Skills	Network	6	74,356	7.320%	17,806	6.712%	-0.608%	-8.311%
1267	Computer Utilities	Technical Skills	Misc	1	190	0.019%	40	0.015%	-0.004%	-19.393%
59	Content Manager	Technical Skills	Business applications	1	1,084	0.107%	257	0.097%	-0.010%	-9.224%
878	Controllers	Technical Skills	Hardware	2	4,905	0.483%	833	0.314%	-0.169%	-34.976%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	582	0.057%	118	0.044%	-0.013%	-22.370%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,907	0.385%	757	0.285%	-0.099%	-25.814%
53	Customer Relationship Management	Technical Skills	Business applications	9	79,959	7.872%	41,203	15.531%	7.659%	97.301%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,217	0.317%	527	0.199%	-0.118%	-37.277%
955	Data compression software	Technical Skills	Information mgmt	1	1,392	0.137%	349	0.132%	-0.005%	-4.004%
956	Data conversion software	Technical Skills	Information mgmt	1	4,257	0.419%	1,180	0.445%	0.026%	6.132%
958	Data dictionary	Technical Skills	Information mgmt	1	2,057	0.203%	608	0.229%	0.027%	13.172%
959	Data entry	Technical Skills	Information mgmt	1	170,444	16.780%	94,754	35.716%	18.937%	112.855%
962	Data mapping	Technical Skills	Information mgmt	1	3,497	0.344%	1,213	0.457%	0.113%	32.811%
67	Data Mining	Technical Skills	Information mgmt	4	45,516	4.481%	31,503	11.875%	7.394%	165.006%
963	Data modeling	Technical Skills	Information mgmt	1	20,800	2.048%	6,143	2.316%	0.268%	13.080%
68	Data Warehousing	Technical Skills	Information mgmt	2	35,266	3.472%	10,144	3.824%	0.352%	10.134%
69	Database Administration	Technical Skills	Information mgmt	12	51,253	5.046%	11,085	4.178%	-0.867%	-17.190%
969	Database design software	Technical Skills	Information mgmt	15	33,569	3.305%	8,540	3.219%	-0.086%	-2.594%
1268	Database Reporting	Technical Skills	Information mgmt	2	12,637	1.244%	3,090	1.165%	-0.079%	-6.377%
1269	Database Security	Technical Skills	Information mgmt	1	62	0.006%	13	0.005%	-0.001%	-19.718%
1270	Database Servers	Technical Skills	Information mgmt	3	9,907	0.975%	2,091	0.788%	-0.187%	-19.187%
1271	Database Testing	Technical Skills	Information mgmt	1	380	0.037%	92	0.035%	-0.003%	-7.302%
1160	Debugging	Technical Skills	Software development	7	37,271	3.669%	9,620	3.626%	-0.043%	-1.174%
418	Desktop publishing software	Technical Skills	Business applications	13	15,821	1.558%	1,960	0.739%	-0.819%	-52.566%
1272	Development Environment	Technical Skills	Software development	13	29,256	2.880%	5,796	2.185%	-0.695%	-24.145%
1273	Digital Imaging	Technical Skills	Hardware	1	250	0.025%	28	0.011%	-0.014%	-57.117%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,162	0.114%	201	0.076%	-0.039%	-33.770%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,420	0.238%	460	0.173%	-0.065%	-27.220%
1307	Doctor of Philosophy	Technical Skills	Misc	3	59,769	5.884%	2,711	1.022%	-4.862%	-82.633%
973	Document management software	Technical Skills	Information mgmt	4	8,870	0.873%	2,080	0.784%	-0.089%	-10.214%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,362	2.300%	5,485	2.068%	-0.232%	-10.105%
61	Dreamweaver	Technical Skills	Software development	1	5,914	0.582%	913	0.344%	-0.238%	-40.890%
54	DSS/GDSS	Technical Skills	Business applications	5	12,511	1.232%	2,521	0.950%	-0.281%	-22.848%
425	Dynamic modeling software	Technical Skills	Business applications	1	37	0.004%	1	0.000%	-0.003%	-89.652%
62	Eclipse	Technical Skills	Software development	1	10,681	1.052%	2,869	1.081%	0.030%	2.846%
1308	Electronic Commerce	Technical Skills	Business applications	2	37,067	3.649%	7,064	2.663%	-0.986%	-27.032%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	6,562	0.646%	1,840	0.694%	0.048%	7.362%
1023	Electronic mail software	Technical Skills	Network	8	15,163	1.493%	3,705	1.397%	-0.096%	-6.444%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	49,039	4.828%	12,528	4.722%	-0.105%	-2.184%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	79,938	7.870%	40,011	15.082%	7.212%	91.644%
1321	Environmental Certification	Technical Skills	Environmental	1	76	0.007%	13	0.005%	-0.003%	-34.507%
1329	Environmental Energy	Technical Skills	Environmental	3	2,889	0.284%	602	0.227%	-0.057%	-20.216%
1330	Environmental Energy Conservation	Technical Skills	Environmental	3	2,208	0.217%	367	0.138%	-0.079%	-36.359%
1327	Environmental Pollution	Technical Skills	Environmental	10	34,107	3.358%	29,950	11.289%	7.932%	236.218%
1324	Environmental Pollution Control	Technical Skills	Environmental	4	1,884	0.185%	324	0.122%	-0.063%	-34.154%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	2	262	0.026%	38	0.014%	-0.011%	-44.467%
1326	Environmental Product Stewardship	Technical Skills	Environmental	6	44,154	4.347%	13,751	5.183%	0.836%	19.243%
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%	-37.724%
461	Expert system software	Technical Skills	Business applications	1	363	0.036%	72	0.027%	-0.009%	-24.056%
1359	Facebook	Technical Skills	Social Networking	1	8,585	0.845%	7,463	2.813%	1.968%	232.844%
463	Facilities management software	Technical Skills	Business applications	4	6,512	0.641%	744	0.280%	-0.361%	-56.255%
468	Flight control software	Technical Skills	Business applications	1	89	0.009%	11	0.004%	-0.005%	-52.677%
469	Flowchart software	Technical Skills	Business applications	4	2,204	0.217%	667	0.251%	0.034%	15.873%
1112	Fraud Detection	Technical Skills	Security	1	3,559	0.350%	887	0.334%	-0.016%	-4.575%
63	FrontPage	Technical Skills	Software development	1	767	0.076%	94	0.035%	-0.040%	-53.075%
475	Fund accounting software	Technical Skills	Business applications	1	390	0.038%	112	0.042%	0.004%	9.957%
1260	Gaming	Technical Skills	Misc	2	14,307	1.408%	5,664	2.135%	0.726%	51.580%
113	Generic databases	Technical Skills	Information mgmt	2	95,080	9.360%	23,229	8.756%	-0.604%	-6.457%
1365	Google Apps	Technical Skills	Business applications	4	1,282	0.126%	732	0.276%	0.150%	118.621%
1364	Google Plus	Technical Skills	Social Networking	1	1	0.000%	1	0.000%	0.000%	282.885%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	83,712	8.241%	38,559	14.534%	6.293%	76.362%
484	Graphic software	Technical Skills	Business applications	15	94,384	9.292%	44,463	16.760%	7.468%	80.372%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	10,739	1.057%	2,425	0.914%	-0.143%	-13.540%
1323	Green IT	Technical Skills	Environmental	6	2,724	0.268%	931	0.351%	0.083%	30.861%
893	Guidance systems	Technical Skills	Hardware	1	66	0.006%	32	0.012%	0.006%	85.641%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	77	0.008%	14	0.005%	-0.002%	-30.385%
1277	Hardware Design	Technical Skills	Hardware	19	4,252	0.419%	784	0.296%	-0.123%	-29.402%
1278	Hardware Testing	Technical Skills	Hardware	4	1,476	0.145%	237	0.089%	-0.056%	-38.521%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	479	0.047%	42	0.016%	-0.031%	-66.428%
492	Helpdesk or call center	Technical Skills	Business applications	2	116,337	11.453%	53,929	20.328%	8.875%	77.489%
114	IBM databases	Technical Skills	Information mgmt	2	18,944	1.865%	4,940	1.862%	-0.003%	-0.156%
121	IBM operating systems	Technical Skills	Business applications	4	22,396	2.205%	4,040	1.523%	-0.682%	-30.932%
898	Image capture devices	Technical Skills	Hardware	8	3,800	0.374%	700	0.264%	-0.110%	-29.469%
524	Industrial control software	Technical Skills	Business applications	3	3,155	0.311%	589	0.222%	-0.089%	-28.520%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	9,372	0.923%	2,338	0.881%	-0.041%	-4.483%
899	Infrared	Technical Skills	Hardware	1	2,780	0.274%	23	0.009%	-0.265%	-96.832%
1180	Installation	Technical Skills	Software development	1	81,209	7.995%	15,849	5.974%	-2.021%	-25.275%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	120	0.012%	16	0.006%	-0.006%	-48.949%
536	Internet browser software	Technical Skills	Business applications	4	4,652	0.458%	827	0.312%	-0.146%	-31.933%
541	Inventory management software	Technical Skills	Business applications	3	4,305	0.424%	940	0.354%	-0.069%	-16.397%
73	IT Architecture/Standards	Technical Skills	Hardware	2	11,737	1.155%	1,715	0.646%	-0.509%	-44.053%
1357	Java ME	Technical Skills	Mobile Platforms	2	379	0.037%	36	0.014%	-0.024%	-63.631%
1035	Kernel	Technical Skills	Network	1	3,772	0.371%	740	0.279%	-0.092%	-24.885%
907	Lasers	Technical Skills	Hardware	1	282	0.028%	31	0.012%	-0.016%	-57.910%
1038	License management software	Technical Skills	Network	1	469	0.046%	144	0.054%	0.008%	17.559%
1361	LinkedIn	Technical Skills	Social Networking	1	8,419	0.829%	1,546	0.583%	-0.246%	-29.690%
908	Mainframe computers	Technical Skills	Hardware	2	56,546	5.567%	34,071	12.843%	7.276%	130.702%
124	Mainframe operating systems	Technical Skills	Business applications	7	15,084	1.485%	2,171	0.818%	-0.667%	-44.892%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	20,305	1.999%	4,099	1.545%	-0.454%	-22.707%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	5,739	0.565%	1,481	0.558%	-0.007%	-1.193%
1281	Medical software	Technical Skills	Business applications	8	8,468	0.834%	1,888	0.712%	-0.122%	-14.633%
115	Microsoft databases	Technical Skills	Information mgmt	5	98,697	9.716%	25,472	9.601%	-0.115%	-1.184%
119	Microsoft operating systems	Technical Skills	Business applications	4	156,964	15.453%	33,962	12.802%	-2.651%	-17.156%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,464	0.144%	676	0.255%	0.111%	76.796%
625	Multimedia	Technical Skills	Business applications	1	121,875	11.998%	64,115	24.167%	12.169%	101.425%
1362	MySpace	Technical Skills	Social Networking	1	640	0.063%	156	0.059%	-0.004%	-6.672%
74	Network administration	Technical Skills	Hardware	11	98,581	9.705%	42,355	15.965%	6.260%	64.505%
1282	Network Administration software	Technical Skills	Network	17	45,230	4.453%	10,955	4.129%	-0.323%	-7.263%
1283	Network Hardware	Technical Skills	Network	11	34,456	3.392%	7,293	2.749%	-0.643%	-18.958%
1284	Network Monitoring software	Technical Skills	Network	13	18,678	1.839%	4,900	1.847%	0.008%	0.446%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,843	0.181%	664	0.250%	0.069%	37.947%
1122	Network security	Technical Skills	Security	1	25,507	2.511%	5,823	2.195%	-0.316%	-12.591%
1285	Network Security software	Technical Skills	Security	31	62,118	6.115%	13,350	5.032%	-1.083%	-17.713%
1286	Network software	Technical Skills	Network	5	12,428	1.224%	3,096	1.167%	-0.056%	-4.618%
1287	Network Testing	Technical Skills	Network	11	20,418	2.010%	2,138	0.806%	-1.204%	-59.908%
1065	Novell network software	Technical Skills	Network	2	1,359	0.134%	158	0.060%	-0.074%	-55.485%
643	Oberon	Technical Skills	Business applications	1	104	0.010%	4	0.002%	-0.009%	-85.274%
41	Object Oriented Programming	Technical Skills	Software development	5	57,961	5.706%	13,711	5.168%	-0.538%	-9.426%
1288	Office Applications	Technical Skills	Business applications	13	161,006	15.851%	33,450	12.609%	-3.242%	-20.453%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	7,546	0.743%	2,026	0.764%	0.021%	2.799%
116	Open-source databases	Technical Skills	Information mgmt	4	27,274	2.685%	7,225	2.723%	0.038%	1.428%
118	Open-source operating systems	Technical Skills	Business applications	8	85,848	8.451%	21,109	7.957%	-0.495%	-5.853%
56	Operating Systems	Technical Skills	Business applications	3	64,042	6.305%	15,883	5.987%	-0.318%	-5.041%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	549	0.054%	94	0.035%	-0.019%	-34.442%
117	Oracle databases	Technical Skills	Information mgmt	1	163,791	16.125%	59,521	22.436%	6.311%	39.139%
1354	Palm OS	Technical Skills	Mobile Platforms	3	233	0.023%	89	0.034%	0.011%	46.252%
1289	Physical Tools	Technical Skills	Hardware	1	46	0.005%	7	0.003%	-0.002%	-41.735%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,574	0.450%	1,126	0.424%	-0.026%	-5.744%
931	Printers	Technical Skills	Hardware	3	9,423	0.928%	2,077	0.783%	-0.145%	-15.605%
43	Programming	Technical Skills	Software development	1	159,777	15.730%	34,142	12.869%	-2.860%	-18.183%
700	Provisioning	Technical Skills	Business applications	1	9,750	0.960%	2,781	1.048%	0.088%	9.211%
1258	Rate Control	Technical Skills	Technical applications	1	7	0.001%	1	0.000%	-0.000%	-45.302%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	9,817	0.966%	2,385	0.899%	-0.067%	-6.980%
1077	Remote control software	Technical Skills	Network	2	1,052	0.104%	246	0.093%	-0.011%	-10.466%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	532	0.052%	118	0.044%	-0.008%	-15.074%
1262	Robotics	Technical Skills	Hardware	2	2,127	0.209%	345	0.130%	-0.079%	-37.896%
1318	RSA	Technical Skills	Security	1	2,439	0.240%	996	0.375%	0.135%	56.356%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	8,697	0.856%	2,222	0.838%	-0.019%	-2.177%
44	SDLC	Technical Skills	Software development	7	80,438	7.919%	24,221	9.130%	1.211%	15.292%
1132	Secure shell (SSH)	Technical Skills	Security	1	68	0.007%	24	0.009%	0.002%	35.136%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	10,044	0.989%	2,191	0.826%	-0.163%	-16.477%
76	Security	Technical Skills	Hardware	4	668,516	65.813%	263,690	99.395%	33.582%	51.025%
1315	Security Clearance	Technical Skills	Misc	2	101,313	9.974%	10,581	3.988%	-5.986%	-60.012%
1135	Security testing software	Technical Skills	Security	1	1,884	0.185%	353	0.133%	-0.052%	-28.260%
60	Sharepoint Server	Technical Skills	Business applications	1	3,632	0.358%	1,095	0.413%	0.055%	15.435%
1084	Signal generators	Technical Skills	Network	1	209	0.021%	52	0.020%	-0.001%	-4.737%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	6,617	0.651%	1,302	0.491%	-0.161%	-24.661%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	15,769	1.552%	4,942	1.863%	0.310%	19.996%
1220	Simulation software	Technical Skills	Software development	5	11,422	1.124%	1,214	0.458%	-0.667%	-59.305%
1366	Social Network	Technical Skills	Social Networking	1	1,768	0.174%	585	0.221%	0.046%	26.690%
1358	Social Networking	Technical Skills	Social Networking	1	5,705	0.562%	1,178	0.444%	-0.118%	-20.940%
42	Software Development	Technical Skills	Software development	2	278,785	27.446%	89,799	33.849%	6.403%	23.330%
1291	Software Development software	Technical Skills	Software development	2	1,421	0.140%	280	0.106%	-0.034%	-24.555%
1309	Software Engineering	Technical Skills	Software development	1	184,754	18.188%	78,973	29.768%	11.579%	63.664%
1292	Software Installation	Technical Skills	Software development	4	83,308	8.201%	20,726	7.812%	-0.389%	-4.743%
1223	Software libraries	Technical Skills	Software development	1	101	0.010%	36	0.014%	0.004%	36.474%
1293	Software Maintenance	Technical Skills	Software development	1	3,355	0.330%	1,059	0.399%	0.069%	20.857%
1294	Software Testing	Technical Skills	Software development	14	68,583	6.752%	18,392	6.933%	0.181%	2.679%
1225	Source code management (SCM)	Technical Skills	Software development	5	18,137	1.786%	4,826	1.819%	0.034%	1.880%
1229	Static analysis software	Technical Skills	Software development	1	219	0.022%	102	0.038%	0.017%	78.330%
772	Statistical analysis software	Technical Skills	Business applications	21	87,432	8.607%	41,153	15.512%	6.905%	80.218%
1230	Stress testing software	Technical Skills	Software development	1	1,370	0.135%	419	0.158%	0.023%	17.101%
122	Sun operating systems	Technical Skills	Business applications	3	32,816	3.231%	6,836	2.577%	-0.654%	-20.240%
939	Surveillance systems	Technical Skills	Hardware	5	11,818	1.163%	1,116	0.421%	-0.743%	-63.843%
791	Symantec software	Technical Skills	Business applications	1	6,518	0.642%	1,882	0.709%	0.068%	10.554%
1355	Symbian	Technical Skills	Mobile Platforms	1	11	0.001%	4	0.002%	0.000%	39.231%
1310	System Administration	Technical Skills	Network	4	60,367	5.943%	11,220	4.229%	-1.714%	-28.836%
45	System Testing	Technical Skills	Software development	5	12,612	1.242%	3,704	1.396%	0.155%	12.449%
46	Systems Analysis	Technical Skills	Software development	8	69,766	6.868%	16,577	6.249%	-0.620%	-9.023%
47	Systems Design	Technical Skills	Software development	1	11,451	1.127%	2,244	0.846%	-0.281%	-24.968%
1233	Systems Evaluation	Technical Skills	Software development	1	322	0.032%	39	0.015%	-0.017%	-53.626%
1234	Systems integration	Technical Skills	Software development	8	70,387	6.929%	9,019	3.400%	-3.530%	-50.939%
75	TCP/IP	Technical Skills	Hardware	3	38,616	3.802%	8,482	3.197%	-0.604%	-15.899%
1235	Technology Design	Technical Skills	Software development	1	1,233	0.121%	183	0.069%	-0.052%	-43.173%
1236	Templates	Technical Skills	Software development	1	13,042	1.284%	3,552	1.339%	0.055%	4.279%
1239	Test implementation	Technical Skills	Software development	1	206	0.020%	48	0.018%	-0.002%	-10.784%
1302	Testing	Technical Skills	Software development	1	210,529	20.726%	54,546	20.561%	-0.165%	-0.798%
1297	Training software	Technical Skills	Business applications	3	1,797	0.177%	216	0.081%	-0.095%	-53.977%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,653	0.163%	306	0.115%	-0.047%	-29.121%
1360	Twitter	Technical Skills	Social Networking	1	15,233	1.500%	2,037	0.768%	-0.732%	-48.800%
123	UNIX operating systems	Technical Skills	Business applications	5	134,998	13.290%	51,128	19.272%	5.982%	45.011%
1298	UNIX Shells	Technical Skills	Business applications	4	18,017	1.774%	4,774	1.800%	0.026%	1.454%
48	User-Interface Design	Technical Skills	Software development	2	70,070	6.898%	21,017	7.922%	1.024%	14.844%
836	Video creation and editing software	Technical Skills	Business applications	3	1,500	0.148%	306	0.115%	-0.032%	-21.892%
64	Visual Studio	Technical Skills	Software development	1	19,081	1.878%	5,441	2.051%	0.172%	9.181%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,168	0.213%	146	0.055%	-0.158%	-74.215%
77	Voice/Data Telecom	Technical Skills	Hardware	9	124,335	12.240%	32,240	12.153%	-0.088%	-0.718%
1299	Web Application Server	Technical Skills	Business applications	8	37,627	3.704%	8,647	3.259%	-0.445%	-12.010%
1248	Web platform development software	Technical Skills	Software development	4	2,469	0.243%	514	0.194%	-0.049%	-20.291%
65	web programmer	Technical Skills	Software development	4	55,585	5.472%	17,620	6.642%	1.169%	21.371%
58	Web servers	Technical Skills	Business applications	6	47,685	4.694%	11,723	4.419%	-0.276%	-5.871%
49	Web-based Application Development	Technical Skills	Software development	2	33,748	3.322%	8,623	3.250%	-0.072%	-2.169%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,124	0.308%	702	0.265%	-0.043%	-13.961%
1102	Wireless	Technical Skills	Network	5	29,909	2.944%	7,076	2.667%	-0.277%	-9.415%
1363	YouTube	Technical Skills	Social Networking	2	231	0.023%	147	0.055%	0.033%	143.654%
79	.NET	Programming Skills	Current	1	102,360	10.077%	47,266	17.816%	7.739%	76.802%
209	A programming language (APL)	Programming Skills	Legacy	2	1,162	0.114%	213	0.080%	-0.034%	-29.815%
99	Ada	Programming Skills	Legacy	1	2,893	0.285%	468	0.176%	-0.108%	-38.061%
80	AJAX	Programming Skills	Current	1	32,395	3.189%	8,914	3.360%	0.171%	5.357%
192	Apple AppleScript	Programming Skills	Current	1	88	0.009%	11	0.004%	-0.005%	-52.139%
81	ASP	Programming Skills	Current	2	52,329	5.152%	12,125	4.570%	-0.581%	-11.283%
108	Assembly	Programming Skills	Legacy	2	1,376	0.135%	195	0.074%	-0.062%	-45.739%
211	AWK	Programming Skills	Legacy	1	892	0.088%	268	0.101%	0.013%	15.037%
212	B	Programming Skills	Legacy	1	12,813	1.261%	6,307	2.377%	1.116%	88.469%
83	C#	Programming Skills	Current	2	88,723	8.735%	44,127	16.633%	7.899%	90.430%
82	C/C++	Programming Skills	Current	3	115,684	11.389%	47,299	17.829%	6.440%	56.548%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	38,236	3.764%	11,296	4.258%	0.494%	13.115%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	216	0.021%	67	0.025%	0.004%	18.765%
84	CGI	Programming Skills	Current	2	3,902	0.384%	1,517	0.572%	0.188%	48.856%
217	Clipper	Programming Skills	Legacy	1	91	0.009%	32	0.012%	0.003%	34.641%
218	CLU	Programming Skills	Legacy	1	125	0.012%	4	0.002%	-0.011%	-87.748%
100	Cobol	Programming Skills	Legacy	1	6,316	0.622%	1,588	0.599%	-0.023%	-3.733%
85	ColdFusion	Programming Skills	Current	2	5,693	0.560%	989	0.373%	-0.188%	-33.484%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	103	0.010%	8	0.003%	-0.007%	-70.261%
195	Component object model (COM)	Programming Skills	Current	1	29	0.003%	13	0.005%	0.002%	71.638%
125	Database programming	Programming Skills	Current	3	14,390	1.417%	3,979	1.500%	0.083%	5.872%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	800	0.079%	157	0.059%	-0.020%	-24.859%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,184	0.313%	735	0.277%	-0.036%	-11.614%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,155	0.114%	365	0.138%	0.024%	20.998%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,457	0.636%	1,643	0.619%	-0.016%	-2.574%
109	Forth	Programming Skills	Legacy	1	2,759	0.272%	874	0.329%	0.058%	21.291%
102	Fortran	Programming Skills	Legacy	1	741	0.073%	89	0.034%	-0.039%	-54.012%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	157,658	15.521%	18,344	6.915%	-8.606%	-55.450%
222	J	Programming Skills	Legacy	1	4,183	0.412%	512	0.193%	-0.219%	-53.135%
87	Java/J2EE/J2P	Programming Skills	Current	4	151,521	14.917%	58,373	22.003%	7.086%	47.505%
97	JavaScript	Programming Skills	Current	3	57,692	5.680%	16,554	6.240%	0.560%	9.864%
89	JavaServer Faces	Programming Skills	Current	3	6,139	0.604%	1,551	0.585%	-0.020%	-3.265%
88	JavaServer Pages	Programming Skills	Current	3	25,256	2.486%	6,053	2.282%	-0.205%	-8.236%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,015	0.592%	868	0.327%	-0.265%	-44.747%
126	LAMP	Programming Skills	Current	1	7,644	0.753%	2,075	0.782%	0.030%	3.936%
104	Lisp	Programming Skills	Legacy	1	392	0.039%	82	0.031%	-0.008%	-19.907%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	294	0.029%	86	0.032%	0.003%	12.000%
201	Microsoft ActiveX	Programming Skills	Current	1	776	0.076%	189	0.071%	-0.005%	-6.746%
107	Pascal	Programming Skills	Legacy	1	329	0.032%	39	0.015%	-0.018%	-54.612%
90	Perl	Programming Skills	Current	1	35,623	3.507%	8,318	3.135%	-0.372%	-10.596%
91	PHP	Programming Skills	Current	1	24,437	2.406%	5,897	2.223%	-0.183%	-7.604%
103	PL/1	Programming Skills	Legacy	2	81	0.008%	32	0.012%	0.004%	51.263%
105	Prolog	Programming Skills	Legacy	1	501	0.049%	19	0.007%	-0.042%	-85.479%
95	Python	Programming Skills	Current	1	14,815	1.458%	3,947	1.488%	0.029%	2.008%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,238	0.614%	3,835	1.446%	0.831%	135.390%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	121	0.012%	24	0.009%	-0.003%	-24.056%
206	Scripting languages	Programming Skills	Current	1	8,271	0.814%	2,328	0.878%	0.063%	7.769%
101	Smalltalk	Programming Skills	Legacy	1	140	0.014%	32	0.012%	-0.002%	-12.483%
92	SQL	Programming Skills	Current	3	223,336	21.987%	80,382	30.299%	8.312%	37.806%
110	TCL	Programming Skills	Legacy	1	1,415	0.139%	299	0.113%	-0.027%	-19.094%
98	Unified Modeling Language	Programming Skills	Current	2	20,104	1.979%	4,130	1.557%	-0.422%	-21.343%
93	Visual Basic	Programming Skills	Current	6	48,641	4.789%	10,655	4.016%	-0.772%	-16.128%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,388	0.432%	1,372	0.517%	0.085%	19.717%
94	XML	Programming Skills	Current	2	74,747	7.359%	18,673	7.039%	-0.320%	-4.349%
1342	Computer Science	Majors	Computer Science	2	283,326	27.893%	72,519	27.335%	-0.557%	-1.998%
1344	Information Technology	Majors	Information Technology	3	1,015,774	100.000%	265,295	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	170,953	16.830%	41,258	15.552%	-1.278%	-7.594%

Home | Data

All Degree Programs

Management Information Systems

Computer Science

Information Technology