Skill Frequencies: April, 2007 through 2012-04-15: DOGS-IT.org


	DOGS-IT.org Skill Frequencies: April, 2007 through 2012-04-15

All Degrees

All Degree Programs	2012-04-15	Jobs Found:	2,713,074	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	5,600	0.206%	1,583	0.240%	0.033%	16.157%
2	Attention to Details	Soft Skills	Problem-solving skills	1	8,589	0.317%	2,096	0.317%	0.001%	0.277%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	13,154	0.485%	3,249	0.492%	0.007%	1.495%
231	Cooperation	Soft Skills	Interpersonal skills	1	20,983	0.773%	3,418	0.518%	-0.256%	-33.065%
3	Creativity	Soft Skills	Problem-solving skills	3	72,600	2.676%	17,263	2.615%	-0.061%	-2.292%
4	Critical thinking	Soft Skills	Problem-solving skills	3	24,938	0.919%	7,315	1.108%	0.189%	20.533%
1300	Flexibility	Soft Skills	Work ethic	1	129,743	4.782%	40,255	6.097%	1.315%	27.493%
232	Independence	Soft Skills	Interpersonal skills	1	12,411	0.457%	3,710	0.562%	0.104%	22.834%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	301,201	11.102%	67,079	10.160%	-0.942%	-8.487%
256	Innovation	Soft Skills	Problem-solving skills	1	156,453	5.767%	46,025	6.971%	1.204%	20.882%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	255,781	9.428%	61,639	9.336%	-0.092%	-0.976%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	1,426	0.053%	273	0.041%	-0.011%	-21.333%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	154,878	5.709%	41,199	6.240%	0.531%	9.307%
10	Leadership	Soft Skills	Interpersonal skills	1	525,573	19.372%	126,174	19.110%	-0.262%	-1.352%
258	Learning	Soft Skills	Problem-solving skills	1	219,122	8.077%	80,364	12.172%	4.095%	50.705%
1	Learning Ability	Soft Skills	Problem-solving skills	3	39,518	1.457%	10,718	1.623%	0.167%	11.448%
236	Listening	Soft Skills	Language skills	1	64,045	2.361%	36,456	5.522%	3.161%	133.903%
260	Mathematics	Soft Skills	Problem-solving skills	3	137,411	5.065%	25,597	3.877%	-1.188%	-23.455%
18	Negotiation Skills	Soft Skills	Language skills	1	23,159	0.854%	5,958	0.902%	0.049%	5.714%
262	Optimization	Soft Skills	Problem-solving skills	1	117,733	4.339%	30,184	4.572%	0.232%	5.349%
19	Oral Communications	Soft Skills	Language skills	2	40,241	1.483%	10,079	1.527%	0.043%	2.920%
273	Persistence	Soft Skills	Work ethic	1	8,196	0.302%	2,550	0.386%	0.084%	27.847%
239	Persuasion	Soft Skills	Language skills	1	3,687	0.136%	920	0.139%	0.003%	2.534%
1301	Physical Skill	Soft Skills	Work ethic	2	2,282	0.084%	526	0.080%	-0.004%	-5.284%
240	Presentations	Soft Skills	Language skills	1	127,326	4.693%	27,502	4.165%	-0.528%	-11.244%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	421,390	15.532%	112,940	17.106%	1.574%	10.132%
20	Questioning skills	Soft Skills	Language skills	1	526	0.019%	201	0.030%	0.011%	57.023%
241	Reading Comprehension	Soft Skills	Language skills	1	593	0.022%	175	0.027%	0.005%	21.265%
6	Research skills	Soft Skills	Problem-solving skills	1	4,610	0.170%	827	0.125%	-0.045%	-26.285%
15	Responsibility	Soft Skills	Work ethic	2	250,117	9.219%	55,277	8.372%	-0.847%	-9.186%
234	Self Control	Soft Skills	Interpersonal skills	1	199	0.007%	68	0.010%	0.003%	40.413%
16	Self-management	Soft Skills	Work ethic	1	2,448	0.090%	554	0.084%	-0.006%	-7.007%
250	Stress Tolerance	Soft Skills	Physical skills	1	267	0.010%	151	0.023%	0.013%	132.390%
12	Teamwork	Soft Skills	Interpersonal skills	1	103,538	3.816%	23,601	3.575%	-0.242%	-6.334%
17	Time Management	Soft Skills	Work ethic	2	80,959	2.984%	21,411	3.243%	0.259%	8.674%
268	Visualization	Soft Skills	Problem-solving skills	1	18,860	0.695%	3,973	0.602%	-0.093%	-13.438%
7	Working under pressure	Soft Skills	Problem-solving skills	1	1,015	0.037%	377	0.057%	0.020%	52.626%
21	Written Communications	Soft Skills	Language skills	3	386,938	14.262%	83,455	12.640%	-1.622%	-11.374%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	226,043	8.332%	108,179	16.385%	8.053%	96.654%
172	Account management	Business Skills	Management skills	1	29,739	1.096%	6,406	0.970%	-0.126%	-11.486%
22	Accounting	Business Skills	Business processes	4	405,047	14.929%	127,470	19.306%	4.377%	29.317%
1263	Accounting software	Business Skills	Business processes	7	51,606	1.902%	31,666	4.796%	2.894%	152.142%
174	Administration	Business Skills	Management skills	3	713,562	26.301%	212,623	32.203%	5.902%	22.442%
1313	Analyst	Business Skills	Project management	1	458,152	16.887%	119,637	18.120%	1.233%	7.302%
175	Application management	Business Skills	Management skills	5	172,565	6.360%	42,898	6.497%	0.137%	2.149%
150	Asset management	Business Skills	Business processes	1	34,958	1.289%	7,512	1.138%	-0.151%	-11.700%
151	Auditing	Business Skills	Business processes	4	172,952	6.375%	56,820	8.606%	2.231%	34.998%
1264	Auditing software	Business Skills	Business processes	1	194	0.007%	34	0.005%	-0.002%	-27.984%
152	Billing	Business Skills	Business processes	1	88,090	3.247%	38,751	5.869%	2.622%	80.762%
1314	Business Analyst	Business Skills	Project management	1	172,157	6.345%	78,173	11.840%	5.494%	86.588%
35	Business Intelligence	Business Skills	Strategy skills	1	101,756	3.751%	27,128	4.109%	0.358%	9.549%
155	Business performance management (BPM)	Business Skills	Business processes	2	14,134	0.521%	4,304	0.652%	0.131%	25.129%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	51,920	1.914%	4,137	0.627%	-1.287%	-67.258%
36	Business Strategy	Business Skills	Strategy skills	3	483,362	17.816%	106,054	16.063%	-1.753%	-9.842%
182	Calendar and scheduling	Business Skills	Project management	3	110,075	4.057%	20,898	3.165%	-0.892%	-21.987%
156	Capacity planning	Business Skills	Business processes	1	50,739	1.870%	13,424	2.033%	0.163%	8.716%
28	Change Management	Business Skills	Management skills	1	90,377	3.331%	25,207	3.818%	0.487%	14.608%
24	Contracting and legal	Business Skills	Business processes	2	210,752	7.768%	63,390	9.601%	1.833%	23.595%
176	Coordination	Business Skills	Management skills	1	122,591	4.519%	26,250	3.976%	-0.543%	-12.012%
157	Cost accounting	Business Skills	Business processes	1	5,085	0.187%	612	0.093%	-0.095%	-50.545%
158	Cost estimation	Business Skills	Business processes	1	2,266	0.084%	436	0.066%	-0.017%	-20.936%
1312	Customer Support	Business Skills	Business processes	6	532,520	19.628%	152,630	23.117%	3.489%	17.776%
1339	Education	Business Skills	Industry Segment	1	24,353	0.898%	4,851	0.735%	-0.163%	-18.148%
1333	Energy	Business Skills	Industry Segment	1	127,778	4.710%	28,792	4.361%	-0.349%	-7.409%
1340	Entertainment	Business Skills	Industry Segment	1	194,105	7.154%	96,631	14.635%	7.481%	104.565%
1319	Environmental	Business Skills	Environmental	13	133,984	4.938%	54,820	8.303%	3.364%	68.127%
1320	Environmental Strategy	Business Skills	Environmental	5	7,221	0.266%	2,682	0.406%	0.140%	52.621%
161	Financial	Business Skills	Business processes	2	718,477	26.482%	205,489	31.123%	4.641%	17.524%
1275	Financial Analysis software	Business Skills	Business processes	6	3,537	0.130%	422	0.064%	-0.066%	-50.974%
1332	Health Care	Business Skills	Industry Segment	2	492,798	18.164%	155,439	23.542%	5.379%	29.611%
177	Human resources	Business Skills	Management skills	2	282,224	10.402%	112,364	17.018%	6.616%	63.601%
1336	Insurance	Business Skills	Industry Segment	1	13,678	0.504%	3,291	0.498%	-0.006%	-1.132%
1316	Managing/Supervision	Business Skills	Management skills	5	1,181,432	43.546%	285,904	43.302%	-0.244%	-0.559%
1334	Manufacturing	Business Skills	Industry Segment	2	285,630	10.528%	85,460	12.944%	2.416%	22.945%
26	Marketing	Business Skills	Business processes	1	420,322	15.492%	141,537	21.437%	5.944%	38.369%
185	Monitoring	Business Skills	Project management	1	266,029	9.805%	65,895	9.980%	0.175%	1.783%
179	Negotiation	Business Skills	Management skills	1	89,860	3.312%	21,132	3.201%	-0.112%	-3.367%
163	Operation and Control	Business Skills	Business processes	2	1,550	0.057%	218	0.033%	-0.024%	-42.207%
29	Outsourcing Management	Business Skills	Management skills	3	110,212	4.062%	14,245	2.158%	-1.905%	-46.889%
167	Procurement	Business Skills	Business processes	1	91,997	3.391%	39,013	5.909%	2.518%	74.256%
1290	Project Management software	Business Skills	Project management	2	71,251	2.626%	16,619	2.517%	-0.109%	-4.156%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	462,539	17.049%	107,362	16.261%	-0.788%	-4.621%
168	Quality	Business Skills	Business processes	1	735,128	27.096%	199,899	30.276%	3.180%	11.738%
1337	Real Estate	Business Skills	Industry Segment	2	172,891	6.373%	94,326	14.286%	7.914%	124.187%
1335	Retail	Business Skills	Industry Segment	2	630,751	23.249%	202,244	30.631%	7.383%	31.756%
34	Risk Management	Business Skills	Project management	1	74,208	2.735%	15,316	2.320%	-0.415%	-15.190%
169	Service Orientation	Business Skills	Business processes	1	18,176	0.670%	4,711	0.714%	0.044%	6.504%
27	Supply Chain Management	Business Skills	Business processes	3	115,839	4.270%	44,701	6.770%	2.501%	58.568%
1295	Supply Chain Management software	Business Skills	Business processes	4	5,909	0.218%	1,066	0.161%	-0.056%	-25.870%
178	Teaching	Business Skills	Management skills	7	240,816	8.876%	105,039	15.909%	7.033%	79.233%
190	Timekeeping	Business Skills	Project management	3	92,922	3.425%	34,945	5.293%	1.868%	54.532%
1296	Timekeeping software	Business Skills	Project management	1	2,925	0.108%	708	0.107%	-0.001%	-0.538%
171	Total quality management (TQM)	Business Skills	Business processes	2	3,471	0.128%	604	0.091%	-0.036%	-28.495%
180	Troubleshooting	Business Skills	Management skills	1	302,959	11.167%	80,771	12.233%	1.067%	9.553%
181	Verification	Business Skills	Management skills	1	74,118	2.732%	15,435	2.338%	-0.394%	-14.427%
1338	Waste Management	Business Skills	Industry Segment	1	3,233	0.119%	394	0.060%	-0.059%	-49.923%
191	Workflow	Business Skills	Project management	1	106,988	3.943%	27,569	4.176%	0.232%	5.886%
31	Working Globally	Business Skills	Management skills	3	20,658	0.761%	3,361	0.509%	-0.252%	-33.145%
32	Working with Virtual Teams	Business Skills	Management skills	2	4,116	0.152%	1,028	0.156%	0.004%	2.629%
51	4GL	Technical Skills	Software development	3	4,608	0.170%	605	0.092%	-0.078%	-46.050%
987	Access servers & software	Technical Skills	Network	10	73,991	2.727%	18,874	2.859%	0.131%	4.818%
38	Agile Development Methods	Technical Skills	Software development	3	46,928	1.730%	18,454	2.795%	1.065%	61.588%
304	Algorithmic software	Technical Skills	Business applications	1	100	0.004%	10	0.002%	-0.002%	-58.909%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	3,311	0.122%	602	0.091%	-0.031%	-25.288%
1352	Android	Technical Skills	Mobile Platforms	1	15,700	0.579%	12,042	1.824%	1.245%	215.174%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	18,338	0.676%	11,694	1.771%	1.095%	162.037%
120	Apple operating systems	Technical Skills	Business applications	6	50,622	1.866%	15,218	2.305%	0.439%	23.529%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	41,494	1.529%	29,854	4.522%	2.992%	195.644%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	119	0.004%	8	0.001%	-0.003%	-72.375%
1265	Backup & Recovery	Technical Skills	Technical applications	16	204,303	7.530%	48,123	7.289%	-0.242%	-3.210%
1353	Blackberry	Technical Skills	Mobile Platforms	2	22,062	0.813%	7,657	1.160%	0.347%	42.615%
336	Borland Delphi	Technical Skills	Business applications	1	4,193	0.155%	797	0.121%	-0.034%	-21.894%
337	Borland JBuilder	Technical Skills	Business applications	1	3,739	0.138%	395	0.060%	-0.078%	-56.590%
338	Borland Paradox	Technical Skills	Business applications	1	274	0.010%	47	0.007%	-0.003%	-29.515%
72	Business Continuity Planning	Technical Skills	Hardware	2	49,851	1.837%	7,361	1.115%	-0.723%	-39.324%
352	Cadence Opus	Technical Skills	Business applications	1	1,411	0.052%	565	0.086%	0.034%	64.541%
868	Calculators	Technical Skills	Hardware	1	2,988	0.110%	105	0.016%	-0.094%	-85.560%
39	CASE Tools	Technical Skills	Software development	1	153,644	5.663%	53,096	8.042%	2.379%	42.003%
367	Categorization or classification software	Technical Skills	Business applications	1	10,301	0.380%	2,653	0.402%	0.022%	5.830%
112	Certification	Technical Skills	Misc	3	491,569	18.119%	133,945	20.287%	2.168%	11.968%
78	Cisco	Technical Skills	Hardware	1	248,457	9.158%	90,437	13.697%	4.540%	49.571%
1009	Cisco Systems IOS	Technical Skills	Network	1	17,090	0.630%	8,095	1.226%	0.596%	94.638%
40	Client-Server	Technical Skills	Software development	1	68,047	2.508%	10,967	1.661%	-0.847%	-33.774%
1011	Cluster server software	Technical Skills	Network	8	37,288	1.374%	10,289	1.558%	0.184%	13.385%
1151	Compatibility testing	Technical Skills	Software development	1	758	0.028%	215	0.033%	0.005%	16.552%
1152	Compilers	Technical Skills	Software development	4	27,861	1.027%	5,218	0.790%	-0.237%	-23.041%
1255	Compliance software	Technical Skills	Technical applications	3	13,340	0.492%	3,979	0.603%	0.111%	22.566%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	60,708	2.238%	32,496	4.922%	2.684%	119.956%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	4,751	0.175%	1,118	0.169%	-0.006%	-3.304%
875	Computer diagnostics	Technical Skills	Hardware	5	103,683	3.822%	23,876	3.616%	-0.205%	-5.375%
1107	Computer forensics	Technical Skills	Security	1	7,337	0.270%	793	0.120%	-0.150%	-55.587%
1266	Computer Hardware	Technical Skills	Hardware	12	62,110	2.289%	11,265	1.706%	-0.583%	-25.472%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	36,018	1.328%	29,205	4.423%	3.096%	233.188%
1015	Computer servers	Technical Skills	Network	6	236,454	8.715%	59,075	8.947%	0.232%	2.662%
1267	Computer Utilities	Technical Skills	Misc	1	1,347	0.050%	234	0.035%	-0.014%	-28.616%
59	Content Manager	Technical Skills	Business applications	1	3,082	0.114%	584	0.088%	-0.025%	-22.137%
878	Controllers	Technical Skills	Hardware	2	15,311	0.564%	3,022	0.458%	-0.107%	-18.896%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	2,281	0.084%	438	0.066%	-0.018%	-21.096%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	11,118	0.410%	1,982	0.300%	-0.110%	-26.746%
53	Customer Relationship Management	Technical Skills	Business applications	9	166,088	6.122%	60,315	9.135%	3.013%	49.224%
953	Data acquisition systems	Technical Skills	Information mgmt	1	13,201	0.487%	2,406	0.364%	-0.122%	-25.107%
955	Data compression software	Technical Skills	Information mgmt	1	8,677	0.320%	2,521	0.382%	0.062%	19.386%
956	Data conversion software	Technical Skills	Information mgmt	1	11,520	0.425%	2,982	0.452%	0.027%	6.367%
958	Data dictionary	Technical Skills	Information mgmt	1	6,690	0.247%	1,994	0.302%	0.055%	22.476%
959	Data entry	Technical Skills	Information mgmt	1	179,995	6.634%	93,201	14.116%	7.482%	112.771%
962	Data mapping	Technical Skills	Information mgmt	1	10,875	0.401%	3,546	0.537%	0.136%	33.987%
67	Data Mining	Technical Skills	Information mgmt	4	77,399	2.853%	38,866	5.887%	3.034%	106.341%
963	Data modeling	Technical Skills	Information mgmt	1	73,159	2.697%	21,642	3.278%	0.581%	21.557%
68	Data Warehousing	Technical Skills	Information mgmt	2	115,002	4.239%	32,662	4.947%	0.708%	16.705%
69	Database Administration	Technical Skills	Information mgmt	12	157,539	5.807%	35,725	5.411%	-0.396%	-6.817%
969	Database design software	Technical Skills	Information mgmt	15	129,660	4.779%	31,928	4.836%	0.057%	1.185%
1268	Database Reporting	Technical Skills	Information mgmt	2	43,645	1.609%	9,421	1.427%	-0.182%	-11.302%
1269	Database Security	Technical Skills	Information mgmt	1	282	0.010%	107	0.016%	0.006%	55.915%
1270	Database Servers	Technical Skills	Information mgmt	3	38,225	1.409%	9,242	1.400%	-0.009%	-0.649%
1271	Database Testing	Technical Skills	Information mgmt	1	1,750	0.065%	482	0.073%	0.008%	13.178%
1160	Debugging	Technical Skills	Software development	7	156,777	5.779%	42,611	6.454%	0.675%	11.684%
418	Desktop publishing software	Technical Skills	Business applications	13	40,772	1.503%	5,383	0.815%	-0.688%	-45.748%
1272	Development Environment	Technical Skills	Software development	13	109,048	4.019%	28,334	4.291%	0.272%	6.768%
1273	Digital Imaging	Technical Skills	Hardware	1	1,968	0.073%	153	0.023%	-0.049%	-68.054%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	8,377	0.309%	1,350	0.204%	-0.104%	-33.779%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	8,352	0.308%	1,684	0.255%	-0.053%	-17.148%
1307	Doctor of Philosophy	Technical Skills	Misc	3	145,165	5.351%	33,156	5.022%	-0.329%	-6.146%
973	Document management software	Technical Skills	Information mgmt	4	25,095	0.925%	5,683	0.861%	-0.064%	-6.944%
1020	Domain name system (DNS)	Technical Skills	Network	3	74,061	2.730%	19,644	2.975%	0.245%	8.991%
61	Dreamweaver	Technical Skills	Software development	1	16,179	0.596%	2,835	0.429%	-0.167%	-27.997%
54	DSS/GDSS	Technical Skills	Business applications	5	33,524	1.236%	6,810	1.031%	-0.204%	-16.528%
425	Dynamic modeling software	Technical Skills	Business applications	1	105	0.004%	3	0.000%	-0.003%	-88.260%
62	Eclipse	Technical Skills	Software development	1	45,503	1.677%	13,557	2.053%	0.376%	22.427%
1308	Electronic Commerce	Technical Skills	Business applications	2	107,201	3.951%	30,982	4.692%	0.741%	18.758%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	20,975	0.773%	5,321	0.806%	0.033%	4.242%
1023	Electronic mail software	Technical Skills	Network	8	41,027	1.512%	9,057	1.372%	-0.140%	-9.288%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	127,729	4.708%	29,344	4.444%	-0.264%	-5.598%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	169,786	6.258%	56,730	8.592%	2.334%	37.298%
1321	Environmental Certification	Technical Skills	Environmental	1	192	0.007%	28	0.004%	-0.003%	-40.075%
1328	Environmental Cleanup	Technical Skills	Environmental	1	610	0.022%	394	0.060%	0.037%	165.411%
1329	Environmental Energy	Technical Skills	Environmental	18	8,230	0.303%	1,656	0.251%	-0.053%	-17.318%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	7,204	0.266%	1,305	0.198%	-0.068%	-25.563%
1327	Environmental Pollution	Technical Skills	Environmental	15	37,960	1.399%	30,131	4.564%	3.164%	226.166%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	4,556	0.168%	527	0.080%	-0.088%	-52.469%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	1,193	0.044%	126	0.019%	-0.025%	-56.601%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	48,121	1.774%	14,271	2.161%	0.388%	21.863%
1331	Environmental Science	Technical Skills	Environmental	1	1,118	0.041%	1	0.000%	-0.041%	-99.632%
1322	Environmental Technology	Technical Skills	Environmental	2	551	0.020%	44	0.007%	-0.014%	-67.186%
461	Expert system software	Technical Skills	Business applications	1	971	0.036%	173	0.026%	-0.010%	-26.789%
1359	Facebook	Technical Skills	Social Networking	1	36,455	1.344%	29,892	4.527%	3.184%	236.938%
463	Facilities management software	Technical Skills	Business applications	4	9,630	0.355%	1,248	0.189%	-0.166%	-46.747%
468	Flight control software	Technical Skills	Business applications	1	873	0.032%	48	0.007%	-0.025%	-77.407%
469	Flowchart software	Technical Skills	Business applications	4	6,472	0.239%	1,683	0.255%	0.016%	6.856%
1112	Fraud Detection	Technical Skills	Security	1	12,077	0.445%	2,901	0.439%	-0.006%	-1.295%
63	FrontPage	Technical Skills	Software development	1	3,022	0.111%	262	0.040%	-0.072%	-64.375%
475	Fund accounting software	Technical Skills	Business applications	1	1,421	0.052%	290	0.044%	-0.008%	-16.140%
1260	Gaming	Technical Skills	Misc	2	49,884	1.839%	13,252	2.007%	0.168%	9.162%
113	Generic databases	Technical Skills	Information mgmt	2	353,936	13.046%	89,517	13.558%	0.512%	3.928%
1365	Google Apps	Technical Skills	Business applications	4	8,481	0.313%	5,037	0.763%	0.450%	144.049%
1364	Google Plus	Technical Skills	Social Networking	1	279	0.010%	279	0.042%	0.032%	310.915%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	170,831	6.297%	56,426	8.546%	2.250%	35.726%
484	Graphic software	Technical Skills	Business applications	15	220,494	8.127%	72,197	10.935%	2.808%	34.547%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	51,240	1.889%	11,124	1.685%	-0.204%	-10.792%
1323	Green IT	Technical Skills	Environmental	8	7,799	0.287%	2,166	0.328%	0.041%	14.123%
893	Guidance systems	Technical Skills	Hardware	1	153	0.006%	45	0.007%	0.001%	20.857%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	807	0.030%	135	0.020%	-0.009%	-31.260%
1277	Hardware Design	Technical Skills	Hardware	19	20,125	0.742%	4,063	0.615%	-0.126%	-17.041%
1278	Hardware Testing	Technical Skills	Hardware	4	7,832	0.289%	1,358	0.206%	-0.083%	-28.751%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	1,213	0.045%	335	0.051%	0.006%	13.484%
492	Helpdesk or call center	Technical Skills	Business applications	2	180,228	6.643%	62,895	9.526%	2.883%	43.399%
114	IBM databases	Technical Skills	Information mgmt	2	67,507	2.488%	17,406	2.636%	0.148%	5.950%
121	IBM operating systems	Technical Skills	Business applications	4	60,446	2.228%	11,576	1.753%	-0.475%	-21.306%
898	Image capture devices	Technical Skills	Hardware	8	11,628	0.429%	1,887	0.286%	-0.143%	-33.316%
524	Industrial control software	Technical Skills	Business applications	3	10,778	0.397%	1,594	0.241%	-0.156%	-39.228%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	34,076	1.256%	10,167	1.540%	0.284%	22.602%
899	Infrared	Technical Skills	Hardware	1	4,495	0.166%	147	0.022%	-0.143%	-86.562%
1180	Installation	Technical Skills	Software development	1	226,249	8.339%	47,793	7.239%	-1.101%	-13.198%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	1,056	0.039%	131	0.020%	-0.019%	-49.025%
536	Internet browser software	Technical Skills	Business applications	4	16,602	0.612%	2,687	0.407%	-0.205%	-33.494%
541	Inventory management software	Technical Skills	Business applications	3	12,963	0.478%	2,459	0.372%	-0.105%	-22.052%
73	IT Architecture/Standards	Technical Skills	Hardware	2	21,652	0.798%	3,790	0.574%	-0.224%	-28.073%
1357	Java ME	Technical Skills	Mobile Platforms	2	1,210	0.045%	238	0.036%	-0.009%	-19.175%
1035	Kernel	Technical Skills	Network	1	26,930	0.993%	7,438	1.127%	0.134%	13.494%
907	Lasers	Technical Skills	Hardware	1	835	0.031%	67	0.010%	-0.021%	-67.028%
1038	License management software	Technical Skills	Network	1	1,498	0.055%	386	0.058%	0.003%	5.883%
1361	LinkedIn	Technical Skills	Social Networking	1	16,262	0.599%	5,742	0.870%	0.270%	45.091%
908	Mainframe computers	Technical Skills	Hardware	2	98,364	3.626%	40,468	6.129%	2.504%	69.055%
124	Mainframe operating systems	Technical Skills	Business applications	7	40,885	1.507%	6,166	0.934%	-0.573%	-38.029%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	61,258	2.258%	13,946	2.112%	-0.146%	-6.451%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	15,944	0.588%	3,093	0.468%	-0.119%	-20.286%
1281	Medical software	Technical Skills	Business applications	8	18,707	0.690%	3,794	0.575%	-0.115%	-16.662%
115	Microsoft databases	Technical Skills	Information mgmt	5	343,871	12.675%	90,811	13.754%	1.079%	8.516%
119	Microsoft operating systems	Technical Skills	Business applications	4	537,202	19.800%	115,558	17.502%	-2.298%	-11.608%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,928	0.292%	4,347	0.658%	0.366%	125.309%
625	Multimedia	Technical Skills	Business applications	1	138,947	5.121%	64,847	9.822%	4.700%	91.775%
1362	MySpace	Technical Skills	Social Networking	1	4,917	0.181%	494	0.075%	-0.106%	-58.716%
74	Network administration	Technical Skills	Hardware	11	216,621	7.984%	66,108	10.013%	2.028%	25.402%
1282	Network Administration software	Technical Skills	Network	17	121,156	4.466%	29,358	4.446%	-0.019%	-0.429%
1283	Network Hardware	Technical Skills	Network	11	99,711	3.675%	21,933	3.322%	-0.353%	-9.613%
1284	Network Monitoring software	Technical Skills	Network	13	59,534	2.194%	16,436	2.489%	0.295%	13.444%
1059	Network operation system software (NOS)	Technical Skills	Network	2	3,265	0.120%	1,025	0.155%	0.035%	29.001%
1122	Network security	Technical Skills	Security	1	74,807	2.757%	17,382	2.633%	-0.125%	-4.521%
1285	Network Security software	Technical Skills	Security	31	168,828	6.223%	38,960	5.901%	-0.322%	-5.174%
1286	Network software	Technical Skills	Network	5	42,748	1.576%	10,109	1.531%	-0.045%	-2.827%
1287	Network Testing	Technical Skills	Network	11	45,157	1.664%	8,336	1.263%	-0.402%	-24.145%
1065	Novell network software	Technical Skills	Network	2	5,012	0.185%	453	0.069%	-0.116%	-62.860%
643	Oberon	Technical Skills	Business applications	1	165	0.006%	5	0.001%	-0.005%	-87.548%
41	Object Oriented Programming	Technical Skills	Software development	5	285,257	10.514%	76,638	11.607%	1.093%	10.398%
1288	Office Applications	Technical Skills	Business applications	13	395,694	14.585%	80,557	12.201%	-2.384%	-16.344%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	30,322	1.118%	7,863	1.191%	0.073%	6.557%
116	Open-source databases	Technical Skills	Information mgmt	4	115,282	4.249%	40,133	6.078%	1.829%	43.051%
118	Open-source operating systems	Technical Skills	Business applications	8	375,863	13.854%	103,719	15.709%	1.855%	13.392%
56	Operating Systems	Technical Skills	Business applications	3	230,370	8.491%	52,787	7.995%	-0.496%	-5.843%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,661	0.061%	301	0.046%	-0.016%	-25.536%
117	Oracle databases	Technical Skills	Information mgmt	1	468,895	17.283%	136,521	20.677%	3.394%	19.640%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,619	0.097%	880	0.133%	0.037%	38.070%
1289	Physical Tools	Technical Skills	Hardware	1	178	0.007%	17	0.003%	-0.004%	-60.755%
683	Point of sale (POS)	Technical Skills	Business applications	3	13,460	0.496%	3,625	0.549%	0.053%	10.666%
931	Printers	Technical Skills	Hardware	3	23,340	0.860%	4,906	0.743%	-0.117%	-13.627%
43	Programming	Technical Skills	Software development	1	642,781	23.692%	150,372	22.775%	-0.917%	-3.871%
700	Provisioning	Technical Skills	Business applications	1	29,372	1.083%	8,753	1.326%	0.243%	22.455%
1258	Rate Control	Technical Skills	Technical applications	1	174	0.006%	52	0.008%	0.001%	22.802%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	37,402	1.379%	7,773	1.177%	-0.201%	-14.602%
1077	Remote control software	Technical Skills	Network	2	2,614	0.096%	572	0.087%	-0.010%	-10.083%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,554	0.057%	311	0.047%	-0.010%	-17.764%
1262	Robotics	Technical Skills	Hardware	2	9,280	0.342%	1,933	0.293%	-0.049%	-14.407%
1318	RSA	Technical Skills	Security	1	11,360	0.419%	2,487	0.377%	-0.042%	-10.040%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	40,776	1.503%	15,884	2.406%	0.903%	60.069%
44	SDLC	Technical Skills	Software development	7	277,192	10.217%	81,104	12.284%	2.067%	20.230%
1132	Secure shell (SSH)	Technical Skills	Security	1	227	0.008%	66	0.010%	0.002%	19.473%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	30,988	1.142%	8,509	1.289%	0.147%	12.833%
76	Security	Technical Skills	Hardware	4	1,569,743	57.858%	654,835	99.180%	41.321%	71.418%
1315	Security Clearance	Technical Skills	Misc	2	266,851	9.836%	30,021	4.547%	-5.289%	-53.772%
1135	Security testing software	Technical Skills	Security	1	5,557	0.205%	1,298	0.197%	-0.008%	-4.019%
60	Sharepoint Server	Technical Skills	Business applications	1	9,885	0.364%	3,163	0.479%	0.115%	31.484%
1084	Signal generators	Technical Skills	Network	1	573	0.021%	130	0.020%	-0.001%	-6.773%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	23,353	0.861%	5,298	0.802%	-0.058%	-6.777%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	74,575	2.749%	24,710	3.743%	0.994%	36.154%
1220	Simulation software	Technical Skills	Software development	5	44,617	1.645%	5,400	0.818%	-0.827%	-50.267%
1366	Social Network	Technical Skills	Social Networking	1	5,997	0.221%	2,143	0.325%	0.104%	46.839%
1358	Social Networking	Technical Skills	Social Networking	1	19,661	0.725%	4,382	0.664%	-0.061%	-8.416%
42	Software Development	Technical Skills	Software development	2	720,092	26.542%	187,233	28.358%	1.816%	6.843%
1291	Software Development software	Technical Skills	Software development	2	5,358	0.197%	749	0.113%	-0.084%	-42.558%
1309	Software Engineering	Technical Skills	Software development	1	447,922	16.510%	138,901	21.038%	4.528%	27.425%
1292	Software Installation	Technical Skills	Software development	4	261,940	9.655%	70,227	10.636%	0.982%	10.168%
1223	Software libraries	Technical Skills	Software development	1	646	0.024%	191	0.029%	0.005%	21.493%
1293	Software Maintenance	Technical Skills	Software development	1	16,828	0.620%	4,846	0.734%	0.114%	18.332%
1294	Software Testing	Technical Skills	Software development	14	257,950	9.508%	66,044	10.003%	0.495%	5.208%
1225	Source code management (SCM)	Technical Skills	Software development	5	81,774	3.014%	23,029	3.488%	0.474%	15.721%
1229	Static analysis software	Technical Skills	Software development	1	1,451	0.053%	773	0.117%	0.064%	118.909%
772	Statistical analysis software	Technical Skills	Business applications	21	213,932	7.885%	66,538	10.078%	2.192%	27.804%
774	Statistical software	Technical Skills	Business applications	1	94,527	3.484%	13,802	2.090%	-1.394%	-40.002%
1230	Stress testing software	Technical Skills	Software development	1	6,000	0.221%	1,542	0.234%	0.012%	5.605%
122	Sun operating systems	Technical Skills	Business applications	3	127,883	4.714%	24,014	3.637%	-1.076%	-22.838%
939	Surveillance systems	Technical Skills	Hardware	5	29,301	1.080%	3,506	0.531%	-0.549%	-50.832%
791	Symantec software	Technical Skills	Business applications	1	18,278	0.674%	5,775	0.875%	0.201%	29.830%
1355	Symbian	Technical Skills	Mobile Platforms	1	98	0.004%	39	0.006%	0.002%	63.527%
1310	System Administration	Technical Skills	Network	4	178,248	6.570%	37,426	5.668%	-0.902%	-13.722%
45	System Testing	Technical Skills	Software development	5	50,828	1.873%	14,001	2.121%	0.247%	13.190%
46	Systems Analysis	Technical Skills	Software development	8	222,283	8.193%	46,835	7.094%	-1.100%	-13.420%
47	Systems Design	Technical Skills	Software development	1	37,898	1.397%	7,951	1.204%	-0.193%	-13.790%
1233	Systems Evaluation	Technical Skills	Software development	1	442	0.016%	65	0.010%	-0.006%	-39.571%
1234	Systems integration	Technical Skills	Software development	8	172,563	6.360%	28,597	4.331%	-2.029%	-31.904%
75	TCP/IP	Technical Skills	Hardware	3	146,427	5.397%	35,591	5.391%	-0.007%	-0.122%
1235	Technology Design	Technical Skills	Software development	1	2,978	0.110%	450	0.068%	-0.042%	-37.907%
1236	Templates	Technical Skills	Software development	1	38,417	1.416%	9,590	1.452%	0.036%	2.576%
1239	Test implementation	Technical Skills	Software development	1	845	0.031%	219	0.033%	0.002%	6.497%
1302	Testing	Technical Skills	Software development	1	733,322	27.029%	185,561	28.105%	1.075%	3.979%
1297	Training software	Technical Skills	Business applications	3	3,571	0.132%	587	0.089%	-0.043%	-32.454%
57	Transaction Processing Systems	Technical Skills	Business applications	4	4,069	0.150%	853	0.129%	-0.021%	-13.858%
1360	Twitter	Technical Skills	Social Networking	1	34,425	1.269%	7,768	1.177%	-0.092%	-7.277%
123	UNIX operating systems	Technical Skills	Business applications	5	452,209	16.668%	125,995	19.083%	2.415%	14.490%
1298	UNIX Shells	Technical Skills	Business applications	4	80,537	2.968%	22,658	3.432%	0.463%	15.605%
48	User-Interface Design	Technical Skills	Software development	2	166,501	6.137%	51,915	7.863%	1.726%	28.123%
836	Video creation and editing software	Technical Skills	Business applications	3	9,807	0.361%	1,839	0.279%	-0.083%	-22.946%
64	Visual Studio	Technical Skills	Software development	1	77,036	2.839%	21,913	3.319%	0.479%	16.885%
843	Voice dictation & recognition	Technical Skills	Business applications	2	4,198	0.155%	651	0.099%	-0.056%	-36.278%
77	Voice/Data Telecom	Technical Skills	Hardware	9	266,950	9.839%	59,714	9.044%	-0.795%	-8.083%
1299	Web Application Server	Technical Skills	Business applications	8	126,583	4.666%	30,401	4.604%	-0.061%	-1.312%
1248	Web platform development software	Technical Skills	Software development	4	8,864	0.327%	2,374	0.360%	0.033%	10.053%
65	web programmer	Technical Skills	Software development	4	80,491	2.967%	27,965	4.236%	1.269%	42.764%
58	Web servers	Technical Skills	Business applications	6	181,328	6.683%	50,579	7.661%	0.977%	14.619%
49	Web-based Application Development	Technical Skills	Software development	2	124,618	4.593%	33,811	5.121%	0.528%	11.488%
1356	Windows CE	Technical Skills	Mobile Platforms	4	16,084	0.593%	3,702	0.561%	-0.032%	-5.421%
1102	Wireless	Technical Skills	Network	5	110,937	4.089%	24,931	3.776%	-0.313%	-7.655%
1363	YouTube	Technical Skills	Social Networking	2	4,170	0.154%	2,914	0.441%	0.288%	187.148%
79	.NET	Programming Skills	Current	1	299,214	11.029%	99,179	15.021%	3.993%	36.204%
209	A programming language (APL)	Programming Skills	Legacy	2	4,276	0.158%	502	0.076%	-0.082%	-51.759%
99	Ada	Programming Skills	Legacy	1	10,468	0.386%	1,563	0.237%	-0.149%	-38.645%
80	AJAX	Programming Skills	Current	1	150,445	5.545%	46,378	7.024%	1.479%	26.674%
192	Apple AppleScript	Programming Skills	Current	1	351	0.013%	110	0.017%	0.004%	28.777%
81	ASP	Programming Skills	Current	2	193,095	7.117%	46,973	7.114%	-0.003%	-0.039%
108	Assembly	Programming Skills	Legacy	2	8,476	0.312%	1,088	0.165%	-0.148%	-47.254%
211	AWK	Programming Skills	Legacy	1	5,013	0.185%	1,219	0.185%	-0.000%	-0.079%
212	B	Programming Skills	Legacy	1	35,001	1.290%	11,098	1.681%	0.391%	30.292%
83	C#	Programming Skills	Current	2	268,910	9.912%	94,460	14.307%	4.395%	44.342%
82	C/C++	Programming Skills	Current	3	460,708	16.981%	122,010	18.479%	1.498%	8.823%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	151,548	5.586%	55,271	8.371%	2.785%	49.865%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	562	0.021%	201	0.030%	0.010%	46.964%
84	CGI	Programming Skills	Current	2	15,255	0.562%	4,780	0.724%	0.162%	28.756%
217	Clipper	Programming Skills	Legacy	1	380	0.014%	125	0.019%	0.005%	35.169%
218	CLU	Programming Skills	Legacy	1	312	0.011%	8	0.001%	-0.010%	-89.464%
100	Cobol	Programming Skills	Legacy	1	21,596	0.796%	4,413	0.668%	-0.128%	-16.032%
85	ColdFusion	Programming Skills	Current	2	19,804	0.730%	3,866	0.586%	-0.144%	-19.784%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	444	0.016%	29	0.004%	-0.012%	-73.161%
195	Component object model (COM)	Programming Skills	Current	1	399	0.015%	96	0.015%	-0.000%	-1.133%
125	Database programming	Programming Skills	Current	3	64,857	2.391%	16,921	2.563%	0.172%	7.206%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	5,068	0.187%	831	0.126%	-0.061%	-32.622%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	15,554	0.573%	4,223	0.640%	0.066%	11.566%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	4,142	0.153%	1,118	0.169%	0.017%	10.913%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	29,579	1.090%	7,271	1.101%	0.011%	1.010%
109	Forth	Programming Skills	Legacy	1	6,401	0.236%	1,997	0.302%	0.067%	28.198%
102	Fortran	Programming Skills	Legacy	1	4,744	0.175%	486	0.074%	-0.101%	-57.904%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	497,580	18.340%	86,517	13.104%	-5.236%	-28.552%
222	J	Programming Skills	Legacy	1	10,618	0.391%	1,724	0.261%	-0.130%	-33.281%
87	Java/J2EE/J2P	Programming Skills	Current	4	567,681	20.924%	173,865	26.333%	5.409%	25.852%
97	JavaScript	Programming Skills	Current	3	263,486	9.712%	86,095	13.040%	3.328%	34.268%
89	JavaServer Faces	Programming Skills	Current	3	22,889	0.844%	6,526	0.988%	0.145%	17.158%
88	JavaServer Pages	Programming Skills	Current	3	106,143	3.912%	26,636	4.034%	0.122%	3.117%
223	Job control language (JCL)	Programming Skills	Legacy	2	14,604	0.538%	2,373	0.359%	-0.179%	-33.231%
126	LAMP	Programming Skills	Current	1	25,789	0.951%	10,580	1.602%	0.652%	68.579%
104	Lisp	Programming Skills	Legacy	1	1,687	0.062%	454	0.069%	0.007%	10.584%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	1,169	0.043%	272	0.041%	-0.002%	-4.389%
201	Microsoft ActiveX	Programming Skills	Current	1	4,719	0.174%	777	0.118%	-0.056%	-32.341%
107	Pascal	Programming Skills	Legacy	1	1,439	0.053%	154	0.023%	-0.030%	-56.024%
90	Perl	Programming Skills	Current	1	190,480	7.021%	50,555	7.657%	0.636%	9.060%
91	PHP	Programming Skills	Current	1	101,432	3.739%	31,710	4.803%	1.064%	28.462%
103	PL/1	Programming Skills	Legacy	2	372	0.014%	90	0.014%	-0.000%	-0.585%
105	Prolog	Programming Skills	Legacy	1	1,230	0.045%	102	0.015%	-0.030%	-65.924%
95	Python	Programming Skills	Current	1	91,853	3.386%	37,109	5.620%	2.235%	66.011%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	25,156	0.927%	13,143	1.991%	1.063%	114.687%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	883	0.033%	177	0.027%	-0.006%	-17.631%
206	Scripting languages	Programming Skills	Current	1	48,347	1.782%	14,341	2.172%	0.390%	21.888%
101	Smalltalk	Programming Skills	Legacy	1	931	0.034%	166	0.025%	-0.009%	-26.733%
92	SQL	Programming Skills	Current	3	756,151	27.871%	227,317	34.429%	6.558%	23.531%
110	TCL	Programming Skills	Legacy	1	13,365	0.493%	3,246	0.492%	-0.001%	-0.200%
98	Unified Modeling Language	Programming Skills	Current	2	83,158	3.065%	16,852	2.552%	-0.513%	-16.728%
93	Visual Basic	Programming Skills	Current	6	187,095	6.896%	38,471	5.827%	-1.069%	-15.507%
207	Web service definition language (WSDL)	Programming Skills	Current	2	19,385	0.715%	5,749	0.871%	0.156%	21.865%
94	XML	Programming Skills	Current	2	323,312	11.917%	84,989	12.872%	0.955%	8.017%
1342	Computer Science	Majors	Computer Science	2	1,819,313	67.057%	438,075	66.350%	-0.708%	-1.055%
1344	Information Technology	Majors	Information Technology	3	1,303,431	48.043%	302,409	45.802%	-2.241%	-4.664%
1343	Management Information Systems	Majors	Management Information Systems	9	719,611	26.524%	148,966	22.562%	-3.962%	-14.937%

mis Degrees

Management Information Systems	2012-04-15	Jobs Found:	719,382	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	1,701	0.236%	1,121	0.278%	0.041%	17.416%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,635	0.366%	1,018	0.252%	-0.114%	-31.168%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,510	0.627%	2,487	0.616%	-0.011%	-1.752%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,195	1.139%	5,269	1.305%	0.166%	14.552%
3	Creativity	Soft Skills	Problem-solving skills	3	18,682	2.597%	10,620	2.630%	0.033%	1.280%
4	Critical thinking	Soft Skills	Problem-solving skills	3	8,336	1.159%	5,203	1.289%	0.130%	11.204%
1300	Flexibility	Soft Skills	Work ethic	1	23,937	3.327%	12,653	3.134%	-0.194%	-5.822%
232	Independence	Soft Skills	Interpersonal skills	1	3,659	0.509%	2,052	0.508%	-0.000%	-0.083%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	96,378	13.397%	56,483	13.989%	0.592%	4.415%
256	Innovation	Soft Skills	Problem-solving skills	1	54,545	7.582%	39,572	9.801%	2.218%	29.258%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	84,877	11.799%	48,379	11.982%	0.183%	1.553%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	515	0.072%	370	0.092%	0.020%	28.003%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	53,104	7.382%	31,149	7.715%	0.333%	4.506%
10	Leadership	Soft Skills	Interpersonal skills	1	164,656	22.889%	89,988	22.287%	-0.602%	-2.629%
258	Learning	Soft Skills	Problem-solving skills	1	37,677	5.237%	20,653	5.115%	-0.122%	-2.337%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,417	1.587%	6,224	1.541%	-0.046%	-2.873%
236	Listening	Soft Skills	Language skills	1	11,365	1.580%	5,976	1.480%	-0.100%	-6.316%
260	Mathematics	Soft Skills	Problem-solving skills	3	41,448	5.762%	24,482	6.063%	0.302%	5.237%
18	Negotiation Skills	Soft Skills	Language skills	1	8,285	1.152%	4,762	1.179%	0.028%	2.405%
262	Optimization	Soft Skills	Problem-solving skills	1	27,910	3.880%	15,304	3.790%	-0.089%	-2.306%
19	Oral Communications	Soft Skills	Language skills	2	12,238	1.701%	7,668	1.899%	0.198%	11.634%
273	Persistence	Soft Skills	Work ethic	1	2,044	0.284%	1,308	0.324%	0.040%	14.012%
239	Persuasion	Soft Skills	Language skills	1	1,413	0.196%	766	0.190%	-0.007%	-3.415%
1301	Physical Skill	Soft Skills	Work ethic	2	927	0.129%	550	0.136%	0.007%	5.708%
240	Presentations	Soft Skills	Language skills	1	40,854	5.679%	23,959	5.934%	0.255%	4.486%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	140,058	19.469%	76,128	18.854%	-0.615%	-3.159%
20	Questioning skills	Soft Skills	Language skills	1	126	0.018%	100	0.025%	0.007%	41.401%
241	Reading Comprehension	Soft Skills	Language skills	1	139	0.019%	64	0.016%	-0.003%	-17.967%
6	Research skills	Soft Skills	Problem-solving skills	1	1,331	0.185%	696	0.172%	-0.013%	-6.834%
15	Responsibility	Soft Skills	Work ethic	2	83,964	11.672%	46,068	11.409%	-0.262%	-2.247%
234	Self Control	Soft Skills	Interpersonal skills	1	92	0.013%	67	0.017%	0.004%	29.751%
16	Self-management	Soft Skills	Work ethic	1	886	0.123%	389	0.096%	-0.027%	-21.776%
250	Stress Tolerance	Soft Skills	Physical skills	1	105	0.015%	78	0.019%	0.005%	32.352%
12	Teamwork	Soft Skills	Interpersonal skills	1	38,505	5.353%	24,379	6.038%	0.685%	12.804%
17	Time Management	Soft Skills	Work ethic	2	27,970	3.888%	14,239	3.527%	-0.362%	-9.299%
268	Visualization	Soft Skills	Problem-solving skills	1	4,236	0.589%	3,267	0.809%	0.220%	37.410%
7	Working under pressure	Soft Skills	Problem-solving skills	1	311	0.043%	125	0.031%	-0.012%	-28.390%
21	Written Communications	Soft Skills	Language skills	3	112,790	15.679%	65,036	16.107%	0.428%	2.732%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	23,524	3.270%	12,952	3.208%	-0.062%	-1.904%
172	Account management	Business Skills	Management skills	1	9,768	1.358%	3,417	0.846%	-0.512%	-37.675%
22	Accounting	Business Skills	Business processes	4	102,515	14.250%	46,893	11.614%	-2.637%	-18.502%
1263	Accounting software	Business Skills	Business processes	7	4,668	0.649%	2,553	0.632%	-0.017%	-2.558%
174	Administration	Business Skills	Management skills	3	209,608	29.137%	122,455	30.328%	1.191%	4.086%
1313	Analyst	Business Skills	Project management	1	180,098	25.035%	98,695	24.443%	-0.592%	-2.364%
175	Application management	Business Skills	Management skills	5	58,321	8.107%	35,395	8.766%	0.659%	8.129%
150	Asset management	Business Skills	Business processes	1	14,187	1.972%	7,288	1.805%	-0.167%	-8.474%
151	Auditing	Business Skills	Business processes	4	67,030	9.318%	36,368	9.007%	-0.311%	-3.334%
1264	Auditing software	Business Skills	Business processes	1	170	0.024%	133	0.033%	0.009%	39.389%
152	Billing	Business Skills	Business processes	1	21,523	2.992%	9,285	2.300%	-0.692%	-23.139%
1314	Business Analyst	Business Skills	Project management	1	54,131	7.525%	30,603	7.579%	0.055%	0.726%
35	Business Intelligence	Business Skills	Strategy skills	1	33,300	4.629%	19,171	4.748%	0.119%	2.571%
155	Business performance management (BPM)	Business Skills	Business processes	2	3,774	0.525%	2,155	0.534%	0.009%	1.735%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	15,260	2.121%	5,690	1.409%	-0.712%	-33.567%
36	Business Strategy	Business Skills	Strategy skills	3	154,806	21.519%	90,146	22.326%	0.807%	3.749%
182	Calendar and scheduling	Business Skills	Project management	3	37,070	5.153%	20,943	5.187%	0.034%	0.656%
156	Capacity planning	Business Skills	Business processes	1	15,996	2.224%	9,307	2.305%	0.081%	3.663%
28	Change Management	Business Skills	Management skills	1	34,263	4.763%	19,336	4.789%	0.026%	0.546%
24	Contracting and legal	Business Skills	Business processes	2	49,578	6.892%	26,493	6.561%	-0.330%	-4.794%
176	Coordination	Business Skills	Management skills	1	47,268	6.571%	27,109	6.714%	0.143%	2.181%
157	Cost accounting	Business Skills	Business processes	1	2,638	0.367%	1,026	0.254%	-0.113%	-30.706%
158	Cost estimation	Business Skills	Business processes	1	859	0.119%	717	0.178%	0.058%	48.714%
1312	Customer Support	Business Skills	Business processes	6	170,358	23.681%	99,703	24.693%	1.012%	4.273%
1339	Education	Business Skills	Industry Segment	1	8,078	1.123%	4,170	1.033%	-0.090%	-8.028%
1333	Energy	Business Skills	Industry Segment	1	47,064	6.542%	25,013	6.195%	-0.347%	-5.311%
1340	Entertainment	Business Skills	Industry Segment	1	12,052	1.675%	4,500	1.114%	-0.561%	-33.476%
1319	Environmental	Business Skills	Environmental	13	18,226	2.534%	10,510	2.603%	0.069%	2.739%
1320	Environmental Strategy	Business Skills	Environmental	5	899	0.125%	583	0.144%	0.019%	15.540%
161	Financial	Business Skills	Business processes	2	196,006	27.246%	96,610	23.927%	-3.320%	-12.183%
1275	Financial Analysis software	Business Skills	Business processes	6	1,175	0.163%	426	0.106%	-0.058%	-35.405%
1332	Health Care	Business Skills	Industry Segment	2	117,679	16.358%	72,709	18.007%	1.649%	10.081%
177	Human resources	Business Skills	Management skills	2	45,416	6.313%	23,843	5.905%	-0.408%	-6.465%
1336	Insurance	Business Skills	Industry Segment	1	5,415	0.753%	2,793	0.692%	-0.061%	-8.104%
1316	Managing/Supervision	Business Skills	Management skills	5	336,116	46.723%	182,098	45.099%	-1.624%	-3.475%
1334	Manufacturing	Business Skills	Industry Segment	2	53,612	7.453%	28,946	7.169%	-0.284%	-3.805%
26	Marketing	Business Skills	Business processes	1	67,900	9.439%	33,352	8.260%	-1.179%	-12.486%
185	Monitoring	Business Skills	Project management	1	94,432	13.127%	54,187	13.420%	0.293%	2.235%
179	Negotiation	Business Skills	Management skills	1	32,269	4.486%	17,510	4.337%	-0.149%	-3.323%
163	Operation and Control	Business Skills	Business processes	2	573	0.080%	225	0.056%	-0.024%	-30.040%
29	Outsourcing Management	Business Skills	Management skills	3	23,320	3.242%	11,359	2.813%	-0.428%	-13.217%
167	Procurement	Business Skills	Business processes	1	19,842	2.758%	9,945	2.463%	-0.295%	-10.702%
1290	Project Management software	Business Skills	Project management	2	28,231	3.924%	15,671	3.881%	-0.043%	-1.100%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	169,650	23.583%	94,396	23.379%	-0.204%	-0.866%
168	Quality	Business Skills	Business processes	1	209,888	29.176%	120,798	29.917%	0.741%	2.541%
1337	Real Estate	Business Skills	Industry Segment	2	8,082	1.123%	2,815	0.697%	-0.426%	-37.944%
1335	Retail	Business Skills	Industry Segment	2	137,524	19.117%	81,927	20.290%	1.173%	6.139%
34	Risk Management	Business Skills	Project management	1	32,359	4.498%	19,159	4.745%	0.247%	5.488%
169	Service Orientation	Business Skills	Business processes	1	6,418	0.892%	3,686	0.913%	0.021%	2.325%
27	Supply Chain Management	Business Skills	Business processes	3	25,128	3.493%	12,124	3.003%	-0.490%	-14.037%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,064	0.287%	975	0.241%	-0.045%	-15.837%
178	Teaching	Business Skills	Management skills	7	24,979	3.472%	12,939	3.205%	-0.268%	-7.711%
190	Timekeeping	Business Skills	Project management	3	19,361	2.691%	6,774	1.678%	-1.014%	-37.664%
1296	Timekeeping software	Business Skills	Project management	1	1,255	0.174%	634	0.157%	-0.017%	-9.994%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,291	0.179%	760	0.188%	0.009%	4.885%
180	Troubleshooting	Business Skills	Management skills	1	93,907	13.054%	56,296	13.943%	0.889%	6.808%
181	Verification	Business Skills	Management skills	1	20,665	2.873%	12,863	3.186%	0.313%	10.900%
1338	Waste Management	Business Skills	Industry Segment	1	1,850	0.257%	355	0.088%	-0.169%	-65.811%
191	Workflow	Business Skills	Project management	1	38,914	5.409%	22,276	5.517%	0.108%	1.990%
31	Working Globally	Business Skills	Management skills	3	4,166	0.579%	2,255	0.558%	-0.021%	-3.561%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,260	0.175%	729	0.181%	0.005%	3.082%
51	4GL	Technical Skills	Software development	3	1,974	0.274%	955	0.237%	-0.038%	-13.805%
987	Access servers & software	Technical Skills	Network	10	25,344	3.523%	15,913	3.941%	0.418%	11.867%
38	Agile Development Methods	Technical Skills	Software development	3	8,144	1.132%	5,720	1.417%	0.285%	25.136%
304	Algorithmic software	Technical Skills	Business applications	1	37	0.005%	3	0.001%	-0.004%	-85.554%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	626	0.087%	406	0.101%	0.014%	15.552%
1352	Android	Technical Skills	Mobile Platforms	1	1,249	0.174%	1,175	0.291%	0.117%	67.610%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	1,383	0.192%	1,263	0.313%	0.121%	62.707%
120	Apple operating systems	Technical Skills	Business applications	6	9,858	1.370%	5,517	1.366%	-0.004%	-0.290%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	659	0.092%	285	0.071%	-0.021%	-22.948%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	9	0.001%	2	0.000%	-0.001%	-60.408%
1265	Backup & Recovery	Technical Skills	Technical applications	16	73,249	10.182%	44,133	10.930%	0.748%	7.346%
1353	Blackberry	Technical Skills	Mobile Platforms	2	5,650	0.785%	3,359	0.832%	0.047%	5.922%
336	Borland Delphi	Technical Skills	Business applications	1	1,254	0.174%	569	0.141%	-0.033%	-19.158%
337	Borland JBuilder	Technical Skills	Business applications	1	927	0.129%	671	0.166%	0.037%	28.964%
338	Borland Paradox	Technical Skills	Business applications	1	112	0.016%	40	0.010%	-0.006%	-36.369%
72	Business Continuity Planning	Technical Skills	Hardware	2	11,397	1.584%	7,107	1.760%	0.176%	11.102%
352	Cadence Opus	Technical Skills	Business applications	1	253	0.035%	168	0.042%	0.006%	18.308%
868	Calculators	Technical Skills	Hardware	1	1,504	0.209%	147	0.036%	-0.173%	-82.586%
39	CASE Tools	Technical Skills	Software development	1	35,493	4.934%	18,666	4.623%	-0.311%	-6.301%
367	Categorization or classification software	Technical Skills	Business applications	1	2,833	0.394%	1,776	0.440%	0.046%	11.692%
112	Certification	Technical Skills	Misc	3	171,140	23.790%	104,072	25.775%	1.985%	8.344%
78	Cisco	Technical Skills	Hardware	1	35,904	4.991%	22,308	5.525%	0.534%	10.699%
1009	Cisco Systems IOS	Technical Skills	Network	1	3,839	0.534%	2,689	0.666%	0.132%	24.795%
40	Client-Server	Technical Skills	Software development	1	21,369	2.970%	11,294	2.797%	-0.173%	-5.835%
1011	Cluster server software	Technical Skills	Network	8	8,704	1.210%	5,395	1.336%	0.126%	10.433%
1151	Compatibility testing	Technical Skills	Software development	1	98	0.014%	74	0.018%	0.005%	34.533%
1152	Compilers	Technical Skills	Software development	4	6,385	0.888%	3,381	0.837%	-0.050%	-5.657%
1255	Compliance software	Technical Skills	Technical applications	3	7,853	1.092%	4,898	1.213%	0.121%	11.124%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	4,970	0.691%	2,895	0.717%	0.026%	3.781%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	996	0.138%	645	0.160%	0.021%	15.378%
875	Computer diagnostics	Technical Skills	Hardware	5	31,075	4.320%	18,397	4.556%	0.237%	5.478%
1107	Computer forensics	Technical Skills	Security	1	3,295	0.458%	2,229	0.552%	0.094%	20.526%
1266	Computer Hardware	Technical Skills	Hardware	12	22,234	3.091%	12,146	3.008%	-0.083%	-2.671%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	449	0.062%	224	0.055%	-0.007%	-11.115%
1015	Computer servers	Technical Skills	Network	6	72,238	10.042%	42,860	10.615%	0.573%	5.709%
1267	Computer Utilities	Technical Skills	Misc	1	59	0.008%	39	0.010%	0.001%	17.771%
59	Content Manager	Technical Skills	Business applications	1	1,314	0.183%	466	0.115%	-0.067%	-36.815%
878	Controllers	Technical Skills	Hardware	2	4,283	0.595%	2,527	0.626%	0.030%	5.119%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	537	0.075%	173	0.043%	-0.032%	-42.602%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,911	0.544%	2,201	0.545%	0.001%	0.267%
53	Customer Relationship Management	Technical Skills	Business applications	9	50,536	7.025%	25,674	6.359%	-0.666%	-9.486%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,592	0.499%	2,176	0.539%	0.040%	7.931%
955	Data compression software	Technical Skills	Information mgmt	1	973	0.135%	527	0.131%	-0.005%	-3.501%
956	Data conversion software	Technical Skills	Information mgmt	1	4,788	0.666%	2,726	0.675%	0.010%	1.437%
958	Data dictionary	Technical Skills	Information mgmt	1	2,985	0.415%	1,726	0.427%	0.013%	3.020%
959	Data entry	Technical Skills	Information mgmt	1	5,004	0.696%	2,420	0.599%	-0.096%	-13.837%
962	Data mapping	Technical Skills	Information mgmt	1	3,977	0.553%	2,451	0.607%	0.054%	9.802%
67	Data Mining	Technical Skills	Information mgmt	4	11,287	1.569%	5,777	1.431%	-0.138%	-8.810%
963	Data modeling	Technical Skills	Information mgmt	1	24,305	3.379%	15,914	3.941%	0.563%	16.656%
68	Data Warehousing	Technical Skills	Information mgmt	2	38,164	5.305%	22,441	5.558%	0.253%	4.764%
69	Database Administration	Technical Skills	Information mgmt	12	57,165	7.946%	32,049	7.937%	-0.009%	-0.113%
969	Database design software	Technical Skills	Information mgmt	15	41,609	5.784%	23,855	5.908%	0.124%	2.145%
1268	Database Reporting	Technical Skills	Information mgmt	2	18,418	2.560%	9,544	2.364%	-0.197%	-7.676%
1269	Database Security	Technical Skills	Information mgmt	1	34	0.005%	19	0.005%	-0.000%	-0.437%
1270	Database Servers	Technical Skills	Information mgmt	3	12,012	1.670%	7,353	1.821%	0.151%	9.062%
1271	Database Testing	Technical Skills	Information mgmt	1	519	0.072%	330	0.082%	0.010%	13.285%
1160	Debugging	Technical Skills	Software development	7	33,167	4.610%	20,664	5.118%	0.507%	11.002%
418	Desktop publishing software	Technical Skills	Business applications	13	10,432	1.450%	5,350	1.325%	-0.125%	-8.629%
1272	Development Environment	Technical Skills	Software development	13	20,492	2.849%	13,060	3.235%	0.386%	13.549%
1273	Digital Imaging	Technical Skills	Hardware	1	1,169	0.163%	38	0.009%	-0.153%	-94.208%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	621	0.086%	466	0.115%	0.029%	33.696%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,726	0.379%	1,513	0.375%	-0.004%	-1.113%
1307	Doctor of Philosophy	Technical Skills	Misc	3	17,326	2.408%	12,559	3.110%	0.702%	29.146%
973	Document management software	Technical Skills	Information mgmt	4	9,853	1.370%	4,914	1.217%	-0.153%	-11.143%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,074	3.207%	13,696	3.392%	0.185%	5.754%
61	Dreamweaver	Technical Skills	Software development	1	4,140	0.575%	2,268	0.562%	-0.014%	-2.396%
54	DSS/GDSS	Technical Skills	Business applications	5	13,225	1.838%	7,705	1.908%	0.070%	3.801%
425	Dynamic modeling software	Technical Skills	Business applications	1	15	0.002%	8	0.002%	-0.000%	-4.978%
62	Eclipse	Technical Skills	Software development	1	9,665	1.344%	6,742	1.670%	0.326%	24.283%
1308	Electronic Commerce	Technical Skills	Business applications	2	20,825	2.895%	10,298	2.550%	-0.344%	-11.897%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	8,265	1.149%	4,342	1.075%	-0.074%	-6.401%
1023	Electronic mail software	Technical Skills	Network	8	14,029	1.950%	8,269	2.048%	0.098%	5.015%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	52,034	7.233%	29,037	7.191%	-0.042%	-0.577%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	57,407	7.980%	29,137	7.216%	-0.764%	-9.572%
1321	Environmental Certification	Technical Skills	Environmental	1	39	0.005%	13	0.003%	-0.002%	-40.611%
1328	Environmental Cleanup	Technical Skills	Environmental	1	21	0.003%	20	0.005%	0.002%	69.682%
1329	Environmental Energy	Technical Skills	Environmental	18	4,040	0.562%	1,756	0.435%	-0.127%	-22.560%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	1,834	0.255%	873	0.216%	-0.039%	-15.192%
1327	Environmental Pollution	Technical Skills	Environmental	15	1,973	0.274%	998	0.247%	-0.027%	-9.879%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,608	0.224%	957	0.237%	0.013%	6.035%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	209	0.029%	117	0.029%	-0.000%	-0.261%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	2,895	0.402%	1,221	0.302%	-0.100%	-24.856%
1331	Environmental Science	Technical Skills	Environmental	1	1,073	0.149%	6	0.001%	-0.148%	-99.004%
1322	Environmental Technology	Technical Skills	Environmental	2	212	0.029%	96	0.024%	-0.006%	-19.321%
461	Expert system software	Technical Skills	Business applications	1	283	0.039%	235	0.058%	0.019%	47.947%
1359	Facebook	Technical Skills	Social Networking	1	9,014	1.253%	7,310	1.810%	0.557%	44.486%
463	Facilities management software	Technical Skills	Business applications	4	5,916	0.822%	4,507	1.116%	0.294%	35.732%
468	Flight control software	Technical Skills	Business applications	1	93	0.013%	52	0.013%	-0.000%	-0.380%
469	Flowchart software	Technical Skills	Business applications	4	2,516	0.350%	1,279	0.317%	-0.033%	-9.430%
1112	Fraud Detection	Technical Skills	Security	1	4,826	0.671%	2,300	0.570%	-0.101%	-15.089%
63	FrontPage	Technical Skills	Software development	1	1,257	0.175%	453	0.112%	-0.063%	-35.792%
475	Fund accounting software	Technical Skills	Business applications	1	937	0.130%	272	0.067%	-0.063%	-48.281%
1260	Gaming	Technical Skills	Misc	2	11,595	1.612%	7,732	1.915%	0.303%	18.808%
113	Generic databases	Technical Skills	Information mgmt	2	112,342	15.616%	64,325	15.931%	0.315%	2.015%
1365	Google Apps	Technical Skills	Business applications	4	2,311	0.321%	2,047	0.507%	0.186%	57.813%
1364	Google Plus	Technical Skills	Social Networking	1	23	0.003%	23	0.006%	0.002%	78.166%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	45,387	6.309%	26,618	6.592%	0.283%	4.488%
484	Graphic software	Technical Skills	Business applications	15	52,054	7.236%	30,390	7.527%	0.291%	4.016%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	8,918	1.240%	5,717	1.416%	0.176%	14.216%
1323	Green IT	Technical Skills	Environmental	8	2,102	0.292%	684	0.169%	-0.123%	-42.024%
893	Guidance systems	Technical Skills	Hardware	1	45	0.006%	34	0.008%	0.002%	34.614%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	47	0.007%	10	0.002%	-0.004%	-62.092%
1277	Hardware Design	Technical Skills	Hardware	19	2,664	0.370%	1,647	0.408%	0.038%	10.150%
1278	Hardware Testing	Technical Skills	Hardware	4	739	0.103%	459	0.114%	0.011%	10.661%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	405	0.056%	202	0.050%	-0.006%	-11.137%
492	Helpdesk or call center	Technical Skills	Business applications	2	38,876	5.404%	20,308	5.030%	-0.374%	-6.930%
114	IBM databases	Technical Skills	Information mgmt	2	22,790	3.168%	12,225	3.028%	-0.140%	-4.428%
121	IBM operating systems	Technical Skills	Business applications	4	17,897	2.488%	9,114	2.257%	-0.231%	-9.270%
898	Image capture devices	Technical Skills	Hardware	8	3,518	0.489%	2,167	0.537%	0.048%	9.746%
524	Industrial control software	Technical Skills	Business applications	3	2,538	0.353%	1,453	0.360%	0.007%	2.000%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	8,974	1.247%	5,481	1.357%	0.110%	8.817%
899	Infrared	Technical Skills	Hardware	1	648	0.090%	548	0.136%	0.046%	50.671%
1180	Installation	Technical Skills	Software development	1	79,146	11.002%	47,746	11.825%	0.823%	7.481%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	226	0.031%	131	0.032%	0.001%	3.273%
536	Internet browser software	Technical Skills	Business applications	4	6,124	0.851%	2,511	0.622%	-0.229%	-26.947%
541	Inventory management software	Technical Skills	Business applications	3	4,773	0.663%	2,396	0.593%	-0.070%	-10.562%
73	IT Architecture/Standards	Technical Skills	Hardware	2	6,064	0.843%	3,761	0.931%	0.089%	10.502%
1357	Java ME	Technical Skills	Mobile Platforms	2	97	0.013%	81	0.020%	0.007%	48.778%
1035	Kernel	Technical Skills	Network	1	1,894	0.263%	1,227	0.304%	0.041%	15.422%
907	Lasers	Technical Skills	Hardware	1	92	0.013%	57	0.014%	0.001%	10.385%
1038	License management software	Technical Skills	Network	1	611	0.085%	325	0.080%	-0.004%	-5.231%
1361	LinkedIn	Technical Skills	Social Networking	1	2,588	0.360%	1,701	0.421%	0.062%	17.102%
908	Mainframe computers	Technical Skills	Hardware	2	25,989	3.613%	12,776	3.164%	-0.449%	-12.415%
124	Mainframe operating systems	Technical Skills	Business applications	7	11,634	1.617%	6,099	1.511%	-0.107%	-6.598%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	15,519	2.157%	8,564	2.121%	-0.036%	-1.681%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	6,030	0.838%	2,318	0.574%	-0.264%	-31.511%
1281	Medical software	Technical Skills	Business applications	8	8,408	1.169%	5,132	1.271%	0.102%	8.747%
115	Microsoft databases	Technical Skills	Information mgmt	5	108,456	15.076%	60,200	14.909%	-0.167%	-1.107%
119	Microsoft operating systems	Technical Skills	Business applications	4	159,343	22.150%	94,872	23.496%	1.347%	6.079%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	468	0.065%	429	0.106%	0.041%	63.319%
625	Multimedia	Technical Skills	Business applications	1	3,798	0.528%	2,395	0.593%	0.065%	12.350%
1362	MySpace	Technical Skills	Social Networking	1	1,847	0.257%	249	0.062%	-0.195%	-75.981%
74	Network administration	Technical Skills	Hardware	11	61,637	8.568%	38,678	9.579%	1.011%	11.801%
1282	Network Administration software	Technical Skills	Network	17	44,310	6.159%	26,994	6.685%	0.526%	8.540%
1283	Network Hardware	Technical Skills	Network	11	29,531	4.105%	18,502	4.582%	0.477%	11.626%
1284	Network Monitoring software	Technical Skills	Network	13	19,327	2.687%	12,417	3.075%	0.389%	14.466%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,047	0.146%	615	0.152%	0.007%	4.653%
1122	Network security	Technical Skills	Security	1	29,668	4.124%	18,650	4.619%	0.495%	11.999%
1285	Network Security software	Technical Skills	Security	31	63,510	8.828%	41,058	10.169%	1.340%	15.181%
1286	Network software	Technical Skills	Network	5	13,628	1.894%	8,182	2.026%	0.132%	6.967%
1287	Network Testing	Technical Skills	Network	11	9,772	1.358%	5,541	1.372%	0.014%	1.025%
1065	Novell network software	Technical Skills	Network	2	2,095	0.291%	880	0.218%	-0.073%	-25.162%
643	Oberon	Technical Skills	Business applications	1	69	0.010%	51	0.013%	0.003%	31.688%
41	Object Oriented Programming	Technical Skills	Software development	5	50,494	7.019%	29,858	7.395%	0.376%	5.353%
1288	Office Applications	Technical Skills	Business applications	13	143,951	20.010%	76,506	18.948%	-1.063%	-5.310%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	9,693	1.347%	4,899	1.213%	-0.134%	-9.952%
116	Open-source databases	Technical Skills	Information mgmt	4	17,034	2.368%	10,793	2.673%	0.305%	12.889%
118	Open-source operating systems	Technical Skills	Business applications	8	70,219	9.761%	44,510	11.024%	1.263%	12.935%
56	Operating Systems	Technical Skills	Business applications	3	80,148	11.141%	48,368	11.979%	0.838%	7.520%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	599	0.083%	220	0.054%	-0.029%	-34.563%
117	Oracle databases	Technical Skills	Information mgmt	1	137,038	19.049%	80,864	20.027%	0.978%	5.133%
1354	Palm OS	Technical Skills	Mobile Platforms	3	132	0.018%	62	0.015%	-0.003%	-16.316%
1289	Physical Tools	Technical Skills	Hardware	1	28	0.004%	6	0.001%	-0.002%	-61.822%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,104	0.570%	2,192	0.543%	-0.028%	-4.839%
931	Printers	Technical Skills	Hardware	3	8,912	1.239%	4,787	1.186%	-0.053%	-4.300%
43	Programming	Technical Skills	Software development	1	162,584	22.601%	94,745	23.465%	0.865%	3.825%
700	Provisioning	Technical Skills	Business applications	1	9,622	1.338%	6,066	1.502%	0.165%	12.321%
1258	Rate Control	Technical Skills	Technical applications	1	5	0.001%	3	0.001%	0.000%	6.900%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	10,186	1.416%	6,129	1.518%	0.102%	7.204%
1077	Remote control software	Technical Skills	Network	2	978	0.136%	465	0.115%	-0.021%	-15.289%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	497	0.069%	270	0.067%	-0.002%	-3.210%
1262	Robotics	Technical Skills	Hardware	2	1,932	0.269%	1,054	0.261%	-0.008%	-2.802%
1318	RSA	Technical Skills	Security	1	5,350	0.744%	2,393	0.593%	-0.151%	-20.308%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	3,484	0.484%	2,554	0.633%	0.148%	30.607%
44	SDLC	Technical Skills	Software development	7	85,147	11.836%	52,168	12.920%	1.084%	9.159%
1132	Secure shell (SSH)	Technical Skills	Security	1	29	0.004%	24	0.006%	0.002%	47.448%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	7,193	1.000%	4,330	1.072%	0.073%	7.251%
76	Security	Technical Skills	Hardware	4	420,651	58.474%	289,033	71.583%	13.109%	22.419%
1315	Security Clearance	Technical Skills	Misc	2	112,632	15.657%	75,214	18.628%	2.971%	18.977%
1135	Security testing software	Technical Skills	Security	1	2,394	0.333%	1,890	0.468%	0.135%	40.657%
60	Sharepoint Server	Technical Skills	Business applications	1	3,593	0.499%	2,746	0.680%	0.181%	36.166%
1084	Signal generators	Technical Skills	Network	1	143	0.020%	122	0.030%	0.010%	52.002%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	5,606	0.779%	3,371	0.835%	0.056%	7.135%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	14,141	1.966%	9,444	2.339%	0.373%	18.987%
1220	Simulation software	Technical Skills	Software development	5	12,741	1.771%	8,180	2.026%	0.255%	14.386%
1366	Social Network	Technical Skills	Social Networking	1	555	0.077%	432	0.107%	0.030%	38.680%
1358	Social Networking	Technical Skills	Social Networking	1	7,499	1.042%	6,312	1.563%	0.521%	49.964%
42	Software Development	Technical Skills	Software development	2	144,020	20.020%	88,500	21.918%	1.898%	9.483%
1291	Software Development software	Technical Skills	Software development	2	1,881	0.261%	885	0.219%	-0.042%	-16.174%
1309	Software Engineering	Technical Skills	Software development	1	61,897	8.604%	41,080	10.174%	1.570%	18.246%
1292	Software Installation	Technical Skills	Software development	4	83,117	11.554%	54,538	13.507%	1.953%	16.905%
1223	Software libraries	Technical Skills	Software development	1	123	0.017%	108	0.027%	0.010%	56.438%
1293	Software Maintenance	Technical Skills	Software development	1	3,895	0.541%	2,357	0.584%	0.042%	7.814%
1294	Software Testing	Technical Skills	Software development	14	71,079	9.881%	44,153	10.935%	1.055%	10.673%
1225	Source code management (SCM)	Technical Skills	Software development	5	17,621	2.449%	10,965	2.716%	0.266%	10.867%
1229	Static analysis software	Technical Skills	Software development	1	112	0.016%	111	0.027%	0.012%	76.575%
772	Statistical analysis software	Technical Skills	Business applications	21	56,108	7.799%	28,427	7.040%	-0.759%	-9.733%
774	Statistical software	Technical Skills	Business applications	1	32,143	4.468%	14,520	3.596%	-0.872%	-19.517%
1230	Stress testing software	Technical Skills	Software development	1	1,569	0.218%	940	0.233%	0.015%	6.741%
122	Sun operating systems	Technical Skills	Business applications	3	40,830	5.676%	24,073	5.962%	0.286%	5.045%
939	Surveillance systems	Technical Skills	Hardware	5	7,844	1.090%	4,854	1.202%	0.112%	10.252%
791	Symantec software	Technical Skills	Business applications	1	5,751	0.799%	3,702	0.917%	0.117%	14.688%
1355	Symbian	Technical Skills	Mobile Platforms	1	30	0.004%	2	0.000%	-0.004%	-88.122%
1310	System Administration	Technical Skills	Network	4	66,949	9.306%	41,213	10.207%	0.901%	9.677%
45	System Testing	Technical Skills	Software development	5	16,789	2.334%	9,812	2.430%	0.096%	4.126%
46	Systems Analysis	Technical Skills	Software development	8	93,100	12.942%	57,202	14.167%	1.225%	9.468%
47	Systems Design	Technical Skills	Software development	1	14,111	1.962%	9,640	2.387%	0.426%	21.715%
1233	Systems Evaluation	Technical Skills	Software development	1	119	0.017%	90	0.022%	0.006%	34.747%
1234	Systems integration	Technical Skills	Software development	8	65,147	9.056%	39,705	9.834%	0.778%	8.586%
75	TCP/IP	Technical Skills	Hardware	3	35,380	4.918%	21,371	5.293%	0.375%	7.620%
1235	Technology Design	Technical Skills	Software development	1	749	0.104%	305	0.076%	-0.029%	-27.449%
1236	Templates	Technical Skills	Software development	1	12,153	1.689%	6,530	1.617%	-0.072%	-4.269%
1239	Test implementation	Technical Skills	Software development	1	183	0.025%	122	0.030%	0.005%	18.777%
1302	Testing	Technical Skills	Software development	1	227,573	31.635%	135,039	33.444%	1.810%	5.721%
1297	Training software	Technical Skills	Business applications	3	1,229	0.171%	771	0.191%	0.020%	11.770%
57	Transaction Processing Systems	Technical Skills	Business applications	4	882	0.123%	500	0.124%	0.001%	1.001%
1360	Twitter	Technical Skills	Social Networking	1	10,534	1.464%	5,745	1.423%	-0.041%	-2.832%
123	UNIX operating systems	Technical Skills	Business applications	5	104,067	14.466%	62,277	15.424%	0.958%	6.620%
1298	UNIX Shells	Technical Skills	Business applications	4	20,374	2.832%	11,873	2.941%	0.108%	3.827%
48	User-Interface Design	Technical Skills	Software development	2	19,045	2.647%	12,005	2.973%	0.326%	12.307%
836	Video creation and editing software	Technical Skills	Business applications	3	1,899	0.264%	561	0.139%	-0.125%	-47.366%
64	Visual Studio	Technical Skills	Software development	1	20,395	2.835%	11,651	2.886%	0.050%	1.780%
843	Voice dictation & recognition	Technical Skills	Business applications	2	874	0.121%	487	0.121%	-0.001%	-0.725%
77	Voice/Data Telecom	Technical Skills	Hardware	9	77,391	10.758%	43,209	10.701%	-0.057%	-0.526%
1299	Web Application Server	Technical Skills	Business applications	8	36,051	5.011%	21,812	5.402%	0.391%	7.796%
1248	Web platform development software	Technical Skills	Software development	4	1,780	0.247%	1,112	0.275%	0.028%	11.304%
65	web programmer	Technical Skills	Software development	4	8,694	1.209%	5,537	1.371%	0.163%	13.470%
58	Web servers	Technical Skills	Business applications	6	51,003	7.090%	33,618	8.326%	1.236%	17.436%
49	Web-based Application Development	Technical Skills	Software development	2	31,481	4.376%	18,258	4.522%	0.146%	3.331%
1356	Windows CE	Technical Skills	Mobile Platforms	4	1,324	0.184%	833	0.206%	0.022%	12.094%
1102	Wireless	Technical Skills	Network	5	29,172	4.055%	18,561	4.597%	0.542%	13.360%
1363	YouTube	Technical Skills	Social Networking	2	336	0.047%	300	0.074%	0.028%	59.077%
79	.NET	Programming Skills	Current	1	71,436	9.930%	42,302	10.477%	0.547%	5.504%
209	A programming language (APL)	Programming Skills	Legacy	2	1,109	0.154%	712	0.176%	0.022%	14.386%
99	Ada	Programming Skills	Legacy	1	3,151	0.438%	1,196	0.296%	-0.142%	-32.375%
80	AJAX	Programming Skills	Current	1	27,555	3.830%	14,533	3.599%	-0.231%	-6.032%
192	Apple AppleScript	Programming Skills	Current	1	21	0.003%	9	0.002%	-0.001%	-23.643%
81	ASP	Programming Skills	Current	2	54,030	7.511%	28,205	6.985%	-0.525%	-6.993%
108	Assembly	Programming Skills	Legacy	2	686	0.095%	524	0.130%	0.034%	36.092%
211	AWK	Programming Skills	Legacy	1	1,249	0.174%	866	0.214%	0.041%	23.532%
212	B	Programming Skills	Legacy	1	9,434	1.311%	4,253	1.053%	-0.258%	-19.680%
83	C#	Programming Skills	Current	2	52,018	7.231%	30,537	7.563%	0.332%	4.592%
82	C/C++	Programming Skills	Current	3	72,567	10.087%	43,648	10.810%	0.723%	7.164%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	27,673	3.847%	17,161	4.250%	0.403%	10.487%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	237	0.033%	205	0.051%	0.018%	54.110%
84	CGI	Programming Skills	Current	2	3,537	0.492%	2,267	0.561%	0.070%	14.193%
217	Clipper	Programming Skills	Legacy	1	124	0.017%	100	0.025%	0.008%	43.682%
218	CLU	Programming Skills	Legacy	1	127	0.018%	19	0.005%	-0.013%	-73.345%
100	Cobol	Programming Skills	Legacy	1	9,383	1.304%	4,565	1.131%	-0.174%	-13.319%
85	ColdFusion	Programming Skills	Current	2	6,790	0.944%	3,815	0.945%	0.001%	0.103%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	277	0.039%	217	0.054%	0.015%	39.574%
195	Component object model (COM)	Programming Skills	Current	1	74	0.010%	40	0.010%	-0.000%	-3.694%
125	Database programming	Programming Skills	Current	3	14,699	2.043%	9,842	2.438%	0.394%	19.294%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	1,393	0.194%	608	0.151%	-0.043%	-22.236%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	2,069	0.288%	1,376	0.341%	0.053%	18.490%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,065	0.148%	454	0.112%	-0.036%	-24.049%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,768	0.941%	4,005	0.992%	0.051%	5.431%
109	Forth	Programming Skills	Legacy	1	2,411	0.335%	1,503	0.372%	0.037%	11.067%
102	Fortran	Programming Skills	Legacy	1	1,165	0.162%	741	0.184%	0.022%	13.323%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	123,634	17.186%	67,607	16.744%	-0.442%	-2.573%
222	J	Programming Skills	Legacy	1	2,744	0.381%	1,576	0.390%	0.009%	2.328%
87	Java/J2EE/J2P	Programming Skills	Current	4	113,953	15.840%	70,584	17.481%	1.641%	10.358%
97	JavaScript	Programming Skills	Current	3	54,271	7.544%	30,970	7.670%	0.126%	1.671%
89	JavaServer Faces	Programming Skills	Current	3	5,559	0.773%	4,205	1.041%	0.269%	34.770%
88	JavaServer Pages	Programming Skills	Current	3	21,633	3.007%	13,195	3.268%	0.261%	8.672%
223	Job control language (JCL)	Programming Skills	Legacy	2	5,040	0.701%	2,354	0.583%	-0.118%	-16.785%
126	LAMP	Programming Skills	Current	1	2,084	0.290%	1,284	0.318%	0.028%	9.772%
104	Lisp	Programming Skills	Legacy	1	83	0.012%	65	0.016%	0.005%	39.527%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	286	0.040%	182	0.045%	0.005%	13.378%
201	Microsoft ActiveX	Programming Skills	Current	1	1,181	0.164%	427	0.106%	-0.058%	-35.583%
107	Pascal	Programming Skills	Legacy	1	492	0.068%	109	0.027%	-0.041%	-60.528%
90	Perl	Programming Skills	Current	1	32,971	4.583%	19,088	4.727%	0.144%	3.146%
91	PHP	Programming Skills	Current	1	13,787	1.917%	8,277	2.050%	0.133%	6.962%
103	PL/1	Programming Skills	Legacy	2	95	0.013%	48	0.012%	-0.001%	-9.979%
105	Prolog	Programming Skills	Legacy	1	161	0.022%	65	0.016%	-0.006%	-28.070%
95	Python	Programming Skills	Current	1	9,297	1.292%	6,826	1.691%	0.398%	30.812%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,241	0.868%	4,693	1.162%	0.295%	33.974%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	174	0.024%	83	0.021%	-0.004%	-15.013%
206	Scripting languages	Programming Skills	Current	1	7,511	1.044%	4,673	1.157%	0.113%	10.847%
101	Smalltalk	Programming Skills	Legacy	1	224	0.031%	101	0.025%	-0.006%	-19.666%
92	SQL	Programming Skills	Current	3	208,471	28.979%	119,337	29.556%	0.576%	1.989%
110	TCL	Programming Skills	Legacy	1	1,723	0.240%	866	0.214%	-0.025%	-10.452%
98	Unified Modeling Language	Programming Skills	Current	2	19,648	2.731%	11,998	2.971%	0.240%	8.797%
93	Visual Basic	Programming Skills	Current	6	62,778	8.727%	31,969	7.918%	-0.809%	-9.271%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,649	0.646%	3,050	0.755%	0.109%	16.887%
94	XML	Programming Skills	Current	2	73,338	10.195%	43,892	10.871%	0.676%	6.630%
1342	Computer Science	Majors	Computer Science	2	483,009	67.142%	300,088	74.321%	7.179%	10.692%
1344	Information Technology	Majors	Information Technology	3	290,056	40.320%	189,583	46.953%	6.633%	16.451%
1343	Management Information Systems	Majors	Management Information Systems	9	719,382	100.000%	403,771	100.000%	0.000%	0.000%

cs Degrees

Computer Science	2012-04-15	Jobs Found:	1,819,165	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	4,383	0.241%	1,453	0.264%	0.023%	9.626%
2	Attention to Details	Soft Skills	Problem-solving skills	1	6,564	0.361%	2,266	0.412%	0.051%	14.159%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	8,579	0.472%	2,738	0.498%	0.026%	5.539%
231	Cooperation	Soft Skills	Interpersonal skills	1	13,687	0.752%	4,692	0.853%	0.101%	13.362%
3	Creativity	Soft Skills	Problem-solving skills	3	54,079	2.973%	16,507	3.001%	0.028%	0.939%
4	Critical thinking	Soft Skills	Problem-solving skills	3	17,424	0.958%	5,904	1.073%	0.115%	12.051%
1300	Flexibility	Soft Skills	Work ethic	1	52,239	2.872%	16,617	3.021%	0.149%	5.190%
232	Independence	Soft Skills	Interpersonal skills	1	7,882	0.433%	3,020	0.549%	0.116%	26.703%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	211,853	11.646%	63,450	11.534%	-0.112%	-0.959%
256	Innovation	Soft Skills	Problem-solving skills	1	111,355	6.121%	41,883	7.613%	1.492%	24.379%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	145,328	7.989%	44,061	8.009%	0.021%	0.259%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	967	0.053%	217	0.039%	-0.014%	-25.792%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	105,991	5.826%	36,190	6.579%	0.752%	12.911%
10	Leadership	Soft Skills	Interpersonal skills	1	345,882	19.013%	107,817	19.599%	0.586%	3.081%
258	Learning	Soft Skills	Problem-solving skills	1	104,100	5.722%	31,708	5.764%	0.041%	0.725%
1	Learning Ability	Soft Skills	Problem-solving skills	3	29,795	1.638%	10,340	1.880%	0.242%	14.761%
236	Listening	Soft Skills	Language skills	1	23,119	1.271%	7,139	1.298%	0.027%	2.114%
260	Mathematics	Soft Skills	Problem-solving skills	3	122,216	6.718%	30,113	5.474%	-1.244%	-18.521%
18	Negotiation Skills	Soft Skills	Language skills	1	14,363	0.790%	5,626	1.023%	0.233%	29.531%
262	Optimization	Soft Skills	Problem-solving skills	1	88,241	4.851%	29,863	5.428%	0.578%	11.913%
19	Oral Communications	Soft Skills	Language skills	2	28,690	1.577%	9,011	1.638%	0.061%	3.863%
273	Persistence	Soft Skills	Work ethic	1	6,987	0.384%	2,506	0.456%	0.071%	18.606%
239	Persuasion	Soft Skills	Language skills	1	2,486	0.137%	766	0.139%	0.003%	1.893%
1301	Physical Skill	Soft Skills	Work ethic	2	1,436	0.079%	461	0.084%	0.005%	6.161%
240	Presentations	Soft Skills	Language skills	1	81,904	4.502%	24,448	4.444%	-0.058%	-1.291%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	332,532	18.279%	116,108	21.106%	2.827%	15.464%
20	Questioning skills	Soft Skills	Language skills	1	393	0.022%	174	0.032%	0.010%	46.411%
241	Reading Comprehension	Soft Skills	Language skills	1	287	0.016%	140	0.025%	0.010%	61.311%
6	Research skills	Soft Skills	Problem-solving skills	1	2,930	0.161%	772	0.140%	-0.021%	-12.870%
15	Responsibility	Soft Skills	Work ethic	2	169,753	9.331%	53,164	9.664%	0.333%	3.566%
234	Self Control	Soft Skills	Interpersonal skills	1	135	0.007%	52	0.009%	0.002%	27.376%
16	Self-management	Soft Skills	Work ethic	1	1,750	0.096%	539	0.098%	0.002%	1.852%
250	Stress Tolerance	Soft Skills	Physical skills	1	198	0.011%	131	0.024%	0.013%	118.788%
12	Teamwork	Soft Skills	Interpersonal skills	1	72,779	4.001%	23,636	4.297%	0.296%	7.395%
17	Time Management	Soft Skills	Work ethic	2	57,836	3.179%	20,162	3.665%	0.486%	15.280%
268	Visualization	Soft Skills	Problem-solving skills	1	16,200	0.891%	3,989	0.725%	-0.165%	-18.573%
7	Working under pressure	Soft Skills	Problem-solving skills	1	698	0.038%	328	0.060%	0.021%	55.395%
21	Written Communications	Soft Skills	Language skills	3	271,086	14.902%	82,048	14.915%	0.013%	0.087%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	38,123	2.096%	14,503	2.636%	0.541%	25.802%
172	Account management	Business Skills	Management skills	1	16,985	0.934%	5,144	0.935%	0.001%	0.151%
22	Accounting	Business Skills	Business processes	4	119,819	6.586%	31,398	5.708%	-0.879%	-13.345%
1263	Accounting software	Business Skills	Business processes	7	12,664	0.696%	2,583	0.470%	-0.227%	-32.552%
174	Administration	Business Skills	Management skills	3	384,101	21.114%	123,053	22.369%	1.254%	5.941%
1313	Analyst	Business Skills	Project management	1	276,549	15.202%	86,266	15.681%	0.479%	3.154%
175	Application management	Business Skills	Management skills	5	128,771	7.079%	43,710	7.946%	0.867%	12.249%
150	Asset management	Business Skills	Business processes	1	21,439	1.179%	7,242	1.316%	0.138%	11.705%
151	Auditing	Business Skills	Business processes	4	74,219	4.080%	23,022	4.185%	0.105%	2.576%
1264	Auditing software	Business Skills	Business processes	1	86	0.005%	20	0.004%	-0.001%	-23.096%
152	Billing	Business Skills	Business processes	1	29,207	1.606%	8,553	1.555%	-0.051%	-3.161%
1314	Business Analyst	Business Skills	Project management	1	95,276	5.237%	43,347	7.880%	2.642%	50.450%
35	Business Intelligence	Business Skills	Strategy skills	1	74,506	4.096%	25,705	4.673%	0.577%	14.089%
155	Business performance management (BPM)	Business Skills	Business processes	2	10,092	0.555%	3,859	0.701%	0.147%	26.449%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	26,474	1.455%	6,252	1.136%	-0.319%	-21.906%
36	Business Strategy	Business Skills	Strategy skills	3	295,166	16.225%	95,964	17.444%	1.219%	7.513%
182	Calendar and scheduling	Business Skills	Project management	3	73,159	4.022%	20,147	3.662%	-0.359%	-8.933%
156	Capacity planning	Business Skills	Business processes	1	41,105	2.260%	14,415	2.620%	0.361%	15.968%
28	Change Management	Business Skills	Management skills	1	61,560	3.384%	22,916	4.166%	0.782%	23.100%
24	Contracting and legal	Business Skills	Business processes	2	69,538	3.823%	18,443	3.353%	-0.470%	-12.294%
176	Coordination	Business Skills	Management skills	1	76,386	4.199%	24,095	4.380%	0.181%	4.311%
157	Cost accounting	Business Skills	Business processes	1	1,362	0.075%	341	0.062%	-0.013%	-17.207%
158	Cost estimation	Business Skills	Business processes	1	1,637	0.090%	435	0.079%	-0.011%	-12.126%
1312	Customer Support	Business Skills	Business processes	6	348,664	19.166%	121,545	22.094%	2.928%	15.278%
1339	Education	Business Skills	Industry Segment	1	14,483	0.796%	4,223	0.768%	-0.028%	-3.577%
1333	Energy	Business Skills	Industry Segment	1	85,720	4.712%	25,108	4.564%	-0.148%	-3.139%
1340	Entertainment	Business Skills	Industry Segment	1	38,173	2.098%	9,559	1.738%	-0.361%	-17.192%
1319	Environmental	Business Skills	Environmental	13	32,789	1.802%	9,563	1.738%	-0.064%	-3.554%
1320	Environmental Strategy	Business Skills	Environmental	5	5,829	0.320%	2,462	0.448%	0.127%	39.673%
161	Financial	Business Skills	Business processes	2	334,951	18.412%	103,810	18.871%	0.458%	2.489%
1275	Financial Analysis software	Business Skills	Business processes	6	1,433	0.079%	352	0.064%	-0.015%	-18.770%
1332	Health Care	Business Skills	Industry Segment	2	193,477	10.635%	53,463	9.718%	-0.917%	-8.622%
177	Human resources	Business Skills	Management skills	2	66,700	3.667%	18,742	3.407%	-0.260%	-7.080%
1336	Insurance	Business Skills	Industry Segment	1	9,879	0.543%	3,290	0.598%	0.055%	10.129%
1316	Managing/Supervision	Business Skills	Management skills	5	679,913	37.375%	184,260	33.495%	-3.880%	-10.382%
1334	Manufacturing	Business Skills	Industry Segment	2	112,026	6.158%	26,743	4.861%	-1.297%	-21.058%
26	Marketing	Business Skills	Business processes	1	162,608	8.939%	47,495	8.634%	-0.305%	-3.412%
185	Monitoring	Business Skills	Project management	1	194,151	10.673%	65,136	11.840%	1.168%	10.943%
179	Negotiation	Business Skills	Management skills	1	52,432	2.882%	18,132	3.296%	0.414%	14.358%
163	Operation and Control	Business Skills	Business processes	2	974	0.054%	205	0.037%	-0.016%	-30.399%
29	Outsourcing Management	Business Skills	Management skills	3	44,097	2.424%	12,858	2.337%	-0.087%	-3.577%
167	Procurement	Business Skills	Business processes	1	27,646	1.520%	8,196	1.490%	-0.030%	-1.964%
1290	Project Management software	Business Skills	Project management	2	45,564	2.505%	14,436	2.624%	0.120%	4.771%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	309,188	16.996%	100,339	18.240%	1.243%	7.316%
168	Quality	Business Skills	Business processes	1	493,822	27.146%	161,600	29.376%	2.230%	8.215%
1337	Real Estate	Business Skills	Industry Segment	2	9,800	0.539%	2,680	0.487%	-0.052%	-9.567%
1335	Retail	Business Skills	Industry Segment	2	285,060	15.670%	93,349	16.969%	1.299%	8.291%
34	Risk Management	Business Skills	Project management	1	43,936	2.415%	12,763	2.320%	-0.095%	-3.938%
169	Service Orientation	Business Skills	Business processes	1	11,759	0.646%	4,466	0.812%	0.165%	25.593%
27	Supply Chain Management	Business Skills	Business processes	3	49,397	2.715%	14,706	2.673%	-0.042%	-1.551%
1295	Supply Chain Management software	Business Skills	Business processes	4	3,900	0.214%	1,028	0.187%	-0.028%	-12.834%
178	Teaching	Business Skills	Management skills	7	44,178	2.428%	12,605	2.291%	-0.137%	-5.647%
190	Timekeeping	Business Skills	Project management	3	21,263	1.169%	6,042	1.098%	-0.071%	-6.033%
1296	Timekeeping software	Business Skills	Project management	1	1,999	0.110%	699	0.127%	0.017%	15.633%
171	Total quality management (TQM)	Business Skills	Business processes	2	2,579	0.142%	545	0.099%	-0.043%	-30.118%
180	Troubleshooting	Business Skills	Management skills	1	236,797	13.017%	80,956	14.716%	1.699%	13.055%
181	Verification	Business Skills	Management skills	1	57,065	3.137%	14,580	2.650%	-0.487%	-15.510%
1338	Waste Management	Business Skills	Industry Segment	1	1,555	0.085%	444	0.081%	-0.005%	-5.579%
191	Workflow	Business Skills	Project management	1	76,371	4.198%	25,469	4.630%	0.432%	10.281%
31	Working Globally	Business Skills	Management skills	3	15,551	0.855%	3,516	0.639%	-0.216%	-25.233%
32	Working with Virtual Teams	Business Skills	Management skills	2	2,823	0.155%	1,016	0.185%	0.030%	19.015%
51	4GL	Technical Skills	Software development	3	3,782	0.208%	928	0.169%	-0.039%	-18.858%
987	Access servers & software	Technical Skills	Network	10	52,939	2.910%	18,143	3.298%	0.388%	13.332%
38	Agile Development Methods	Technical Skills	Software development	3	42,246	2.322%	18,181	3.305%	0.983%	42.315%
304	Algorithmic software	Technical Skills	Business applications	1	98	0.005%	15	0.003%	-0.003%	-49.385%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	2,783	0.153%	618	0.112%	-0.041%	-26.567%
1352	Android	Technical Skills	Mobile Platforms	1	14,616	0.803%	11,327	2.059%	1.256%	156.274%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	16,245	0.893%	10,575	1.922%	1.029%	115.268%
120	Apple operating systems	Technical Skills	Business applications	6	41,280	2.269%	14,825	2.695%	0.426%	18.761%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	4,584	0.252%	879	0.160%	-0.092%	-36.589%
1145	Automatic test program generation (ATPG)	Technical Skills	Software development	1	109	0.006%	8	0.001%	-0.005%	-75.729%
1265	Backup & Recovery	Technical Skills	Technical applications	16	147,544	8.111%	47,554	8.644%	0.534%	6.582%
1353	Blackberry	Technical Skills	Mobile Platforms	2	16,340	0.898%	7,051	1.282%	0.384%	42.698%
336	Borland Delphi	Technical Skills	Business applications	1	3,588	0.197%	841	0.153%	-0.044%	-22.489%
337	Borland JBuilder	Technical Skills	Business applications	1	3,443	0.189%	461	0.084%	-0.105%	-55.723%
338	Borland Paradox	Technical Skills	Business applications	1	204	0.011%	65	0.012%	0.001%	5.366%
72	Business Continuity Planning	Technical Skills	Hardware	2	19,776	1.087%	6,234	1.133%	0.046%	4.243%
352	Cadence Opus	Technical Skills	Business applications	1	849	0.047%	389	0.071%	0.024%	51.516%
868	Calculators	Technical Skills	Hardware	1	1,363	0.075%	116	0.021%	-0.054%	-71.856%
39	CASE Tools	Technical Skills	Software development	1	72,690	3.996%	22,556	4.100%	0.104%	2.614%
367	Categorization or classification software	Technical Skills	Business applications	1	8,797	0.484%	2,751	0.500%	0.017%	3.413%
112	Certification	Technical Skills	Misc	3	295,822	16.261%	95,312	17.326%	1.064%	6.545%
78	Cisco	Technical Skills	Hardware	1	85,213	4.684%	27,196	4.944%	0.260%	5.540%
1009	Cisco Systems IOS	Technical Skills	Network	1	14,265	0.784%	7,663	1.393%	0.609%	77.642%
40	Client-Server	Technical Skills	Software development	1	44,360	2.438%	13,613	2.475%	0.036%	1.480%
1011	Cluster server software	Technical Skills	Network	8	30,900	1.699%	10,943	1.989%	0.291%	17.110%
1151	Compatibility testing	Technical Skills	Software development	1	668	0.037%	211	0.038%	0.002%	4.454%
1152	Compilers	Technical Skills	Software development	4	21,909	1.204%	5,841	1.062%	-0.143%	-11.838%
1255	Compliance software	Technical Skills	Technical applications	3	7,139	0.392%	2,588	0.470%	0.078%	19.879%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	16,804	0.924%	3,064	0.557%	-0.367%	-39.703%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	2,981	0.164%	600	0.109%	-0.055%	-33.441%
875	Computer diagnostics	Technical Skills	Hardware	5	79,697	4.381%	24,028	4.368%	-0.013%	-0.300%
1107	Computer forensics	Technical Skills	Security	1	5,561	0.306%	1,184	0.215%	-0.090%	-29.593%
1266	Computer Hardware	Technical Skills	Hardware	12	41,917	2.304%	11,880	2.160%	-0.145%	-6.277%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	1,533	0.084%	382	0.069%	-0.015%	-17.598%
1015	Computer servers	Technical Skills	Network	6	190,723	10.484%	62,686	11.395%	0.911%	8.689%
1267	Computer Utilities	Technical Skills	Misc	1	1,234	0.068%	228	0.041%	-0.026%	-38.901%
59	Content Manager	Technical Skills	Business applications	1	1,539	0.085%	603	0.110%	0.025%	29.568%
878	Controllers	Technical Skills	Hardware	2	10,858	0.597%	2,994	0.544%	-0.053%	-8.816%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	1,639	0.090%	441	0.080%	-0.010%	-11.023%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	8,533	0.469%	2,210	0.402%	-0.067%	-14.354%
53	Customer Relationship Management	Technical Skills	Business applications	9	90,082	4.952%	30,184	5.487%	0.535%	10.804%
953	Data acquisition systems	Technical Skills	Information mgmt	1	10,129	0.557%	2,393	0.435%	-0.122%	-21.874%
955	Data compression software	Technical Skills	Information mgmt	1	7,648	0.420%	2,505	0.455%	0.035%	8.312%
956	Data conversion software	Technical Skills	Information mgmt	1	7,964	0.438%	2,801	0.509%	0.071%	16.305%
958	Data dictionary	Technical Skills	Information mgmt	1	5,540	0.305%	2,151	0.391%	0.086%	28.395%
959	Data entry	Technical Skills	Information mgmt	1	8,560	0.471%	2,017	0.367%	-0.104%	-22.080%
962	Data mapping	Technical Skills	Information mgmt	1	8,413	0.462%	3,399	0.618%	0.155%	33.604%
67	Data Mining	Technical Skills	Information mgmt	4	32,661	1.795%	10,071	1.831%	0.035%	1.967%
963	Data modeling	Technical Skills	Information mgmt	1	61,604	3.386%	21,786	3.960%	0.574%	16.946%
68	Data Warehousing	Technical Skills	Information mgmt	2	91,352	5.022%	32,433	5.896%	0.874%	17.405%
69	Database Administration	Technical Skills	Information mgmt	12	121,985	6.706%	39,305	7.145%	0.439%	6.551%
969	Database design software	Technical Skills	Information mgmt	15	109,537	6.021%	34,943	6.352%	0.331%	5.491%
1268	Database Reporting	Technical Skills	Information mgmt	2	33,689	1.852%	10,456	1.901%	0.049%	2.635%
1269	Database Security	Technical Skills	Information mgmt	1	211	0.012%	95	0.017%	0.006%	48.888%
1270	Database Servers	Technical Skills	Information mgmt	3	30,277	1.664%	9,109	1.656%	-0.009%	-0.511%
1271	Database Testing	Technical Skills	Information mgmt	1	1,512	0.083%	533	0.097%	0.014%	16.572%
1160	Debugging	Technical Skills	Software development	7	136,440	7.500%	43,513	7.910%	0.410%	5.462%
418	Desktop publishing software	Technical Skills	Business applications	13	26,880	1.478%	6,061	1.102%	-0.376%	-25.435%
1272	Development Environment	Technical Skills	Software development	13	91,096	5.008%	28,822	5.239%	0.232%	4.627%
1273	Digital Imaging	Technical Skills	Hardware	1	743	0.041%	153	0.028%	-0.013%	-31.904%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	7,354	0.404%	1,212	0.220%	-0.184%	-45.500%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	6,337	0.348%	1,781	0.324%	-0.025%	-7.061%
1307	Doctor of Philosophy	Technical Skills	Misc	3	89,573	4.924%	33,303	6.054%	1.130%	22.949%
973	Document management software	Technical Skills	Information mgmt	4	15,778	0.867%	5,116	0.930%	0.063%	7.225%
1020	Domain name system (DNS)	Technical Skills	Network	3	61,214	3.365%	20,828	3.786%	0.421%	12.516%
61	Dreamweaver	Technical Skills	Software development	1	11,618	0.639%	3,246	0.590%	-0.049%	-7.608%
54	DSS/GDSS	Technical Skills	Business applications	5	22,979	1.263%	7,161	1.302%	0.039%	3.053%
425	Dynamic modeling software	Technical Skills	Business applications	1	70	0.004%	5	0.001%	-0.003%	-76.379%
62	Eclipse	Technical Skills	Software development	1	39,520	2.172%	13,663	2.484%	0.311%	14.327%
1308	Electronic Commerce	Technical Skills	Business applications	2	81,828	4.498%	32,006	5.818%	1.320%	29.344%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	15,827	0.870%	5,346	0.972%	0.102%	11.699%
1023	Electronic mail software	Technical Skills	Network	8	29,253	1.608%	8,915	1.621%	0.013%	0.779%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	87,776	4.825%	26,876	4.886%	0.060%	1.253%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	89,081	4.897%	26,692	4.852%	-0.045%	-0.914%
1321	Environmental Certification	Technical Skills	Environmental	1	98	0.005%	19	0.003%	-0.002%	-35.887%
1328	Environmental Cleanup	Technical Skills	Environmental	1	34	0.002%	14	0.003%	0.001%	36.165%
1329	Environmental Energy	Technical Skills	Environmental	18	4,513	0.248%	1,386	0.252%	0.004%	1.558%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	4,610	0.253%	1,040	0.189%	-0.064%	-25.398%
1327	Environmental Pollution	Technical Skills	Environmental	15	3,709	0.204%	1,086	0.197%	-0.006%	-3.174%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	2,603	0.143%	357	0.065%	-0.078%	-54.646%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	940	0.052%	122	0.022%	-0.029%	-57.081%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	3,281	0.180%	832	0.151%	-0.029%	-16.144%
1331	Environmental Science	Technical Skills	Environmental	1	51	0.003%	1	0.000%	-0.003%	-93.516%
1322	Environmental Technology	Technical Skills	Environmental	2	307	0.017%	33	0.006%	-0.011%	-64.454%
461	Expert system software	Technical Skills	Business applications	1	719	0.040%	155	0.028%	-0.011%	-28.711%
1359	Facebook	Technical Skills	Social Networking	1	29,871	1.642%	25,559	4.646%	3.004%	182.951%
463	Facilities management software	Technical Skills	Business applications	4	3,239	0.178%	1,078	0.196%	0.018%	10.059%
468	Flight control software	Technical Skills	Business applications	1	786	0.043%	58	0.011%	-0.033%	-75.598%
469	Flowchart software	Technical Skills	Business applications	4	4,835	0.266%	1,806	0.328%	0.063%	23.521%
1112	Fraud Detection	Technical Skills	Security	1	7,944	0.437%	2,709	0.492%	0.056%	12.768%
63	FrontPage	Technical Skills	Software development	1	2,277	0.125%	348	0.063%	-0.062%	-49.460%
475	Fund accounting software	Technical Skills	Business applications	1	410	0.023%	164	0.030%	0.007%	32.275%
1260	Gaming	Technical Skills	Misc	2	37,193	2.045%	11,707	2.128%	0.084%	4.088%
113	Generic databases	Technical Skills	Information mgmt	2	290,458	15.967%	95,045	17.277%	1.311%	8.209%
1365	Google Apps	Technical Skills	Business applications	4	7,446	0.409%	4,552	0.827%	0.418%	102.161%
1364	Google Plus	Technical Skills	Social Networking	1	279	0.015%	279	0.051%	0.035%	230.688%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	93,483	5.139%	28,121	5.112%	-0.027%	-0.525%
484	Graphic software	Technical Skills	Business applications	15	137,694	7.569%	41,123	7.475%	-0.094%	-1.239%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	45,497	2.501%	11,903	2.164%	-0.337%	-13.485%
1323	Green IT	Technical Skills	Environmental	8	4,342	0.239%	1,469	0.267%	0.028%	11.879%
893	Guidance systems	Technical Skills	Hardware	1	125	0.007%	48	0.009%	0.002%	26.984%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	706	0.039%	122	0.022%	-0.017%	-42.856%
1277	Hardware Design	Technical Skills	Hardware	19	16,478	0.906%	3,766	0.685%	-0.221%	-24.422%
1278	Hardware Testing	Technical Skills	Hardware	4	6,473	0.356%	1,221	0.222%	-0.134%	-37.623%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	623	0.034%	271	0.049%	0.015%	43.846%
492	Helpdesk or call center	Technical Skills	Business applications	2	69,139	3.801%	20,445	3.716%	-0.084%	-2.213%
114	IBM databases	Technical Skills	Information mgmt	2	53,722	2.953%	17,712	3.220%	0.267%	9.027%
121	IBM operating systems	Technical Skills	Business applications	4	42,993	2.363%	12,663	2.302%	-0.061%	-2.601%
898	Image capture devices	Technical Skills	Hardware	8	8,498	0.467%	1,926	0.350%	-0.117%	-25.052%
524	Industrial control software	Technical Skills	Business applications	3	7,919	0.435%	1,446	0.263%	-0.172%	-39.617%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	28,197	1.550%	10,544	1.917%	0.367%	23.657%
899	Infrared	Technical Skills	Hardware	1	1,911	0.105%	180	0.033%	-0.072%	-68.852%
1180	Installation	Technical Skills	Software development	1	164,487	9.042%	50,007	9.090%	0.048%	0.535%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	958	0.053%	143	0.026%	-0.027%	-50.639%
536	Internet browser software	Technical Skills	Business applications	4	11,775	0.647%	3,219	0.585%	-0.062%	-9.598%
541	Inventory management software	Technical Skills	Business applications	3	8,220	0.452%	2,187	0.398%	-0.054%	-12.018%
73	IT Architecture/Standards	Technical Skills	Hardware	2	12,427	0.683%	3,867	0.703%	0.020%	2.902%
1357	Java ME	Technical Skills	Mobile Platforms	2	902	0.050%	227	0.041%	-0.008%	-16.778%
1035	Kernel	Technical Skills	Network	1	25,287	1.390%	7,778	1.414%	0.024%	1.716%
907	Lasers	Technical Skills	Hardware	1	572	0.031%	43	0.008%	-0.024%	-75.141%
1038	License management software	Technical Skills	Network	1	1,123	0.062%	397	0.072%	0.010%	16.904%
1361	LinkedIn	Technical Skills	Social Networking	1	11,668	0.641%	5,707	1.037%	0.396%	61.744%
908	Mainframe computers	Technical Skills	Hardware	2	46,163	2.538%	13,565	2.466%	-0.072%	-2.827%
124	Mainframe operating systems	Technical Skills	Business applications	7	28,599	1.572%	7,174	1.304%	-0.268%	-17.048%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	45,571	2.505%	14,024	2.549%	0.044%	1.766%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	8,784	0.483%	2,379	0.432%	-0.050%	-10.439%
1281	Medical software	Technical Skills	Business applications	8	9,445	0.519%	2,564	0.466%	-0.053%	-10.229%
115	Microsoft databases	Technical Skills	Information mgmt	5	280,653	15.428%	96,190	17.485%	2.058%	13.339%
119	Microsoft operating systems	Technical Skills	Business applications	4	428,232	23.540%	122,616	22.289%	-1.251%	-5.314%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	7,439	0.409%	4,141	0.753%	0.344%	84.081%
625	Multimedia	Technical Skills	Business applications	1	20,284	1.115%	4,961	0.902%	-0.213%	-19.121%
1362	MySpace	Technical Skills	Social Networking	1	3,450	0.190%	715	0.130%	-0.060%	-31.466%
74	Network administration	Technical Skills	Hardware	11	139,139	7.649%	39,686	7.214%	-0.434%	-5.679%
1282	Network Administration software	Technical Skills	Network	17	90,505	4.975%	30,440	5.533%	0.558%	11.222%
1283	Network Hardware	Technical Skills	Network	11	75,023	4.124%	22,453	4.082%	-0.043%	-1.031%
1284	Network Monitoring software	Technical Skills	Network	13	46,738	2.569%	15,812	2.874%	0.305%	11.875%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,682	0.092%	637	0.116%	0.023%	25.237%
1122	Network security	Technical Skills	Security	1	55,670	3.060%	18,215	3.311%	0.251%	8.200%
1285	Network Security software	Technical Skills	Security	31	122,445	6.731%	37,866	6.883%	0.152%	2.265%
1286	Network software	Technical Skills	Network	5	34,377	1.890%	10,877	1.977%	0.088%	4.631%
1287	Network Testing	Technical Skills	Network	11	29,213	1.606%	9,117	1.657%	0.051%	3.203%
1065	Novell network software	Technical Skills	Network	2	3,859	0.212%	795	0.145%	-0.068%	-31.874%
643	Oberon	Technical Skills	Business applications	1	96	0.005%	11	0.002%	-0.003%	-62.109%
41	Object Oriented Programming	Technical Skills	Software development	5	258,463	14.208%	82,939	15.077%	0.869%	6.115%
1288	Office Applications	Technical Skills	Business applications	13	236,842	13.019%	69,658	12.662%	-0.357%	-2.741%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	25,314	1.392%	8,623	1.567%	0.176%	12.646%
116	Open-source databases	Technical Skills	Information mgmt	4	100,378	5.518%	40,051	7.280%	1.763%	31.945%
118	Open-source operating systems	Technical Skills	Business applications	8	325,028	17.867%	105,564	19.189%	1.323%	7.402%
56	Operating Systems	Technical Skills	Business applications	3	188,879	10.383%	56,533	10.277%	-0.106%	-1.023%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	1,007	0.055%	313	0.057%	0.002%	2.786%
117	Oracle databases	Technical Skills	Information mgmt	1	340,649	18.726%	110,326	20.055%	1.329%	7.100%
1354	Palm OS	Technical Skills	Mobile Platforms	3	2,457	0.135%	863	0.157%	0.022%	16.151%
1289	Physical Tools	Technical Skills	Hardware	1	116	0.006%	9	0.002%	-0.005%	-74.343%
683	Point of sale (POS)	Technical Skills	Business applications	3	9,715	0.534%	3,496	0.636%	0.101%	19.000%
931	Printers	Technical Skills	Hardware	3	15,485	0.851%	4,910	0.893%	0.041%	4.855%
43	Programming	Technical Skills	Software development	1	545,749	30.000%	164,754	29.949%	-0.051%	-0.170%
700	Provisioning	Technical Skills	Business applications	1	21,730	1.195%	8,188	1.488%	0.294%	24.605%
1258	Rate Control	Technical Skills	Technical applications	1	168	0.009%	52	0.009%	0.000%	2.356%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	31,647	1.740%	8,306	1.510%	-0.230%	-13.208%
1077	Remote control software	Technical Skills	Network	2	1,771	0.097%	668	0.121%	0.024%	24.731%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	1,269	0.070%	332	0.060%	-0.009%	-13.484%
1262	Robotics	Technical Skills	Hardware	2	7,244	0.398%	1,841	0.335%	-0.064%	-15.959%
1318	RSA	Technical Skills	Security	1	9,526	0.524%	3,438	0.625%	0.101%	19.347%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	36,394	2.001%	15,967	2.902%	0.902%	45.081%
44	SDLC	Technical Skills	Software development	7	228,567	12.564%	80,777	14.684%	2.119%	16.867%
1132	Secure shell (SSH)	Technical Skills	Security	1	174	0.010%	47	0.009%	-0.001%	-10.676%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	24,152	1.328%	8,798	1.599%	0.272%	20.462%
76	Security	Technical Skills	Hardware	4	992,821	54.576%	486,150	88.372%	33.797%	61.926%
1315	Security Clearance	Technical Skills	Misc	2	173,408	9.532%	33,315	6.056%	-3.476%	-36.469%
1135	Security testing software	Technical Skills	Security	1	4,525	0.249%	1,409	0.256%	0.007%	2.970%
60	Sharepoint Server	Technical Skills	Business applications	1	7,566	0.416%	2,852	0.518%	0.103%	24.653%
1084	Signal generators	Technical Skills	Network	1	379	0.021%	77	0.014%	-0.007%	-32.815%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	20,089	1.104%	5,884	1.070%	-0.035%	-3.143%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	67,082	3.688%	25,461	4.628%	0.941%	25.513%
1220	Simulation software	Technical Skills	Software development	5	36,027	1.980%	6,721	1.222%	-0.759%	-38.309%
1366	Social Network	Technical Skills	Social Networking	1	5,192	0.285%	2,164	0.393%	0.108%	37.829%
1358	Social Networking	Technical Skills	Social Networking	1	14,948	0.822%	5,872	1.067%	0.246%	29.903%
42	Software Development	Technical Skills	Software development	2	511,731	28.130%	141,484	25.719%	-2.411%	-8.571%
1291	Software Development software	Technical Skills	Software development	2	4,491	0.247%	985	0.179%	-0.068%	-27.471%
1309	Software Engineering	Technical Skills	Software development	1	299,076	16.440%	84,372	15.337%	-1.103%	-6.710%
1292	Software Installation	Technical Skills	Software development	4	201,870	11.097%	69,695	12.669%	1.572%	14.169%
1223	Software libraries	Technical Skills	Software development	1	595	0.033%	180	0.033%	0.000%	0.040%
1293	Software Maintenance	Technical Skills	Software development	1	14,992	0.824%	4,845	0.881%	0.057%	6.869%
1294	Software Testing	Technical Skills	Software development	14	209,958	11.541%	65,227	11.857%	0.316%	2.734%
1225	Source code management (SCM)	Technical Skills	Software development	5	72,255	3.972%	24,057	4.373%	0.401%	10.101%
1229	Static analysis software	Technical Skills	Software development	1	1,352	0.074%	764	0.139%	0.065%	86.868%
772	Statistical analysis software	Technical Skills	Business applications	21	131,512	7.229%	36,708	6.673%	-0.556%	-7.698%
774	Statistical software	Technical Skills	Business applications	1	65,065	3.577%	17,377	3.159%	-0.418%	-11.683%
1230	Stress testing software	Technical Skills	Software development	1	5,195	0.286%	1,584	0.288%	0.002%	0.829%
122	Sun operating systems	Technical Skills	Business applications	3	104,950	5.769%	26,589	4.833%	-0.936%	-16.221%
939	Surveillance systems	Technical Skills	Hardware	5	18,256	1.004%	3,456	0.628%	-0.375%	-37.398%
791	Symantec software	Technical Skills	Business applications	1	13,439	0.739%	5,234	0.951%	0.213%	28.791%
1355	Symbian	Technical Skills	Mobile Platforms	1	95	0.005%	36	0.007%	0.001%	25.313%
1310	System Administration	Technical Skills	Network	4	134,532	7.395%	41,016	7.456%	0.061%	0.820%
45	System Testing	Technical Skills	Software development	5	41,655	2.290%	14,357	2.610%	0.320%	13.976%
46	Systems Analysis	Technical Skills	Software development	8	171,128	9.407%	49,395	8.979%	-0.428%	-4.549%
47	Systems Design	Technical Skills	Software development	1	30,389	1.670%	8,738	1.588%	-0.082%	-4.915%
1233	Systems Evaluation	Technical Skills	Software development	1	132	0.007%	42	0.008%	0.000%	5.219%
1234	Systems integration	Technical Skills	Software development	8	106,636	5.862%	30,826	5.604%	-0.258%	-4.406%
75	TCP/IP	Technical Skills	Hardware	3	122,956	6.759%	37,422	6.803%	0.044%	0.646%
1235	Technology Design	Technical Skills	Software development	1	1,887	0.104%	443	0.081%	-0.023%	-22.366%
1236	Templates	Technical Skills	Software development	1	26,476	1.455%	8,941	1.625%	0.170%	11.674%
1239	Test implementation	Technical Skills	Software development	1	669	0.037%	211	0.038%	0.002%	4.298%
1302	Testing	Technical Skills	Software development	1	575,542	31.638%	184,349	33.511%	1.873%	5.921%
1297	Training software	Technical Skills	Business applications	3	1,943	0.107%	568	0.103%	-0.004%	-3.330%
57	Transaction Processing Systems	Technical Skills	Business applications	4	2,841	0.156%	856	0.156%	-0.001%	-0.363%
1360	Twitter	Technical Skills	Social Networking	1	21,787	1.198%	9,845	1.790%	0.592%	49.429%
123	UNIX operating systems	Technical Skills	Business applications	5	353,309	19.421%	102,565	18.644%	-0.777%	-4.002%
1298	UNIX Shells	Technical Skills	Business applications	4	70,022	3.849%	23,629	4.295%	0.446%	11.591%
48	User-Interface Design	Technical Skills	Software development	2	109,379	6.013%	39,055	7.099%	1.087%	18.076%
836	Video creation and editing software	Technical Skills	Business applications	3	8,119	0.446%	2,044	0.372%	-0.075%	-16.748%
64	Visual Studio	Technical Skills	Software development	1	66,664	3.665%	23,296	4.235%	0.570%	15.560%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,222	0.122%	717	0.130%	0.008%	6.707%
77	Voice/Data Telecom	Technical Skills	Hardware	9	149,889	8.239%	43,838	7.969%	-0.271%	-3.284%
1299	Web Application Server	Technical Skills	Business applications	8	103,731	5.702%	32,353	5.881%	0.179%	3.139%
1248	Web platform development software	Technical Skills	Software development	4	7,668	0.422%	2,563	0.466%	0.044%	10.531%
65	web programmer	Technical Skills	Software development	4	28,321	1.557%	13,591	2.471%	0.914%	58.694%
58	Web servers	Technical Skills	Business applications	6	154,452	8.490%	53,210	9.673%	1.182%	13.925%
49	Web-based Application Development	Technical Skills	Software development	2	102,841	5.653%	34,772	6.321%	0.668%	11.810%
1356	Windows CE	Technical Skills	Mobile Platforms	4	14,733	0.810%	3,859	0.701%	-0.108%	-13.383%
1102	Wireless	Technical Skills	Network	5	87,076	4.787%	22,912	4.165%	-0.622%	-12.987%
1363	YouTube	Technical Skills	Social Networking	2	3,955	0.217%	2,781	0.506%	0.288%	132.526%
79	.NET	Programming Skills	Current	1	227,741	12.519%	74,809	13.599%	1.080%	8.625%
209	A programming language (APL)	Programming Skills	Legacy	2	3,457	0.190%	583	0.106%	-0.084%	-44.232%
99	Ada	Programming Skills	Legacy	1	7,026	0.386%	1,545	0.281%	-0.105%	-27.283%
80	AJAX	Programming Skills	Current	1	131,498	7.228%	49,579	9.012%	1.784%	24.680%
192	Apple AppleScript	Programming Skills	Current	1	274	0.015%	107	0.019%	0.004%	29.137%
81	ASP	Programming Skills	Current	2	162,238	8.918%	52,173	9.484%	0.566%	6.344%
108	Assembly	Programming Skills	Legacy	2	7,920	0.435%	1,340	0.244%	-0.192%	-44.050%
211	AWK	Programming Skills	Legacy	1	4,523	0.249%	1,341	0.244%	-0.005%	-1.956%
212	B	Programming Skills	Legacy	1	22,285	1.225%	6,936	1.261%	0.036%	2.923%
83	C#	Programming Skills	Current	2	207,809	11.423%	69,410	12.617%	1.194%	10.452%
82	C/C++	Programming Skills	Current	3	371,130	20.401%	94,820	17.236%	-3.165%	-15.513%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	128,171	7.046%	55,347	10.061%	3.015%	42.798%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	400	0.022%	196	0.036%	0.014%	62.037%
84	CGI	Programming Skills	Current	2	12,405	0.682%	4,131	0.751%	0.069%	10.123%
217	Clipper	Programming Skills	Legacy	1	315	0.017%	110	0.020%	0.003%	15.478%
218	CLU	Programming Skills	Legacy	1	143	0.008%	26	0.005%	-0.003%	-39.875%
100	Cobol	Programming Skills	Legacy	1	17,132	0.942%	5,330	0.969%	0.027%	2.881%
85	ColdFusion	Programming Skills	Current	2	16,250	0.893%	4,674	0.850%	-0.044%	-4.884%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	340	0.019%	34	0.006%	-0.013%	-66.931%
195	Component object model (COM)	Programming Skills	Current	1	376	0.021%	124	0.023%	0.002%	9.057%
125	Database programming	Programming Skills	Current	3	58,447	3.213%	18,018	3.275%	0.062%	1.944%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	4,568	0.251%	1,044	0.190%	-0.061%	-24.423%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	13,877	0.763%	4,438	0.807%	0.044%	5.757%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	3,179	0.175%	1,037	0.189%	0.014%	7.871%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	26,597	1.462%	7,953	1.446%	-0.016%	-1.118%
109	Forth	Programming Skills	Legacy	1	3,948	0.217%	1,691	0.307%	0.090%	41.639%
102	Fortran	Programming Skills	Legacy	1	4,197	0.231%	565	0.103%	-0.128%	-55.483%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	383,747	21.095%	100,319	18.236%	-2.859%	-13.552%
222	J	Programming Skills	Legacy	1	7,344	0.404%	1,880	0.342%	-0.062%	-15.347%
87	Java/J2EE/J2P	Programming Skills	Current	4	465,533	25.590%	151,294	27.502%	1.912%	7.470%
97	JavaScript	Programming Skills	Current	3	228,573	12.565%	90,007	16.361%	3.797%	30.217%
89	JavaServer Faces	Programming Skills	Current	3	20,410	1.122%	6,891	1.253%	0.131%	11.650%
88	JavaServer Pages	Programming Skills	Current	3	93,536	5.142%	28,599	5.199%	0.057%	1.109%
223	Job control language (JCL)	Programming Skills	Legacy	2	9,743	0.536%	2,789	0.507%	-0.029%	-5.338%
126	LAMP	Programming Skills	Current	1	21,198	1.165%	10,379	1.887%	0.721%	61.912%
104	Lisp	Programming Skills	Legacy	1	1,524	0.084%	474	0.086%	0.002%	2.852%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	917	0.050%	252	0.046%	-0.005%	-9.124%
201	Microsoft ActiveX	Programming Skills	Current	1	4,331	0.238%	897	0.163%	-0.075%	-31.511%
107	Pascal	Programming Skills	Legacy	1	1,109	0.061%	225	0.041%	-0.020%	-32.908%
90	Perl	Programming Skills	Current	1	171,105	9.406%	53,102	9.653%	0.247%	2.628%
91	PHP	Programming Skills	Current	1	87,852	4.829%	31,907	5.800%	0.971%	20.103%
103	PL/1	Programming Skills	Legacy	2	337	0.019%	102	0.019%	0.000%	0.089%
105	Prolog	Programming Skills	Legacy	1	1,074	0.059%	328	0.060%	0.001%	0.992%
95	Python	Programming Skills	Current	1	85,163	4.681%	37,170	6.757%	2.075%	44.331%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	21,230	1.167%	11,337	2.061%	0.894%	76.590%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	808	0.044%	202	0.037%	-0.008%	-17.328%
206	Scripting languages	Programming Skills	Current	1	44,301	2.435%	14,873	2.704%	0.268%	11.020%
101	Smalltalk	Programming Skills	Legacy	1	867	0.048%	213	0.039%	-0.009%	-18.758%
92	SQL	Programming Skills	Current	3	603,211	33.159%	206,490	37.536%	4.377%	13.200%
110	TCL	Programming Skills	Legacy	1	12,603	0.693%	3,440	0.625%	-0.067%	-9.739%
98	Unified Modeling Language	Programming Skills	Current	2	74,245	4.081%	19,091	3.470%	-0.611%	-14.969%
93	Visual Basic	Programming Skills	Current	6	155,883	8.569%	45,165	8.210%	-0.359%	-4.188%
207	Web service definition language (WSDL)	Programming Skills	Current	2	17,069	0.938%	6,101	1.109%	0.171%	18.198%
94	XML	Programming Skills	Current	2	282,051	15.504%	91,100	16.560%	1.056%	6.809%
1342	Computer Science	Majors	Computer Science	2	1,819,165	100.000%	550,116	100.000%	0.000%	0.000%
1344	Information Technology	Majors	Information Technology	3	539,165	29.638%	174,503	31.721%	2.083%	7.028%
1343	Management Information Systems	Majors	Management Information Systems	9	483,120	26.557%	186,026	33.816%	7.259%	27.332%

IT Degrees

Information Technology	2012-04-15	Jobs Found:	1,017,769	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	1,776	0.174%	629	0.238%	0.064%	36.667%
2	Attention to Details	Soft Skills	Problem-solving skills	1	2,118	0.208%	580	0.220%	0.012%	5.672%
8	Conflict Resolution	Soft Skills	Interpersonal skills	1	4,904	0.482%	1,292	0.490%	0.008%	1.664%
231	Cooperation	Soft Skills	Interpersonal skills	1	8,008	0.787%	1,250	0.474%	-0.313%	-39.766%
3	Creativity	Soft Skills	Problem-solving skills	3	22,627	2.223%	5,567	2.111%	-0.112%	-5.060%
4	Critical thinking	Soft Skills	Problem-solving skills	3	7,985	0.785%	2,792	1.059%	0.274%	34.926%
1300	Flexibility	Soft Skills	Work ethic	1	79,648	7.826%	28,263	10.716%	2.890%	36.930%
232	Independence	Soft Skills	Interpersonal skills	1	4,945	0.486%	1,402	0.532%	0.046%	9.405%
13	Initiative/Motivation to work	Soft Skills	Work ethic	5	106,761	10.490%	23,695	8.984%	-1.506%	-14.355%
256	Innovation	Soft Skills	Problem-solving skills	1	51,108	5.022%	13,785	5.227%	0.205%	4.082%
14	Integrity/Honesty/Ethics	Soft Skills	Work ethic	4	120,887	11.878%	34,503	13.082%	1.204%	10.137%
9	Interpersonal Relationships	Soft Skills	Interpersonal skills	1	542	0.053%	121	0.046%	-0.007%	-13.852%
257	Judgment and Decision Making	Soft Skills	Problem-solving skills	2	55,774	5.480%	15,855	6.011%	0.531%	9.696%
10	Leadership	Soft Skills	Interpersonal skills	1	209,048	20.540%	57,553	21.821%	1.281%	6.238%
258	Learning	Soft Skills	Problem-solving skills	1	121,792	11.967%	57,505	21.803%	9.836%	82.198%
1	Learning Ability	Soft Skills	Problem-solving skills	3	11,840	1.163%	3,354	1.272%	0.108%	9.312%
236	Listening	Soft Skills	Language skills	1	41,972	4.124%	31,564	11.967%	7.843%	190.194%
260	Mathematics	Soft Skills	Problem-solving skills	3	25,666	2.522%	4,768	1.808%	-0.714%	-28.314%
18	Negotiation Skills	Soft Skills	Language skills	1	10,469	1.029%	2,757	1.045%	0.017%	1.622%
262	Optimization	Soft Skills	Problem-solving skills	1	37,069	3.642%	8,217	3.115%	-0.527%	-14.462%
19	Oral Communications	Soft Skills	Language skills	2	13,479	1.324%	3,488	1.322%	-0.002%	-0.144%
273	Persistence	Soft Skills	Work ethic	1	1,820	0.179%	613	0.232%	0.054%	29.971%
239	Persuasion	Soft Skills	Language skills	1	1,259	0.124%	345	0.131%	0.007%	5.743%
1301	Physical Skill	Soft Skills	Work ethic	2	866	0.085%	191	0.072%	-0.013%	-14.892%
240	Presentations	Soft Skills	Language skills	1	49,409	4.855%	10,787	4.090%	-0.765%	-15.754%
265	Problem Solving Skills	Soft Skills	Problem-solving skills	2	117,033	11.499%	32,707	12.401%	0.902%	7.842%
20	Questioning skills	Soft Skills	Language skills	1	184	0.018%	63	0.024%	0.006%	32.123%
241	Reading Comprehension	Soft Skills	Language skills	1	299	0.029%	75	0.028%	-0.001%	-3.206%
6	Research skills	Soft Skills	Problem-solving skills	1	1,933	0.190%	348	0.132%	-0.058%	-30.529%
15	Responsibility	Soft Skills	Work ethic	2	95,511	9.384%	19,835	7.520%	-1.864%	-19.863%
234	Self Control	Soft Skills	Interpersonal skills	1	74	0.007%	36	0.014%	0.006%	87.727%
16	Self-management	Soft Skills	Work ethic	1	598	0.059%	187	0.071%	0.012%	20.669%
250	Stress Tolerance	Soft Skills	Physical skills	1	77	0.008%	46	0.017%	0.010%	130.528%
12	Teamwork	Soft Skills	Interpersonal skills	1	39,596	3.890%	9,040	3.427%	-0.463%	-11.900%
17	Time Management	Soft Skills	Work ethic	2	26,505	2.604%	7,786	2.952%	0.348%	13.356%
268	Visualization	Soft Skills	Problem-solving skills	1	5,191	0.510%	940	0.356%	-0.154%	-30.123%
7	Working under pressure	Soft Skills	Problem-solving skills	1	362	0.036%	194	0.074%	0.038%	106.800%
21	Written Communications	Soft Skills	Language skills	3	140,422	13.797%	27,503	10.428%	-3.369%	-24.421%
1341	Accommodation and Food Service	Business Skills	Industry Segment	4	189,421	18.611%	97,961	37.142%	18.530%	99.564%
172	Account management	Business Skills	Management skills	1	9,784	0.961%	2,051	0.778%	-0.184%	-19.108%
22	Accounting	Business Skills	Business processes	4	268,876	26.418%	106,690	40.451%	14.033%	53.119%
1263	Accounting software	Business Skills	Business processes	7	38,819	3.814%	29,798	11.298%	7.484%	196.210%
174	Administration	Business Skills	Management skills	3	366,860	36.046%	133,445	50.595%	14.550%	40.365%
1313	Analyst	Business Skills	Project management	1	191,606	18.826%	64,655	24.514%	5.688%	30.212%
175	Application management	Business Skills	Management skills	5	59,764	5.872%	14,301	5.422%	-0.450%	-7.661%
150	Asset management	Business Skills	Business processes	1	14,614	1.436%	3,021	1.145%	-0.290%	-20.230%
151	Auditing	Business Skills	Business processes	4	92,614	9.100%	40,546	15.373%	6.273%	68.938%
1264	Auditing software	Business Skills	Business processes	1	122	0.012%	23	0.009%	-0.003%	-27.251%
152	Billing	Business Skills	Business processes	1	53,595	5.266%	32,320	12.254%	6.988%	132.704%
1314	Business Analyst	Business Skills	Project management	1	82,549	8.111%	45,444	17.230%	9.119%	112.433%
35	Business Intelligence	Business Skills	Strategy skills	1	38,145	3.748%	9,858	3.738%	-0.010%	-0.274%
155	Business performance management (BPM)	Business Skills	Business processes	2	5,008	0.492%	1,260	0.478%	-0.014%	-2.913%
23	Business Process Design/Re-engineering	Business Skills	Business processes	3	22,762	2.236%	1,746	0.662%	-1.574%	-70.400%
36	Business Strategy	Business Skills	Strategy skills	3	207,585	20.396%	41,405	15.699%	-4.698%	-23.031%
182	Calendar and scheduling	Business Skills	Project management	3	41,557	4.083%	8,055	3.054%	-1.029%	-25.204%
156	Capacity planning	Business Skills	Business processes	1	15,754	1.548%	3,962	1.502%	-0.046%	-2.953%
28	Change Management	Business Skills	Management skills	1	36,035	3.541%	10,740	4.072%	0.531%	15.010%
24	Contracting and legal	Business Skills	Business processes	2	137,760	13.535%	50,977	19.328%	5.792%	42.793%
176	Coordination	Business Skills	Management skills	1	49,847	4.898%	10,828	4.105%	-0.792%	-16.176%
157	Cost accounting	Business Skills	Business processes	1	2,436	0.239%	291	0.110%	-0.129%	-53.903%
158	Cost estimation	Business Skills	Business processes	1	942	0.093%	135	0.051%	-0.041%	-44.698%
1312	Customer Support	Business Skills	Business processes	6	217,712	21.391%	70,925	26.891%	5.500%	25.711%
1339	Education	Business Skills	Industry Segment	1	10,679	1.049%	2,224	0.843%	-0.206%	-19.636%
1333	Energy	Business Skills	Industry Segment	1	42,191	4.145%	9,055	3.433%	-0.712%	-17.182%
1340	Entertainment	Business Skills	Industry Segment	1	155,535	15.282%	89,269	33.846%	18.564%	121.477%
1319	Environmental	Business Skills	Environmental	13	101,089	9.932%	47,193	17.893%	7.961%	80.148%
1320	Environmental Strategy	Business Skills	Environmental	5	1,774	0.174%	476	0.180%	0.006%	3.540%
161	Financial	Business Skills	Business processes	2	381,102	37.445%	135,857	51.510%	14.065%	37.562%
1275	Financial Analysis software	Business Skills	Business processes	6	1,770	0.174%	138	0.052%	-0.122%	-69.914%
1332	Health Care	Business Skills	Industry Segment	2	307,994	30.262%	119,073	45.146%	14.884%	49.186%
177	Human resources	Business Skills	Management skills	2	215,434	21.167%	100,479	38.096%	16.929%	79.977%
1336	Insurance	Business Skills	Industry Segment	1	4,976	0.489%	1,277	0.484%	-0.005%	-0.970%
1316	Managing/Supervision	Business Skills	Management skills	5	532,703	52.340%	161,893	61.381%	9.041%	17.273%
1334	Manufacturing	Business Skills	Industry Segment	2	175,353	17.229%	66,341	25.153%	7.924%	45.991%
26	Marketing	Business Skills	Business processes	1	258,331	25.382%	105,559	40.022%	14.640%	57.680%
185	Monitoring	Business Skills	Project management	1	90,848	8.926%	22,128	8.390%	-0.536%	-6.010%
179	Negotiation	Business Skills	Management skills	1	39,412	3.872%	9,982	3.785%	-0.088%	-2.266%
163	Operation and Control	Business Skills	Business processes	2	451	0.044%	108	0.041%	-0.003%	-7.593%
29	Outsourcing Management	Business Skills	Management skills	3	75,466	7.415%	8,387	3.180%	-4.235%	-57.114%
167	Procurement	Business Skills	Business processes	1	63,006	6.191%	33,128	12.560%	6.370%	102.894%
1290	Project Management software	Business Skills	Project management	2	29,452	2.894%	7,549	2.862%	-0.032%	-1.092%
33	Project Management/Planning/Budgeting/Scheduling	Business Skills	Project management	6	181,484	17.832%	43,671	16.558%	-1.274%	-7.144%
168	Quality	Business Skills	Business processes	1	275,391	27.058%	85,215	32.309%	5.251%	19.405%
1337	Real Estate	Business Skills	Industry Segment	2	159,821	15.703%	92,063	34.905%	19.202%	122.284%
1335	Retail	Business Skills	Industry Segment	2	351,181	34.505%	127,817	48.461%	13.956%	40.448%
34	Risk Management	Business Skills	Project management	1	30,596	3.006%	6,915	2.622%	-0.384%	-12.786%
169	Service Orientation	Business Skills	Business processes	1	7,713	0.758%	1,789	0.678%	-0.080%	-10.496%
27	Supply Chain Management	Business Skills	Business processes	3	64,903	6.377%	34,500	13.081%	6.704%	105.121%
1295	Supply Chain Management software	Business Skills	Business processes	4	2,230	0.219%	502	0.190%	-0.029%	-13.133%
178	Teaching	Business Skills	Management skills	7	196,723	19.329%	96,185	36.468%	17.139%	88.673%
190	Timekeeping	Business Skills	Project management	3	66,367	6.521%	31,209	11.833%	5.312%	81.461%
1296	Timekeeping software	Business Skills	Project management	1	1,001	0.098%	235	0.089%	-0.009%	-9.408%
171	Total quality management (TQM)	Business Skills	Business processes	2	1,003	0.099%	218	0.083%	-0.016%	-16.129%
180	Troubleshooting	Business Skills	Management skills	1	93,299	9.167%	24,546	9.307%	0.140%	1.522%
181	Verification	Business Skills	Management skills	1	18,933	1.860%	4,182	1.586%	-0.275%	-14.764%
1338	Waste Management	Business Skills	Industry Segment	1	715	0.070%	196	0.074%	0.004%	5.781%
191	Workflow	Business Skills	Project management	1	35,416	3.480%	9,828	3.726%	0.246%	7.083%
31	Working Globally	Business Skills	Management skills	3	8,857	0.870%	1,041	0.395%	-0.476%	-54.645%
32	Working with Virtual Teams	Business Skills	Management skills	2	1,522	0.150%	330	0.125%	-0.024%	-16.333%
51	4GL	Technical Skills	Software development	3	1,219	0.120%	192	0.073%	-0.047%	-39.221%
987	Access servers & software	Technical Skills	Network	10	28,684	2.818%	7,198	2.729%	-0.089%	-3.166%
38	Agile Development Methods	Technical Skills	Software development	3	9,407	0.924%	3,520	1.335%	0.410%	44.394%
304	Algorithmic software	Technical Skills	Business applications	1	6	0.001%	2	0.001%	0.000%	28.628%
1253	Analytical or scientific software	Technical Skills	Technical applications	2	934	0.092%	133	0.050%	-0.041%	-45.051%
1352	Android	Technical Skills	Mobile Platforms	1	2,255	0.222%	1,637	0.621%	0.399%	180.130%
1351	Apple iOS	Technical Skills	Mobile Platforms	6	4,025	0.395%	2,557	0.969%	0.574%	145.144%
120	Apple operating systems	Technical Skills	Business applications	6	13,009	1.278%	3,796	1.439%	0.161%	12.600%
865	Application-specific integrated circuit (ASIC) logic synthesis software	Technical Skills	Hardware	1	36,503	3.587%	28,822	10.928%	7.341%	204.686%
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	76,671	7.533%	16,689	6.328%	-1.206%	-16.005%
1353	Blackberry	Technical Skills	Mobile Platforms	2	7,616	0.748%	2,407	0.913%	0.164%	21.957%
336	Borland Delphi	Technical Skills	Business applications	1	968	0.095%	260	0.099%	0.003%	3.647%
337	Borland JBuilder	Technical Skills	Business applications	1	778	0.076%	124	0.047%	-0.029%	-38.497%
338	Borland Paradox	Technical Skills	Business applications	1	75	0.007%	12	0.005%	-0.003%	-38.259%
72	Business Continuity Planning	Technical Skills	Hardware	2	34,285	3.369%	3,616	1.371%	-1.998%	-59.301%
352	Cadence Opus	Technical Skills	Business applications	1	845	0.083%	375	0.142%	0.059%	71.250%
868	Calculators	Technical Skills	Hardware	1	566	0.056%	29	0.011%	-0.045%	-80.229%
39	CASE Tools	Technical Skills	Software development	1	81,278	7.986%	37,117	14.073%	6.087%	76.221%
367	Categorization or classification software	Technical Skills	Business applications	1	2,531	0.249%	625	0.237%	-0.012%	-4.711%
112	Certification	Technical Skills	Misc	3	224,808	22.088%	69,427	26.323%	4.235%	19.172%
78	Cisco	Technical Skills	Hardware	1	175,729	17.266%	72,720	27.572%	10.305%	59.686%
1009	Cisco Systems IOS	Technical Skills	Network	1	4,334	0.426%	1,703	0.646%	0.220%	51.629%
40	Client-Server	Technical Skills	Software development	1	28,780	2.828%	3,366	1.276%	-1.552%	-54.868%
1011	Cluster server software	Technical Skills	Network	8	12,847	1.262%	2,789	1.057%	-0.205%	-16.227%
1151	Compatibility testing	Technical Skills	Software development	1	184	0.018%	58	0.022%	0.004%	21.637%
1152	Compilers	Technical Skills	Software development	4	7,558	0.743%	1,127	0.427%	-0.315%	-42.459%
1255	Compliance software	Technical Skills	Technical applications	3	5,699	0.560%	1,518	0.576%	0.016%	2.785%
385	Computer aided design (CAD)	Technical Skills	Business applications	12	43,858	4.309%	29,883	11.330%	7.021%	162.925%
386	Computer aided manufacturing (CAM)	Technical Skills	Business applications	3	1,842	0.181%	603	0.229%	0.048%	26.324%
875	Computer diagnostics	Technical Skills	Hardware	5	31,963	3.140%	6,874	2.606%	-0.534%	-17.011%
1107	Computer forensics	Technical Skills	Security	1	3,106	0.305%	275	0.104%	-0.201%	-65.834%
1266	Computer Hardware	Technical Skills	Hardware	12	22,767	2.237%	4,379	1.660%	-0.577%	-25.779%
390	Computer Numerical Control (CNC)	Technical Skills	Business applications	1	34,552	3.395%	28,903	10.958%	7.564%	222.795%
1015	Computer servers	Technical Skills	Network	6	74,603	7.330%	18,002	6.825%	-0.505%	-6.885%
1267	Computer Utilities	Technical Skills	Misc	1	190	0.019%	40	0.015%	-0.004%	-18.761%
59	Content Manager	Technical Skills	Business applications	1	1,084	0.107%	257	0.097%	-0.009%	-8.513%
878	Controllers	Technical Skills	Hardware	2	4,918	0.483%	843	0.320%	-0.164%	-33.855%
406	Customer Acquisition Management (CAM)	Technical Skills	Business applications	1	583	0.057%	119	0.045%	-0.012%	-21.235%
407	Customer information control system (CICS)	Technical Skills	Business applications	2	3,913	0.384%	760	0.288%	-0.096%	-25.052%
53	Customer Relationship Management	Technical Skills	Business applications	9	80,085	7.869%	40,651	15.413%	7.544%	95.874%
953	Data acquisition systems	Technical Skills	Information mgmt	1	3,223	0.317%	530	0.201%	-0.116%	-36.544%
955	Data compression software	Technical Skills	Information mgmt	1	1,394	0.137%	349	0.132%	-0.005%	-3.391%
956	Data conversion software	Technical Skills	Information mgmt	1	4,266	0.419%	1,184	0.449%	0.030%	7.100%
958	Data dictionary	Technical Skills	Information mgmt	1	2,069	0.203%	620	0.235%	0.032%	15.635%
959	Data entry	Technical Skills	Information mgmt	1	170,456	16.748%	91,676	34.759%	18.011%	107.539%
962	Data mapping	Technical Skills	Information mgmt	1	3,517	0.346%	1,231	0.467%	0.121%	35.065%
67	Data Mining	Technical Skills	Information mgmt	4	45,527	4.473%	30,849	11.696%	7.223%	161.474%
963	Data modeling	Technical Skills	Information mgmt	1	20,863	2.050%	6,197	2.350%	0.300%	14.620%
68	Data Warehousing	Technical Skills	Information mgmt	2	35,374	3.476%	10,233	3.880%	0.404%	11.629%
69	Database Administration	Technical Skills	Information mgmt	12	51,395	5.050%	11,209	4.250%	-0.800%	-15.841%
969	Database design software	Technical Skills	Information mgmt	15	33,639	3.305%	8,587	3.256%	-0.049%	-1.496%
1268	Database Reporting	Technical Skills	Information mgmt	2	12,666	1.244%	3,117	1.182%	-0.063%	-5.037%
1269	Database Security	Technical Skills	Information mgmt	1	62	0.006%	13	0.005%	-0.001%	-19.089%
1270	Database Servers	Technical Skills	Information mgmt	3	9,928	0.975%	2,105	0.798%	-0.177%	-18.182%
1271	Database Testing	Technical Skills	Information mgmt	1	381	0.037%	93	0.035%	-0.002%	-5.808%
1160	Debugging	Technical Skills	Software development	7	37,368	3.672%	9,693	3.675%	0.004%	0.096%
418	Desktop publishing software	Technical Skills	Business applications	13	15,844	1.557%	1,966	0.745%	-0.811%	-52.118%
1272	Development Environment	Technical Skills	Software development	13	29,329	2.882%	5,858	2.221%	-0.661%	-22.926%
1273	Digital Imaging	Technical Skills	Hardware	1	251	0.025%	29	0.011%	-0.014%	-55.416%
883	Digital Signal Processor (DSP)	Technical Skills	Hardware	2	1,163	0.114%	202	0.077%	-0.038%	-32.976%
423	Disk operating system (DOS)	Technical Skills	Business applications	1	2,428	0.239%	468	0.177%	-0.061%	-25.620%
1307	Doctor of Philosophy	Technical Skills	Misc	3	59,797	5.875%	2,717	1.030%	-4.845%	-82.467%
973	Document management software	Technical Skills	Information mgmt	4	8,905	0.875%	2,108	0.799%	-0.076%	-8.653%
1020	Domain name system (DNS)	Technical Skills	Network	3	23,445	2.304%	5,561	2.108%	-0.195%	-8.471%
61	Dreamweaver	Technical Skills	Software development	1	5,924	0.582%	922	0.350%	-0.232%	-39.942%
54	DSS/GDSS	Technical Skills	Business applications	5	12,545	1.233%	2,549	0.966%	-0.266%	-21.593%
425	Dynamic modeling software	Technical Skills	Business applications	1	37	0.004%	1	0.000%	-0.003%	-89.571%
62	Eclipse	Technical Skills	Software development	1	10,711	1.052%	2,896	1.098%	0.046%	4.334%
1308	Electronic Commerce	Technical Skills	Business applications	2	37,140	3.649%	7,122	2.700%	-0.949%	-26.003%
70	Electronic Data Interchange	Technical Skills	Information mgmt	2	6,585	0.647%	1,862	0.706%	0.059%	9.114%
1023	Electronic mail software	Technical Skills	Network	8	15,219	1.495%	3,754	1.423%	-0.072%	-4.816%
55	Enterprise Resource Planning	Technical Skills	Business applications	5	49,197	4.834%	12,658	4.799%	-0.035%	-0.715%
1274	Enterprise Resource Planning software	Technical Skills	Business applications	13	80,050	7.865%	39,433	14.951%	7.086%	90.088%
1321	Environmental Certification	Technical Skills	Environmental	1	76	0.007%	13	0.005%	-0.003%	-33.994%
1328	Environmental Cleanup	Technical Skills	Environmental	1	594	0.058%	388	0.147%	0.089%	152.059%
1329	Environmental Energy	Technical Skills	Environmental	18	2,893	0.284%	606	0.230%	-0.054%	-19.168%
1330	Environmental Energy Conservation	Technical Skills	Environmental	11	2,436	0.239%	386	0.146%	-0.093%	-38.854%
1327	Environmental Pollution	Technical Skills	Environmental	15	34,109	3.351%	29,287	11.104%	7.753%	231.331%
1324	Environmental Pollution Control	Technical Skills	Environmental	6	1,885	0.185%	323	0.122%	-0.063%	-33.878%
1325	Environmental Pollution Prevention	Technical Skills	Environmental	3	262	0.026%	38	0.014%	-0.011%	-44.032%
1326	Environmental Product Stewardship	Technical Skills	Environmental	10	44,159	4.339%	13,756	5.216%	0.877%	20.207%
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%	-37.236%
461	Expert system software	Technical Skills	Business applications	1	364	0.036%	73	0.028%	-0.008%	-22.611%
1359	Facebook	Technical Skills	Social Networking	1	9,277	0.912%	8,151	3.090%	2.179%	239.047%
463	Facilities management software	Technical Skills	Business applications	4	6,529	0.642%	758	0.287%	-0.354%	-55.200%
468	Flight control software	Technical Skills	Business applications	1	89	0.009%	11	0.004%	-0.005%	-52.306%
469	Flowchart software	Technical Skills	Business applications	4	2,215	0.218%	678	0.257%	0.039%	18.117%
1112	Fraud Detection	Technical Skills	Security	1	3,566	0.350%	888	0.337%	-0.014%	-3.908%
63	FrontPage	Technical Skills	Software development	1	768	0.075%	95	0.036%	-0.039%	-52.267%
475	Fund accounting software	Technical Skills	Business applications	1	392	0.039%	114	0.043%	0.005%	12.221%
1260	Gaming	Technical Skills	Misc	2	14,313	1.406%	5,669	2.149%	0.743%	52.838%
113	Generic databases	Technical Skills	Information mgmt	2	95,362	9.370%	23,456	8.893%	-0.476%	-5.085%
1365	Google Apps	Technical Skills	Business applications	4	1,296	0.127%	743	0.282%	0.154%	121.228%
1364	Google Plus	Technical Skills	Social Networking	1	1	0.000%	1	0.000%	0.000%	285.884%
1276	GPS/GIS/Survey software	Technical Skills	Business applications	27	83,824	8.236%	37,996	14.406%	6.170%	74.915%
484	Graphic software	Technical Skills	Business applications	15	94,570	9.292%	43,960	16.667%	7.375%	79.375%
1176	Graphical user interface (GUI)	Technical Skills	Software development	2	10,759	1.057%	2,445	0.927%	-0.130%	-12.307%
1323	Green IT	Technical Skills	Environmental	8	2,749	0.270%	956	0.362%	0.092%	34.196%
893	Guidance systems	Technical Skills	Hardware	1	66	0.006%	32	0.012%	0.006%	87.095%
895	Hardware description language (HDL)	Technical Skills	Hardware	2	77	0.008%	14	0.005%	-0.002%	-29.839%
1277	Hardware Design	Technical Skills	Hardware	19	4,258	0.418%	790	0.300%	-0.119%	-28.406%
1278	Hardware Testing	Technical Skills	Hardware	4	1,476	0.145%	237	0.090%	-0.055%	-38.039%
896	Hazardous materials (HAZMAT)	Technical Skills	Hardware	2	479	0.047%	42	0.016%	-0.031%	-66.165%
492	Helpdesk or call center	Technical Skills	Business applications	2	116,438	11.441%	50,919	19.306%	7.865%	68.749%
114	IBM databases	Technical Skills	Information mgmt	2	18,998	1.867%	4,984	1.890%	0.023%	1.234%
121	IBM operating systems	Technical Skills	Business applications	4	22,439	2.205%	4,080	1.547%	-0.658%	-29.836%
898	Image capture devices	Technical Skills	Hardware	8	3,816	0.375%	716	0.271%	-0.103%	-27.596%
524	Industrial control software	Technical Skills	Business applications	3	3,163	0.311%	594	0.225%	-0.086%	-27.532%
975	Information retrieval or search software	Technical Skills	Information mgmt	4	9,404	0.924%	2,366	0.897%	-0.027%	-2.913%
899	Infrared	Technical Skills	Hardware	1	2,780	0.273%	23	0.009%	-0.264%	-96.807%
1180	Installation	Technical Skills	Software development	1	81,408	7.999%	16,014	6.072%	-1.927%	-24.092%
901	Interface definition language (IDL)	Technical Skills	Hardware	1	120	0.012%	16	0.006%	-0.006%	-48.549%
536	Internet browser software	Technical Skills	Business applications	4	4,661	0.458%	835	0.317%	-0.141%	-30.870%
541	Inventory management software	Technical Skills	Business applications	3	4,318	0.424%	952	0.361%	-0.063%	-14.923%
73	IT Architecture/Standards	Technical Skills	Hardware	2	11,770	1.156%	1,743	0.661%	-0.496%	-42.855%
1357	Java ME	Technical Skills	Mobile Platforms	2	379	0.037%	36	0.014%	-0.024%	-63.346%
1035	Kernel	Technical Skills	Network	1	3,780	0.371%	748	0.284%	-0.088%	-23.640%
907	Lasers	Technical Skills	Hardware	1	282	0.028%	30	0.011%	-0.016%	-58.949%
1038	License management software	Technical Skills	Network	1	469	0.046%	143	0.054%	0.008%	17.658%
1361	LinkedIn	Technical Skills	Social Networking	1	8,448	0.830%	1,574	0.597%	-0.233%	-28.104%
908	Mainframe computers	Technical Skills	Hardware	2	56,607	5.562%	33,462	12.687%	7.125%	128.107%
124	Mainframe operating systems	Technical Skills	Business applications	7	15,113	1.485%	2,197	0.833%	-0.652%	-43.903%
1280	Mass Storage hardware & software	Technical Skills	Technical applications	8	20,358	2.000%	4,144	1.571%	-0.429%	-21.451%
580	Materials requirements planning logistics and supply chain software	Technical Skills	Business applications	7	5,759	0.566%	1,483	0.562%	-0.004%	-0.631%
1281	Medical software	Technical Skills	Business applications	8	8,489	0.834%	1,903	0.722%	-0.113%	-13.495%
115	Microsoft databases	Technical Skills	Information mgmt	5	99,003	9.727%	25,733	9.757%	0.029%	0.300%
119	Microsoft operating systems	Technical Skills	Business applications	4	157,408	15.466%	34,318	13.012%	-2.454%	-15.870%
1350	Mobile Platforms	Technical Skills	Mobile Platforms	1	1,473	0.145%	685	0.260%	0.115%	79.450%
625	Multimedia	Technical Skills	Business applications	1	121,884	11.976%	61,696	23.392%	11.416%	95.329%
1362	MySpace	Technical Skills	Social Networking	1	640	0.063%	156	0.059%	-0.004%	-5.941%
74	Network administration	Technical Skills	Hardware	11	98,762	9.704%	41,845	15.865%	6.162%	63.497%
1282	Network Administration software	Technical Skills	Network	17	45,409	4.462%	11,120	4.216%	-0.246%	-5.503%
1283	Network Hardware	Technical Skills	Network	11	34,574	3.397%	7,397	2.805%	-0.592%	-17.441%
1284	Network Monitoring software	Technical Skills	Network	13	18,749	1.842%	4,959	1.880%	0.038%	2.064%
1059	Network operation system software (NOS)	Technical Skills	Network	2	1,847	0.181%	668	0.253%	0.072%	39.562%
1122	Network security	Technical Skills	Security	1	25,599	2.515%	5,906	2.239%	-0.276%	-10.972%
1285	Network Security software	Technical Skills	Security	31	62,304	6.122%	13,518	5.125%	-0.996%	-16.275%
1286	Network software	Technical Skills	Network	5	12,472	1.225%	3,136	1.189%	-0.036%	-2.972%
1287	Network Testing	Technical Skills	Network	11	20,450	2.009%	2,158	0.818%	-1.191%	-59.279%
1065	Novell network software	Technical Skills	Network	2	1,360	0.134%	158	0.060%	-0.074%	-55.169%
643	Oberon	Technical Skills	Business applications	1	104	0.010%	4	0.002%	-0.009%	-85.158%
41	Object Oriented Programming	Technical Skills	Software development	5	58,120	5.711%	13,852	5.252%	-0.459%	-8.031%
1288	Office Applications	Technical Skills	Business applications	13	161,433	15.861%	33,759	12.800%	-3.062%	-19.304%
71	Online Analytical Processing	Technical Skills	Information mgmt	2	7,561	0.743%	2,039	0.773%	0.030%	4.063%
116	Open-source databases	Technical Skills	Information mgmt	4	27,337	2.686%	7,284	2.762%	0.076%	2.820%
118	Open-source operating systems	Technical Skills	Business applications	8	86,091	8.459%	21,320	8.083%	-0.375%	-4.438%
56	Operating Systems	Technical Skills	Business applications	3	64,249	6.313%	16,055	6.087%	-0.226%	-3.573%
651	Optical character recognition (OCR)	Technical Skills	Business applications	3	549	0.054%	94	0.036%	-0.018%	-33.929%
117	Oracle databases	Technical Skills	Information mgmt	1	164,133	16.127%	59,151	22.427%	6.300%	39.067%
1354	Palm OS	Technical Skills	Mobile Platforms	3	233	0.023%	89	0.034%	0.011%	47.398%
1289	Physical Tools	Technical Skills	Hardware	1	46	0.005%	7	0.003%	-0.002%	-41.279%
683	Point of sale (POS)	Technical Skills	Business applications	3	4,593	0.451%	1,142	0.433%	-0.018%	-4.054%
931	Printers	Technical Skills	Hardware	3	9,456	0.929%	2,108	0.799%	-0.130%	-13.976%
43	Programming	Technical Skills	Software development	1	160,144	15.735%	34,436	13.056%	-2.679%	-17.023%
700	Provisioning	Technical Skills	Business applications	1	9,789	0.962%	2,817	1.068%	0.106%	11.047%
1258	Rate Control	Technical Skills	Technical applications	1	7	0.001%	1	0.000%	-0.000%	-44.874%
1209	Rational Rose XDE Developer	Technical Skills	Software development	4	9,845	0.967%	2,411	0.914%	-0.053%	-5.499%
1077	Remote control software	Technical Skills	Network	2	1,057	0.104%	251	0.095%	-0.009%	-8.366%
1214	Restructured extended executor (REXX)	Technical Skills	Software development	1	532	0.052%	118	0.045%	-0.008%	-14.409%
1262	Robotics	Technical Skills	Hardware	2	2,136	0.210%	354	0.134%	-0.076%	-36.047%
1318	RSA	Technical Skills	Security	1	2,463	0.242%	1,020	0.387%	0.145%	59.806%
1216	Ruby/Ruby on Rails	Technical Skills	Software development	1	8,714	0.856%	2,238	0.849%	-0.008%	-0.894%
44	SDLC	Technical Skills	Software development	7	80,744	7.933%	24,490	9.285%	1.352%	17.040%
1132	Secure shell (SSH)	Technical Skills	Security	1	69	0.007%	25	0.009%	0.003%	39.813%
1317	Secure Sockets Layer (SSL)	Technical Skills	Security	3	10,069	0.989%	2,214	0.839%	-0.150%	-15.151%
76	Security	Technical Skills	Hardware	4	670,506	65.880%	262,140	99.390%	33.510%	50.865%
1315	Security Clearance	Technical Skills	Misc	2	101,425	9.965%	10,683	4.050%	-5.915%	-59.355%
1135	Security testing software	Technical Skills	Security	1	1,890	0.186%	359	0.136%	-0.050%	-26.702%
60	Sharepoint Server	Technical Skills	Business applications	1	3,655	0.359%	1,116	0.423%	0.064%	17.824%
1084	Signal generators	Technical Skills	Network	1	209	0.021%	52	0.020%	-0.001%	-3.991%
1085	Simple network management protocol (SNMP)	Technical Skills	Network	1	6,633	0.652%	1,315	0.499%	-0.153%	-23.498%
1303	Simple Object Access Protocol (SOAP)	Technical Skills	Software development	1	15,828	1.555%	4,997	1.895%	0.339%	21.826%
1220	Simulation software	Technical Skills	Software development	5	11,433	1.123%	1,222	0.463%	-0.660%	-58.755%
1366	Social Network	Technical Skills	Social Networking	1	1,770	0.174%	586	0.222%	0.048%	27.756%
1358	Social Networking	Technical Skills	Social Networking	1	5,709	0.561%	1,178	0.447%	-0.114%	-20.376%
42	Software Development	Technical Skills	Software development	2	279,164	27.429%	87,700	33.251%	5.822%	21.226%
1291	Software Development software	Technical Skills	Software development	2	1,424	0.140%	281	0.107%	-0.033%	-23.853%
1309	Software Engineering	Technical Skills	Software development	1	184,865	18.164%	76,643	29.059%	10.895%	59.983%
1292	Software Installation	Technical Skills	Software development	4	83,593	8.213%	20,969	7.950%	-0.263%	-3.202%
1223	Software libraries	Technical Skills	Software development	1	101	0.010%	36	0.014%	0.004%	37.543%
1293	Software Maintenance	Technical Skills	Software development	1	3,366	0.331%	1,070	0.406%	0.075%	22.667%
1294	Software Testing	Technical Skills	Software development	14	68,777	6.758%	18,540	7.029%	0.272%	4.022%
1225	Source code management (SCM)	Technical Skills	Software development	5	18,182	1.786%	4,869	1.846%	0.060%	3.337%
1229	Static analysis software	Technical Skills	Software development	1	221	0.022%	104	0.039%	0.018%	81.592%
772	Statistical analysis software	Technical Skills	Business applications	21	87,538	8.601%	40,557	15.377%	6.776%	78.783%
774	Statistical software	Technical Skills	Business applications	1	28,597	2.810%	3,191	1.210%	-1.600%	-56.941%
1230	Stress testing software	Technical Skills	Software development	1	1,372	0.135%	420	0.159%	0.024%	18.128%
122	Sun operating systems	Technical Skills	Business applications	3	32,890	3.232%	6,902	2.617%	-0.615%	-19.022%
939	Surveillance systems	Technical Skills	Hardware	5	11,830	1.162%	1,127	0.427%	-0.735%	-63.238%
791	Symantec software	Technical Skills	Business applications	1	6,553	0.644%	1,916	0.726%	0.083%	12.827%
1355	Symbian	Technical Skills	Mobile Platforms	1	11	0.001%	4	0.002%	0.000%	40.321%
1310	System Administration	Technical Skills	Network	4	60,508	5.945%	11,337	4.298%	-1.647%	-27.699%
45	System Testing	Technical Skills	Software development	5	12,657	1.244%	3,741	1.418%	0.175%	14.055%
46	Systems Analysis	Technical Skills	Software development	8	69,992	6.877%	16,771	6.359%	-0.518%	-7.537%
47	Systems Design	Technical Skills	Software development	1	11,481	1.128%	2,269	0.860%	-0.268%	-23.737%
1233	Systems Evaluation	Technical Skills	Software development	1	328	0.032%	45	0.017%	-0.015%	-47.059%
1234	Systems integration	Technical Skills	Software development	8	70,530	6.930%	9,153	3.470%	-3.460%	-49.922%
75	TCP/IP	Technical Skills	Hardware	3	38,717	3.804%	8,571	3.250%	-0.554%	-14.575%
1235	Technology Design	Technical Skills	Software development	1	1,236	0.121%	186	0.071%	-0.051%	-41.930%
1236	Templates	Technical Skills	Software development	1	13,089	1.286%	3,583	1.358%	0.072%	5.632%
1239	Test implementation	Technical Skills	Software development	1	206	0.020%	48	0.018%	-0.002%	-10.085%
1302	Testing	Technical Skills	Software development	1	211,205	20.752%	55,090	20.887%	0.135%	0.653%
1297	Training software	Technical Skills	Business applications	3	1,798	0.177%	216	0.082%	-0.095%	-53.642%
57	Transaction Processing Systems	Technical Skills	Business applications	4	1,660	0.163%	312	0.118%	-0.045%	-27.472%
1360	Twitter	Technical Skills	Social Networking	1	15,253	1.499%	2,052	0.778%	-0.721%	-48.087%
123	UNIX operating systems	Technical Skills	Business applications	5	135,239	13.288%	50,672	19.212%	5.924%	44.585%
1298	UNIX Shells	Technical Skills	Business applications	4	18,062	1.775%	4,812	1.824%	0.050%	2.806%
48	User-Interface Design	Technical Skills	Software development	2	70,154	6.893%	21,097	7.999%	1.106%	16.045%
836	Video creation and editing software	Technical Skills	Business applications	3	1,505	0.148%	311	0.118%	-0.030%	-20.259%
64	Visual Studio	Technical Skills	Software development	1	19,169	1.883%	5,518	2.092%	0.209%	11.081%
843	Voice dictation & recognition	Technical Skills	Business applications	2	2,175	0.214%	152	0.058%	-0.156%	-73.032%
77	Voice/Data Telecom	Technical Skills	Hardware	9	124,511	12.234%	29,944	11.353%	-0.881%	-7.198%
1299	Web Application Server	Technical Skills	Business applications	8	37,719	3.706%	8,733	3.311%	-0.395%	-10.657%
1248	Web platform development software	Technical Skills	Software development	4	2,473	0.243%	518	0.196%	-0.047%	-19.172%
65	web programmer	Technical Skills	Software development	4	55,601	5.463%	17,633	6.685%	1.222%	22.377%
58	Web servers	Technical Skills	Business applications	6	47,819	4.698%	11,837	4.488%	-0.210%	-4.479%
49	Web-based Application Development	Technical Skills	Software development	2	33,843	3.325%	8,708	3.302%	-0.024%	-0.710%
1356	Windows CE	Technical Skills	Mobile Platforms	4	3,129	0.307%	705	0.267%	-0.040%	-13.056%
1102	Wireless	Technical Skills	Network	5	29,986	2.946%	7,137	2.706%	-0.240%	-8.155%
1363	YouTube	Technical Skills	Social Networking	2	232	0.023%	148	0.056%	0.033%	146.167%
79	.NET	Programming Skills	Current	1	102,601	10.081%	46,817	17.751%	7.670%	76.079%
209	A programming language (APL)	Programming Skills	Legacy	2	1,165	0.114%	214	0.081%	-0.033%	-29.117%
99	Ada	Programming Skills	Legacy	1	2,896	0.285%	470	0.178%	-0.106%	-37.374%
80	AJAX	Programming Skills	Current	1	32,492	3.192%	9,002	3.413%	0.221%	6.910%
192	Apple AppleScript	Programming Skills	Current	1	88	0.009%	11	0.004%	-0.004%	-51.765%
81	ASP	Programming Skills	Current	2	52,489	5.157%	12,262	4.649%	-0.508%	-9.853%
108	Assembly	Programming Skills	Legacy	2	1,376	0.135%	191	0.072%	-0.063%	-46.436%
211	AWK	Programming Skills	Legacy	1	896	0.088%	272	0.103%	0.015%	17.143%
212	B	Programming Skills	Legacy	1	12,847	1.262%	6,334	2.402%	1.139%	90.254%
83	C#	Programming Skills	Current	2	88,907	8.735%	43,633	16.543%	7.808%	89.381%
82	C/C++	Programming Skills	Current	3	115,843	11.382%	46,766	17.731%	6.349%	55.782%
193	Cascading Style Sheets (CSS)	Programming Skills	Current	2	38,347	3.768%	11,397	4.321%	0.553%	14.687%
215	Categorical abstract machine language (CAML)	Programming Skills	Legacy	1	216	0.021%	65	0.025%	0.003%	16.122%
84	CGI	Programming Skills	Current	2	3,937	0.387%	1,549	0.587%	0.200%	51.825%
217	Clipper	Programming Skills	Legacy	1	91	0.009%	32	0.012%	0.003%	35.695%
218	CLU	Programming Skills	Legacy	1	126	0.012%	5	0.002%	-0.010%	-84.687%
100	Cobol	Programming Skills	Legacy	1	6,335	0.622%	1,603	0.608%	-0.015%	-2.356%
85	ColdFusion	Programming Skills	Current	2	5,708	0.561%	999	0.379%	-0.182%	-32.464%
219	Combined programming language (CPL)	Programming Skills	Legacy	1	103	0.010%	8	0.003%	-0.007%	-70.028%
195	Component object model (COM)	Programming Skills	Current	1	30	0.003%	14	0.005%	0.002%	80.079%
125	Database programming	Programming Skills	Current	3	14,430	1.418%	4,012	1.521%	0.103%	7.288%
196	Distributed component object model (DCOM)	Programming Skills	Current	1	802	0.079%	159	0.060%	-0.019%	-23.497%
197	Document Object Model (DOM) Scripting	Programming Skills	Current	2	3,196	0.314%	747	0.283%	-0.031%	-9.807%
221	Extended self-containing Prolog (ESP)	Programming Skills	Legacy	1	1,159	0.114%	369	0.140%	0.026%	22.857%
199	Extensible stylesheet language (XSL)	Programming Skills	Current	4	6,480	0.637%	1,664	0.631%	-0.006%	-0.909%
109	Forth	Programming Skills	Legacy	1	2,767	0.272%	878	0.333%	0.061%	22.445%
102	Fortran	Programming Skills	Legacy	1	741	0.073%	89	0.034%	-0.039%	-53.652%
86	HTML/XHTML/DHTML	Programming Skills	Current	3	157,867	15.511%	18,520	7.022%	-8.489%	-54.730%
222	J	Programming Skills	Legacy	1	4,190	0.412%	518	0.196%	-0.215%	-52.294%
87	Java/J2EE/J2P	Programming Skills	Current	4	151,812	14.916%	57,970	21.979%	7.063%	47.351%
97	JavaScript	Programming Skills	Current	3	57,882	5.687%	16,726	6.342%	0.654%	11.508%
89	JavaServer Faces	Programming Skills	Current	3	6,156	0.605%	1,568	0.595%	-0.010%	-1.711%
88	JavaServer Pages	Programming Skills	Current	3	25,309	2.487%	6,102	2.314%	-0.173%	-6.963%
223	Job control language (JCL)	Programming Skills	Legacy	2	6,023	0.592%	876	0.332%	-0.260%	-43.876%
126	LAMP	Programming Skills	Current	1	7,654	0.752%	2,085	0.791%	0.038%	5.117%
104	Lisp	Programming Skills	Legacy	1	392	0.039%	82	0.031%	-0.007%	-19.279%
224	Lisp object-oriented programming system (LOOPS)	Programming Skills	Legacy	1	294	0.029%	86	0.033%	0.004%	12.878%
201	Microsoft ActiveX	Programming Skills	Current	1	778	0.076%	191	0.072%	-0.004%	-5.265%
107	Pascal	Programming Skills	Legacy	1	332	0.033%	42	0.016%	-0.017%	-51.183%
90	Perl	Programming Skills	Current	1	35,700	3.508%	8,381	3.178%	-0.330%	-9.409%
91	PHP	Programming Skills	Current	1	24,507	2.408%	5,962	2.260%	-0.147%	-6.123%
103	PL/1	Programming Skills	Legacy	2	81	0.008%	32	0.012%	0.004%	52.448%
105	Prolog	Programming Skills	Legacy	1	501	0.049%	19	0.007%	-0.042%	-85.366%
95	Python	Programming Skills	Current	1	14,853	1.459%	3,980	1.509%	0.050%	3.401%
228	Register transfer language (RTL)	Programming Skills	Legacy	1	6,297	0.619%	3,894	1.476%	0.858%	138.627%
205	Scalable vector graphics (SVG)	Programming Skills	Current	1	125	0.012%	28	0.011%	-0.002%	-13.562%
206	Scripting languages	Programming Skills	Current	1	8,293	0.815%	2,342	0.888%	0.073%	8.976%
101	Smalltalk	Programming Skills	Legacy	1	140	0.014%	32	0.012%	-0.002%	-11.798%
92	SQL	Programming Skills	Current	3	223,910	22.000%	80,211	30.412%	8.412%	38.235%
110	TCL	Programming Skills	Legacy	1	1,420	0.140%	302	0.115%	-0.025%	-17.932%
98	Unified Modeling Language	Programming Skills	Current	2	20,158	1.981%	4,179	1.584%	-0.396%	-20.002%
93	Visual Basic	Programming Skills	Current	6	48,763	4.791%	10,754	4.077%	-0.714%	-14.899%
207	Web service definition language (WSDL)	Programming Skills	Current	2	4,399	0.432%	1,382	0.524%	0.092%	21.230%
94	XML	Programming Skills	Current	2	74,960	7.365%	18,867	7.153%	-0.212%	-2.875%
1342	Computer Science	Majors	Computer Science	2	284,267	27.930%	73,315	27.797%	-0.133%	-0.477%
1344	Information Technology	Majors	Information Technology	3	1,017,769	100.000%	263,750	100.000%	0.000%	0.000%
1343	Management Information Systems	Majors	Management Information Systems	9	171,488	16.849%	41,697	15.809%	-1.040%	-6.173%

Home | Data

All Degree Programs

Management Information Systems

Computer Science

Information Technology