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Skill Frequencies: April, 2007 through 2020-07-10

All Degrees

All Degree Programs

2020-07-10Jobs Found:5,304,099Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 18,3400.346% 7,3180.729% 0.383%110.793%
2Attention to DetailsSoft SkillsProblem-solving skills2 19,3040.364% 4,9380.492% 0.128%35.134%
8Conflict ResolutionSoft SkillsInterpersonal skills1 32,1170.606% 9,1250.909% 0.303%50.093%
231CooperationSoft SkillsInterpersonal skills1 44,8870.846% 11,3841.134% 0.288%33.979%
1428Creative ThinkingSoft SkillsProblem-solving skills1 24,9320.470% 8,3210.829% 0.359%76.312%
3CreativitySoft SkillsProblem-solving skills4 174,5833.291% 53,3035.309% 2.017%61.292%
4Critical thinkingSoft SkillsProblem-solving skills3 87,5951.651% 36,8683.672% 2.021%122.348%
1300FlexibilitySoft SkillsWork ethic1 240,2194.529% 59,1295.889% 1.360%30.034%
232IndependenceSoft SkillsInterpersonal skills1 30,5970.577% 10,2871.025% 0.448%77.612%
13Initiative/Motivation to workSoft SkillsWork ethic5 661,50312.472% 171,46217.077% 4.606%36.930%
256InnovationSoft SkillsProblem-solving skills1 461,6348.703% 165,17816.451% 7.748%89.024%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 544,94810.274% 162,05016.140% 5.866%57.093%
1422InternshipSoft SkillsWork ethic3 131,7812.485% 44,1174.394% 1.909%76.854%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 4,0300.076% 1,8910.188% 0.112%147.884%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 383,5347.231% 121,68312.119% 4.888%67.606%
10LeadershipSoft SkillsInterpersonal skills1 1,137,79121.451% 282,11128.098% 6.647%30.984%
258LearningSoft SkillsProblem-solving skills1 511,7409.648% 180,31417.959% 8.311%86.141%
1Learning AbilitySoft SkillsProblem-solving skills3 98,8721.864% 29,6112.949% 1.085%58.213%
236ListeningSoft SkillsLanguage skills1 114,8432.165% 25,0532.495% 0.330%15.244%
260MathematicsSoft SkillsProblem-solving skills3 310,1445.847% 99,6239.922% 4.075%69.691%
261MemorizationSoft SkillsProblem-solving skills2 3460.007% 1840.018% 0.012%180.934%
18Negotiation SkillsSoft SkillsLanguage skills1 45,9130.866% 8,3770.834% -0.031%-3.614%
262OptimizationSoft SkillsProblem-solving skills1 263,4824.968% 62,5756.232% 1.265%25.462%
19Oral CommunicationsSoft SkillsLanguage skills5 87,8121.656% 23,8022.371% 0.715%43.193%
273PersistenceSoft SkillsWork ethic1 19,3290.364% 4,4610.444% 0.080%21.923%
239PersuasionSoft SkillsLanguage skills1 8,9720.169% 2,9810.297% 0.128%75.523%
1301Physical SkillSoft SkillsWork ethic2 10,2980.194% 6,3820.636% 0.441%227.391%
240PresentationsSoft SkillsLanguage skills1 265,0274.997% 73,6747.338% 2.341%46.854%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 940,84417.738% 229,43322.851% 5.113%28.825%
20Questioning skillsSoft SkillsLanguage skills1 1,6480.031% 5170.051% 0.020%65.728%
241Reading ComprehensionSoft SkillsLanguage skills1 1,8150.034% 8260.082% 0.048%140.417%
6Research skillsSoft SkillsProblem-solving skills1 9,5690.180% 2,7290.272% 0.091%50.660%
15ResponsibilitySoft SkillsWork ethic2 510,3529.622% 129,15212.863% 3.241%33.688%
234Self ControlSoft SkillsInterpersonal skills1 7850.015% 3720.037% 0.022%150.343%
11Self-esteemSoft SkillsInterpersonal skills1 1,1410.022% 8890.089% 0.067%311.603%
16Self-managementSoft SkillsWork ethic1 7,0190.132% 2,4560.245% 0.112%84.848%
250Stress ToleranceSoft SkillsPhysical skills1 1,5590.029% 9470.094% 0.065%220.897%
12TeamworkSoft SkillsInterpersonal skills1 229,5084.327% 66,1856.592% 2.265%52.344%
17Time ManagementSoft SkillsWork ethic2 188,9043.561% 51,2065.100% 1.539%43.200%
268VisualizationSoft SkillsProblem-solving skills1 79,1191.492% 38,3243.817% 2.325%155.889%
7Working under pressureSoft SkillsProblem-solving skills1 3,3300.063% 1,2870.128% 0.065%104.172%
21Written CommunicationsSoft SkillsLanguage skills5 783,72114.776% 176,99617.628% 2.853%19.307%
1341Accommodation and Food ServiceBusiness SkillsIndustry Segment4 452,8698.538% 149,58014.898% 6.360%74.487%
172Account managementBusiness SkillsManagement skills1 61,8731.167% 11,3451.130% -0.037%-3.135%
22AccountingBusiness SkillsBusiness processes4 574,01410.822% 78,3587.804% -3.018%-27.885%
1263Accounting softwareBusiness SkillsBusiness processes8 68,6461.294% 8,8590.882% -0.412%-31.824%
174AdministrationBusiness SkillsManagement skills3 1,235,53023.294% 228,75722.784% -0.510%-2.190%
1313AnalystBusiness SkillsProject management1 859,54616.205% 163,60416.295% 0.089%0.551%
175Application managementBusiness SkillsManagement skills5 354,7336.688% 72,3577.207% 0.519%7.756%
150Asset managementBusiness SkillsBusiness processes1 75,0461.415% 17,8881.782% 0.367%25.921%
151AuditingBusiness SkillsBusiness processes5 314,8875.937% 72,3957.210% 1.274%21.455%
1264Auditing softwareBusiness SkillsBusiness processes1 2290.004% 150.001% -0.003%-65.397%
152BillingBusiness SkillsBusiness processes1 135,2302.550% 21,3532.127% -0.423%-16.584%
153Bills of LadingBusiness SkillsBusiness processes1 2280.004% 1350.013% 0.009%212.796%
1314Business AnalystBusiness SkillsProject management1 301,9675.693% 40,4934.033% -1.660%-29.159%
35Business IntelligenceBusiness SkillsStrategy skills1 215,0294.054% 37,2593.711% -0.343%-8.463%
155Business performance management (BPM)Business SkillsBusiness processes2 30,1030.568% 3,9650.395% -0.173%-30.418%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 109,2312.059% 4,1230.411% -1.649%-80.060%
36Business StrategyBusiness SkillsStrategy skills3 1,036,23219.536% 274,83827.373% 7.837%40.114%
182Calendar and schedulingBusiness SkillsProject management3 213,8804.032% 50,7675.056% 1.024%25.393%
156Capacity planningBusiness SkillsBusiness processes1 96,6351.822% 12,9851.293% -0.529%-29.014%
28Change ManagementBusiness SkillsManagement skills1 214,2764.040% 50,5415.034% 0.994%24.604%
183Content workflowBusiness SkillsProject management1 1870.004% 260.003% -0.001%-26.550%
24Contracting and legalBusiness SkillsBusiness processes2 366,3926.908% 89,1578.880% 1.972%28.550%
176CoordinationBusiness SkillsManagement skills1 264,8334.993% 76,7077.640% 2.647%53.012%
157Cost accountingBusiness SkillsBusiness processes1 8,0930.153% 1,7810.177% 0.025%16.256%
158Cost estimationBusiness SkillsBusiness processes1 4,1000.077% 9440.094% 0.017%21.633%
1312Customer SupportBusiness SkillsBusiness processes6 994,18318.744% 203,71120.289% 1.546%8.246%
1339EducationBusiness SkillsIndustry Segment1 58,0071.094% 22,4942.240% 1.147%104.856%
1333EnergyBusiness SkillsIndustry Segment1 264,8874.994% 63,2396.298% 1.304%26.121%
1340EntertainmentBusiness SkillsIndustry Segment1 248,3624.682% 20,2892.021% -2.662%-56.844%
1319EnvironmentalBusiness SkillsEnvironmental16 221,1084.169% 53,2135.300% 1.131%27.138%
1320Environmental StrategyBusiness SkillsEnvironmental12 58,8171.109% 34,2853.415% 2.306%207.938%
161FinancialBusiness SkillsBusiness processes2 1,319,49424.877% 289,68028.852% 3.975%15.977%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 6,1250.115% 1,0220.102% -0.014%-11.853%
1332Health CareBusiness SkillsIndustry Segment2 833,15615.708% 149,61114.901% -0.807%-5.136%
177Human resourcesBusiness SkillsManagement skills2 394,8697.445% 66,5826.631% -0.813%-10.923%
1336InsuranceBusiness SkillsIndustry Segment1 29,1720.550% 5,1700.515% -0.035%-6.376%
1316Managing/SupervisionBusiness SkillsManagement skills6 2,965,70655.913% 533,20153.106% -2.808%-5.022%
1334ManufacturingBusiness SkillsIndustry Segment2 436,1158.222% 71,1237.084% -1.139%-13.847%
26MarketingBusiness SkillsBusiness processes1 624,52911.774% 96,2519.586% -2.188%-18.583%
185MonitoringBusiness SkillsProject management1 604,70311.401% 159,02015.838% 4.437%38.922%
179NegotiationBusiness SkillsManagement skills1 180,6493.406% 40,4454.028% 0.622%18.275%
163Operation and ControlBusiness SkillsBusiness processes3 3,8430.072% 1,6520.165% 0.092%127.092%
29Outsourcing ManagementBusiness SkillsManagement skills3 162,1423.057% 10,3241.028% -2.029%-66.363%
167ProcurementBusiness SkillsBusiness processes1 152,1542.869% 30,6833.056% 0.187%6.531%
1290Project Management softwareBusiness SkillsProject management3 128,0072.413% 16,8381.677% -0.736%-30.511%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 902,76717.020% 178,39017.767% 0.747%4.390%
168QualityBusiness SkillsBusiness processes1 1,557,37329.362% 373,79737.229% 7.868%26.796%
1337Real EstateBusiness SkillsIndustry Segment2 199,8023.767% 11,0931.105% -2.662%-70.670%
1335RetailBusiness SkillsIndustry Segment2 976,28818.406% 136,93213.638% -4.768%-25.905%
34Risk ManagementBusiness SkillsProject management1 178,0863.358% 58,4625.823% 2.465%73.423%
169Service OrientationBusiness SkillsBusiness processes1 36,8620.695% 8,7250.869% 0.174%25.040%
27Supply Chain ManagementBusiness SkillsBusiness processes3 198,4333.741% 35,5983.545% -0.196%-5.229%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 12,4490.235% 1,6190.161% -0.073%-31.297%
178TeachingBusiness SkillsManagement skills7 337,9876.372% 58,2075.797% -0.575%-9.022%
190TimekeepingBusiness SkillsProject management3 135,4532.554% 21,1652.108% -0.446%-17.455%
1296Timekeeping softwareBusiness SkillsProject management1 6,3640.120% 1,8420.183% 0.063%52.905%
171Total quality management (TQM)Business SkillsBusiness processes2 5,3520.101% 7270.072% -0.028%-28.240%
180TroubleshootingBusiness SkillsManagement skills1 659,32412.430% 147,72314.713% 2.282%18.362%
181VerificationBusiness SkillsManagement skills1 315,6365.951% 59,4295.919% -0.032%-0.534%
1338Waste ManagementBusiness SkillsIndustry Segment1 5,0110.094% 6830.068% -0.026%-27.996%
191WorkflowBusiness SkillsProject management1 225,9844.261% 52,7225.251% 0.990%23.247%
31Working GloballyBusiness SkillsManagement skills3 24,9820.471% 1,4130.141% -0.330%-70.120%
32Working with Virtual TeamsBusiness SkillsManagement skills2 9,6250.181% 2,3420.233% 0.052%28.543%
514GLTechnical SkillsSoftware development3 6,5420.123% 7920.079% -0.044%-36.045%
1510Access ControlTechnical SkillsSecurity1 51,7010.975% 13,5511.350% 0.375%38.463%
987Access servers & softwareTechnical SkillsNetwork10 152,6482.878% 27,6762.756% -0.121%-4.220%
38Agile Development MethodsTechnical SkillsSoftware development13 344,8316.501% 108,94510.851% 4.349%66.903%
304Algorithmic softwareTechnical SkillsBusiness applications1 1280.002% 160.002% -0.001%-33.965%
1546AlienvaultTechnical SkillsSecurity1 3370.006% 2650.026% 0.020%315.411%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 5,7230.108% 1,4560.145% 0.037%34.400%
1352AndroidTechnical SkillsMobile Platforms3 92,6121.746% 24,8242.472% 0.726%41.601%
1351Apple iOSTechnical SkillsMobile Platforms6 62,2591.174% 10,1541.011% -0.162%-13.842%
120Apple operating systemsTechnical SkillsBusiness applications6 137,5312.593% 33,0963.296% 0.703%27.127%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 44,8110.845% 1,8270.182% -0.663%-78.461%
1543ArcSightTechnical SkillsSecurity1 8,2250.155% 1,6580.165% 0.010%6.491%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 135,9442.563% 74,7557.445% 4.882%190.498%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 5980.011% 2560.025% 0.014%126.152%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 2260.004% 650.006% 0.002%51.938%
1265Backup & RecoveryTechnical SkillsTechnical applications16 377,5967.119% 65,0816.482% -0.637%-8.948%
1386BiometricTechnical SkillsInformation mgmt2 13,6460.257% 3,1760.316% 0.059%22.953%
1353BlackberryTechnical SkillsMobile Platforms2 36,5630.689% 1,4980.149% -0.540%-78.356%
336Borland DelphiTechnical SkillsBusiness applications1 6,7470.127% 6660.066% -0.061%-47.853%
337Borland JBuilderTechnical SkillsBusiness applications1 4,1860.079% 480.005% -0.074%-93.942%
338Borland ParadoxTechnical SkillsBusiness applications1 4290.008% 770.008% -0.000%-5.181%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,4460.027% 6340.063% 0.036%131.624%
72Business Continuity PlanningTechnical SkillsHardware2 81,8791.544% 13,6831.363% -0.181%-11.718%
352Cadence OpusTechnical SkillsBusiness applications1 2,2110.042% 2060.021% -0.021%-50.780%
868CalculatorsTechnical SkillsHardware1 4,6610.088% 1,0070.100% 0.012%14.133%
39CASE ToolsTechnical SkillsSoftware development1 294,1865.546% 57,1045.687% 0.141%2.543%
367Categorization or classification softwareTechnical SkillsBusiness applications1 20,0640.378% 3,6590.364% -0.014%-3.660%
1469CCPATechnical SkillsSecurity1 1,2230.023% 1,2080.120% 0.097%421.798%
1478Center for Internet SecurityTechnical SkillsSecurity1 94,1811.776% 25,1442.504% 0.729%41.037%
1441Certificate managementTechnical SkillsSecurity1 2,7080.051% 9190.092% 0.040%79.279%
112CertificationTechnical SkillsMisc3 1,010,68819.055% 257,64225.661% 6.606%34.667%
78CiscoTechnical SkillsHardware1 367,9256.937% 42,0984.193% -2.744%-39.554%
1009Cisco Systems IOSTechnical SkillsNetwork1 97,3811.836% 25,8612.576% 0.740%40.292%
40Client-ServerTechnical SkillsSoftware development1 96,8391.826% 6,6480.662% -1.164%-63.734%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 8410.016% 7790.078% 0.062%389.332%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 4,6290.087% 1,0200.102% 0.014%16.406%
1445Cloud MigrationTechnical SkillsSecurity1 3,0510.058% 2,5410.253% 0.196%339.972%
1455cloud securityTechnical SkillsSecurity1 8,4050.158% 6,0040.598% 0.440%277.368%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 2110.004% 860.009% 0.005%115.317%
1486Cloud ServicesTechnical SkillsSecurity1 47,3190.892% 26,6742.657% 1.765%197.793%
1011Cluster server softwareTechnical SkillsNetwork9 75,3571.421% 12,6501.260% -0.161%-11.319%
1147CMAKETechnical SkillsSoftware development1 1,6590.031% 1,0000.100% 0.068%218.431%
1151Compatibility testingTechnical SkillsSoftware development1 2,2400.042% 3460.034% -0.008%-18.400%
1152CompilersTechnical SkillsSoftware development5 53,3101.005% 14,8571.480% 0.475%47.226%
1255Compliance softwareTechnical SkillsTechnical applications4 29,9050.564% 7,7280.770% 0.206%36.517%
385Computer aided design (CAD)Technical SkillsBusiness applications12 88,6501.671% 12,5301.248% -0.423%-25.332%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 8,3050.157% 1,5310.152% -0.004%-2.614%
875Computer diagnosticsTechnical SkillsHardware5 221,1594.170% 57,1445.691% 1.522%36.499%
1107Computer forensicsTechnical SkillsSecurity1 11,0640.209% 1,9930.198% -0.010%-4.839%
1266Computer HardwareTechnical SkillsHardware15 125,5042.366% 33,6993.356% 0.990%41.848%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 38,0250.717% 5670.056% -0.660%-92.123%
1015Computer serversTechnical SkillsNetwork6 439,2158.281% 72,1157.183% -1.098%-13.262%
1267Computer UtilitiesTechnical SkillsMisc2 3,4400.065% 9340.093% 0.028%43.434%
1447Configuration Management DatabaseTechnical SkillsSecurity1 10,4130.196% 2,7340.272% 0.076%38.703%
1448Container securityTechnical SkillsSecurity1 2770.005% 2400.024% 0.019%357.714%
1449ContainersTechnical SkillsSecurity1 46,2710.872% 23,6232.353% 1.480%169.705%
59Content ManagerTechnical SkillsBusiness applications1 5,4580.103% 4920.049% -0.054%-52.380%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 3,5530.067% 1,6830.168% 0.101%150.237%
1396Continuous ImprovementTechnical SkillsSoftware development1 124,0782.339% 55,0695.485% 3.145%134.463%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 119,9842.262% 57,6315.740% 3.478%153.744%
1453Control PlaneTechnical SkillsSecurity1 1,4660.028% 6470.064% 0.037%133.149%
878ControllersTechnical SkillsHardware3 36,8170.694% 8,9300.889% 0.195%28.134%
1454Crown JewelsTechnical SkillsSecurity1 2340.004% 760.008% 0.003%71.577%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 6,2090.117% 1,4850.148% 0.031%26.348%
407Customer information control system (CICS)Technical SkillsBusiness applications2 17,2900.326% 1,6440.164% -0.162%-49.769%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 302,4495.702% 42,4694.230% -1.472%-25.821%
1368Cyber SecurityTechnical SkillsInformation mgmt3 134,4142.534% 74,3037.400% 4.866%192.028%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 4,6300.087% 3,4090.340% 0.252%288.963%
1492Data Access GovernanceTechnical SkillsSecurity1 9590.018% 3640.036% 0.018%100.514%
953Data acquisition systemsTechnical SkillsInformation mgmt1 26,9390.508% 6,9400.691% 0.183%36.094%
1434Data classificationTechnical SkillsSecurity1 3,0640.058% 1,0540.105% 0.047%81.725%
955Data compression softwareTechnical SkillsInformation mgmt1 14,9730.282% 2,0200.201% -0.081%-28.730%
956Data conversion softwareTechnical SkillsInformation mgmt1 21,5130.406% 3,0180.301% -0.105%-25.889%
958Data dictionaryTechnical SkillsInformation mgmt1 12,2700.231% 1,7430.174% -0.058%-24.956%
1495Data discoveryTechnical SkillsSecurity1 4,4340.084% 1,9880.198% 0.114%136.855%
959Data entryTechnical SkillsInformation mgmt1 200,9053.788% 9,7170.968% -2.820%-74.449%
1502Data Loss PreventionTechnical SkillsSecurity1 13,9850.264% 5,2500.523% 0.259%98.317%
962Data mappingTechnical SkillsInformation mgmt1 25,1070.473% 4,2700.425% -0.048%-10.155%
67Data MiningTechnical SkillsInformation mgmt5 129,2122.436% 24,0152.392% -0.044%-1.816%
963Data modelingTechnical SkillsInformation mgmt1 150,2682.833% 23,2432.315% -0.518%-18.288%
1496Data retentionTechnical SkillsSecurity1 3,5730.067% 8120.081% 0.014%20.056%
1494Data taggingTechnical SkillsSecurity1 3690.007% 2230.022% 0.015%219.257%
68Data WarehousingTechnical SkillsInformation mgmt2 226,0554.262% 32,4373.231% -1.031%-24.197%
69Database AdministrationTechnical SkillsInformation mgmt12 290,4925.477% 39,3423.918% -1.558%-28.454%
969Database design softwareTechnical SkillsInformation mgmt16 230,5374.346% 29,7622.964% -1.382%-31.800%
1268Database ReportingTechnical SkillsInformation mgmt3 65,7261.239% 5,4300.541% -0.698%-56.356%
1373Database SecurityTechnical SkillsInformation mgmt1 1,1690.022% 2830.028% 0.006%27.889%
1269Database SecurityTechnical SkillsInformation mgmt2 8550.016% 2050.020% 0.004%26.663%
1270Database ServersTechnical SkillsInformation mgmt3 53,5431.009% 2,7190.271% -0.739%-73.173%
1271Database TestingTechnical SkillsInformation mgmt1 4,0380.076% 6660.066% -0.010%-12.869%
1160DebuggingTechnical SkillsSoftware development7 334,6996.310% 69,0466.877% 0.567%8.980%
1385DecryptionTechnical SkillsInformation mgmt2 1,7190.032% 3920.039% 0.007%20.468%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 18,0950.341% 1,5140.151% -0.190%-55.799%
418Desktop publishing softwareTechnical SkillsBusiness applications13 84,6951.597% 31,2633.114% 1.517%95.000%
1272Development EnvironmentTechnical SkillsSoftware development13 228,7484.313% 48,5514.836% 0.523%12.125%
1498Device ManagementTechnical SkillsSecurity1 10,6000.200% 3,9080.389% 0.189%94.765%
1273Digital ImagingTechnical SkillsHardware1 2,2590.043% 1850.018% -0.024%-56.737%
883Digital Signal Processor (DSP)Technical SkillsHardware2 14,2440.269% 2,8750.286% 0.018%6.627%
1446Digital TransformationTechnical SkillsSecurity1 21,3020.402% 20,8622.078% 1.676%417.366%
1472DISATechnical SkillsSecurity1 17,9970.339% 7,8690.784% 0.444%130.984%
423Disk operating system (DOS)Technical SkillsBusiness applications1 13,2780.250% 2,1000.209% -0.041%-16.450%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 3,7280.070% 1,3170.131% 0.061%86.626%
1504DMZTechnical SkillsNetwork1 8,1360.153% 1,0420.104% -0.050%-32.342%
1451DockerTechnical SkillsSecurity1 41,7700.788% 33,5043.337% 2.549%323.735%
1307Doctor of PhilosophyTechnical SkillsMisc3 234,9434.429% 55,7315.551% 1.121%25.313%
973Document management softwareTechnical SkillsInformation mgmt4 46,1480.870% 10,0381.000% 0.130%14.910%
1020Domain name system (DNS)Technical SkillsNetwork3 149,7542.823% 27,4642.735% -0.088%-3.117%
61DreamweaverTechnical SkillsSoftware development1 21,0990.398% 1,0360.103% -0.295%-74.061%
54DSS/GDSSTechnical SkillsBusiness applications5 56,9391.073% 8,4000.837% -0.237%-22.065%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 1920.004% 500.005% 0.001%37.572%
62EclipseTechnical SkillsSoftware development1 87,9841.659% 9,3320.929% -0.729%-43.968%
1308Electronic CommerceTechnical SkillsBusiness applications2 199,4353.760% 23,4832.339% -1.421%-37.797%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 40,1310.757% 5,3050.528% -0.228%-30.166%
1023Electronic mail softwareTechnical SkillsNetwork8 75,2831.419% 13,4311.338% -0.082%-5.752%
1384EncryptionTechnical SkillsInformation mgmt1 4390.008% 2500.025% 0.017%200.842%
1507EndpointTechnical SkillsSecurity1 19,8670.375% 9,6110.957% 0.583%155.563%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 233,6124.404% 36,7463.660% -0.745%-16.905%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 280,8965.296% 39,1093.895% -1.401%-26.448%
1321Environmental CertificationTechnical SkillsEnvironmental1 8110.015% 4640.046% 0.031%202.245%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,6920.032% 1850.018% -0.013%-42.239%
1329Environmental EnergyTechnical SkillsEnvironmental25 22,3480.421% 7,2450.722% 0.300%71.262%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 19,3900.366% 5,7260.570% 0.205%56.004%
1327Environmental PollutionTechnical SkillsEnvironmental24 50,1100.945% 7,7820.775% -0.170%-17.959%
1324Environmental Pollution ControlTechnical SkillsEnvironmental9 10,1190.191% 3,6760.366% 0.175%91.911%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 3,6290.068% 1,4750.147% 0.078%114.717%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 56,8301.071% 4,8840.486% -0.585%-54.600%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,7040.032% 1990.020% -0.012%-38.306%
1322Environmental TechnologyTechnical SkillsEnvironmental2 1,4120.027% 6490.065% 0.038%142.813%
1470EPRITechnical SkillsSecurity1 1860.004% 590.006% 0.002%67.572%
1551ExabeamTechnical SkillsSecurity1 2560.005% 2250.022% 0.018%364.307%
461Expert system softwareTechnical SkillsBusiness applications1 1,9350.036% 5270.052% 0.016%43.877%
1359FacebookTechnical SkillsSocial Networking1 538,01210.143% 18,6221.855% -8.289%-81.715%
463Facilities management softwareTechnical SkillsBusiness applications4 17,5590.331% 5,0640.504% 0.173%52.355%
1476FedRAMPTechnical SkillsSecurity1 4,0700.077% 3,1020.309% 0.232%302.633%
1467FINRATechnical SkillsSecurity1 3,0770.058% 8740.087% 0.029%50.054%
1556FireEyeTechnical SkillsSecurity1 3,4450.065% 1,7390.173% 0.108%166.669%
1464FISMATechnical SkillsSecurity1 18,4780.348% 5,8940.587% 0.239%68.507%
468Flight control softwareTechnical SkillsBusiness applications1 1,6160.030% 4970.050% 0.019%62.472%
1508Flow analysisTechnical SkillsSecurity1 7,0600.133% 1,5780.157% 0.024%18.077%
469Flowchart softwareTechnical SkillsBusiness applications5 14,0360.265% 2,2000.219% -0.046%-17.198%
1367ForensicTechnical SkillsInformation mgmt2 81,0081.527% 13,7261.367% -0.160%-10.489%
1552FortinetTechnical SkillsSecurity1 4,7250.089% 1,9530.195% 0.105%118.355%
1112Fraud DetectionTechnical SkillsSecurity1 31,1570.587% 10,7451.070% 0.483%82.185%
63FrontPageTechnical SkillsSoftware development1 3,4670.065% 640.006% -0.059%-90.248%
475Fund accounting softwareTechnical SkillsBusiness applications1 2,3330.044% 4780.048% 0.004%8.237%
1260GamingTechnical SkillsMisc2 109,9112.072% 24,6052.451% 0.378%18.262%
1468GDPRTechnical SkillsSecurity1 3,8840.073% 3,8770.386% 0.313%427.326%
113Generic databasesTechnical SkillsInformation mgmt2 714,85513.477% 136,66113.611% 0.134%0.992%
1365Google AppsTechnical SkillsBusiness applications4 16,2320.306% 2,9140.290% -0.016%-5.163%
1364Google PlusTechnical SkillsSocial Networking1 1,5890.030% 2810.028% -0.002%-6.579%
1512GovernanceTechnical SkillsSecurity1 156,8982.958% 56,4365.621% 2.663%90.021%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 301,9845.693% 55,2655.504% -0.189%-3.322%
484Graphic softwareTechnical SkillsBusiness applications16 395,0687.448% 65,4026.514% -0.934%-12.546%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 77,6201.463% 6,7610.673% -0.790%-53.985%
1323Green ITTechnical SkillsEnvironmental9 14,5100.274% 3,5310.352% 0.078%28.556%
893Guidance systemsTechnical SkillsHardware1 2560.005% 870.009% 0.004%79.532%
1371HackingTechnical SkillsInformation mgmt5 26,1760.494% 8,2210.819% 0.325%65.914%
895Hardware description language (HDL)Technical SkillsHardware2 1,6120.030% 6040.060% 0.030%97.940%
1277Hardware DesignTechnical SkillsHardware21 40,6960.767% 11,2131.117% 0.350%45.557%
1278Hardware TestingTechnical SkillsHardware4 13,0340.246% 2,9100.290% 0.044%17.944%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 3,2590.061% 1,6250.162% 0.100%163.409%
492Helpdesk or call centerTechnical SkillsBusiness applications2 277,6985.236% 42,1634.199% -1.036%-19.791%
1465HIPAATechnical SkillsSecurity1 60,7741.146% 18,5911.852% 0.706%61.602%
1473HITRUSTTechnical SkillsSecurity1 3,2220.061% 1,9650.196% 0.135%222.181%
1377Homeland SecurityTechnical SkillsInformation mgmt1 131,5392.480% 24,9692.487% 0.007%0.279%
1487IaaSTechnical SkillsSecurity1 17,1900.324% 10,2601.022% 0.698%215.307%
114IBM databasesTechnical SkillsInformation mgmt2 111,8392.109% 9,2850.925% -1.184%-56.142%
121IBM operating systemsTechnical SkillsBusiness applications4 86,2341.626% 4,7070.469% -1.157%-71.164%
1513Identity Access ManagementTechnical SkillsSecurity2 37,1740.701% 16,5081.644% 0.943%134.594%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 3530.007% 2570.026% 0.019%284.610%
898Image capture devicesTechnical SkillsHardware9 26,6130.502% 8,4080.837% 0.336%66.902%
524Industrial control softwareTechnical SkillsBusiness applications3 22,5600.425% 7,1060.708% 0.282%66.398%
1485Industrial Control SystemsTechnical SkillsSecurity1 10,1170.191% 3,0930.308% 0.117%61.507%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 69,1291.303% 14,7051.465% 0.161%12.374%
1375Information SecurityTechnical SkillsInformation mgmt3 217,3244.097% 65,8496.558% 2.461%60.068%
899InfraredTechnical SkillsHardware1 6,4180.121% 1,1980.119% -0.002%-1.390%
1491Infrastructure as CodeTechnical SkillsSecurity1 8,1710.154% 6,1910.617% 0.463%300.265%
1180InstallationTechnical SkillsSoftware development1 413,0537.787% 78,6447.833% 0.045%0.582%
901Interface definition language (IDL)Technical SkillsHardware1 1,6480.031% 3700.037% 0.006%18.606%
536Internet browser softwareTechnical SkillsBusiness applications4 27,6230.521% 4,0780.406% -0.115%-22.010%
1483Internet of ThingsTechnical SkillsSecurity1 25,2710.476% 18,5291.845% 1.369%287.340%
1578Internet proxyTechnical SkillsSecurity1 6970.013% 1020.010% -0.003%-22.691%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 52,0040.980% 10,3691.033% 0.052%5.333%
541Inventory management softwareTechnical SkillsBusiness applications3 31,9390.602% 9,3980.936% 0.334%55.445%
1459ISO 27000Technical SkillsSecurity1 3,2250.061% 1,0320.103% 0.042%69.049%
1460ISO 27001Technical SkillsSecurity1 14,7740.279% 6,0160.599% 0.321%115.116%
1461ISO 27002Technical SkillsSecurity1 1,8950.036% 4970.050% 0.014%38.551%
1414ISO 9000Technical SkillsSoftware development1 7,2350.136% 5910.059% -0.078%-56.847%
73IT Architecture/StandardsTechnical SkillsHardware2 40,4240.762% 7,9130.788% 0.026%3.410%
1515IT Service ManagementTechnical SkillsSecurity1 36,4710.688% 13,4471.339% 0.652%94.778%
1481ITILTechnical SkillsSecurity1 145,7242.747% 37,9573.780% 1.033%37.601%
1357Java METechnical SkillsMobile Platforms2 2,3370.044% 160.002% -0.042%-96.383%
1035KernelTechnical SkillsNetwork1 42,7270.806% 5,7710.575% -0.231%-28.647%
1442Key managementTechnical SkillsSecurity1 10,6480.201% 2,6990.269% 0.068%33.905%
1450KubernetesTechnical SkillsSecurity1 23,8670.450% 22,5252.243% 1.793%398.574%
907LasersTechnical SkillsHardware1 1,6310.031% 5660.056% 0.026%83.326%
1516Least PrivilegeTechnical SkillsSecurity1 1,1250.021% 5420.054% 0.033%154.512%
1038License management softwareTechnical SkillsNetwork1 3,6850.069% 1,0840.108% 0.038%55.401%
1361LinkedInTechnical SkillsSocial Networking1 49,6160.935% 15,8351.577% 0.642%68.600%
1544LogRhythmTechnical SkillsSecurity1 1,2440.023% 5360.053% 0.030%127.618%
908Mainframe computersTechnical SkillsHardware2 134,4342.535% 10,6011.056% -1.479%-58.342%
124Mainframe operating systemsTechnical SkillsBusiness applications8 65,0301.226% 10,6041.056% -0.170%-13.857%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 101,7851.919% 13,3781.332% -0.587%-30.566%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 28,1090.530% 3,8270.381% -0.149%-28.076%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1530.003% 760.008% 0.005%162.412%
1281Medical softwareTechnical SkillsBusiness applications9 40,8550.770% 12,7211.267% 0.497%64.490%
1452MesosTechnical SkillsSecurity1 2,9350.055% 1,6800.167% 0.112%202.387%
1517Metadata analysisTechnical SkillsSecurity1 4080.008% 870.009% 0.001%12.647%
1555Micro FocusTechnical SkillsSecurity1 3,0010.057% 1,0480.104% 0.048%84.484%
1433Micro-segmentationTechnical SkillsSecurity1 3530.007% 3260.032% 0.026%387.871%
115Microsoft databasesTechnical SkillsInformation mgmt5 632,78111.930% 74,8697.457% -4.473%-37.496%
119Microsoft operating systemsTechnical SkillsBusiness applications4 928,88917.513% 139,63913.908% -3.605%-20.585%
1518MITRETechnical SkillsSecurity1 7,9190.149% 2,5840.257% 0.108%72.379%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 24,3850.460% 3,9990.398% -0.061%-13.365%
1581Mobile securityTechnical SkillsSecurity2 3,6110.068% 1,0430.104% 0.036%52.588%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 5,8410.110% 3,2470.323% 0.213%193.669%
625MultimediaTechnical SkillsBusiness applications1 153,7762.899% 5,6520.563% -2.336%-80.583%
1362MySpaceTechnical SkillsSocial Networking1 5,4310.102% 840.008% -0.094%-91.829%
1471NERCTechnical SkillsSecurity1 5,5330.104% 1,6370.163% 0.059%56.297%
1548NetWitnessTechnical SkillsSecurity1 8460.016% 3160.031% 0.016%97.324%
1499Network Access ControlTechnical SkillsSecurity2 11,3800.215% 2,3560.235% 0.020%9.369%
74Network administrationTechnical SkillsHardware17 570,29810.752% 141,31214.074% 3.322%30.900%
1282Network Administration softwareTechnical SkillsNetwork18 253,7794.785% 53,1195.291% 0.506%10.575%
1519Network discoveryTechnical SkillsSecurity1 6220.012% 2330.023% 0.011%97.892%
1283Network HardwareTechnical SkillsNetwork11 181,4383.421% 30,2513.013% -0.408%-11.921%
1284Network Monitoring softwareTechnical SkillsNetwork15 126,9782.394% 25,0412.494% 0.100%4.180%
1059Network operation system software (NOS)Technical SkillsNetwork2 6,6880.126% 8520.085% -0.041%-32.701%
1369Network SecurityTechnical SkillsInformation mgmt1 28,0670.529% 4,2430.423% -0.107%-20.138%
1122Network securityTechnical SkillsSecurity1 151,7322.861% 25,1742.507% -0.353%-12.353%
1285Network Security softwareTechnical SkillsSecurity37 368,6566.950% 87,0388.669% 1.718%24.724%
1503Network SegmentationTechnical SkillsNetwork1 1,8450.035% 7880.078% 0.044%125.628%
1286Network softwareTechnical SkillsNetwork6 132,0852.490% 66,0506.578% 4.088%164.169%
1287Network TestingTechnical SkillsNetwork11 80,4551.517% 12,4891.244% -0.273%-17.996%
1521Next Generation FirewallTechnical SkillsSecurity2 1,6210.031% 9400.094% 0.063%206.342%
1458NISTTechnical SkillsSecurity1 49,6410.936% 22,9302.284% 1.348%144.020%
1065Novell network softwareTechnical SkillsNetwork2 5,9020.111% 2020.020% -0.091%-81.919%
643OberonTechnical SkillsBusiness applications1 5630.011% 290.003% -0.008%-72.789%
1413Object Oriented DesignTechnical SkillsSoftware development2 113,1022.132% 9,5690.953% -1.179%-55.305%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 537,95010.142% 67,1366.687% -3.456%-34.071%
1288Office ApplicationsTechnical SkillsBusiness applications13 787,45614.846% 189,81218.905% 4.059%27.338%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 48,1090.907% 3,8070.379% -0.528%-58.196%
116Open-source databasesTechnical SkillsInformation mgmt4 256,5444.837% 41,9544.179% -0.658%-13.608%
118Open-source operating systemsTechnical SkillsBusiness applications8 745,22114.050% 128,28112.777% -1.273%-9.063%
56Operating SystemsTechnical SkillsBusiness applications3 438,7108.271% 89,8548.949% 0.678%8.199%
1482Operational TechnologyTechnical SkillsSecurity1 10,1920.192% 3,6070.359% 0.167%86.960%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 3,5400.067% 1,0110.101% 0.034%50.873%
117Oracle databasesTechnical SkillsInformation mgmt1 783,35814.769% 80,4078.008% -6.761%-45.775%
1529Orchestration & AutomationTechnical SkillsSecurity1 6290.012% 4310.043% 0.031%261.984%
1488PaaSTechnical SkillsSecurity1 20,1920.381% 11,5201.147% 0.767%201.395%
1354Palm OSTechnical SkillsMobile Platforms3 3,3930.064% 380.004% -0.060%-94.084%
1522PanoramaTechnical SkillsSecurity1 1,0140.019% 4260.042% 0.023%121.939%
1466Payment Card IndustryTechnical SkillsSecurity1 54,0841.020% 14,7621.470% 0.451%44.191%
1376Penetration TestingTechnical SkillsInformation mgmt5 152,0562.867% 51,1935.099% 2.232%77.856%
1527Personal Healthcare InformationTechnical SkillsSecurity1 5,4320.102% 2,6440.263% 0.161%157.137%
1528Personally Identifiable InformationTechnical SkillsSecurity1 5,7970.109% 2,7530.274% 0.165%150.880%
1289Physical ToolsTechnical SkillsHardware1 4470.008% 2100.021% 0.012%148.184%
683Point of sale (POS)Technical SkillsBusiness applications3 30,9240.583% 7,9540.792% 0.209%35.879%
1525Policy Decision PointTechnical SkillsSecurity1 1,4730.028% 4320.043% 0.015%54.933%
1526Policy Enforcement PointTechnical SkillsSecurity1 1,3650.026% 5740.057% 0.031%122.148%
686PolkaTechnical SkillsBusiness applications1 1,1170.021% 1,1150.111% 0.090%427.332%
931PrintersTechnical SkillsHardware4 57,7751.089% 20,8092.073% 0.983%90.271%
1430Privileged Account ManagementTechnical SkillsSecurity2 47,2070.890% 1,7430.174% -0.716%-80.495%
43ProgrammingTechnical SkillsSoftware development1 1,213,14622.872% 214,63521.377% -1.495%-6.535%
700ProvisioningTechnical SkillsBusiness applications1 73,1181.379% 17,6961.762% 0.384%27.854%
1545QRadarTechnical SkillsSecurity1 2,3840.045% 9370.093% 0.048%107.633%
1531Quality of ServiceTechnical SkillsSecurity1 43,2900.816% 7,3260.730% -0.087%-10.599%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 23,1320.436% 1,8390.183% -0.253%-58.002%
1553Rapid7Technical SkillsSecurity1 1,2140.023% 5970.059% 0.037%159.787%
1258Rate ControlTechnical SkillsTechnical applications1 2130.004% 200.002% -0.002%-50.396%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 49,9040.941% 1,4960.149% -0.792%-84.164%
1077Remote control softwareTechnical SkillsNetwork2 5,7670.109% 1,3800.137% 0.029%26.413%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,7720.052% 3750.037% -0.015%-28.534%
1379Risk AnalysisTechnical SkillsInformation mgmt1 33,6720.635% 8,4630.843% 0.208%32.775%
1262RoboticsTechnical SkillsHardware3 32,3920.611% 16,9671.690% 1.079%176.713%
1532Role-Based Access ControlTechnical SkillsSecurity3 5,8870.111% 1,7410.173% 0.062%56.231%
1318RSATechnical SkillsSecurity1 19,9480.376% 2,2750.227% -0.150%-39.752%
1489SaaSTechnical SkillsSecurity1 100,8261.901% 33,8093.367% 1.466%77.142%
1429SASETechnical SkillsSecurity2 5740.011% 4330.043% 0.032%298.509%
1533SCCMTechnical SkillsSecurity1 23,8300.449% 8,8810.885% 0.435%96.879%
44SDLCTechnical SkillsSoftware development7 591,96111.160% 100,84410.044% -1.117%-10.005%
1500SecOpsTechnical SkillsSecurity2 5,6070.106% 5,4530.543% 0.437%413.768%
1537Secure SDLCTechnical SkillsSecurity1 28,9080.545% 6090.061% -0.484%-88.871%
1132Secure shell (SSH)Technical SkillsSecurity1 4420.008% 610.006% -0.002%-27.093%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 61,5991.161% 9,3000.926% -0.235%-20.242%
1569Secure Web GatewayTechnical SkillsSecurity1 9,2070.174% 780.008% -0.166%-95.525%
76SecurityTechnical SkillsHardware4 3,345,51763.074% 395,43839.385% -23.689%-37.558%
1382Security AuditTechnical SkillsInformation mgmt1 5,1510.097% 1,0840.108% 0.011%11.173%
1315Security ClearanceTechnical SkillsMisc2 444,6308.383% 120,10311.962% 3.579%42.698%
1477Security FrameworksTechnical SkillsSecurity1 9,9510.188% 4,1730.416% 0.228%121.536%
1540Security Information and Event ManagementTechnical SkillsSecurity1 20,9630.395% 9,5570.952% 0.557%140.841%
1584Security Information ManagementTechnical SkillsSecurity1 8,1470.154% 1,0290.102% -0.051%-33.276%
1567Security Operations CenterTechnical SkillsSecurity1 28,5810.539% 13,9151.386% 0.847%157.198%
1381Security PlanTechnical SkillsInformation mgmt1 5,3770.101% 2,0620.205% 0.104%102.587%
1380Security PolicyTechnical SkillsInformation mgmt2 88,4501.668% 26,0672.596% 0.929%55.688%
1457Security StandardsTechnical SkillsSecurity1 44,9750.848% 13,8491.379% 0.531%62.671%
1135Security testing softwareTechnical SkillsSecurity1 14,9770.282% 4,8560.484% 0.201%71.284%
1550SecuronixTechnical SkillsSecurity1 1550.003% 1330.013% 0.010%353.296%
1538SegmentationTechnical SkillsSecurity1 20,1540.380% 7,5210.749% 0.369%97.141%
60Sharepoint ServerTechnical SkillsBusiness applications1 15,3030.289% 7560.075% -0.213%-73.902%
1084Signal generatorsTechnical SkillsNetwork1 1,5170.029% 6950.069% 0.041%142.026%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 38,9500.734% 4,1080.409% -0.325%-44.283%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 167,2563.153% 23,3252.323% -0.830%-26.328%
1220Simulation softwareTechnical SkillsSoftware development5 85,3451.609% 26,4282.632% 1.023%63.587%
1568Single Sign-OnTechnical SkillsSecurity3 31,6950.598% 7,5270.750% 0.152%25.457%
1558SOARTechnical SkillsSecurity1 2,0800.039% 8000.080% 0.040%103.184%
1475SOC 2Technical SkillsSecurity1 3,8150.072% 2,7660.275% 0.204%283.019%
1366Social NetworkTechnical SkillsSocial Networking1 14,3130.270% 1,8720.186% -0.083%-30.906%
1358Social NetworkingTechnical SkillsSocial Networking1 25,0190.472% 1,5740.157% -0.315%-66.765%
1534Software Defined NetworkTechnical SkillsSecurity2 6,6500.125% 3,3760.336% 0.211%168.190%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 2,1400.040% 2,0860.208% 0.167%414.947%
42Software DevelopmentTechnical SkillsSoftware development2 1,246,25123.496% 196,61719.583% -3.913%-16.655%
1291Software Development softwareTechnical SkillsSoftware development3 7,6440.144% 4570.046% -0.099%-68.417%
1309Software EngineeringTechnical SkillsSoftware development1 760,08714.330% 125,97612.547% -1.783%-12.444%
1292Software InstallationTechnical SkillsSoftware development4 585,36711.036% 133,64413.311% 2.275%20.610%
1223Software librariesTechnical SkillsSoftware development1 1,7830.034% 6080.061% 0.027%80.142%
1293Software MaintenanceTechnical SkillsSoftware development1 32,7680.618% 3,9880.397% -0.221%-35.706%
1294Software TestingTechnical SkillsSoftware development14 555,95510.482% 119,93511.945% 1.464%13.964%
1225Source code management (SCM)Technical SkillsSoftware development5 177,8013.352% 35,7333.559% 0.207%6.169%
1541SplunkTechnical SkillsSecurity1 27,7940.524% 16,8021.673% 1.149%219.354%
1229Static analysis softwareTechnical SkillsSoftware development1 4,3480.082% 1,1740.117% 0.035%42.640%
772Statistical analysis softwareTechnical SkillsBusiness applications26 443,8908.369% 122,04012.155% 3.786%45.241%
774Statistical softwareTechnical SkillsBusiness applications1 202,2423.813% 65,7366.547% 2.734%71.709%
1230Stress testing softwareTechnical SkillsSoftware development1 11,7730.222% 1,9450.194% -0.028%-12.724%
1547sumo logicTechnical SkillsSecurity1 1,0460.020% 8340.083% 0.063%321.208%
122Sun operating systemsTechnical SkillsBusiness applications3 173,4523.270% 9,7330.969% -2.301%-70.356%
939Surveillance systemsTechnical SkillsHardware5 56,1211.058% 18,2651.819% 0.761%71.932%
1564SwimlaneTechnical SkillsSecurity1 1330.003% 650.006% 0.004%158.181%
791Symantec softwareTechnical SkillsBusiness applications1 34,1450.644% 3,5260.351% -0.293%-45.447%
1355SymbianTechnical SkillsMobile Platforms1 1270.002% 100.001% -0.001%-58.403%
1310System AdministrationTechnical SkillsNetwork4 317,7125.990% 55,7945.557% -0.433%-7.228%
45System TestingTechnical SkillsSoftware development5 103,8081.957% 20,7472.066% 0.109%5.581%
46Systems AnalysisTechnical SkillsSoftware development8 409,0937.713% 75,7887.548% -0.164%-2.132%
47Systems DesignTechnical SkillsSoftware development1 67,2991.269% 12,7381.269% -0.000%-0.010%
1233Systems EvaluationTechnical SkillsSoftware development1 9570.018% 3270.033% 0.015%80.509%
1234Systems integrationTechnical SkillsSoftware development8 296,5595.591% 20,9562.087% -3.504%-62.670%
75TCP/IPTechnical SkillsHardware3 253,2114.774% 34,8323.469% -1.305%-27.329%
1235Technology DesignTechnical SkillsSoftware development1 8,4910.160% 1,3540.135% -0.025%-15.759%
1236TemplatesTechnical SkillsSoftware development1 82,4551.555% 17,5481.748% 0.193%12.428%
1239Test implementationTechnical SkillsSoftware development1 2,6130.049% 1,1290.112% 0.063%128.253%
1302TestingTechnical SkillsSoftware development1 1,553,13829.282% 327,25832.594% 3.312%11.312%
1435Threat IntelligenceTechnical SkillsSecurity1 7,9390.150% 5,0740.505% 0.356%237.635%
1561ThreatConnectTechnical SkillsSecurity1 2880.005% 2860.028% 0.023%424.609%
1571Traffic AnalysisTechnical SkillsSecurity1 5,6580.107% 1,3440.134% 0.027%25.487%
1570Traffic CaptureTechnical SkillsSecurity1 2060.004% 270.003% -0.001%-30.760%
1297Training softwareTechnical SkillsBusiness applications3 5,7780.109% 1,3820.138% 0.029%26.355%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 7,1710.135% 9000.090% -0.046%-33.698%
1360TwitterTechnical SkillsSocial Networking1 73,4161.384% 16,8191.675% 0.291%21.024%
1411Unified ProcessTechnical SkillsSoftware development1 11,1320.210% 2160.022% -0.188%-89.750%
123UNIX operating systemsTechnical SkillsBusiness applications5 688,43512.979% 62,5456.229% -6.750%-52.005%
1298UNIX ShellsTechnical SkillsBusiness applications4 149,9542.827% 18,3421.827% -1.000%-35.382%
1410Use CaseTechnical SkillsSoftware development1 35,8040.675% 5,6740.565% -0.110%-16.282%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 2160.004% 2160.022% 0.017%428.278%
1572User Behavior AnalyticsTechnical SkillsSecurity1 3440.006% 2870.029% 0.022%340.743%
48User-Interface DesignTechnical SkillsSoftware development2 326,3276.152% 49,9864.979% -1.174%-19.080%
836Video creation and editing softwareTechnical SkillsBusiness applications3 18,2650.344% 3,2730.326% -0.018%-5.335%
1574Virtual MachineTechnical SkillsSecurity1 28,0160.528% 6,1680.614% 0.086%16.306%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 3480.007% 2940.029% 0.023%346.304%
64Visual StudioTechnical SkillsSoftware development1 152,3962.873% 18,3141.824% -1.049%-36.515%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 7,7750.147% 1,8200.181% 0.035%23.661%
77Voice/Data TelecomTechnical SkillsHardware10 421,0277.938% 54,1905.397% -2.541%-32.006%
1575Vulnerability ManagementTechnical SkillsSecurity1 20,4910.386% 8,4160.838% 0.452%116.973%
1583Vulnerability TestingTechnical SkillsSecurity1 5,0970.096% 1,4860.148% 0.052%54.016%
1577Web Application FirewallTechnical SkillsSecurity1 3,7490.071% 1,7990.179% 0.108%153.500%
1299Web Application ServerTechnical SkillsBusiness applications8 197,3543.721% 10,8251.078% -2.643%-71.024%
1248Web platform development softwareTechnical SkillsSoftware development5 11,2770.213% 2070.021% -0.192%-90.303%
65web programmerTechnical SkillsSoftware development4 97,0631.830% 5,7790.576% -1.254%-68.547%
1579Web proxyTechnical SkillsSecurity1 2,0980.040% 5400.054% 0.014%35.972%
58Web serversTechnical SkillsBusiness applications6 326,0056.146% 34,8353.469% -2.677%-43.551%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 232,8304.390% 25,0292.493% -1.897%-43.211%
1356Windows CETechnical SkillsMobile Platforms4 23,4930.443% 7630.076% -0.367%-82.843%
1102WirelessTechnical SkillsNetwork5 201,4363.798% 36,1133.597% -0.201%-5.292%
1363YouTubeTechnical SkillsSocial Networking2 14,2300.268% 7,2190.719% 0.451%168.000%
1524Zero TrustTechnical SkillsSecurity1 5440.010% 4680.047% 0.036%354.474%
79.NETProgramming SkillsCurrent1 516,8659.745% 51,8885.168% -4.577%-46.966%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 1690.003% 410.004% 0.001%28.162%
209A programming language (APL)Programming SkillsLegacy2 7,7540.146% 2,2080.220% 0.074%50.430%
99AdaProgramming SkillsLegacy1 29,1640.550% 13,9441.389% 0.839%152.582%
80AJAXProgramming SkillsCurrent1 244,4254.608% 12,8381.279% -3.330%-72.253%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1370.003% 240.002% -0.000%-7.455%
192Apple AppleScriptProgramming SkillsCurrent1 7180.014% 810.008% -0.005%-40.403%
81ASPProgramming SkillsCurrent2 326,2636.151% 27,0092.690% -3.461%-56.268%
108AssemblyProgramming SkillsLegacy2 11,2470.212% 1,0700.107% -0.105%-49.742%
211AWKProgramming SkillsLegacy1 8,7880.166% 6730.067% -0.099%-59.544%
212BProgramming SkillsLegacy1 74,2071.399% 19,7211.964% 0.565%40.393%
83C#Programming SkillsCurrent2 521,7769.837% 73,8307.353% -2.484%-25.250%
82C/C++Programming SkillsCurrent3 828,37315.618% 167,99616.732% 1.114%7.136%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 381,9137.200% 60,4246.018% -1.182%-16.419%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 1,2330.023% 960.010% -0.014%-58.869%
84CGIProgramming SkillsCurrent2 37,2900.703% 5,0830.506% -0.197%-27.990%
217ClipperProgramming SkillsLegacy1 7680.014% 800.008% -0.007%-44.971%
218CLUProgramming SkillsLegacy1 4440.008% 540.005% -0.003%-35.750%
100CobolProgramming SkillsLegacy1 34,3940.648% 3,2890.328% -0.321%-49.482%
85ColdFusionProgramming SkillsCurrent2 26,8520.506% 1,5730.157% -0.350%-69.053%
219Combined programming language (CPL)Programming SkillsLegacy1 6460.012% 1210.012% -0.000%-1.050%
195Component object model (COM)Programming SkillsCurrent1 5800.011% 200.002% -0.009%-81.784%
125Database programmingProgramming SkillsCurrent3 101,7901.919% 7,6850.765% -1.154%-60.116%
1501DevOpsProgramming SkillsMisc1 69,5301.311% 49,7234.952% 3.641%277.787%
196Distributed component object model (DCOM)Programming SkillsCurrent1 6,0280.114% 1570.016% -0.098%-86.241%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 25,0940.473% 1,8990.189% -0.284%-60.022%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 8,3830.158% 1,2580.125% -0.033%-20.724%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 42,5410.802% 1,9520.194% -0.608%-75.760%
109ForthProgramming SkillsLegacy1 23,0030.434% 10,1751.013% 0.580%133.675%
102FortranProgramming SkillsLegacy1 7,5230.142% 1,5200.151% 0.010%6.737%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 834,87915.740% 90,6109.025% -6.716%-42.666%
222JProgramming SkillsLegacy1 20,8660.393% 4,6300.461% 0.068%17.221%
87Java/J2EE/J2PProgramming SkillsCurrent4 1,094,25420.630% 164,34716.369% -4.262%-20.657%
97JavaScriptProgramming SkillsCurrent3 619,51111.680% 106,61610.619% -1.061%-9.085%
89JavaServer FacesProgramming SkillsCurrent3 36,6110.690% 2,0750.207% -0.484%-70.059%
88JavaServer PagesProgramming SkillsCurrent3 156,6182.953% 7,7950.776% -2.176%-73.707%
223Job control language (JCL)Programming SkillsLegacy2 22,5040.424% 2,2120.220% -0.204%-48.074%
126LAMPProgramming SkillsCurrent1 44,6310.841% 2,2570.225% -0.617%-73.285%
104LispProgramming SkillsLegacy1 2,7960.053% 3360.033% -0.019%-36.516%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 3,9270.074% 1,6440.164% 0.090%121.158%
201Microsoft ActiveXProgramming SkillsCurrent1 5,6480.106% 1120.011% -0.095%-89.524%
107PascalProgramming SkillsLegacy1 2,0620.039% 1440.014% -0.025%-63.108%
90PerlProgramming SkillsCurrent1 313,2545.906% 32,3373.221% -2.685%-45.466%
91PHPProgramming SkillsCurrent1 188,7503.559% 23,0042.291% -1.267%-35.616%
103PL/1Programming SkillsLegacy3 8680.016% 2100.021% 0.005%27.809%
105PrologProgramming SkillsLegacy1 1,8420.035% 1710.017% -0.018%-50.958%
95PythonProgramming SkillsCurrent1 368,6626.951% 147,02214.643% 7.693%110.677%
228Register transfer language (RTL)Programming SkillsLegacy1 54,4001.026% 1,4340.143% -0.883%-86.074%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 127,4892.404% 26,0892.598% 0.195%8.105%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 2,0870.039% 3370.034% -0.006%-14.696%
206Scripting languagesProgramming SkillsCurrent1 105,1071.982% 23,5872.349% 0.368%18.551%
101SmalltalkProgramming SkillsLegacy1 1,1020.021% 320.003% -0.018%-84.660%
92SQLProgramming SkillsCurrent3 1,438,77027.126% 206,20720.538% -6.588%-24.286%
110TCLProgramming SkillsLegacy1 19,5300.368% 2,2220.221% -0.147%-39.896%
98Unified Modeling LanguageProgramming SkillsCurrent2 119,4312.252% 7,3010.727% -1.525%-67.706%
93Visual BasicProgramming SkillsCurrent6 290,5365.478% 26,1812.608% -2.870%-52.395%
207Web service definition language (WSDL)Programming SkillsCurrent2 33,0230.623% 2,4900.248% -0.375%-60.167%
94XMLProgramming SkillsCurrent2 524,1679.882% 40,9284.076% -5.806%-58.751%
1342Computer ScienceMajorsComputer Science2 3,576,53267.430% 685,73768.298% 0.868%1.288%
1344Information TechnologyMajorsInformation Technology3 2,175,19441.010% 397,59039.599% -1.411%-3.439%
1343Management Information SystemsMajorsManagement Information Systems9 1,366,39625.761% 303,83830.262% 4.501%17.470%

mis Degrees

Management Information Systems

2020-07-10Jobs Found:1,538,461Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 6,6600.433% 2,8430.918% 0.485%112.074%
2Attention to DetailsSoft SkillsProblem-solving skills2 5,8370.379% 1,5470.500% 0.120%31.669%
8Conflict ResolutionSoft SkillsInterpersonal skills1 10,5210.684% 3,1341.012% 0.328%47.988%
231CooperationSoft SkillsInterpersonal skills1 16,2481.056% 3,9681.281% 0.225%21.327%
1428Creative ThinkingSoft SkillsProblem-solving skills1 7,0610.459% 2,5170.813% 0.354%77.093%
3CreativitySoft SkillsProblem-solving skills4 46,9483.052% 15,7145.074% 2.023%66.285%
4Critical thinkingSoft SkillsProblem-solving skills3 31,4272.043% 13,8464.471% 2.428%118.880%
1300FlexibilitySoft SkillsWork ethic1 71,5074.648% 19,6876.357% 1.709%36.778%
232IndependenceSoft SkillsInterpersonal skills1 10,0160.651% 3,6511.179% 0.528%81.093%
13Initiative/Motivation to workSoft SkillsWork ethic5 211,77013.765% 55,37117.881% 4.115%29.898%
256InnovationSoft SkillsProblem-solving skills1 154,90310.069% 47,30015.274% 5.206%51.700%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 202,91413.189% 59,51619.219% 6.030%45.716%
1422InternshipSoft SkillsWork ethic3 28,3621.844% 11,5773.738% 1.895%102.789%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 1,4830.096% 6100.197% 0.101%104.349%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 135,4908.807% 44,59214.400% 5.593%63.506%
10LeadershipSoft SkillsInterpersonal skills1 395,29225.694% 94,56430.537% 4.843%18.848%
258LearningSoft SkillsProblem-solving skills1 122,9067.989% 45,91014.825% 6.836%85.575%
1Learning AbilitySoft SkillsProblem-solving skills3 29,0111.886% 8,7982.841% 0.955%50.663%
236ListeningSoft SkillsLanguage skills1 30,4851.982% 9,7903.161% 1.180%59.544%
260MathematicsSoft SkillsProblem-solving skills3 91,4255.943% 27,2178.789% 2.846%47.897%
261MemorizationSoft SkillsProblem-solving skills2 1580.010% 1030.033% 0.023%223.866%
18Negotiation SkillsSoft SkillsLanguage skills1 18,8291.224% 3,2971.065% -0.159%-13.009%
262OptimizationSoft SkillsProblem-solving skills1 67,2204.369% 17,3905.616% 1.246%28.524%
19Oral CommunicationsSoft SkillsLanguage skills5 27,5431.790% 8,9722.897% 1.107%61.831%
273PersistenceSoft SkillsWork ethic1 5,2430.341% 1,3540.437% 0.096%28.299%
239PersuasionSoft SkillsLanguage skills1 3,5870.233% 1,2090.390% 0.157%67.448%
1301Physical SkillSoft SkillsWork ethic2 4,5700.297% 2,7990.904% 0.607%204.278%
240PresentationsSoft SkillsLanguage skills1 92,8716.037% 26,8158.659% 2.623%43.444%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 309,40520.111% 78,72225.421% 5.310%26.402%
20Questioning skillsSoft SkillsLanguage skills1 4040.026% 1420.046% 0.020%74.619%
241Reading ComprehensionSoft SkillsLanguage skills1 6350.041% 4020.130% 0.089%214.512%
6Research skillsSoft SkillsProblem-solving skills1 2,9670.193% 9050.292% 0.099%51.536%
15ResponsibilitySoft SkillsWork ethic2 183,98911.959% 47,30715.276% 3.317%27.737%
234Self ControlSoft SkillsInterpersonal skills1 4050.026% 1870.060% 0.034%129.388%
11Self-esteemSoft SkillsInterpersonal skills1 1460.009% 1010.033% 0.023%243.679%
16Self-managementSoft SkillsWork ethic1 2,1820.142% 7780.251% 0.109%77.137%
250Stress ToleranceSoft SkillsPhysical skills1 6170.040% 3770.122% 0.082%203.557%
12TeamworkSoft SkillsInterpersonal skills1 79,8515.190% 20,1566.509% 1.319%25.403%
17Time ManagementSoft SkillsWork ethic2 66,1484.300% 18,8706.094% 1.794%41.723%
268VisualizationSoft SkillsProblem-solving skills1 20,0731.305% 10,8033.489% 2.184%167.372%
7Working under pressureSoft SkillsProblem-solving skills1 1,1380.074% 5170.167% 0.093%125.701%
21Written CommunicationsSoft SkillsLanguage skills5 235,61715.315% 56,64318.291% 2.976%19.433%
1341Accommodation and Food ServiceBusiness SkillsIndustry Segment4 114,9497.472% 47,31715.280% 7.808%104.502%
172Account managementBusiness SkillsManagement skills1 26,5371.725% 4,2051.358% -0.367%-21.278%
22AccountingBusiness SkillsBusiness processes4 198,60812.910% 35,57611.488% -1.421%-11.009%
1263Accounting softwareBusiness SkillsBusiness processes8 9,9520.647% 2,0820.672% 0.025%3.933%
174AdministrationBusiness SkillsManagement skills3 440,47328.631% 95,76930.926% 2.295%8.017%
1313AnalystBusiness SkillsProject management1 346,11022.497% 70,13122.647% 0.150%0.665%
175Application managementBusiness SkillsManagement skills5 120,0427.803% 25,7948.329% 0.527%6.751%
150Asset managementBusiness SkillsBusiness processes1 32,4072.106% 6,7442.178% 0.071%3.386%
151AuditingBusiness SkillsBusiness processes5 140,0999.106% 37,30412.046% 2.940%32.283%
1264Auditing softwareBusiness SkillsBusiness processes1 1960.013% 60.002% -0.011%-84.792%
152BillingBusiness SkillsBusiness processes1 43,4472.824% 9,7593.151% 0.327%11.591%
153Bills of LadingBusiness SkillsBusiness processes1 860.006% 390.013% 0.007%125.295%
1314Business AnalystBusiness SkillsProject management1 107,3726.979% 19,2496.216% -0.763%-10.936%
35Business IntelligenceBusiness SkillsStrategy skills1 80,7975.252% 15,6215.044% -0.207%-3.950%
155Business performance management (BPM)Business SkillsBusiness processes2 9,3980.611% 1,5550.502% -0.109%-17.799%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 76,8774.997% 2,0270.655% -4.342%-86.901%
36Business StrategyBusiness SkillsStrategy skills3 361,35123.488% 92,33429.817% 6.329%26.945%
182Calendar and schedulingBusiness SkillsProject management3 78,2335.085% 19,1506.184% 1.099%21.608%
156Capacity planningBusiness SkillsBusiness processes1 32,4192.107% 4,4551.439% -0.669%-31.730%
28Change ManagementBusiness SkillsManagement skills1 91,9515.977% 22,0677.126% 1.149%19.226%
183Content workflowBusiness SkillsProject management1 800.005% 90.003% -0.002%-44.110%
24Contracting and legalBusiness SkillsBusiness processes2 112,0337.282% 28,4399.184% 1.901%26.111%
176CoordinationBusiness SkillsManagement skills1 102,1006.637% 28,9539.350% 2.713%40.881%
157Cost accountingBusiness SkillsBusiness processes1 3,8960.253% 6990.226% -0.028%-10.866%
158Cost estimationBusiness SkillsBusiness processes1 1,5650.102% 3110.100% -0.001%-1.274%
1312Customer SupportBusiness SkillsBusiness processes6 332,36421.604% 72,96923.563% 1.960%9.071%
1339EducationBusiness SkillsIndustry Segment1 20,5751.337% 8,3882.709% 1.371%102.536%
1333EnergyBusiness SkillsIndustry Segment1 90,3075.870% 18,7156.043% 0.174%2.956%
1340EntertainmentBusiness SkillsIndustry Segment1 36,2372.355% 4,1411.337% -1.018%-43.228%
1319EnvironmentalBusiness SkillsEnvironmental16 57,3023.725% 17,0325.500% 1.775%47.666%
1320Environmental StrategyBusiness SkillsEnvironmental12 11,9410.776% 7,7422.500% 1.724%222.105%
161FinancialBusiness SkillsBusiness processes2 446,47229.021% 101,95132.922% 3.902%13.444%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 2,4840.161% 3990.129% -0.033%-20.199%
1332Health CareBusiness SkillsIndustry Segment2 261,51816.999% 53,38617.240% 0.241%1.417%
177Human resourcesBusiness SkillsManagement skills2 109,6057.124% 23,8387.698% 0.573%8.050%
1336InsuranceBusiness SkillsIndustry Segment1 11,7000.761% 2,0390.658% -0.102%-13.420%
1316Managing/SupervisionBusiness SkillsManagement skills6 948,44161.649% 180,72258.359% -3.290%-5.336%
1334ManufacturingBusiness SkillsIndustry Segment2 123,2218.009% 18,1005.845% -2.164%-27.024%
26MarketingBusiness SkillsBusiness processes1 146,6119.530% 25,6038.268% -1.262%-13.242%
185MonitoringBusiness SkillsProject management1 215,58514.013% 59,35719.168% 5.155%36.785%
179NegotiationBusiness SkillsManagement skills1 68,3634.444% 14,5934.712% 0.269%6.049%
163Operation and ControlBusiness SkillsBusiness processes3 1,8380.119% 1,0270.332% 0.212%177.594%
29Outsourcing ManagementBusiness SkillsManagement skills3 37,7442.453% 2,9140.941% -1.512%-61.645%
167ProcurementBusiness SkillsBusiness processes1 50,8573.306% 10,8813.514% 0.208%6.293%
1290Project Management softwareBusiness SkillsProject management3 50,4443.279% 6,8582.215% -1.064%-32.458%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 348,39622.646% 69,66022.495% -0.151%-0.667%
168QualityBusiness SkillsBusiness processes1 463,46530.125% 117,37737.904% 7.778%25.820%
1337Real EstateBusiness SkillsIndustry Segment2 26,6031.729% 3,3731.089% -0.640%-37.010%
1335RetailBusiness SkillsIndustry Segment2 284,68818.505% 41,44113.382% -5.123%-27.682%
34Risk ManagementBusiness SkillsProject management1 82,1885.342% 28,3849.166% 3.824%71.573%
169Service OrientationBusiness SkillsBusiness processes1 13,6270.886% 3,4401.111% 0.225%25.413%
27Supply Chain ManagementBusiness SkillsBusiness processes3 67,4884.387% 11,7743.802% -0.585%-13.327%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,4670.420% 5780.187% -0.234%-55.597%
178TeachingBusiness SkillsManagement skills7 77,0785.010% 19,5216.304% 1.294%25.822%
190TimekeepingBusiness SkillsProject management3 35,5772.313% 7,6982.486% 0.173%7.496%
1296Timekeeping softwareBusiness SkillsProject management1 2,7560.179% 7790.252% 0.072%40.424%
171Total quality management (TQM)Business SkillsBusiness processes2 1,9700.128% 3010.097% -0.031%-24.092%
180TroubleshootingBusiness SkillsManagement skills1 207,95813.517% 49,38015.946% 2.429%17.967%
181VerificationBusiness SkillsManagement skills1 62,6914.075% 17,8235.755% 1.681%41.241%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,6240.171% 1890.061% -0.110%-64.217%
191WorkflowBusiness SkillsProject management1 83,0535.398% 20,2446.537% 1.139%21.095%
31Working GloballyBusiness SkillsManagement skills3 4,9540.322% 3730.120% -0.202%-62.594%
32Working with Virtual TeamsBusiness SkillsManagement skills2 2,9270.190% 6700.216% 0.026%13.720%
514GLTechnical SkillsSoftware development3 2,8310.184% 3190.103% -0.081%-44.020%
1510Access ControlTechnical SkillsSecurity1 23,9021.554% 6,1371.982% 0.428%27.558%
987Access servers & softwareTechnical SkillsNetwork10 55,0013.575% 11,8903.840% 0.264%7.398%
38Agile Development MethodsTechnical SkillsSoftware development13 73,7154.791% 29,2069.431% 4.640%96.834%
304Algorithmic softwareTechnical SkillsBusiness applications1 390.003% 20.001% -0.002%-74.523%
1546AlienvaultTechnical SkillsSecurity1 1290.008% 1000.032% 0.024%285.119%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,1460.074% 3000.097% 0.022%30.053%
1352AndroidTechnical SkillsMobile Platforms3 11,9180.775% 4,6041.487% 0.712%91.918%
1351Apple iOSTechnical SkillsMobile Platforms6 7,0490.458% 1,7260.557% 0.099%21.646%
120Apple operating systemsTechnical SkillsBusiness applications6 29,3151.905% 8,5372.757% 0.851%44.677%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 1,5470.101% 1710.055% -0.045%-45.085%
1543ArcSightTechnical SkillsSecurity1 3,8680.251% 7120.230% -0.021%-8.551%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 16,7691.090% 11,2783.642% 2.552%234.125%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 2570.017% 990.032% 0.015%91.376%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 190.001% 100.003% 0.002%161.475%
1265Backup & RecoveryTechnical SkillsTechnical applications16 138,5859.008% 26,5648.578% -0.430%-4.773%
1386BiometricTechnical SkillsInformation mgmt2 5,1530.335% 9370.303% -0.032%-9.663%
1353BlackberryTechnical SkillsMobile Platforms2 11,3810.740% 5520.178% -0.562%-75.904%
336Borland DelphiTechnical SkillsBusiness applications1 1,8650.121% 1430.046% -0.075%-61.907%
337Borland JBuilderTechnical SkillsBusiness applications1 1,0550.069% 150.005% -0.064%-92.936%
338Borland ParadoxTechnical SkillsBusiness applications1 1740.011% 250.008% -0.003%-28.620%
1436Bring Your Own DevicesTechnical SkillsSecurity1 5950.039% 3170.102% 0.064%164.683%
72Business Continuity PlanningTechnical SkillsHardware2 25,8961.683% 6,1121.974% 0.290%17.256%
352Cadence OpusTechnical SkillsBusiness applications1 4380.028% 710.023% -0.006%-19.468%
868CalculatorsTechnical SkillsHardware1 2,3980.156% 6260.202% 0.046%29.691%
39CASE ToolsTechnical SkillsSoftware development1 100,3266.521% 20,1166.496% -0.025%-0.388%
367Categorization or classification softwareTechnical SkillsBusiness applications1 5,5710.362% 9800.316% -0.046%-12.607%
1469CCPATechnical SkillsSecurity1 5340.035% 5330.172% 0.137%395.873%
1478Center for Internet SecurityTechnical SkillsSecurity1 94,1206.118% 25,1138.110% 1.992%32.557%
1441Certificate managementTechnical SkillsSecurity1 9640.063% 3260.105% 0.043%68.006%
112CertificationTechnical SkillsMisc3 385,99125.089% 105,13533.950% 8.861%35.318%
78CiscoTechnical SkillsHardware1 96,3906.265% 15,2864.936% -1.329%-21.214%
1009Cisco Systems IOSTechnical SkillsNetwork1 17,3721.129% 5,6261.817% 0.688%60.892%
40Client-ServerTechnical SkillsSoftware development1 32,2332.095% 2,7190.878% -1.217%-58.092%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 3570.023% 3240.105% 0.081%350.880%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 1,6700.109% 4040.130% 0.022%20.185%
1445Cloud MigrationTechnical SkillsSecurity1 8020.052% 6750.218% 0.166%318.133%
1455cloud securityTechnical SkillsSecurity1 3,5930.234% 2,8390.917% 0.683%292.548%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 970.006% 560.018% 0.012%186.814%
1486Cloud ServicesTechnical SkillsSecurity1 11,7180.762% 7,4722.413% 1.651%216.787%
1011Cluster server softwareTechnical SkillsNetwork9 18,4521.199% 3,5321.141% -0.059%-4.904%
1147CMAKETechnical SkillsSoftware development1 1120.007% 710.023% 0.016%214.938%
1151Compatibility testingTechnical SkillsSoftware development1 2590.017% 770.025% 0.008%47.698%
1152CompilersTechnical SkillsSoftware development5 13,9630.908% 4,5211.460% 0.552%60.857%
1255Compliance softwareTechnical SkillsTechnical applications4 18,1341.179% 5,1531.664% 0.485%41.173%
385Computer aided design (CAD)Technical SkillsBusiness applications12 12,5470.816% 2,7990.904% 0.088%10.828%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 2,1000.137% 3860.125% -0.012%-8.683%
875Computer diagnosticsTechnical SkillsHardware5 68,5874.458% 17,7805.742% 1.283%28.788%
1107Computer forensicsTechnical SkillsSecurity1 5,2360.340% 1,0660.344% 0.004%1.144%
1266Computer HardwareTechnical SkillsHardware15 44,8002.912% 12,4894.033% 1.121%38.495%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 1,2590.082% 1300.042% -0.040%-48.702%
1015Computer serversTechnical SkillsNetwork6 140,7049.146% 28,0439.056% -0.090%-0.985%
1267Computer UtilitiesTechnical SkillsMisc2 4100.027% 1100.036% 0.009%33.289%
1447Configuration Management DatabaseTechnical SkillsSecurity1 4,7390.308% 1,3410.433% 0.125%40.581%
1448Container securityTechnical SkillsSecurity1 1050.007% 1050.034% 0.027%396.803%
1449ContainersTechnical SkillsSecurity1 13,1220.853% 5,4071.746% 0.893%104.711%
59Content ManagerTechnical SkillsBusiness applications1 2,8420.185% 1380.045% -0.140%-75.877%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 1,1490.075% 6100.197% 0.122%163.751%
1396Continuous ImprovementTechnical SkillsSoftware development1 40,2662.617% 16,7745.417% 2.799%106.958%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 22,4921.462% 13,0254.206% 2.744%187.696%
1453Control PlaneTechnical SkillsSecurity1 1040.007% 730.024% 0.017%248.718%
878ControllersTechnical SkillsHardware3 11,2240.730% 1,9960.645% -0.085%-11.652%
1454Crown JewelsTechnical SkillsSecurity1 440.003% 180.006% 0.003%103.238%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 1,1490.075% 3610.117% 0.042%56.089%
407Customer information control system (CICS)Technical SkillsBusiness applications2 6,5280.424% 7500.242% -0.182%-42.922%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 116,6077.579% 17,4495.635% -1.945%-25.659%
1368Cyber SecurityTechnical SkillsInformation mgmt3 57,9573.767% 30,98910.007% 6.240%165.636%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 3,0790.200% 2,3980.774% 0.574%286.923%
1492Data Access GovernanceTechnical SkillsSecurity1 2640.017% 1200.039% 0.022%125.820%
953Data acquisition systemsTechnical SkillsInformation mgmt1 7,7350.503% 1,6880.545% 0.042%8.417%
1434Data classificationTechnical SkillsSecurity1 1,5030.098% 5150.166% 0.069%70.229%
955Data compression softwareTechnical SkillsInformation mgmt1 2,2580.147% 3720.120% -0.027%-18.153%
956Data conversion softwareTechnical SkillsInformation mgmt1 9,3740.609% 1,4870.480% -0.129%-21.192%
958Data dictionaryTechnical SkillsInformation mgmt1 5,2410.341% 7560.244% -0.097%-28.337%
1495Data discoveryTechnical SkillsSecurity1 1,2680.082% 5730.185% 0.103%124.502%
959Data entryTechnical SkillsInformation mgmt1 32,7832.131% 3,7821.221% -0.910%-42.686%
1502Data Loss PreventionTechnical SkillsSecurity1 6,8190.443% 2,7700.894% 0.451%101.810%
962Data mappingTechnical SkillsInformation mgmt1 10,0200.651% 1,9690.636% -0.015%-2.375%
67Data MiningTechnical SkillsInformation mgmt5 25,1041.632% 6,8012.196% 0.564%34.590%
963Data modelingTechnical SkillsInformation mgmt1 53,7203.492% 8,9412.887% -0.605%-17.313%
1496Data retentionTechnical SkillsSecurity1 1,5850.103% 3590.116% 0.013%12.525%
1494Data taggingTechnical SkillsSecurity1 1650.011% 940.030% 0.020%183.027%
68Data WarehousingTechnical SkillsInformation mgmt2 77,5775.043% 12,4954.035% -1.008%-19.982%
69Database AdministrationTechnical SkillsInformation mgmt12 101,5896.603% 15,2474.924% -1.680%-25.437%
969Database design softwareTechnical SkillsInformation mgmt16 75,6164.915% 11,3783.674% -1.241%-25.246%
1268Database ReportingTechnical SkillsInformation mgmt3 28,2081.834% 2,6990.872% -0.962%-52.465%
1373Database SecurityTechnical SkillsInformation mgmt1 4410.029% 990.032% 0.003%11.527%
1269Database SecurityTechnical SkillsInformation mgmt2 1240.008% 470.015% 0.007%88.305%
1270Database ServersTechnical SkillsInformation mgmt3 16,8741.097% 1,0700.346% -0.751%-68.497%
1271Database TestingTechnical SkillsInformation mgmt1 1,3030.085% 2450.079% -0.006%-6.587%
1160DebuggingTechnical SkillsSoftware development7 78,5915.108% 18,3425.923% 0.815%15.947%
1385DecryptionTechnical SkillsInformation mgmt2 3780.025% 1280.041% 0.017%68.230%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 4,8290.314% 5040.163% -0.151%-48.149%
418Desktop publishing softwareTechnical SkillsBusiness applications13 23,3511.518% 9,8553.182% 1.665%109.670%
1272Development EnvironmentTechnical SkillsSoftware development13 48,1923.132% 12,4164.009% 0.877%27.994%
1498Device ManagementTechnical SkillsSecurity1 3,3480.218% 1,3640.440% 0.223%102.401%
1273Digital ImagingTechnical SkillsHardware1 1,2390.081% 370.012% -0.069%-85.164%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,6660.108% 4420.143% 0.034%31.805%
1446Digital TransformationTechnical SkillsSecurity1 5,6700.369% 5,5841.803% 1.435%389.268%
1472DISATechnical SkillsSecurity1 11,3310.737% 4,8331.561% 0.824%111.901%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,5220.294% 7430.240% -0.054%-18.371%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,0700.070% 4540.147% 0.077%110.793%
1504DMZTechnical SkillsNetwork1 2,7480.179% 4660.150% -0.028%-15.753%
1451DockerTechnical SkillsSecurity1 7,9020.514% 6,9032.229% 1.716%333.996%
1307Doctor of PhilosophyTechnical SkillsMisc3 43,2002.808% 10,3333.337% 0.529%18.830%
973Document management softwareTechnical SkillsInformation mgmt4 18,4731.201% 3,9931.289% 0.089%7.386%
1020Domain name system (DNS)Technical SkillsNetwork3 47,1273.063% 10,0903.258% 0.195%6.367%
61DreamweaverTechnical SkillsSoftware development1 5,3040.345% 2850.092% -0.253%-73.305%
54DSS/GDSSTechnical SkillsBusiness applications5 24,0241.562% 4,6281.494% -0.067%-4.295%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 400.003% 10.000% -0.002%-87.580%
62EclipseTechnical SkillsSoftware development1 20,8971.358% 2,5040.809% -0.550%-40.470%
1308Electronic CommerceTechnical SkillsBusiness applications2 39,6512.577% 5,9941.936% -0.642%-24.899%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 15,0730.980% 2,2580.729% -0.251%-25.577%
1023Electronic mail softwareTechnical SkillsNetwork8 26,5211.724% 5,4181.750% 0.026%1.492%
1384EncryptionTechnical SkillsInformation mgmt1 1030.007% 650.021% 0.014%213.517%
1507EndpointTechnical SkillsSecurity1 7,3960.481% 4,0001.292% 0.811%168.688%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 98,9136.429% 17,1725.545% -0.884%-13.751%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 112,8377.334% 17,7965.747% -1.588%-21.647%
1321Environmental CertificationTechnical SkillsEnvironmental1 2490.016% 1470.047% 0.031%193.294%
1328Environmental CleanupTechnical SkillsEnvironmental3 1430.009% 500.016% 0.007%73.707%
1329Environmental EnergyTechnical SkillsEnvironmental25 7,7970.507% 1,9130.618% 0.111%21.891%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 4,8080.313% 1,2590.407% 0.094%30.091%
1327Environmental PollutionTechnical SkillsEnvironmental24 6,2540.407% 2,1700.701% 0.294%72.380%
1324Environmental Pollution ControlTechnical SkillsEnvironmental9 3,4990.227% 1,1610.375% 0.147%64.844%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 1,1210.073% 4190.135% 0.062%85.692%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 16,4761.071% 1,4840.479% -0.592%-55.253%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,2040.078% 520.017% -0.061%-78.543%
1322Environmental TechnologyTechnical SkillsEnvironmental2 4870.032% 1500.048% 0.017%53.020%
1470EPRITechnical SkillsSecurity1 520.003% 190.006% 0.003%81.524%
1551ExabeamTechnical SkillsSecurity1 330.002% 310.010% 0.008%366.694%
461Expert system softwareTechnical SkillsBusiness applications1 6360.041% 2450.079% 0.038%91.379%
1359FacebookTechnical SkillsSocial Networking1 139,0099.036% 4,6411.499% -7.537%-83.414%
463Facilities management softwareTechnical SkillsBusiness applications4 8,9850.584% 1,7950.580% -0.004%-0.750%
1476FedRAMPTechnical SkillsSecurity1 2,3360.152% 1,8100.584% 0.433%284.938%
1467FINRATechnical SkillsSecurity1 1,1030.072% 4230.137% 0.065%90.524%
1556FireEyeTechnical SkillsSecurity1 1,0500.068% 5870.190% 0.121%177.737%
1464FISMATechnical SkillsSecurity1 11,1860.727% 3,8191.233% 0.506%69.613%
468Flight control softwareTechnical SkillsBusiness applications1 1810.012% 440.014% 0.002%20.770%
1508Flow analysisTechnical SkillsSecurity1 4,0600.264% 8600.278% 0.014%5.234%
469Flowchart softwareTechnical SkillsBusiness applications5 4,9870.324% 8410.272% -0.053%-16.220%
1367ForensicTechnical SkillsInformation mgmt2 22,8141.483% 6,2602.021% 0.539%36.319%
1552FortinetTechnical SkillsSecurity1 1,1810.077% 5640.182% 0.105%137.254%
1112Fraud DetectionTechnical SkillsSecurity1 11,6120.755% 4,4601.440% 0.685%90.815%
63FrontPageTechnical SkillsSoftware development1 1,4910.097% 310.010% -0.087%-89.671%
475Fund accounting softwareTechnical SkillsBusiness applications1 1,3720.089% 2240.072% -0.017%-18.889%
1260GamingTechnical SkillsMisc2 20,2761.318% 4,0271.300% -0.018%-1.330%
1468GDPRTechnical SkillsSecurity1 1,9360.126% 1,9300.623% 0.497%395.264%
113Generic databasesTechnical SkillsInformation mgmt2 222,02914.432% 45,63514.737% 0.305%2.111%
1365Google AppsTechnical SkillsBusiness applications4 4,1050.267% 7810.252% -0.015%-5.480%
1364Google PlusTechnical SkillsSocial Networking1 850.006% 470.015% 0.010%174.703%
1512GovernanceTechnical SkillsSecurity1 69,4484.514% 25,3138.174% 3.660%81.079%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 100,7726.550% 23,3067.526% 0.976%14.898%
484Graphic softwareTechnical SkillsBusiness applications16 106,6926.935% 20,2476.538% -0.397%-5.721%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 14,9780.974% 1,3450.434% -0.539%-55.388%
1323Green ITTechnical SkillsEnvironmental9 3,1670.206% 4310.139% -0.067%-32.390%
893Guidance systemsTechnical SkillsHardware1 790.005% 310.010% 0.005%94.948%
1371HackingTechnical SkillsInformation mgmt5 8,8990.578% 3,4261.106% 0.528%91.263%
895Hardware description language (HDL)Technical SkillsHardware2 1180.008% 610.020% 0.012%156.822%
1277Hardware DesignTechnical SkillsHardware21 7,4750.486% 2,0600.665% 0.179%36.912%
1278Hardware TestingTechnical SkillsHardware4 2,2180.144% 7620.246% 0.102%70.678%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,3710.089% 7640.247% 0.158%176.847%
492Helpdesk or call centerTechnical SkillsBusiness applications2 81,4545.295% 16,1155.204% -0.091%-1.712%
1465HIPAATechnical SkillsSecurity1 30,0401.953% 9,1932.969% 1.016%52.034%
1473HITRUSTTechnical SkillsSecurity1 2,1250.138% 1,2830.414% 0.276%199.952%
1377Homeland SecurityTechnical SkillsInformation mgmt1 58,3503.793% 6,9212.235% -1.558%-41.073%
1487IaaSTechnical SkillsSecurity1 4,8680.316% 3,1491.017% 0.700%221.371%
114IBM databasesTechnical SkillsInformation mgmt2 39,2002.548% 3,6611.182% -1.366%-53.602%
121IBM operating systemsTechnical SkillsBusiness applications4 28,3821.845% 2,1740.702% -1.143%-61.946%
1513Identity Access ManagementTechnical SkillsSecurity2 18,2961.189% 8,1182.621% 1.432%120.433%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 1470.010% 1160.037% 0.028%292.035%
898Image capture devicesTechnical SkillsHardware9 9,5990.624% 3,6201.169% 0.545%87.356%
524Industrial control softwareTechnical SkillsBusiness applications3 5,8700.382% 1,9390.626% 0.245%64.106%
1485Industrial Control SystemsTechnical SkillsSecurity1 3,3010.215% 1,2240.395% 0.181%84.213%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 21,1511.375% 4,9601.602% 0.227%16.503%
1375Information SecurityTechnical SkillsInformation mgmt3 104,8656.816% 33,77810.908% 4.091%60.025%
899InfraredTechnical SkillsHardware1 1,0890.071% 1400.045% -0.026%-36.132%
1491Infrastructure as CodeTechnical SkillsSecurity1 2,2160.144% 1,8750.605% 0.461%320.355%
1180InstallationTechnical SkillsSoftware development1 153,6899.990% 32,09610.365% 0.375%3.751%
901Interface definition language (IDL)Technical SkillsHardware1 3390.022% 600.019% -0.003%-12.070%
536Internet browser softwareTechnical SkillsBusiness applications4 9,4330.613% 1,4780.477% -0.136%-22.159%
1483Internet of ThingsTechnical SkillsSecurity1 4,3520.283% 3,9491.275% 0.992%350.799%
1578Internet proxyTechnical SkillsSecurity1 1910.012% 250.008% -0.004%-34.973%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 24,6501.602% 5,3421.725% 0.123%7.664%
541Inventory management softwareTechnical SkillsBusiness applications3 14,1170.918% 3,6441.177% 0.259%28.239%
1459ISO 27000Technical SkillsSecurity1 1,6410.107% 6980.225% 0.119%111.316%
1460ISO 27001Technical SkillsSecurity1 8,2170.534% 3,6761.187% 0.653%122.253%
1461ISO 27002Technical SkillsSecurity1 1,2030.078% 3710.120% 0.042%53.212%
1414ISO 9000Technical SkillsSoftware development1 2,9520.192% 2600.084% -0.108%-56.244%
73IT Architecture/StandardsTechnical SkillsHardware2 14,9890.974% 3,8231.235% 0.260%26.712%
1515IT Service ManagementTechnical SkillsSecurity1 13,4700.876% 5,1921.677% 0.801%91.492%
1481ITILTechnical SkillsSecurity1 58,6483.812% 16,5885.357% 1.545%40.516%
1357Java METechnical SkillsMobile Platforms2 1,2010.078% 40.001% -0.077%-98.345%
1035KernelTechnical SkillsNetwork1 3,4560.225% 5620.181% -0.043%-19.212%
1442Key managementTechnical SkillsSecurity1 3,6440.237% 1,2330.398% 0.161%68.101%
1450KubernetesTechnical SkillsSecurity1 4,8710.317% 4,6111.489% 1.172%370.285%
907LasersTechnical SkillsHardware1 2160.014% 860.028% 0.014%97.801%
1516Least PrivilegeTechnical SkillsSecurity1 6350.041% 3240.105% 0.063%153.487%
1038License management softwareTechnical SkillsNetwork1 1,4590.095% 3530.114% 0.019%20.200%
1361LinkedInTechnical SkillsSocial Networking1 11,6650.758% 4,9391.595% 0.837%110.348%
1544LogRhythmTechnical SkillsSecurity1 6230.040% 2110.068% 0.028%68.259%
908Mainframe computersTechnical SkillsHardware2 41,2282.680% 4,5041.454% -1.225%-45.726%
124Mainframe operating systemsTechnical SkillsBusiness applications8 18,8771.227% 2,8170.910% -0.317%-25.862%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 29,1141.892% 5,2061.681% -0.211%-11.164%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 14,0470.913% 1,5000.484% -0.429%-46.949%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 450.003% 150.005% 0.002%65.601%
1281Medical softwareTechnical SkillsBusiness applications9 15,9671.038% 4,2341.367% 0.329%31.738%
1452MesosTechnical SkillsSecurity1 3230.021% 2010.065% 0.044%209.156%
1517Metadata analysisTechnical SkillsSecurity1 1290.008% 350.011% 0.003%34.792%
1555Micro FocusTechnical SkillsSecurity1 1,2660.082% 4180.135% 0.053%64.031%
1433Micro-segmentationTechnical SkillsSecurity1 1530.010% 1430.046% 0.036%364.333%
115Microsoft databasesTechnical SkillsInformation mgmt5 206,11613.398% 30,0989.719% -3.678%-27.454%
119Microsoft operating systemsTechnical SkillsBusiness applications4 286,71118.636% 48,98415.818% -2.818%-15.122%
1518MITRETechnical SkillsSecurity1 2,5180.164% 8100.262% 0.098%59.814%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 2,5170.164% 7290.235% 0.072%43.889%
1581Mobile securityTechnical SkillsSecurity2 1,0120.066% 4250.137% 0.071%108.638%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 2,5180.164% 1,4980.484% 0.320%195.557%
625MultimediaTechnical SkillsBusiness applications1 18,5241.204% 1,4800.478% -0.726%-60.307%
1362MySpaceTechnical SkillsSocial Networking1 1,9650.128% 260.008% -0.119%-93.427%
1471NERCTechnical SkillsSecurity1 2,8620.186% 7720.249% 0.063%34.008%
1548NetWitnessTechnical SkillsSecurity1 4190.027% 1560.050% 0.023%84.967%
1499Network Access ControlTechnical SkillsSecurity2 4,6100.300% 1,1250.363% 0.064%21.237%
74Network administrationTechnical SkillsHardware17 165,32210.746% 46,36614.973% 4.227%39.333%
1282Network Administration softwareTechnical SkillsNetwork18 92,5096.013% 20,6636.673% 0.659%10.967%
1519Network discoveryTechnical SkillsSecurity1 3250.021% 1640.053% 0.032%150.695%
1283Network HardwareTechnical SkillsNetwork11 56,7093.686% 11,0743.576% -0.110%-2.985%
1284Network Monitoring softwareTechnical SkillsNetwork15 40,5392.635% 8,8242.849% 0.214%8.138%
1059Network operation system software (NOS)Technical SkillsNetwork2 1,9700.128% 3410.110% -0.018%-14.005%
1369Network SecurityTechnical SkillsInformation mgmt1 8,2870.539% 1,3890.449% -0.090%-16.730%
1122Network securityTechnical SkillsSecurity1 59,0423.838% 11,1003.584% -0.253%-6.600%
1285Network Security softwareTechnical SkillsSecurity37 141,2169.179% 37,25712.031% 2.852%31.072%
1503Network SegmentationTechnical SkillsNetwork1 7930.052% 4050.131% 0.079%153.727%
1286Network softwareTechnical SkillsNetwork6 40,9552.662% 19,6566.347% 3.685%138.437%
1287Network TestingTechnical SkillsNetwork11 19,9271.295% 3,8201.234% -0.062%-4.763%
1521Next Generation FirewallTechnical SkillsSecurity2 5790.038% 3860.125% 0.087%231.202%
1458NISTTechnical SkillsSecurity1 31,1152.022% 14,9624.832% 2.809%138.894%
1065Novell network softwareTechnical SkillsNetwork2 2,4590.160% 900.029% -0.131%-81.817%
643OberonTechnical SkillsBusiness applications1 1730.011% 100.003% -0.008%-71.283%
1413Object Oriented DesignTechnical SkillsSoftware development2 17,5001.138% 1,5410.498% -0.640%-56.253%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 98,9236.430% 13,1304.240% -2.190%-34.060%
1288Office ApplicationsTechnical SkillsBusiness applications13 292,43819.008% 71,09722.959% 3.950%20.782%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 16,5721.077% 1,7160.554% -0.523%-48.557%
116Open-source databasesTechnical SkillsInformation mgmt4 42,3172.751% 10,0233.237% 0.486%17.670%
118Open-source operating systemsTechnical SkillsBusiness applications8 155,51110.108% 34,19711.043% 0.935%9.247%
56Operating SystemsTechnical SkillsBusiness applications3 153,1839.957% 32,83310.603% 0.646%6.484%
1482Operational TechnologyTechnical SkillsSecurity1 3,7810.246% 1,4130.456% 0.211%85.661%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,1490.075% 3050.098% 0.024%31.876%
117Oracle databasesTechnical SkillsInformation mgmt1 246,34916.013% 31,48110.166% -5.847%-36.513%
1529Orchestration & AutomationTechnical SkillsSecurity1 1920.012% 1290.042% 0.029%233.790%
1488PaaSTechnical SkillsSecurity1 5,3410.347% 3,6181.168% 0.821%236.535%
1354Palm OSTechnical SkillsMobile Platforms3 1670.011% 30.001% -0.010%-91.075%
1522PanoramaTechnical SkillsSecurity1 4170.027% 1750.057% 0.029%108.491%
1466Payment Card IndustryTechnical SkillsSecurity1 25,3961.651% 8,1022.616% 0.966%58.494%
1376Penetration TestingTechnical SkillsInformation mgmt5 73,8564.801% 25,1118.109% 3.308%68.913%
1527Personal Healthcare InformationTechnical SkillsSecurity1 2,2650.147% 1,1260.364% 0.216%146.976%
1528Personally Identifiable InformationTechnical SkillsSecurity1 2,3570.153% 1,2590.407% 0.253%165.369%
1289Physical ToolsTechnical SkillsHardware1 700.005% 380.012% 0.008%169.693%
683Point of sale (POS)Technical SkillsBusiness applications3 10,4400.679% 3,5041.132% 0.453%66.743%
1525Policy Decision PointTechnical SkillsSecurity1 5340.035% 1460.047% 0.012%35.830%
1526Policy Enforcement PointTechnical SkillsSecurity1 5670.037% 2580.083% 0.046%126.059%
686PolkaTechnical SkillsBusiness applications1 420.003% 420.014% 0.011%396.803%
931PrintersTechnical SkillsHardware4 21,6711.409% 8,0662.605% 1.196%84.911%
1430Privileged Account ManagementTechnical SkillsSecurity2 12,9460.841% 8600.278% -0.564%-66.997%
43ProgrammingTechnical SkillsSoftware development1 309,56020.121% 57,65218.617% -1.504%-7.476%
700ProvisioningTechnical SkillsBusiness applications1 24,2091.574% 6,4132.071% 0.497%31.604%
1545QRadarTechnical SkillsSecurity1 1,1870.077% 3980.129% 0.051%66.578%
1531Quality of ServiceTechnical SkillsSecurity1 10,6240.691% 2,3750.767% 0.076%11.061%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 6,9280.450% 5380.174% -0.277%-61.420%
1553Rapid7Technical SkillsSecurity1 6170.040% 2780.090% 0.050%123.843%
1258Rate ControlTechnical SkillsTechnical applications1 140.001% 80.003% 0.002%183.888%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 15,3590.998% 5860.189% -0.809%-81.045%
1077Remote control softwareTechnical SkillsNetwork2 1,9770.129% 3750.121% -0.007%-5.766%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 9010.059% 980.032% -0.027%-45.964%
1379Risk AnalysisTechnical SkillsInformation mgmt1 15,8211.028% 4,2041.358% 0.329%32.012%
1262RoboticsTechnical SkillsHardware3 6,7880.441% 3,5151.135% 0.694%157.258%
1532Role-Based Access ControlTechnical SkillsSecurity3 3,2340.210% 8900.287% 0.077%36.721%
1318RSATechnical SkillsSecurity1 8,7640.570% 1,0260.331% -0.238%-41.839%
1489SaaSTechnical SkillsSecurity1 19,1151.242% 8,9212.881% 1.638%131.859%
1429SASETechnical SkillsSecurity2 1830.012% 1310.042% 0.030%255.635%
1533SCCMTechnical SkillsSecurity1 8,5340.555% 3,5931.160% 0.606%109.165%
44SDLCTechnical SkillsSoftware development7 188,96812.283% 34,96711.292% -0.991%-8.071%
1500SecOpsTechnical SkillsSecurity2 2,1230.138% 2,0910.675% 0.537%389.315%
1537Secure SDLCTechnical SkillsSecurity1 11,8160.768% 3030.098% -0.670%-87.260%
1132Secure shell (SSH)Technical SkillsSecurity1 820.005% 270.009% 0.003%63.582%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 16,3221.061% 3,2671.055% -0.006%-0.560%
1569Secure Web GatewayTechnical SkillsSecurity1 1,1450.074% 370.012% -0.062%-83.946%
76SecurityTechnical SkillsHardware4 958,15962.280% 139,79945.144% -17.136%-27.515%
1382Security AuditTechnical SkillsInformation mgmt1 2,6820.174% 7380.238% 0.064%36.704%
1315Security ClearanceTechnical SkillsMisc2 173,15511.255% 38,90212.562% 1.307%11.615%
1477Security FrameworksTechnical SkillsSecurity1 5,5120.358% 2,6820.866% 0.508%141.732%
1540Security Information and Event ManagementTechnical SkillsSecurity1 10,0480.653% 4,6791.511% 0.858%131.344%
1584Security Information ManagementTechnical SkillsSecurity1 3,5720.232% 3650.118% -0.114%-49.235%
1567Security Operations CenterTechnical SkillsSecurity1 11,1090.722% 5,9631.926% 1.204%166.670%
1381Security PlanTechnical SkillsInformation mgmt1 3,4270.223% 1,3660.441% 0.218%98.026%
1380Security PolicyTechnical SkillsInformation mgmt2 46,9913.054% 13,9794.514% 1.460%47.790%
1457Security StandardsTechnical SkillsSecurity1 21,6051.404% 7,1112.296% 0.892%63.516%
1135Security testing softwareTechnical SkillsSecurity1 6,3550.413% 2,2580.729% 0.316%76.520%
1550SecuronixTechnical SkillsSecurity1 660.004% 570.018% 0.014%329.057%
1538SegmentationTechnical SkillsSecurity1 6,2660.407% 1,9900.643% 0.235%57.778%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,6060.364% 3190.103% -0.261%-71.730%
1084Signal generatorsTechnical SkillsNetwork1 2230.014% 510.016% 0.002%13.619%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 10,1800.662% 1,2620.408% -0.254%-38.412%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 36,8002.392% 7,6452.469% 0.077%3.208%
1220Simulation softwareTechnical SkillsSoftware development5 20,9331.361% 4,3291.398% 0.037%2.740%
1568Single Sign-OnTechnical SkillsSecurity3 11,4310.743% 3,2631.054% 0.311%41.813%
1558SOARTechnical SkillsSecurity1 8520.055% 3170.102% 0.047%84.844%
1475SOC 2Technical SkillsSecurity1 2,2890.149% 1,6670.538% 0.390%261.805%
1366Social NetworkTechnical SkillsSocial Networking1 2,1990.143% 6870.222% 0.079%55.209%
1358Social NetworkingTechnical SkillsSocial Networking1 8,5260.554% 2960.096% -0.459%-82.752%
1534Software Defined NetworkTechnical SkillsSecurity2 1,0220.066% 6320.204% 0.138%207.221%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 5860.038% 5770.186% 0.148%389.173%
42Software DevelopmentTechnical SkillsSoftware development2 284,13118.469% 50,53616.319% -2.149%-11.638%
1291Software Development softwareTechnical SkillsSoftware development3 2,6000.169% 1390.045% -0.124%-73.440%
1309Software EngineeringTechnical SkillsSoftware development1 131,0648.519% 24,4437.893% -0.626%-7.348%
1292Software InstallationTechnical SkillsSoftware development4 185,71312.071% 43,10213.919% 1.847%15.303%
1223Software librariesTechnical SkillsSoftware development1 3110.020% 860.028% 0.008%37.380%
1293Software MaintenanceTechnical SkillsSoftware development1 7,7010.501% 1,0610.343% -0.158%-31.553%
1294Software TestingTechnical SkillsSoftware development14 156,14910.150% 35,18011.360% 1.211%11.929%
1225Source code management (SCM)Technical SkillsSoftware development5 39,8272.589% 8,8122.846% 0.257%9.921%
1541SplunkTechnical SkillsSecurity1 8,3510.543% 5,4281.753% 1.210%222.913%
1229Static analysis softwareTechnical SkillsSoftware development1 5080.033% 2370.077% 0.044%131.776%
772Statistical analysis softwareTechnical SkillsBusiness applications26 124,6558.103% 35,63011.506% 3.403%42.001%
774Statistical softwareTechnical SkillsBusiness applications1 62,8704.087% 18,6956.037% 1.950%47.729%
1230Stress testing softwareTechnical SkillsSoftware development1 3,0730.200% 6330.204% 0.005%2.335%
1547sumo logicTechnical SkillsSecurity1 2760.018% 2170.070% 0.052%290.603%
122Sun operating systemsTechnical SkillsBusiness applications3 57,1983.718% 3,5761.155% -2.563%-68.940%
939Surveillance systemsTechnical SkillsHardware5 15,3760.999% 5,0861.642% 0.643%64.330%
1564SwimlaneTechnical SkillsSecurity1 350.002% 100.003% 0.001%41.944%
791Symantec softwareTechnical SkillsBusiness applications1 10,9840.714% 1,2790.413% -0.301%-42.151%
1355SymbianTechnical SkillsMobile Platforms1 350.002% 00.000% -0.002%-100.000%
1310System AdministrationTechnical SkillsNetwork4 118,0227.671% 22,5947.296% -0.375%-4.893%
45System TestingTechnical SkillsSoftware development5 34,6312.251% 7,2562.343% 0.092%4.092%
46Systems AnalysisTechnical SkillsSoftware development8 170,79411.102% 32,87510.616% -0.486%-4.374%
47Systems DesignTechnical SkillsSoftware development1 26,5091.723% 5,2061.681% -0.042%-2.435%
1233Systems EvaluationTechnical SkillsSoftware development1 3520.023% 1840.059% 0.037%159.693%
1234Systems integrationTechnical SkillsSoftware development8 149,8749.742% 8,1172.621% -7.121%-73.094%
75TCP/IPTechnical SkillsHardware3 65,3474.248% 10,9303.530% -0.718%-16.904%
1235Technology DesignTechnical SkillsSoftware development1 4,9190.320% 4380.141% -0.178%-55.763%
1236TemplatesTechnical SkillsSoftware development1 26,6561.733% 6,3682.056% 0.324%18.684%
1239Test implementationTechnical SkillsSoftware development1 7090.046% 3350.108% 0.062%134.738%
1302TestingTechnical SkillsSoftware development1 490,39031.875% 107,21034.621% 2.745%8.612%
1435Threat IntelligenceTechnical SkillsSecurity1 3,1960.208% 2,0370.658% 0.450%216.642%
1561ThreatConnectTechnical SkillsSecurity1 590.004% 590.019% 0.015%396.803%
1571Traffic AnalysisTechnical SkillsSecurity1 1,9160.125% 4980.161% 0.036%29.127%
1570Traffic CaptureTechnical SkillsSecurity1 550.004% 140.005% 0.001%26.459%
1297Training softwareTechnical SkillsBusiness applications3 2,1180.138% 5700.184% 0.046%33.701%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,0080.131% 2030.066% -0.065%-49.775%
1360TwitterTechnical SkillsSocial Networking1 19,1911.247% 4,8231.557% 0.310%24.855%
1411Unified ProcessTechnical SkillsSoftware development1 3,8790.252% 540.017% -0.235%-93.084%
123UNIX operating systemsTechnical SkillsBusiness applications5 171,34311.137% 19,7436.375% -4.762%-42.756%
1298UNIX ShellsTechnical SkillsBusiness applications4 39,7622.585% 5,4081.746% -0.838%-32.430%
1410Use CaseTechnical SkillsSoftware development1 13,1610.855% 1,8090.584% -0.271%-31.714%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 760.005% 760.025% 0.020%396.803%
1572User Behavior AnalyticsTechnical SkillsSecurity1 1320.009% 1130.036% 0.028%325.294%
48User-Interface DesignTechnical SkillsSoftware development2 59,8303.889% 11,2213.624% -0.265%-6.825%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,7270.177% 4330.140% -0.037%-21.116%
1574Virtual MachineTechnical SkillsSecurity1 9,0800.590% 2,0710.669% 0.079%13.313%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1050.007% 780.025% 0.018%269.054%
64Visual StudioTechnical SkillsSoftware development1 42,4522.759% 6,0271.946% -0.813%-29.468%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 1,6850.110% 3350.108% -0.001%-1.229%
77Voice/Data TelecomTechnical SkillsHardware10 133,5098.678% 20,3356.567% -2.111%-24.331%
1575Vulnerability ManagementTechnical SkillsSecurity1 11,3020.735% 4,7311.528% 0.793%107.961%
1583Vulnerability TestingTechnical SkillsSecurity1 2,3220.151% 7740.250% 0.099%65.601%
1577Web Application FirewallTechnical SkillsSecurity1 1,4250.093% 7340.237% 0.144%155.897%
1299Web Application ServerTechnical SkillsBusiness applications8 63,7794.146% 4,1231.331% -2.814%-67.884%
1248Web platform development softwareTechnical SkillsSoftware development5 2,4530.159% 580.019% -0.141%-88.253%
65web programmerTechnical SkillsSoftware development4 24,3441.582% 2,0030.647% -0.936%-59.124%
1579Web proxyTechnical SkillsSecurity1 7850.051% 2570.083% 0.032%62.648%
58Web serversTechnical SkillsBusiness applications6 89,7675.835% 11,5913.743% -2.092%-35.851%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 59,2763.853% 7,0242.268% -1.585%-41.131%
1356Windows CETechnical SkillsMobile Platforms4 2,4280.158% 2400.078% -0.080%-50.893%
1102WirelessTechnical SkillsNetwork5 55,9183.635% 10,9683.542% -0.093%-2.555%
1363YouTubeTechnical SkillsSocial Networking2 2,3240.151% 1,4240.460% 0.309%204.410%
1524Zero TrustTechnical SkillsSecurity1 1520.010% 1350.044% 0.034%341.240%
79.NETProgramming SkillsCurrent1 133,5618.681% 16,4305.306% -3.376%-38.886%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 70.000% 30.001% 0.001%112.916%
209A programming language (APL)Programming SkillsLegacy2 2,1270.138% 7030.227% 0.089%64.200%
99AdaProgramming SkillsLegacy1 12,0120.781% 5,8951.904% 1.123%143.811%
80AJAXProgramming SkillsCurrent1 47,5413.090% 3,7551.213% -1.878%-60.760%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 420.003% 130.004% 0.001%53.772%
192Apple AppleScriptProgramming SkillsCurrent1 910.006% 240.008% 0.002%31.025%
81ASPProgramming SkillsCurrent2 93,1556.055% 9,7913.162% -2.893%-47.784%
108AssemblyProgramming SkillsLegacy2 1,3760.089% 1900.061% -0.028%-31.401%
211AWKProgramming SkillsLegacy1 1,9540.127% 1560.050% -0.077%-60.337%
212BProgramming SkillsLegacy1 20,5171.334% 5,7641.861% 0.528%39.571%
83C#Programming SkillsCurrent2 111,0977.221% 18,5065.976% -1.245%-17.245%
82C/C++Programming SkillsCurrent3 144,7039.406% 35,22911.376% 1.971%20.950%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 72,6604.723% 15,1354.887% 0.165%3.484%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 4620.030% 450.015% -0.015%-51.610%
84CGIProgramming SkillsCurrent2 10,2160.664% 2,0150.651% -0.013%-2.011%
217ClipperProgramming SkillsLegacy1 2490.016% 200.006% -0.010%-60.096%
218CLUProgramming SkillsLegacy1 1830.012% 250.008% -0.004%-32.131%
100CobolProgramming SkillsLegacy1 15,2900.994% 1,5050.486% -0.508%-51.099%
85ColdFusionProgramming SkillsCurrent2 9,2840.603% 6660.215% -0.388%-64.361%
219Combined programming language (CPL)Programming SkillsLegacy1 3440.022% 210.007% -0.016%-69.672%
195Component object model (COM)Programming SkillsCurrent1 1750.011% 110.004% -0.008%-68.772%
125Database programmingProgramming SkillsCurrent3 24,6991.605% 2,7410.885% -0.720%-44.867%
1501DevOpsProgramming SkillsMisc1 17,4981.137% 14,5504.699% 3.561%313.104%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,6810.109% 500.016% -0.093%-85.223%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 3,7580.244% 3550.115% -0.130%-53.069%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,0850.136% 2810.091% -0.045%-33.045%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 10,3650.674% 7540.243% -0.430%-63.860%
109ForthProgramming SkillsLegacy1 9,4720.616% 4,1051.326% 0.710%115.306%
102FortranProgramming SkillsLegacy1 1,6480.107% 1890.061% -0.046%-43.024%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 211,15613.725% 24,6917.973% -5.752%-41.908%
222JProgramming SkillsLegacy1 5,9880.389% 1,4700.475% 0.085%21.961%
87Java/J2EE/J2PProgramming SkillsCurrent4 231,27515.033% 37,55912.129% -2.904%-19.319%
97JavaScriptProgramming SkillsCurrent3 126,4548.220% 26,6578.608% 0.389%4.728%
89JavaServer FacesProgramming SkillsCurrent3 9,3180.606% 7160.231% -0.374%-61.825%
88JavaServer PagesProgramming SkillsCurrent3 35,6282.316% 2,8170.910% -1.406%-60.719%
223Job control language (JCL)Programming SkillsLegacy2 8,3230.541% 9180.296% -0.245%-45.204%
126LAMPProgramming SkillsCurrent1 4,9310.321% 5810.188% -0.133%-41.464%
104LispProgramming SkillsLegacy1 2010.013% 510.016% 0.003%26.055%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 7280.047% 3360.109% 0.061%129.294%
201Microsoft ActiveXProgramming SkillsCurrent1 1,4170.092% 300.010% -0.082%-89.482%
107PascalProgramming SkillsLegacy1 7570.049% 230.007% -0.042%-84.906%
90PerlProgramming SkillsCurrent1 58,6213.810% 7,8702.541% -1.269%-33.303%
91PHPProgramming SkillsCurrent1 30,7652.000% 6,3012.035% 0.035%1.751%
103PL/1Programming SkillsLegacy3 3260.021% 920.030% 0.009%40.202%
105PrologProgramming SkillsLegacy1 2400.016% 620.020% 0.004%28.341%
95PythonProgramming SkillsCurrent1 53,9923.509% 28,7349.279% 5.769%164.394%
228Register transfer language (RTL)Programming SkillsLegacy1 14,8030.962% 640.021% -0.942%-97.852%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 16,2511.056% 5,3551.729% 0.673%63.706%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 2980.019% 490.016% -0.004%-18.311%
206Scripting languagesProgramming SkillsCurrent1 20,5221.334% 6,1691.992% 0.658%49.341%
101SmalltalkProgramming SkillsLegacy1 2930.019% 100.003% -0.016%-83.044%
92SQLProgramming SkillsCurrent3 415,18426.987% 71,12522.968% -4.019%-14.893%
110TCLProgramming SkillsLegacy1 2,4940.162% 2300.074% -0.088%-54.184%
98Unified Modeling LanguageProgramming SkillsCurrent2 31,1082.022% 1,9180.619% -1.403%-69.369%
93Visual BasicProgramming SkillsCurrent6 102,3776.655% 10,7083.458% -3.197%-48.037%
207Web service definition language (WSDL)Programming SkillsCurrent2 8,5170.554% 9570.309% -0.245%-44.177%
94XMLProgramming SkillsCurrent2 128,6518.362% 13,4294.337% -4.026%-48.142%
1342Computer ScienceMajorsComputer Science2 956,79062.191% 198,69664.163% 1.972%3.171%
1344Information TechnologyMajorsInformation Technology3 599,26038.952% 121,74939.315% 0.364%0.933%
1343Management Information SystemsMajorsManagement Information Systems9 1,366,11288.797% 303,83598.115% 9.318%10.493%

cs Degrees

Computer Science

2020-07-10Jobs Found:3,684,813Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 13,6030.369% 5,1710.744% 0.375%101.478%
2Attention to DetailsSoft SkillsProblem-solving skills2 14,5780.396% 3,3970.489% 0.093%23.505%
8Conflict ResolutionSoft SkillsInterpersonal skills1 19,7900.537% 5,0350.724% 0.187%34.847%
231CooperationSoft SkillsInterpersonal skills1 28,9590.786% 6,4300.925% 0.139%17.683%
1428Creative ThinkingSoft SkillsProblem-solving skills1 19,1890.521% 6,1990.892% 0.371%71.221%
3CreativitySoft SkillsProblem-solving skills4 129,6883.520% 38,2445.501% 1.981%56.297%
4Critical thinkingSoft SkillsProblem-solving skills3 59,5121.615% 23,6243.398% 1.783%110.395%
1300FlexibilitySoft SkillsWork ethic1 128,8983.498% 39,6705.706% 2.208%63.118%
232IndependenceSoft SkillsInterpersonal skills1 19,4720.528% 6,1230.881% 0.352%66.664%
13Initiative/Motivation to workSoft SkillsWork ethic5 460,35312.493% 110,79915.937% 3.444%27.565%
256InnovationSoft SkillsProblem-solving skills1 321,3878.722% 121,83217.524% 8.802%100.919%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 330,6788.974% 95,88513.792% 4.818%53.685%
1422InternshipSoft SkillsWork ethic3 72,9011.978% 35,3035.078% 3.099%156.664%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 2,4290.066% 1,0290.148% 0.082%124.530%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 257,0396.976% 74,90010.773% 3.798%54.444%
10LeadershipSoft SkillsInterpersonal skills1 745,07220.220% 180,44725.955% 5.735%28.363%
258LearningSoft SkillsProblem-solving skills1 330,0198.956% 135,08119.430% 10.473%116.941%
1Learning AbilitySoft SkillsProblem-solving skills3 73,7762.002% 19,9002.862% 0.860%42.963%
236ListeningSoft SkillsLanguage skills1 57,8591.570% 15,8972.287% 0.716%45.623%
260MathematicsSoft SkillsProblem-solving skills3 277,0857.520% 87,81612.631% 5.112%67.976%
261MemorizationSoft SkillsProblem-solving skills2 1870.005% 900.013% 0.008%155.087%
18Negotiation SkillsSoft SkillsLanguage skills1 27,0930.735% 5,0250.723% -0.012%-1.697%
262OptimizationSoft SkillsProblem-solving skills1 205,0995.566% 48,2806.944% 1.378%24.764%
19Oral CommunicationsSoft SkillsLanguage skills5 57,5381.561% 14,4302.076% 0.514%32.923%
273PersistenceSoft SkillsWork ethic1 16,3710.444% 3,6190.521% 0.076%17.166%
239PersuasionSoft SkillsLanguage skills1 5,4410.148% 1,6540.238% 0.090%61.118%
1301Physical SkillSoft SkillsWork ethic2 6,2210.169% 3,6720.528% 0.359%212.845%
240PresentationsSoft SkillsLanguage skills1 165,7214.497% 43,3856.240% 1.743%38.755%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 730,41719.822% 164,17123.614% 3.792%19.128%
20Questioning skillsSoft SkillsLanguage skills1 1,2410.034% 3580.051% 0.018%52.897%
241Reading ComprehensionSoft SkillsLanguage skills1 8940.024% 3420.049% 0.025%102.757%
6Research skillsSoft SkillsProblem-solving skills1 6,2520.170% 1,6740.241% 0.071%41.913%
15ResponsibilitySoft SkillsWork ethic2 342,0159.282% 80,73211.612% 2.331%25.109%
234Self ControlSoft SkillsInterpersonal skills1 4900.013% 1710.025% 0.011%84.964%
11Self-esteemSoft SkillsInterpersonal skills1 1,0060.027% 7880.113% 0.086%315.160%
16Self-managementSoft SkillsWork ethic1 4,9440.134% 1,5200.219% 0.084%62.949%
250Stress ToleranceSoft SkillsPhysical skills1 9610.026% 5400.078% 0.052%197.822%
12TeamworkSoft SkillsInterpersonal skills1 158,8974.312% 39,5845.694% 1.381%32.036%
17Time ManagementSoft SkillsWork ethic2 130,7543.548% 32,2694.641% 1.093%30.803%
268VisualizationSoft SkillsProblem-solving skills1 67,8331.841% 31,9414.594% 2.753%149.571%
7Working under pressureSoft SkillsProblem-solving skills1 2,4170.066% 8970.129% 0.063%96.699%
21Written CommunicationsSoft SkillsLanguage skills5 561,39615.235% 119,17817.142% 1.907%12.516%
1341Accommodation and Food ServiceBusiness SkillsIndustry Segment4 189,1985.135% 96,31613.854% 8.719%169.817%
172Account managementBusiness SkillsManagement skills1 31,6810.860% 7,1901.034% 0.174%20.287%
22AccountingBusiness SkillsBusiness processes4 200,5785.443% 33,7174.850% -0.594%-10.905%
1263Accounting softwareBusiness SkillsBusiness processes8 24,7950.673% 6,8800.990% 0.317%47.066%
174AdministrationBusiness SkillsManagement skills3 744,45420.203% 141,18620.308% 0.105%0.517%
1313AnalystBusiness SkillsProject management1 537,14914.577% 102,89614.800% 0.223%1.529%
175Application managementBusiness SkillsManagement skills5 270,6017.344% 53,7777.735% 0.391%5.330%
150Asset managementBusiness SkillsBusiness processes1 45,8541.244% 11,0121.584% 0.340%27.285%
151AuditingBusiness SkillsBusiness processes5 156,4214.245% 37,2795.362% 1.117%26.315%
1264Auditing softwareBusiness SkillsBusiness processes1 990.003% 40.001% -0.002%-78.585%
152BillingBusiness SkillsBusiness processes1 53,8801.462% 10,2151.469% 0.007%0.484%
153Bills of LadingBusiness SkillsBusiness processes1 1210.003% 740.011% 0.007%224.141%
1314Business AnalystBusiness SkillsProject management1 177,0644.805% 26,1863.767% -1.039%-21.616%
35Business IntelligenceBusiness SkillsStrategy skills1 156,1794.238% 27,9254.017% -0.222%-5.233%
155Business performance management (BPM)Business SkillsBusiness processes2 20,5240.557% 2,2400.322% -0.235%-42.154%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 33,5410.910% 2,2170.319% -0.591%-64.967%
36Business StrategyBusiness SkillsStrategy skills3 653,79317.743% 175,70525.273% 7.530%42.440%
182Calendar and schedulingBusiness SkillsProject management3 134,6833.655% 27,1953.912% 0.257%7.020%
156Capacity planningBusiness SkillsBusiness processes1 76,4282.074% 9,9901.437% -0.637%-30.721%
28Change ManagementBusiness SkillsManagement skills1 138,9493.771% 30,4994.387% 0.616%16.337%
183Content workflowBusiness SkillsProject management1 1340.004% 180.003% -0.001%-28.804%
24Contracting and legalBusiness SkillsBusiness processes2 159,7514.335% 52,6277.570% 3.234%74.603%
176CoordinationBusiness SkillsManagement skills1 161,4004.380% 41,4645.964% 1.584%36.162%
157Cost accountingBusiness SkillsBusiness processes1 2,4570.067% 5530.080% 0.013%19.291%
158Cost estimationBusiness SkillsBusiness processes1 2,8820.078% 6100.088% 0.010%12.182%
1312Customer SupportBusiness SkillsBusiness processes6 674,18918.296% 133,57619.213% 0.917%5.011%
1339EducationBusiness SkillsIndustry Segment1 34,2430.929% 12,5251.802% 0.872%93.862%
1333EnergyBusiness SkillsIndustry Segment1 179,1044.861% 43,6536.279% 1.418%29.180%
1340EntertainmentBusiness SkillsIndustry Segment1 76,5092.076% 16,8612.425% 0.349%16.804%
1319EnvironmentalBusiness SkillsEnvironmental16 86,3072.342% 33,7144.849% 2.507%107.039%
1320Environmental StrategyBusiness SkillsEnvironmental12 49,2501.337% 27,9564.021% 2.685%200.854%
161FinancialBusiness SkillsBusiness processes2 701,77519.045% 172,71924.843% 5.798%30.446%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 2,6490.072% 6390.092% 0.020%27.852%
1332Health CareBusiness SkillsIndustry Segment2 400,72510.875% 90,63413.037% 2.162%19.876%
177Human resourcesBusiness SkillsManagement skills2 120,8003.278% 30,9604.453% 1.175%35.838%
1336InsuranceBusiness SkillsIndustry Segment1 19,9190.541% 3,3300.479% -0.062%-11.394%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,824,68349.519% 336,41548.389% -1.130%-2.282%
1334ManufacturingBusiness SkillsIndustry Segment2 210,5805.715% 48,6306.995% 1.280%22.398%
26MarketingBusiness SkillsBusiness processes1 297,8528.083% 65,5169.424% 1.340%16.583%
185MonitoringBusiness SkillsProject management1 437,93911.885% 103,87814.942% 3.057%25.718%
179NegotiationBusiness SkillsManagement skills1 107,1442.908% 23,8963.437% 0.529%18.207%
163Operation and ControlBusiness SkillsBusiness processes3 2,6340.071% 1,2340.177% 0.106%148.305%
29Outsourcing ManagementBusiness SkillsManagement skills3 72,1041.957% 4,3600.627% -1.330%-67.951%
167ProcurementBusiness SkillsBusiness processes1 55,8901.517% 14,0972.028% 0.511%33.684%
1290Project Management softwareBusiness SkillsProject management3 79,1972.149% 9,2111.325% -0.824%-38.357%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 584,27115.856% 108,54815.613% -0.243%-1.532%
168QualityBusiness SkillsBusiness processes1 1,090,98129.607% 257,08936.979% 7.371%24.897%
1337Real EstateBusiness SkillsIndustry Segment2 24,4690.664% 7,0251.010% 0.346%52.166%
1335RetailBusiness SkillsIndustry Segment2 506,00713.732% 91,94013.224% -0.508%-3.698%
34Risk ManagementBusiness SkillsProject management1 104,3382.832% 32,5924.688% 1.856%65.560%
169Service OrientationBusiness SkillsBusiness processes1 24,3400.661% 5,1140.736% 0.075%11.359%
27Supply Chain ManagementBusiness SkillsBusiness processes3 97,2582.639% 22,5863.249% 0.609%23.084%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,0250.164% 8160.117% -0.046%-28.217%
178TeachingBusiness SkillsManagement skills7 101,0372.742% 34,2724.930% 2.188%79.782%
190TimekeepingBusiness SkillsProject management3 38,8391.054% 7,4711.075% 0.021%1.952%
1296Timekeeping softwareBusiness SkillsProject management1 4,0280.109% 1,0640.153% 0.044%40.004%
171Total quality management (TQM)Business SkillsBusiness processes2 3,8110.103% 4450.064% -0.039%-38.112%
180TroubleshootingBusiness SkillsManagement skills1 508,88013.810% 104,57815.042% 1.232%8.921%
181VerificationBusiness SkillsManagement skills1 264,1557.169% 40,2475.789% -1.380%-19.246%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,7570.075% 4060.058% -0.016%-21.949%
191WorkflowBusiness SkillsProject management1 159,9644.341% 34,5564.970% 0.629%14.495%
31Working GloballyBusiness SkillsManagement skills3 19,3760.526% 1,2040.173% -0.353%-67.066%
32Working with Virtual TeamsBusiness SkillsManagement skills2 6,9700.189% 1,7060.245% 0.056%29.728%
514GLTechnical SkillsSoftware development3 5,3860.146% 6430.092% -0.054%-36.725%
1510Access ControlTechnical SkillsSecurity1 37,3861.015% 9,3571.346% 0.331%32.652%
987Access servers & softwareTechnical SkillsNetwork10 111,9893.039% 19,0342.738% -0.301%-9.917%
38Agile Development MethodsTechnical SkillsSoftware development13 300,5898.158% 91,21413.120% 4.962%60.833%
304Algorithmic softwareTechnical SkillsBusiness applications1 1260.003% 160.002% -0.001%-32.697%
1546AlienvaultTechnical SkillsSecurity1 2780.008% 2180.031% 0.024%315.622%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 4,8370.131% 1,2170.175% 0.044%33.353%
1352AndroidTechnical SkillsMobile Platforms3 85,9222.332% 22,3443.214% 0.882%37.830%
1351Apple iOSTechnical SkillsMobile Platforms6 56,3211.528% 8,7631.260% -0.268%-17.535%
120Apple operating systemsTechnical SkillsBusiness applications6 111,7003.031% 25,1413.616% 0.585%19.293%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 7,2130.196% 1,6950.244% 0.048%24.549%
1543ArcSightTechnical SkillsSecurity1 5,4020.147% 1,1100.160% 0.013%8.907%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 120,5193.271% 68,1099.797% 6.526%199.527%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 4670.013% 2020.029% 0.016%129.256%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 2050.006% 580.008% 0.003%49.955%
1265Backup & RecoveryTechnical SkillsTechnical applications16 276,2707.498% 43,9346.319% -1.178%-15.714%
1386BiometricTechnical SkillsInformation mgmt2 9,6660.262% 2,4120.347% 0.085%32.257%
1353BlackberryTechnical SkillsMobile Platforms2 25,3410.688% 8530.123% -0.565%-82.159%
336Borland DelphiTechnical SkillsBusiness applications1 5,7560.156% 5160.074% -0.082%-52.487%
337Borland JBuilderTechnical SkillsBusiness applications1 3,8540.105% 470.007% -0.098%-93.536%
338Borland ParadoxTechnical SkillsBusiness applications1 3060.008% 540.008% -0.001%-6.468%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,1540.031% 4950.071% 0.040%127.345%
72Business Continuity PlanningTechnical SkillsHardware2 41,1891.118% 8,6271.241% 0.123%11.011%
352Cadence OpusTechnical SkillsBusiness applications1 1,4380.039% 1280.018% -0.021%-52.822%
868CalculatorsTechnical SkillsHardware1 2,5700.070% 6480.093% 0.023%33.638%
39CASE ToolsTechnical SkillsSoftware development1 152,6764.143% 36,1555.200% 1.057%25.512%
367Categorization or classification softwareTechnical SkillsBusiness applications1 17,0940.464% 2,9710.427% -0.037%-7.882%
1469CCPATechnical SkillsSecurity1 8200.022% 8170.118% 0.095%428.074%
1478Center for Internet SecurityTechnical SkillsSecurity1 43,2541.174% 11,4121.641% 0.468%39.837%
1441Certificate managementTechnical SkillsSecurity1 2,1770.059% 6810.098% 0.039%65.797%
112CertificationTechnical SkillsMisc3 626,88217.013% 151,66521.815% 4.802%28.229%
78CiscoTechnical SkillsHardware1 173,4904.708% 30,0564.323% -0.385%-8.179%
1009Cisco Systems IOSTechnical SkillsNetwork1 86,4012.345% 22,2463.200% 0.855%36.465%
40Client-ServerTechnical SkillsSoftware development1 68,0391.846% 5,3110.764% -1.083%-58.628%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 5770.016% 5530.080% 0.064%407.968%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 3,2090.087% 4760.068% -0.019%-21.382%
1445Cloud MigrationTechnical SkillsSecurity1 2,2640.061% 1,8690.269% 0.207%337.542%
1455cloud securityTechnical SkillsSecurity1 6,7160.182% 4,6040.662% 0.480%263.339%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 1280.003% 390.006% 0.002%61.488%
1486Cloud ServicesTechnical SkillsSecurity1 40,8131.108% 22,4053.223% 2.115%190.960%
1011Cluster server softwareTechnical SkillsNetwork9 63,3971.720% 10,6021.525% -0.196%-11.365%
1147CMAKETechnical SkillsSoftware development1 1,6270.044% 9850.142% 0.098%220.875%
1151Compatibility testingTechnical SkillsSoftware development1 2,0230.055% 2960.043% -0.012%-22.450%
1152CompilersTechnical SkillsSoftware development5 39,6681.077% 9,3711.348% 0.271%25.208%
1255Compliance softwareTechnical SkillsTechnical applications4 17,2780.469% 4,4810.645% 0.176%37.457%
385Computer aided design (CAD)Technical SkillsBusiness applications12 32,9460.894% 8,9651.290% 0.395%44.223%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 5,3590.145% 1,0820.156% 0.010%7.012%
875Computer diagnosticsTechnical SkillsHardware5 167,5744.548% 39,6805.707% 1.160%25.502%
1107Computer forensicsTechnical SkillsSecurity1 8,2030.223% 1,3350.192% -0.031%-13.743%
1266Computer HardwareTechnical SkillsHardware15 83,8562.276% 21,0023.021% 0.745%32.744%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 2,6500.072% 3780.054% -0.018%-24.398%
1015Computer serversTechnical SkillsNetwork6 349,8949.496% 52,1197.497% -1.999%-21.051%
1267Computer UtilitiesTechnical SkillsMisc2 3,1440.085% 8920.128% 0.043%50.373%
1447Configuration Management DatabaseTechnical SkillsSecurity1 6,5540.178% 1,6100.232% 0.054%30.199%
1448Container securityTechnical SkillsSecurity1 2180.006% 1860.027% 0.021%352.213%
1449ContainersTechnical SkillsSecurity1 37,1911.009% 20,7982.992% 1.982%196.395%
59Content ManagerTechnical SkillsBusiness applications1 2,6970.073% 3050.044% -0.029%-40.062%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 2,2800.062% 9820.141% 0.079%128.278%
1396Continuous ImprovementTechnical SkillsSoftware development1 80,3562.181% 32,9564.740% 2.560%117.372%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 110,6143.002% 52,1297.498% 4.496%149.779%
1453Control PlaneTechnical SkillsSecurity1 1,4290.039% 6350.091% 0.053%135.520%
878ControllersTechnical SkillsHardware3 25,8190.701% 6,7710.974% 0.273%38.995%
1454Crown JewelsTechnical SkillsSecurity1 2120.006% 590.008% 0.003%47.504%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 3,9100.106% 1,1170.161% 0.055%51.413%
407Customer information control system (CICS)Technical SkillsBusiness applications2 13,2990.361% 1,2730.183% -0.178%-49.266%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 171,6974.660% 27,9154.015% -0.644%-13.829%
1368Cyber SecurityTechnical SkillsInformation mgmt3 95,9272.603% 48,8767.030% 4.427%170.048%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 2,8760.078% 2,1360.307% 0.229%293.640%
1492Data Access GovernanceTechnical SkillsSecurity1 6970.019% 2150.031% 0.012%63.491%
953Data acquisition systemsTechnical SkillsInformation mgmt1 21,0090.570% 5,6100.807% 0.237%41.529%
1434Data classificationTechnical SkillsSecurity1 2,1280.058% 7890.113% 0.056%96.513%
955Data compression softwareTechnical SkillsInformation mgmt1 13,1280.356% 1,7280.249% -0.108%-30.236%
956Data conversion softwareTechnical SkillsInformation mgmt1 14,8620.403% 2,0860.300% -0.103%-25.608%
958Data dictionaryTechnical SkillsInformation mgmt1 9,9040.269% 1,3420.193% -0.076%-28.183%
1495Data discoveryTechnical SkillsSecurity1 3,5630.097% 1,7630.254% 0.157%162.255%
959Data entryTechnical SkillsInformation mgmt1 15,5130.421% 3,9200.564% 0.143%33.930%
1502Data Loss PreventionTechnical SkillsSecurity1 10,2300.278% 3,8960.560% 0.283%101.851%
962Data mappingTechnical SkillsInformation mgmt1 18,3290.497% 3,0870.444% -0.053%-10.734%
67Data MiningTechnical SkillsInformation mgmt5 75,4162.047% 19,5542.813% 0.766%37.423%
963Data modelingTechnical SkillsInformation mgmt1 124,9083.390% 19,5682.815% -0.575%-16.968%
1496Data retentionTechnical SkillsSecurity1 2,8330.077% 5790.083% 0.006%8.323%
1494Data taggingTechnical SkillsSecurity1 3090.008% 1910.027% 0.019%227.614%
68Data WarehousingTechnical SkillsInformation mgmt2 180,3074.893% 25,8443.717% -1.176%-24.031%
69Database AdministrationTechnical SkillsInformation mgmt12 229,1706.219% 28,9224.160% -2.059%-33.111%
969Database design softwareTechnical SkillsInformation mgmt16 195,1625.296% 24,3083.496% -1.800%-33.985%
1268Database ReportingTechnical SkillsInformation mgmt3 51,0191.385% 4,1040.590% -0.794%-57.365%
1373Database SecurityTechnical SkillsInformation mgmt1 8030.022% 2180.031% 0.010%43.889%
1269Database SecurityTechnical SkillsInformation mgmt2 6940.019% 1520.022% 0.003%16.084%
1270Database ServersTechnical SkillsInformation mgmt3 43,2781.174% 2,3410.337% -0.838%-71.330%
1271Database TestingTechnical SkillsInformation mgmt1 3,4510.094% 5740.083% -0.011%-11.844%
1160DebuggingTechnical SkillsSoftware development7 289,8617.866% 58,3308.390% 0.524%6.657%
1385DecryptionTechnical SkillsInformation mgmt2 1,2870.035% 3210.046% 0.011%32.195%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 15,1700.412% 1,2970.187% -0.225%-54.685%
418Desktop publishing softwareTechnical SkillsBusiness applications13 56,6311.537% 20,2102.907% 1.370%89.147%
1272Development EnvironmentTechnical SkillsSoftware development13 197,2735.354% 41,3445.947% 0.593%11.079%
1498Device ManagementTechnical SkillsSecurity1 8,0000.217% 2,7620.397% 0.180%82.987%
1273Digital ImagingTechnical SkillsHardware1 9320.025% 1120.016% -0.009%-36.307%
883Digital Signal Processor (DSP)Technical SkillsHardware2 12,4570.338% 2,5070.361% 0.023%6.666%
1446Digital TransformationTechnical SkillsSecurity1 15,9500.433% 15,6302.248% 1.815%419.380%
1472DISATechnical SkillsSecurity1 10,4960.285% 4,0480.582% 0.297%104.411%
423Disk operating system (DOS)Technical SkillsBusiness applications1 9,8640.268% 1,3660.196% -0.071%-26.602%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 3,1560.086% 1,0480.151% 0.065%75.999%
1504DMZTechnical SkillsNetwork1 6,3820.173% 7050.101% -0.072%-41.451%
1451DockerTechnical SkillsSecurity1 38,8511.054% 30,9704.455% 3.400%322.499%
1307Doctor of PhilosophyTechnical SkillsMisc3 163,8374.446% 44,8246.447% 2.001%45.006%
973Document management softwareTechnical SkillsInformation mgmt4 27,9060.757% 4,6360.667% -0.090%-11.949%
1020Domain name system (DNS)Technical SkillsNetwork3 121,2803.291% 20,1522.899% -0.393%-11.932%
61DreamweaverTechnical SkillsSoftware development1 15,2340.413% 7640.110% -0.304%-73.419%
54DSS/GDSSTechnical SkillsBusiness applications5 38,7941.053% 5,3720.773% -0.280%-26.606%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 1470.004% 480.007% 0.003%73.066%
62EclipseTechnical SkillsSoftware development1 77,4262.101% 8,5151.225% -0.876%-41.711%
1308Electronic CommerceTechnical SkillsBusiness applications2 162,2504.403% 20,2292.910% -1.494%-33.919%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 29,6610.805% 3,8550.554% -0.250%-31.115%
1023Electronic mail softwareTechnical SkillsNetwork8 52,9411.437% 8,5671.232% -0.204%-14.232%
1384EncryptionTechnical SkillsInformation mgmt1 3880.011% 2150.031% 0.020%193.693%
1507EndpointTechnical SkillsSecurity1 15,0710.409% 7,0771.018% 0.609%148.882%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 156,8824.258% 23,2243.340% -0.917%-21.540%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 159,2374.321% 25,2763.636% -0.686%-15.870%
1321Environmental CertificationTechnical SkillsEnvironmental1 3240.009% 1580.023% 0.014%158.463%
1328Environmental CleanupTechnical SkillsEnvironmental3 6290.017% 1160.017% -0.000%-2.255%
1329Environmental EnergyTechnical SkillsEnvironmental25 14,5000.394% 4,9750.716% 0.322%81.849%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 12,9130.350% 4,2910.617% 0.267%76.124%
1327Environmental PollutionTechnical SkillsEnvironmental24 10,7890.293% 4,5250.651% 0.358%122.292%
1324Environmental Pollution ControlTechnical SkillsEnvironmental9 6,2510.170% 2,4100.347% 0.177%104.341%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 2,3600.064% 8780.126% 0.062%97.183%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 8,1940.222% 2,9680.427% 0.205%91.980%
1331Environmental ScienceTechnical SkillsEnvironmental2 5270.014% 1630.023% 0.009%63.932%
1322Environmental TechnologyTechnical SkillsEnvironmental2 8640.023% 4740.068% 0.045%190.771%
1470EPRITechnical SkillsSecurity1 1310.004% 390.006% 0.002%57.790%
1551ExabeamTechnical SkillsSecurity1 2250.006% 1970.028% 0.022%364.056%
461Expert system softwareTechnical SkillsBusiness applications1 1,5370.042% 4570.066% 0.024%57.590%
1359FacebookTechnical SkillsSocial Networking1 447,45212.143% 14,7602.123% -10.020%-82.517%
463Facilities management softwareTechnical SkillsBusiness applications4 6,8110.185% 1,8350.264% 0.079%42.795%
1476FedRAMPTechnical SkillsSecurity1 2,5980.071% 1,9710.284% 0.213%302.100%
1467FINRATechnical SkillsSecurity1 1,8910.051% 4700.068% 0.016%31.733%
1556FireEyeTechnical SkillsSecurity1 2,7220.074% 1,3070.188% 0.114%154.492%
1464FISMATechnical SkillsSecurity1 11,7920.320% 3,5060.504% 0.184%57.584%
468Flight control softwareTechnical SkillsBusiness applications1 1,4160.038% 4150.060% 0.021%55.336%
1508Flow analysisTechnical SkillsSecurity1 4,1450.112% 1,1310.163% 0.050%44.619%
469Flowchart softwareTechnical SkillsBusiness applications5 10,4900.285% 1,6410.236% -0.049%-17.087%
1367ForensicTechnical SkillsInformation mgmt2 32,2170.874% 9,6131.383% 0.508%58.147%
1552FortinetTechnical SkillsSecurity1 3,8250.104% 1,4520.209% 0.105%101.197%
1112Fraud DetectionTechnical SkillsSecurity1 21,2570.577% 6,9330.997% 0.420%72.865%
63FrontPageTechnical SkillsSoftware development1 2,5220.068% 450.006% -0.062%-90.543%
475Fund accounting softwareTechnical SkillsBusiness applications1 8030.022% 1330.019% -0.003%-12.214%
1260GamingTechnical SkillsMisc2 87,2162.367% 21,3163.066% 0.699%29.538%
1468GDPRTechnical SkillsSecurity1 2,8250.077% 2,8200.406% 0.329%429.075%
113Generic databasesTechnical SkillsInformation mgmt2 590,06016.013% 107,34715.441% -0.573%-3.577%
1365Google AppsTechnical SkillsBusiness applications4 13,3960.364% 1,9620.282% -0.081%-22.373%
1364Google PlusTechnical SkillsSocial Networking1 1,5600.042% 2530.036% -0.006%-14.043%
1512GovernanceTechnical SkillsSecurity1 102,1862.773% 35,2665.073% 2.299%82.916%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 180,7624.906% 36,9535.315% 0.410%8.350%
484Graphic softwareTechnical SkillsBusiness applications16 263,9687.164% 47,3666.813% -0.351%-4.895%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 69,4701.885% 6,2120.894% -0.992%-52.606%
1323Green ITTechnical SkillsEnvironmental9 9,8500.267% 2,9600.426% 0.158%59.273%
893Guidance systemsTechnical SkillsHardware1 2150.006% 760.011% 0.005%87.354%
1371HackingTechnical SkillsInformation mgmt5 20,7380.563% 6,6880.962% 0.399%70.929%
895Hardware description language (HDL)Technical SkillsHardware2 1,3950.038% 5100.073% 0.035%93.768%
1277Hardware DesignTechnical SkillsHardware21 33,0260.896% 9,4761.363% 0.467%52.074%
1278Hardware TestingTechnical SkillsHardware4 10,4220.283% 2,1860.314% 0.032%11.170%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,3370.036% 4860.070% 0.034%92.660%
492Helpdesk or call centerTechnical SkillsBusiness applications2 125,6933.411% 24,0823.464% 0.053%1.547%
1465HIPAATechnical SkillsSecurity1 37,3551.014% 11,3621.634% 0.621%61.210%
1473HITRUSTTechnical SkillsSecurity1 2,0930.057% 1,3580.195% 0.139%243.888%
1377Homeland SecurityTechnical SkillsInformation mgmt1 63,4561.722% 10,5961.524% -0.198%-11.497%
1487IaaSTechnical SkillsSecurity1 13,9850.380% 8,0521.158% 0.779%205.160%
114IBM databasesTechnical SkillsInformation mgmt2 89,6032.432% 7,2881.048% -1.383%-56.891%
121IBM operating systemsTechnical SkillsBusiness applications4 62,5511.698% 3,4860.501% -1.196%-70.462%
1513Identity Access ManagementTechnical SkillsSecurity2 26,6840.724% 11,7971.697% 0.973%134.319%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 2300.006% 1910.027% 0.021%340.142%
898Image capture devicesTechnical SkillsHardware9 18,5600.504% 5,3760.773% 0.270%53.521%
524Industrial control softwareTechnical SkillsBusiness applications3 16,7280.454% 5,3160.765% 0.311%68.433%
1485Industrial Control SystemsTechnical SkillsSecurity1 6,4820.176% 2,1470.309% 0.133%75.554%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 56,8291.542% 11,8401.703% 0.161%10.425%
1375Information SecurityTechnical SkillsInformation mgmt3 153,4754.165% 44,0016.329% 2.164%51.954%
899InfraredTechnical SkillsHardware1 3,0990.084% 8160.117% 0.033%39.558%
1491Infrastructure as CodeTechnical SkillsSecurity1 7,0980.193% 5,2960.762% 0.569%295.457%
1180InstallationTechnical SkillsSoftware development1 298,9818.114% 52,1597.502% -0.611%-7.536%
901Interface definition language (IDL)Technical SkillsHardware1 1,4040.038% 2730.039% 0.001%3.058%
536Internet browser softwareTechnical SkillsBusiness applications4 19,7870.537% 2,4820.357% -0.180%-33.517%
1483Internet of ThingsTechnical SkillsSecurity1 22,8800.621% 16,4922.372% 1.751%282.036%
1578Internet proxyTechnical SkillsSecurity1 5040.014% 590.008% -0.005%-37.955%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 39,6961.077% 7,4131.066% -0.011%-1.023%
541Inventory management softwareTechnical SkillsBusiness applications3 16,7580.455% 3,8390.552% 0.097%21.418%
1459ISO 27000Technical SkillsSecurity1 2,2160.060% 6440.093% 0.032%54.029%
1460ISO 27001Technical SkillsSecurity1 9,6540.262% 3,9330.566% 0.304%115.925%
1461ISO 27002Technical SkillsSecurity1 1,3780.037% 2970.043% 0.005%14.234%
1414ISO 9000Technical SkillsSoftware development1 5,1880.141% 3480.050% -0.091%-64.448%
73IT Architecture/StandardsTechnical SkillsHardware2 24,7580.672% 4,8300.695% 0.023%3.400%
1515IT Service ManagementTechnical SkillsSecurity1 22,8360.620% 7,6561.101% 0.481%77.692%
1481ITILTechnical SkillsSecurity1 95,6382.595% 23,0533.316% 0.720%27.757%
1357Java METechnical SkillsMobile Platforms2 1,1530.031% 160.002% -0.029%-92.645%
1035KernelTechnical SkillsNetwork1 40,5091.099% 5,5460.798% -0.302%-27.437%
1442Key managementTechnical SkillsSecurity1 7,5530.205% 2,0140.290% 0.085%41.328%
1450KubernetesTechnical SkillsSecurity1 22,2110.603% 20,9663.016% 2.413%400.305%
907LasersTechnical SkillsHardware1 1,1380.031% 3790.055% 0.024%76.516%
1516Least PrivilegeTechnical SkillsSecurity1 7880.021% 3480.050% 0.029%134.067%
1038License management softwareTechnical SkillsNetwork1 2,4920.068% 6270.090% 0.023%33.354%
1361LinkedInTechnical SkillsSocial Networking1 37,2661.011% 11,4161.642% 0.631%62.363%
1544LogRhythmTechnical SkillsSecurity1 7770.021% 4090.059% 0.038%178.990%
908Mainframe computersTechnical SkillsHardware2 72,5811.970% 7,4321.069% -0.901%-45.729%
124Mainframe operating systemsTechnical SkillsBusiness applications8 44,9461.220% 6,7060.965% -0.255%-20.921%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 76,7802.084% 9,1981.323% -0.761%-36.506%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 14,2390.386% 2,1970.316% -0.070%-18.222%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 700.002% 110.002% -0.000%-16.712%
1281Medical softwareTechnical SkillsBusiness applications9 24,9140.676% 8,5521.230% 0.554%81.933%
1452MesosTechnical SkillsSecurity1 2,8100.076% 1,6320.235% 0.158%207.823%
1517Metadata analysisTechnical SkillsSecurity1 2230.006% 660.009% 0.003%56.865%
1555Micro FocusTechnical SkillsSecurity1 2,4700.067% 8380.121% 0.054%79.818%
1433Micro-segmentationTechnical SkillsSecurity1 3140.009% 2920.042% 0.033%392.879%
115Microsoft databasesTechnical SkillsInformation mgmt5 525,78514.269% 61,1678.798% -5.471%-38.341%
119Microsoft operating systemsTechnical SkillsBusiness applications4 735,87519.970% 99,55514.320% -5.651%-28.296%
1518MITRETechnical SkillsSecurity1 6,3160.171% 1,9300.278% 0.106%61.958%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 22,8040.619% 3,6110.519% -0.099%-16.073%
1581Mobile securityTechnical SkillsSecurity2 3,0970.084% 8420.121% 0.037%44.098%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 4,4030.119% 2,3640.340% 0.221%184.568%
625MultimediaTechnical SkillsBusiness applications1 30,3560.824% 3,5110.505% -0.319%-38.698%
1362MySpaceTechnical SkillsSocial Networking1 3,9190.106% 760.011% -0.095%-89.722%
1471NERCTechnical SkillsSecurity1 3,9570.107% 1,1440.165% 0.057%53.231%
1548NetWitnessTechnical SkillsSecurity1 5620.015% 1760.025% 0.010%65.983%
1499Network Access ControlTechnical SkillsSecurity2 8,0330.218% 1,6200.233% 0.015%6.887%
74Network administrationTechnical SkillsHardware17 406,80011.040% 98,23114.129% 3.089%27.984%
1282Network Administration softwareTechnical SkillsNetwork18 187,0765.077% 35,6335.125% 0.048%0.953%
1519Network discoveryTechnical SkillsSecurity1 4950.013% 1680.024% 0.011%79.883%
1283Network HardwareTechnical SkillsNetwork11 136,2313.697% 20,5362.954% -0.743%-20.104%
1284Network Monitoring softwareTechnical SkillsNetwork15 100,2252.720% 18,3152.634% -0.086%-3.146%
1059Network operation system software (NOS)Technical SkillsNetwork2 4,0700.110% 5490.079% -0.031%-28.507%
1369Network SecurityTechnical SkillsInformation mgmt1 23,2530.631% 3,3310.479% -0.152%-24.075%
1122Network securityTechnical SkillsSecurity1 114,4043.105% 18,2612.627% -0.478%-15.400%
1285Network Security softwareTechnical SkillsSecurity37 269,7737.321% 59,6688.582% 1.261%17.228%
1503Network SegmentationTechnical SkillsNetwork1 1,3190.036% 5650.081% 0.045%127.034%
1286Network softwareTechnical SkillsNetwork6 98,8622.683% 45,3686.526% 3.843%143.224%
1287Network TestingTechnical SkillsNetwork11 57,5521.562% 9,5531.374% -0.188%-12.024%
1521Next Generation FirewallTechnical SkillsSecurity2 1,2040.033% 6520.094% 0.061%187.017%
1458NISTTechnical SkillsSecurity1 31,1880.846% 14,4822.083% 1.237%146.109%
1065Novell network softwareTechnical SkillsNetwork2 4,3520.118% 1450.021% -0.097%-82.341%
643OberonTechnical SkillsBusiness applications1 4380.012% 230.003% -0.009%-72.168%
1413Object Oriented DesignTechnical SkillsSoftware development2 104,0842.825% 9,0851.307% -1.518%-53.738%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 494,68313.425% 63,4429.125% -4.300%-32.027%
1288Office ApplicationsTechnical SkillsBusiness applications13 464,05112.594% 98,59914.182% 1.589%12.614%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 39,9341.084% 3,0340.436% -0.647%-59.732%
116Open-source databasesTechnical SkillsInformation mgmt4 232,6326.313% 38,4965.537% -0.776%-12.293%
118Open-source operating systemsTechnical SkillsBusiness applications8 650,45917.652% 108,62415.624% -2.028%-11.490%
56Operating SystemsTechnical SkillsBusiness applications3 351,9989.553% 66,0259.497% -0.056%-0.584%
1482Operational TechnologyTechnical SkillsSecurity1 6,1560.167% 2,4430.351% 0.184%110.335%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 2,4280.066% 7000.101% 0.035%52.805%
117Oracle databasesTechnical SkillsInformation mgmt1 594,58016.136% 63,1589.084% -7.051%-43.700%
1529Orchestration & AutomationTechnical SkillsSecurity1 5270.014% 3650.053% 0.038%267.087%
1488PaaSTechnical SkillsSecurity1 17,2840.469% 9,5371.372% 0.903%192.452%
1354Palm OSTechnical SkillsMobile Platforms3 3,2160.087% 380.005% -0.082%-93.737%
1522PanoramaTechnical SkillsSecurity1 7730.021% 2960.043% 0.022%102.955%
1466Payment Card IndustryTechnical SkillsSecurity1 38,8271.054% 10,4281.500% 0.446%42.349%
1376Penetration TestingTechnical SkillsInformation mgmt5 107,0942.906% 35,1185.051% 2.145%73.801%
1527Personal Healthcare InformationTechnical SkillsSecurity1 3,2140.087% 1,5290.220% 0.133%152.144%
1528Personally Identifiable InformationTechnical SkillsSecurity1 3,9280.107% 1,7860.257% 0.150%140.989%
1289Physical ToolsTechnical SkillsHardware1 2870.008% 1240.018% 0.010%128.995%
683Point of sale (POS)Technical SkillsBusiness applications3 21,5870.586% 4,4430.639% 0.053%9.086%
1525Policy Decision PointTechnical SkillsSecurity1 9760.026% 2820.041% 0.014%53.139%
1526Policy Enforcement PointTechnical SkillsSecurity1 9710.026% 3760.054% 0.028%105.237%
686PolkaTechnical SkillsBusiness applications1 1,0670.029% 1,0670.153% 0.125%430.014%
931PrintersTechnical SkillsHardware4 36,6260.994% 12,2001.755% 0.761%76.546%
1430Privileged Account ManagementTechnical SkillsSecurity2 3,9740.108% 1,1940.172% 0.064%59.244%
43ProgrammingTechnical SkillsSoftware development1 1,051,45928.535% 187,39026.954% -1.581%-5.542%
700ProvisioningTechnical SkillsBusiness applications1 55,8601.516% 12,9501.863% 0.347%22.873%
1545QRadarTechnical SkillsSecurity1 1,6700.045% 6790.098% 0.052%115.497%
1531Quality of ServiceTechnical SkillsSecurity1 33,7110.915% 5,0980.733% -0.182%-19.848%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 19,2660.523% 1,5490.223% -0.300%-57.387%
1553Rapid7Technical SkillsSecurity1 9650.026% 4440.064% 0.038%143.861%
1258Rate ControlTechnical SkillsTechnical applications1 1960.005% 110.002% -0.004%-70.254%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 40,4221.097% 1,1150.160% -0.937%-85.380%
1077Remote control softwareTechnical SkillsNetwork2 3,6300.099% 8770.126% 0.028%28.050%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,2320.061% 2700.039% -0.022%-35.885%
1379Risk AnalysisTechnical SkillsInformation mgmt1 23,3660.634% 5,7080.821% 0.187%29.475%
1262RoboticsTechnical SkillsHardware3 26,5610.721% 13,9802.011% 1.290%178.965%
1532Role-Based Access ControlTechnical SkillsSecurity3 4,5990.125% 1,3700.197% 0.072%57.886%
1318RSATechnical SkillsSecurity1 15,5940.423% 1,5930.229% -0.194%-45.857%
1489SaaSTechnical SkillsSecurity1 89,7742.436% 28,7974.142% 1.706%70.014%
1429SASETechnical SkillsSecurity2 4770.013% 3710.053% 0.040%312.233%
1533SCCMTechnical SkillsSecurity1 16,8490.457% 5,7610.829% 0.371%81.222%
44SDLCTechnical SkillsSoftware development7 482,43913.093% 81,16411.674% -1.418%-10.832%
1500SecOpsTechnical SkillsSecurity2 4,3490.118% 4,2200.607% 0.489%414.292%
1537Secure SDLCTechnical SkillsSecurity1 24,5640.667% 4580.066% -0.601%-90.118%
1132Secure shell (SSH)Technical SkillsSecurity1 3510.010% 340.005% -0.005%-48.660%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 49,4761.343% 7,5151.081% -0.262%-19.495%
1569Secure Web GatewayTechnical SkillsSecurity1 6,8490.186% 660.009% -0.176%-94.893%
76SecurityTechnical SkillsHardware4 2,355,65563.929% 265,15638.139% -25.789%-40.341%
1382Security AuditTechnical SkillsInformation mgmt1 3,6660.099% 6760.097% -0.002%-2.267%
1315Security ClearanceTechnical SkillsMisc2 292,2457.931% 76,71611.035% 3.104%39.132%
1477Security FrameworksTechnical SkillsSecurity1 7,1160.193% 2,8470.410% 0.216%112.050%
1540Security Information and Event ManagementTechnical SkillsSecurity1 15,5440.422% 6,8950.992% 0.570%135.103%
1584Security Information ManagementTechnical SkillsSecurity1 6,0580.164% 7620.110% -0.055%-33.333%
1567Security Operations CenterTechnical SkillsSecurity1 21,2440.577% 9,9521.431% 0.855%148.291%
1381Security PlanTechnical SkillsInformation mgmt1 3,2270.088% 1,2120.174% 0.087%99.063%
1380Security PolicyTechnical SkillsInformation mgmt2 60,3001.636% 16,6612.396% 0.760%46.444%
1457Security StandardsTechnical SkillsSecurity1 32,1190.872% 9,7151.397% 0.526%60.313%
1135Security testing softwareTechnical SkillsSecurity1 12,1030.328% 3,8400.552% 0.224%68.161%
1550SecuronixTechnical SkillsSecurity1 1310.004% 1120.016% 0.013%353.141%
1538SegmentationTechnical SkillsSecurity1 14,2500.387% 5,8960.848% 0.461%119.295%
60Sharepoint ServerTechnical SkillsBusiness applications1 11,9780.325% 5670.082% -0.244%-74.911%
1084Signal generatorsTechnical SkillsNetwork1 1,1530.031% 5650.081% 0.050%159.720%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 32,9080.893% 3,2320.465% -0.428%-47.946%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 151,3824.108% 20,5652.958% -1.150%-27.999%
1220Simulation softwareTechnical SkillsSoftware development5 69,2141.878% 20,9193.009% 1.131%60.189%
1568Single Sign-OnTechnical SkillsSecurity3 25,8130.701% 5,8160.837% 0.136%19.419%
1558SOARTechnical SkillsSecurity1 1,4840.040% 5350.077% 0.037%91.076%
1475SOC 2Technical SkillsSecurity1 2,5880.070% 1,9240.277% 0.207%294.029%
1366Social NetworkTechnical SkillsSocial Networking1 12,3370.335% 1,2010.173% -0.162%-48.403%
1358Social NetworkingTechnical SkillsSocial Networking1 19,2580.523% 1,1750.169% -0.354%-67.662%
1534Software Defined NetworkTechnical SkillsSecurity2 5,7840.157% 2,8190.405% 0.249%158.317%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 1,6110.044% 1,5690.226% 0.182%416.196%
42Software DevelopmentTechnical SkillsSoftware development2 970,79426.346% 170,63524.544% -1.802%-6.840%
1291Software Development softwareTechnical SkillsSoftware development3 6,3140.171% 3850.055% -0.116%-67.682%
1309Software EngineeringTechnical SkillsSoftware development1 592,59716.082% 118,40017.030% 0.948%5.896%
1292Software InstallationTechnical SkillsSoftware development4 458,07112.431% 103,90014.945% 2.513%20.218%
1223Software librariesTechnical SkillsSoftware development1 1,6550.045% 5730.082% 0.038%83.503%
1293Software MaintenanceTechnical SkillsSoftware development1 29,1070.790% 3,6440.524% -0.266%-33.646%
1294Software TestingTechnical SkillsSoftware development14 450,28912.220% 92,54313.311% 1.091%8.928%
1225Source code management (SCM)Technical SkillsSoftware development5 157,5854.277% 30,7844.428% 0.151%3.537%
1541SplunkTechnical SkillsSecurity1 22,6070.614% 13,1531.892% 1.278%208.368%
1229Static analysis softwareTechnical SkillsSoftware development1 4,0620.110% 1,0870.156% 0.046%41.833%
772Statistical analysis softwareTechnical SkillsBusiness applications26 307,6378.349% 92,15813.256% 4.907%58.775%
774Statistical softwareTechnical SkillsBusiness applications1 155,1664.211% 54,8477.889% 3.678%87.345%
1230Stress testing softwareTechnical SkillsSoftware development1 9,7770.265% 1,3020.187% -0.078%-29.418%
1547sumo logicTechnical SkillsSecurity1 9950.027% 7870.113% 0.086%319.217%
122Sun operating systemsTechnical SkillsBusiness applications3 140,7923.821% 7,0341.012% -2.809%-73.520%
939Surveillance systemsTechnical SkillsHardware5 36,8701.001% 12,0211.729% 0.728%72.804%
1564SwimlaneTechnical SkillsSecurity1 910.002% 530.008% 0.005%208.689%
791Symantec softwareTechnical SkillsBusiness applications1 25,3700.689% 2,4240.349% -0.340%-49.359%
1355SymbianTechnical SkillsMobile Platforms1 1200.003% 90.001% -0.002%-60.249%
1310System AdministrationTechnical SkillsNetwork4 240,7616.534% 38,1305.485% -1.049%-16.060%
45System TestingTechnical SkillsSoftware development5 84,4392.292% 16,0732.312% 0.020%0.888%
46Systems AnalysisTechnical SkillsSoftware development8 309,1978.391% 53,9777.764% -0.627%-7.475%
47Systems DesignTechnical SkillsSoftware development1 53,5541.453% 9,2931.337% -0.117%-8.029%
1233Systems EvaluationTechnical SkillsSoftware development1 4400.012% 1790.026% 0.014%115.619%
1234Systems integrationTechnical SkillsSoftware development8 164,1934.456% 14,4502.078% -2.377%-53.356%
75TCP/IPTechnical SkillsHardware3 211,4485.738% 27,7183.987% -1.751%-30.522%
1235Technology DesignTechnical SkillsSoftware development1 3,5190.096% 9080.131% 0.035%36.758%
1236TemplatesTechnical SkillsSoftware development1 57,6241.564% 11,2521.618% 0.055%3.494%
1239Test implementationTechnical SkillsSoftware development1 1,9380.053% 7530.108% 0.056%105.934%
1302TestingTechnical SkillsSoftware development1 1,217,86733.051% 248,17235.696% 2.645%8.004%
1435Threat IntelligenceTechnical SkillsSecurity1 6,0890.165% 3,9550.569% 0.404%244.261%
1561ThreatConnectTechnical SkillsSecurity1 2530.007% 2530.036% 0.030%430.014%
1571Traffic AnalysisTechnical SkillsSecurity1 4,2600.116% 9370.135% 0.019%16.578%
1570Traffic CaptureTechnical SkillsSecurity1 1490.004% 240.003% -0.001%-14.629%
1297Training softwareTechnical SkillsBusiness applications3 2,9310.080% 5200.075% -0.005%-5.968%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 4,9100.133% 7010.101% -0.032%-24.330%
1360TwitterTechnical SkillsSocial Networking1 49,5751.345% 13,0551.878% 0.532%39.573%
1411Unified ProcessTechnical SkillsSoftware development1 8,9160.242% 1530.022% -0.220%-90.905%
123UNIX operating systemsTechnical SkillsBusiness applications5 554,85515.058% 51,8207.454% -7.604%-50.500%
1298UNIX ShellsTechnical SkillsBusiness applications4 131,8053.577% 16,0622.310% -1.267%-35.412%
1410Use CaseTechnical SkillsSoftware development1 26,7830.727% 4,3070.620% -0.107%-14.768%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 1770.005% 1770.025% 0.021%430.014%
1572User Behavior AnalyticsTechnical SkillsSecurity1 2550.007% 2080.030% 0.023%332.325%
48User-Interface DesignTechnical SkillsSoftware development2 252,6566.857% 44,8136.446% -0.411%-5.993%
836Video creation and editing softwareTechnical SkillsBusiness applications3 16,0400.435% 2,9290.421% -0.014%-3.216%
1574Virtual MachineTechnical SkillsSecurity1 21,9370.595% 4,6020.662% 0.067%11.188%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 2430.007% 2080.030% 0.023%353.674%
64Visual StudioTechnical SkillsSoftware development1 133,7613.630% 16,1222.319% -1.311%-36.118%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 5,3640.146% 1,5600.224% 0.079%54.143%
77Voice/Data TelecomTechnical SkillsHardware10 254,8386.916% 36,3405.227% -1.689%-24.420%
1575Vulnerability ManagementTechnical SkillsSecurity1 14,2300.386% 5,6550.813% 0.427%110.627%
1583Vulnerability TestingTechnical SkillsSecurity1 4,0530.110% 1,0780.155% 0.045%40.971%
1577Web Application FirewallTechnical SkillsSecurity1 2,8470.077% 1,3510.194% 0.117%151.510%
1299Web Application ServerTechnical SkillsBusiness applications8 160,4924.355% 8,8251.269% -3.086%-70.856%
1248Web platform development softwareTechnical SkillsSoftware development5 9,8980.269% 1960.028% -0.240%-89.505%
65web programmerTechnical SkillsSoftware development4 41,2251.119% 4,2630.613% -0.506%-45.192%
1579Web proxyTechnical SkillsSecurity1 1,5550.042% 3970.057% 0.015%35.315%
58Web serversTechnical SkillsBusiness applications6 278,4927.558% 29,7324.277% -3.281%-43.415%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 196,6865.338% 21,6453.113% -2.224%-41.673%
1356Windows CETechnical SkillsMobile Platforms4 21,5880.586% 6370.092% -0.494%-84.361%
1102WirelessTechnical SkillsNetwork5 156,4824.247% 26,9043.870% -0.377%-8.875%
1363YouTubeTechnical SkillsSocial Networking2 11,6670.317% 5,4390.782% 0.466%147.085%
1524Zero TrustTechnical SkillsSecurity1 4250.012% 3720.054% 0.042%363.918%
79.NETProgramming SkillsCurrent1 420,75011.418% 45,9116.604% -4.815%-42.166%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 1350.004% 390.006% 0.002%53.115%
209A programming language (APL)Programming SkillsLegacy2 6,3140.171% 1,8020.259% 0.088%51.265%
99AdaProgramming SkillsLegacy1 18,9190.513% 8,9171.283% 0.769%149.809%
80AJAXProgramming SkillsCurrent1 218,8855.940% 11,8261.701% -4.239%-71.364%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1030.003% 210.003% 0.000%8.061%
192Apple AppleScriptProgramming SkillsCurrent1 5980.016% 630.009% -0.007%-44.162%
81ASPProgramming SkillsCurrent2 280,0067.599% 22,3783.219% -4.380%-57.641%
108AssemblyProgramming SkillsLegacy2 10,3970.282% 1,0200.147% -0.135%-48.003%
211AWKProgramming SkillsLegacy1 7,9780.217% 5980.086% -0.130%-60.272%
212BProgramming SkillsLegacy1 52,0061.411% 14,3442.063% 0.652%46.185%
83C#Programming SkillsCurrent2 440,67411.959% 68,2709.820% -2.139%-17.889%
82C/C++Programming SkillsCurrent3 688,96118.697% 138,11819.867% 1.169%6.253%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 339,9619.226% 54,2617.805% -1.421%-15.405%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 9500.026% 790.011% -0.014%-55.925%
84CGIProgramming SkillsCurrent2 27,0470.734% 3,7870.545% -0.189%-25.790%
217ClipperProgramming SkillsLegacy1 6330.017% 670.010% -0.008%-43.901%
218CLUProgramming SkillsLegacy1 2140.006% 280.004% -0.002%-30.652%
100CobolProgramming SkillsLegacy1 27,0990.735% 2,4990.359% -0.376%-51.124%
85ColdFusionProgramming SkillsCurrent2 22,3390.606% 1,3110.189% -0.418%-68.895%
219Combined programming language (CPL)Programming SkillsLegacy1 4680.013% 810.012% -0.001%-8.267%
195Component object model (COM)Programming SkillsCurrent1 5490.015% 200.003% -0.012%-80.692%
125Database programmingProgramming SkillsCurrent3 91,2212.476% 6,7660.973% -1.502%-60.688%
1501DevOpsProgramming SkillsMisc1 60,9811.655% 42,5726.123% 4.469%270.013%
196Distributed component object model (DCOM)Programming SkillsCurrent1 5,4470.148% 1440.021% -0.127%-85.988%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 22,8050.619% 1,7620.253% -0.365%-59.049%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 6,4720.176% 1,0010.144% -0.032%-18.025%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 38,3281.040% 1,7180.247% -0.793%-76.243%
109ForthProgramming SkillsLegacy1 13,9580.379% 5,1990.748% 0.369%97.417%
102FortranProgramming SkillsLegacy1 6,7060.182% 1,3380.192% 0.010%5.750%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 671,73218.230% 77,84311.197% -7.033%-38.580%
222JProgramming SkillsLegacy1 14,9290.405% 3,2280.464% 0.059%14.601%
87Java/J2EE/J2PProgramming SkillsCurrent4 937,40625.440% 150,90821.706% -3.734%-14.676%
97JavaScriptProgramming SkillsCurrent3 558,76415.164% 97,77614.064% -1.100%-7.255%
89JavaServer FacesProgramming SkillsCurrent3 32,8380.891% 1,7230.248% -0.643%-72.190%
88JavaServer PagesProgramming SkillsCurrent3 138,3423.754% 6,5560.943% -2.811%-74.883%
223Job control language (JCL)Programming SkillsLegacy2 15,8260.429% 1,6450.237% -0.193%-44.909%
126LAMPProgramming SkillsCurrent1 39,1331.062% 2,0240.291% -0.771%-72.587%
104LispProgramming SkillsLegacy1 2,5780.070% 3030.044% -0.026%-37.706%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 3,3310.090% 1,4270.205% 0.115%127.058%
201Microsoft ActiveXProgramming SkillsCurrent1 5,1730.140% 1040.015% -0.125%-89.344%
107PascalProgramming SkillsLegacy1 1,6810.046% 1130.016% -0.029%-64.371%
90PerlProgramming SkillsCurrent1 283,4827.693% 28,9634.166% -3.527%-45.849%
91PHPProgramming SkillsCurrent1 167,9664.558% 20,0192.879% -1.679%-36.830%
103PL/1Programming SkillsLegacy3 6900.019% 1450.021% 0.002%11.380%
105PrologProgramming SkillsLegacy1 1,5510.042% 570.008% -0.034%-80.522%
95PythonProgramming SkillsCurrent1 344,2809.343% 135,32819.465% 10.122%108.335%
228Register transfer language (RTL)Programming SkillsLegacy1 45,6521.239% 1,3090.188% -1.051%-84.803%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 118,8143.224% 24,2993.495% 0.271%8.395%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 1,9670.053% 3190.046% -0.007%-14.045%
206Scripting languagesProgramming SkillsCurrent1 95,8622.602% 20,9283.010% 0.409%15.709%
101SmalltalkProgramming SkillsLegacy1 1,0140.028% 310.004% -0.023%-83.796%
92SQLProgramming SkillsCurrent3 1,188,37532.251% 172,42024.800% -7.450%-23.101%
110TCLProgramming SkillsLegacy1 18,4230.500% 2,0560.296% -0.204%-40.851%
98Unified Modeling LanguageProgramming SkillsCurrent2 105,5212.864% 6,2320.896% -1.967%-68.698%
93Visual BasicProgramming SkillsCurrent6 240,2096.519% 20,9913.019% -3.500%-53.684%
207Web service definition language (WSDL)Programming SkillsCurrent2 29,0210.788% 2,1930.315% -0.472%-59.949%
94XMLProgramming SkillsCurrent2 461,15012.515% 35,7195.138% -7.377%-58.947%
1342Computer ScienceMajorsComputer Science2 3,576,60297.063% 685,86998.654% 1.590%1.638%
1344Information TechnologyMajorsInformation Technology3 949,85825.778% 167,26724.059% -1.718%-6.666%
1343Management Information SystemsMajorsManagement Information Systems9 951,85825.832% 198,91128.611% 2.779%10.758%

IT Degrees

Information Technology

2020-07-10Jobs Found:1,907,802Click on column headings to sort
Skill IDSkill NamePrimary CategorySecondary CategoryNumber of SynonymsOccurrencesFrequencyLast 2 years OccurrencesLast 2 years FrequencyLast 2 years Growth/DeclineMovement
252Analytical ThinkingSoft SkillsProblem-solving skills1 7,0340.369% 2,9770.750% 0.381%103.311%
2Attention to DetailsSoft SkillsProblem-solving skills2 5,7770.303% 1,9380.488% 0.185%61.152%
8Conflict ResolutionSoft SkillsInterpersonal skills1 14,3410.752% 4,5601.148% 0.396%52.746%
231CooperationSoft SkillsInterpersonal skills1 19,7241.034% 5,7621.451% 0.417%40.334%
1428Creative ThinkingSoft SkillsProblem-solving skills1 8,1640.428% 3,1240.787% 0.359%83.820%
3CreativitySoft SkillsProblem-solving skills4 58,9503.090% 19,6424.946% 1.856%60.061%
4Critical thinkingSoft SkillsProblem-solving skills3 35,0251.836% 16,2234.085% 2.249%122.504%
1300FlexibilitySoft SkillsWork ethic1 123,7456.486% 25,0766.314% -0.172%-2.655%
232IndependenceSoft SkillsInterpersonal skills1 12,5410.657% 4,4651.124% 0.467%71.030%
13Initiative/Motivation to workSoft SkillsWork ethic5 256,76413.459% 75,09418.908% 5.450%40.493%
256InnovationSoft SkillsProblem-solving skills1 167,7638.794% 59,60515.008% 6.215%70.675%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 255,61113.398% 81,84320.608% 7.210%53.811%
1422InternshipSoft SkillsWork ethic3 62,2203.261% 12,4473.134% -0.127%-3.901%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 1,7860.094% 9110.229% 0.136%145.031%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 156,1458.185% 55,55813.989% 5.805%70.924%
10LeadershipSoft SkillsInterpersonal skills1 448,66323.517% 127,68432.150% 8.633%36.710%
258LearningSoft SkillsProblem-solving skills1 210,88211.054% 58,72214.786% 3.732%33.766%
1Learning AbilitySoft SkillsProblem-solving skills3 33,2821.745% 12,2973.096% 1.352%77.490%
236ListeningSoft SkillsLanguage skills1 63,1863.312% 11,5482.908% -0.404%-12.205%
260MathematicsSoft SkillsProblem-solving skills3 66,5623.489% 22,6705.708% 2.219%63.610%
261MemorizationSoft SkillsProblem-solving skills2 1920.010% 810.020% 0.010%102.660%
18Negotiation SkillsSoft SkillsLanguage skills1 20,3051.064% 4,1481.044% -0.020%-1.866%
262OptimizationSoft SkillsProblem-solving skills1 79,7394.180% 20,0155.040% 0.860%20.578%
19Oral CommunicationsSoft SkillsLanguage skills5 35,8981.882% 10,7372.704% 0.822%43.680%
273PersistenceSoft SkillsWork ethic1 4,7950.251% 1,3040.328% 0.077%30.639%
239PersuasionSoft SkillsLanguage skills1 4,0710.213% 1,6100.405% 0.192%89.980%
1301Physical SkillSoft SkillsWork ethic2 4,6180.242% 3,2000.806% 0.564%232.874%
240PresentationsSoft SkillsLanguage skills1 111,9555.868% 34,7018.738% 2.869%48.896%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 297,69315.604% 89,13022.443% 6.839%43.827%
20Questioning skillsSoft SkillsLanguage skills1 6470.034% 2430.061% 0.027%80.421%
241Reading ComprehensionSoft SkillsLanguage skills1 1,0060.053% 5230.132% 0.079%149.740%
6Research skillsSoft SkillsProblem-solving skills1 4,0270.211% 1,2530.316% 0.104%49.470%
15ResponsibilitySoft SkillsWork ethic2 202,62010.621% 60,28815.180% 4.560%42.933%
234Self ControlSoft SkillsInterpersonal skills1 3220.017% 2030.051% 0.034%202.848%
11Self-esteemSoft SkillsInterpersonal skills1 1030.005% 540.014% 0.008%151.849%
16Self-managementSoft SkillsWork ethic1 2,3410.123% 1,0510.265% 0.142%115.668%
250Stress ToleranceSoft SkillsPhysical skills1 7320.038% 4910.124% 0.085%222.222%
12TeamworkSoft SkillsInterpersonal skills1 94,4194.949% 32,0688.075% 3.126%63.154%
17Time ManagementSoft SkillsWork ethic2 70,0333.671% 22,2385.599% 1.929%52.538%
268VisualizationSoft SkillsProblem-solving skills1 19,8531.041% 9,5352.401% 1.360%130.717%
7Working under pressureSoft SkillsProblem-solving skills1 1,5510.081% 6660.168% 0.086%106.275%
21Written CommunicationsSoft SkillsLanguage skills5 288,46815.120% 74,39818.733% 3.613%23.893%
1341Accommodation and Food ServiceBusiness SkillsIndustry Segment4 281,31914.746% 62,73815.797% 1.052%7.131%
172Account managementBusiness SkillsManagement skills1 20,3021.064% 4,7571.198% 0.134%12.559%
22AccountingBusiness SkillsBusiness processes4 349,51118.320% 38,4369.678% -8.642%-47.172%
1263Accounting softwareBusiness SkillsBusiness processes8 43,8702.300% 2,4130.608% -1.692%-73.578%
174AdministrationBusiness SkillsManagement skills3 602,04231.557% 118,50729.840% -1.717%-5.441%
1313AnalystBusiness SkillsProject management1 376,19919.719% 79,27619.961% 0.242%1.230%
175Application managementBusiness SkillsManagement skills5 130,7546.854% 32,0238.063% 1.210%17.650%
150Asset managementBusiness SkillsBusiness processes1 31,5951.656% 9,1472.303% 0.647%39.074%
151AuditingBusiness SkillsBusiness processes5 163,8568.589% 38,6199.724% 1.135%13.220%
1264Auditing softwareBusiness SkillsBusiness processes1 1500.008% 100.003% -0.005%-67.975%
152BillingBusiness SkillsBusiness processes1 71,7643.762% 9,4362.376% -1.386%-36.837%
153Bills of LadingBusiness SkillsBusiness processes1 530.003% 250.006% 0.004%126.594%
1314Business AnalystBusiness SkillsProject management1 144,3887.568% 18,8704.751% -2.817%-37.219%
35Business IntelligenceBusiness SkillsStrategy skills1 77,2514.049% 13,5533.413% -0.637%-15.722%
155Business performance management (BPM)Business SkillsBusiness processes2 11,3800.596% 1,8430.464% -0.132%-22.202%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 29,1221.526% 2,3540.593% -0.934%-61.170%
36Business StrategyBusiness SkillsStrategy skills3 446,79323.419% 126,55631.866% 8.447%36.069%
182Calendar and schedulingBusiness SkillsProject management3 88,3234.630% 25,7276.478% 1.848%39.926%
156Capacity planningBusiness SkillsBusiness processes1 32,2461.690% 5,8851.482% -0.208%-12.329%
28Change ManagementBusiness SkillsManagement skills1 92,9604.873% 26,9936.797% 1.924%39.489%
183Content workflowBusiness SkillsProject management1 630.003% 100.003% -0.001%-23.749%
24Contracting and legalBusiness SkillsBusiness processes2 216,68811.358% 41,00210.324% -1.034%-9.102%
176CoordinationBusiness SkillsManagement skills1 122,0126.395% 41,60710.477% 4.081%63.813%
157Cost accountingBusiness SkillsBusiness processes1 4,0930.215% 1,0250.258% 0.044%20.300%
158Cost estimationBusiness SkillsBusiness processes1 1,8860.099% 4630.117% 0.018%17.930%
1312Customer SupportBusiness SkillsBusiness processes6 419,30021.978% 101,59325.581% 3.603%16.392%
1339EducationBusiness SkillsIndustry Segment1 28,6561.502% 12,6753.192% 1.689%112.479%
1333EnergyBusiness SkillsIndustry Segment1 95,2444.992% 25,1956.344% 1.352%27.075%
1340EntertainmentBusiness SkillsIndustry Segment1 171,6548.997% 4,5261.140% -7.858%-87.334%
1319EnvironmentalBusiness SkillsEnvironmental16 141,9407.440% 24,1596.083% -1.357%-18.237%
1320Environmental StrategyBusiness SkillsEnvironmental12 14,5910.765% 9,5912.415% 1.650%215.764%
161FinancialBusiness SkillsBusiness processes2 637,69733.426% 134,43433.850% 0.424%1.270%
1275Financial Analysis softwareBusiness SkillsBusiness processes8 2,9260.153% 3890.098% -0.055%-36.136%
1332Health CareBusiness SkillsIndustry Segment2 467,21024.489% 70,69417.801% -6.689%-27.313%
177Human resourcesBusiness SkillsManagement skills2 279,00814.625% 40,57510.217% -4.408%-30.140%
1336InsuranceBusiness SkillsIndustry Segment1 11,3510.595% 2,3780.599% 0.004%0.638%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,267,64866.445% 243,18061.232% -5.213%-7.846%
1334ManufacturingBusiness SkillsIndustry Segment2 228,44511.974% 26,0956.571% -5.404%-45.127%
26MarketingBusiness SkillsBusiness processes1 327,93717.189% 32,9878.306% -8.883%-51.679%
185MonitoringBusiness SkillsProject management1 236,55512.399% 77,09619.413% 7.013%56.561%
179NegotiationBusiness SkillsManagement skills1 82,0964.303% 20,1855.083% 0.779%18.111%
163Operation and ControlBusiness SkillsBusiness processes3 1,6590.087% 9320.235% 0.148%169.869%
29Outsourcing ManagementBusiness SkillsManagement skills3 103,6595.433% 6,6931.685% -3.748%-68.983%
167ProcurementBusiness SkillsBusiness processes1 93,0684.878% 18,6394.693% -0.185%-3.793%
1290Project Management softwareBusiness SkillsProject management3 59,9813.144% 9,4992.392% -0.752%-23.924%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 382,83520.067% 90,36222.753% 2.686%13.386%
168QualityBusiness SkillsBusiness processes1 580,39230.422% 147,18637.061% 6.639%21.823%
1337Real EstateBusiness SkillsIndustry Segment2 172,2829.030% 4,2331.066% -7.965%-88.197%
1335RetailBusiness SkillsIndustry Segment2 469,56924.613% 47,09911.859% -12.754%-51.817%
34Risk ManagementBusiness SkillsProject management1 83,5254.378% 30,9057.782% 3.404%77.745%
169Service OrientationBusiness SkillsBusiness processes1 16,1750.848% 4,5351.142% 0.294%34.684%
27Supply Chain ManagementBusiness SkillsBusiness processes3 91,9594.820% 13,9043.501% -1.319%-27.368%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 3,9120.205% 7560.190% -0.015%-7.166%
178TeachingBusiness SkillsManagement skills7 242,16012.693% 27,2346.857% -5.836%-45.975%
190TimekeepingBusiness SkillsProject management3 90,0244.719% 12,2273.079% -1.640%-34.755%
1296Timekeeping softwareBusiness SkillsProject management1 2,6310.138% 8740.220% 0.082%59.579%
171Total quality management (TQM)Business SkillsBusiness processes2 1,7690.093% 2940.074% -0.019%-20.163%
180TroubleshootingBusiness SkillsManagement skills1 234,49912.292% 68,65617.287% 4.996%40.644%
181VerificationBusiness SkillsManagement skills1 72,4423.797% 24,9496.282% 2.485%65.442%
1338Waste ManagementBusiness SkillsIndustry Segment1 1,6300.085% 3020.076% -0.009%-10.997%
191WorkflowBusiness SkillsProject management1 85,1084.461% 24,2456.105% 1.644%36.847%
31Working GloballyBusiness SkillsManagement skills3 9,6930.508% 3180.080% -0.428%-84.240%
32Working with Virtual TeamsBusiness SkillsManagement skills2 3,6630.192% 1,0100.254% 0.062%32.455%
514GLTechnical SkillsSoftware development3 1,8390.096% 2500.063% -0.033%-34.696%
1510Access ControlTechnical SkillsSecurity1 22,7961.195% 7,4821.884% 0.689%57.668%
987Access servers & softwareTechnical SkillsNetwork10 62,6593.284% 14,1053.552% 0.267%8.137%
38Agile Development MethodsTechnical SkillsSoftware development13 85,7244.493% 32,6718.226% 3.733%83.081%
304Algorithmic softwareTechnical SkillsBusiness applications1 90.000% 10.000% -0.000%-46.625%
1546AlienvaultTechnical SkillsSecurity1 1480.008% 1250.031% 0.024%305.726%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,5220.080% 3530.089% 0.009%11.415%
1352AndroidTechnical SkillsMobile Platforms3 14,7670.774% 4,9211.239% 0.465%60.083%
1351Apple iOSTechnical SkillsMobile Platforms6 11,4250.599% 2,3410.589% -0.009%-1.570%
120Apple operating systemsTechnical SkillsBusiness applications6 39,8742.090% 12,5513.160% 1.070%51.207%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 37,1411.947% 1800.045% -1.901%-97.672%
1543ArcSightTechnical SkillsSecurity1 4,2470.223% 9260.233% 0.011%4.740%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 31,3991.646% 12,1643.063% 1.417%86.099%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 2400.013% 1080.027% 0.015%116.171%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 220.001% 100.003% 0.001%118.354%
1265Backup & RecoveryTechnical SkillsTechnical applications16 156,6198.209% 36,3589.155% 0.945%11.517%
1386BiometricTechnical SkillsInformation mgmt2 4,5040.236% 1,2640.318% 0.082%34.813%
1353BlackberryTechnical SkillsMobile Platforms2 12,1610.637% 8360.211% -0.427%-66.977%
336Borland DelphiTechnical SkillsBusiness applications1 1,6600.087% 1940.049% -0.038%-43.859%
337Borland JBuilderTechnical SkillsBusiness applications1 8910.047% 90.002% -0.044%-95.148%
338Borland ParadoxTechnical SkillsBusiness applications1 1570.008% 400.010% 0.002%22.390%
1436Bring Your Own DevicesTechnical SkillsSecurity1 6850.036% 3500.088% 0.052%145.449%
72Business Continuity PlanningTechnical SkillsHardware2 51,6422.707% 8,2562.079% -0.628%-23.202%
352Cadence OpusTechnical SkillsBusiness applications1 1,1840.062% 910.023% -0.039%-63.079%
868CalculatorsTechnical SkillsHardware1 1,0800.057% 3640.092% 0.035%61.906%
39CASE ToolsTechnical SkillsSoftware development1 129,1786.771% 24,2296.101% -0.670%-9.899%
367Categorization or classification softwareTechnical SkillsBusiness applications1 5,3090.278% 1,1340.286% 0.007%2.609%
1469CCPATechnical SkillsSecurity1 5360.028% 5240.132% 0.104%369.624%
1478Center for Internet SecurityTechnical SkillsSecurity1 14,9620.784% 4,1261.039% 0.255%32.472%
1441Certificate managementTechnical SkillsSecurity1 1,1710.061% 5000.126% 0.065%105.115%
112CertificationTechnical SkillsMisc3 477,23725.015% 139,55535.140% 10.125%40.474%
78CiscoTechnical SkillsHardware1 226,42211.868% 20,5515.175% -6.694%-56.399%
1009Cisco Systems IOSTechnical SkillsNetwork1 21,3101.117% 6,8181.717% 0.600%53.694%
40Client-ServerTechnical SkillsSoftware development1 38,9302.041% 2,6930.678% -1.362%-66.770%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 4180.022% 3670.092% 0.070%321.768%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 1,3520.071% 5250.132% 0.061%86.538%
1445Cloud MigrationTechnical SkillsSecurity1 1,4080.074% 1,2220.308% 0.234%316.920%
1455cloud securityTechnical SkillsSecurity1 3,2690.171% 2,4340.613% 0.442%257.676%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 770.004% 290.007% 0.003%80.922%
1486Cloud ServicesTechnical SkillsSecurity1 12,0640.632% 8,0532.028% 1.395%220.664%
1011Cluster server softwareTechnical SkillsNetwork9 24,6761.293% 4,0401.017% -0.276%-21.351%
1147CMAKETechnical SkillsSoftware development1 1330.007% 770.019% 0.012%178.114%
1151Compatibility testingTechnical SkillsSoftware development1 4970.026% 1040.026% 0.000%0.522%
1152CompilersTechnical SkillsSoftware development5 16,4890.864% 5,7181.440% 0.575%66.584%
1255Compliance softwareTechnical SkillsTechnical applications4 14,8300.777% 4,2941.081% 0.304%39.093%
385Computer aided design (CAD)Technical SkillsBusiness applications12 54,9472.880% 3,9640.998% -1.882%-65.344%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications3 3,2170.169% 5210.131% -0.037%-22.202%
875Computer diagnosticsTechnical SkillsHardware5 79,5884.172% 26,4606.663% 2.491%59.708%
1107Computer forensicsTechnical SkillsSecurity1 5,2320.274% 1,1890.299% 0.025%9.169%
1266Computer HardwareTechnical SkillsHardware15 55,2522.896% 19,4064.886% 1.990%68.722%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 35,1391.842% 1930.049% -1.793%-97.362%
1015Computer serversTechnical SkillsNetwork6 157,1628.238% 36,4379.175% 0.937%11.373%
1267Computer UtilitiesTechnical SkillsMisc2 4020.021% 980.025% 0.004%17.107%
1447Configuration Management DatabaseTechnical SkillsSecurity1 4,9860.261% 1,5060.379% 0.118%45.096%
1448Container securityTechnical SkillsSecurity1 760.004% 710.018% 0.014%348.775%
1449ContainersTechnical SkillsSecurity1 9,9190.520% 5,6131.413% 0.893%171.839%
59Content ManagerTechnical SkillsBusiness applications1 1,8300.096% 2630.066% -0.030%-30.962%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 1,6480.086% 9660.243% 0.157%181.582%
1396Continuous ImprovementTechnical SkillsSoftware development1 52,6962.762% 27,3256.880% 4.118%149.096%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 24,0691.262% 13,3123.352% 2.090%165.686%
1453Control PlaneTechnical SkillsSecurity1 1010.005% 510.013% 0.008%142.568%
878ControllersTechnical SkillsHardware3 10,8540.569% 3,0860.777% 0.208%36.581%
1454Crown JewelsTechnical SkillsSecurity1 450.002% 310.008% 0.005%230.928%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 2,3030.121% 3610.091% -0.030%-24.700%
407Customer information control system (CICS)Technical SkillsBusiness applications2 6,6810.350% 7860.198% -0.152%-43.485%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 125,9956.604% 17,5604.422% -2.183%-33.049%
1368Cyber SecurityTechnical SkillsInformation mgmt3 63,7963.344% 41,99610.574% 7.231%216.227%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 2,2690.119% 1,8610.469% 0.350%294.000%
1492Data Access GovernanceTechnical SkillsSecurity1 3380.018% 1540.039% 0.021%118.871%
953Data acquisition systemsTechnical SkillsInformation mgmt1 7,1770.376% 2,1320.537% 0.161%42.701%
1434Data classificationTechnical SkillsSecurity1 1,5550.082% 5570.140% 0.059%72.072%
955Data compression softwareTechnical SkillsInformation mgmt1 2,5940.136% 4850.122% -0.014%-10.184%
956Data conversion softwareTechnical SkillsInformation mgmt1 8,0900.424% 1,2950.326% -0.098%-23.104%
958Data dictionaryTechnical SkillsInformation mgmt1 4,2750.224% 7190.181% -0.043%-19.206%
1495Data discoveryTechnical SkillsSecurity1 1,4260.075% 5090.128% 0.053%71.468%
959Data entryTechnical SkillsInformation mgmt1 183,3849.612% 5,1331.292% -8.320%-86.554%
1502Data Loss PreventionTechnical SkillsSecurity1 6,5940.346% 2,8150.709% 0.363%105.075%
962Data mappingTechnical SkillsInformation mgmt1 8,7320.458% 1,7540.442% -0.016%-3.506%
67Data MiningTechnical SkillsInformation mgmt5 57,0022.988% 5,4931.383% -1.605%-53.708%
963Data modelingTechnical SkillsInformation mgmt1 42,5952.233% 6,7641.703% -0.530%-23.717%
1496Data retentionTechnical SkillsSecurity1 1,3280.070% 3910.098% 0.029%41.437%
1494Data taggingTechnical SkillsSecurity1 1230.006% 800.020% 0.014%212.442%
68Data WarehousingTechnical SkillsInformation mgmt2 71,2483.735% 11,0062.771% -0.963%-25.794%
69Database AdministrationTechnical SkillsInformation mgmt12 98,3135.153% 16,7344.214% -0.940%-18.234%
969Database design softwareTechnical SkillsInformation mgmt16 64,4573.379% 10,1732.562% -0.817%-24.184%
1268Database ReportingTechnical SkillsInformation mgmt3 20,8751.094% 2,3390.589% -0.505%-46.175%
1373Database SecurityTechnical SkillsInformation mgmt1 5490.029% 1080.027% -0.002%-5.499%
1269Database SecurityTechnical SkillsInformation mgmt2 1490.008% 430.011% 0.003%38.633%
1270Database ServersTechnical SkillsInformation mgmt3 14,9780.785% 1,0730.270% -0.515%-65.586%
1271Database TestingTechnical SkillsInformation mgmt1 1,0210.054% 1670.042% -0.011%-21.427%
1160DebuggingTechnical SkillsSoftware development7 83,4384.374% 18,4434.644% 0.270%6.182%
1385DecryptionTechnical SkillsInformation mgmt2 7430.039% 1860.047% 0.008%20.256%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 5,5900.293% 4220.106% -0.187%-63.735%
418Desktop publishing softwareTechnical SkillsBusiness applications13 33,8801.776% 13,5263.406% 1.630%91.783%
1272Development EnvironmentTechnical SkillsSoftware development13 57,4373.011% 13,1393.308% 0.298%9.889%
1498Device ManagementTechnical SkillsSecurity1 4,5130.237% 2,0950.528% 0.291%122.999%
1273Digital ImagingTechnical SkillsHardware1 4120.022% 1130.028% 0.007%31.754%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,8610.098% 3810.096% -0.002%-1.653%
1446Digital TransformationTechnical SkillsSecurity1 7,9100.415% 7,7311.947% 1.532%369.508%
1472DISATechnical SkillsSecurity1 10,4340.547% 5,5141.388% 0.841%153.863%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,4650.234% 1,0790.272% 0.038%16.087%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,0870.057% 4580.115% 0.058%102.404%
1504DMZTechnical SkillsNetwork1 3,0630.161% 5590.141% -0.020%-12.330%
1451DockerTechnical SkillsSecurity1 7,2550.380% 6,1041.537% 1.157%304.167%
1307Doctor of PhilosophyTechnical SkillsMisc3 80,3854.213% 14,8973.751% -0.462%-10.976%
973Document management softwareTechnical SkillsInformation mgmt4 20,0061.049% 6,1291.543% 0.495%47.168%
1020Domain name system (DNS)Technical SkillsNetwork3 53,8682.824% 13,1773.318% 0.494%17.509%
61DreamweaverTechnical SkillsSoftware development1 7,9350.416% 4120.104% -0.312%-75.058%
54DSS/GDSSTechnical SkillsBusiness applications5 24,0531.261% 4,4591.123% -0.138%-10.946%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 560.003% 90.002% -0.001%-22.796%
62EclipseTechnical SkillsSoftware development1 20,1451.056% 2,3430.590% -0.466%-44.129%
1308Electronic CommerceTechnical SkillsBusiness applications2 56,8332.979% 5,4091.362% -1.617%-54.281%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 14,4090.755% 2,1430.540% -0.216%-28.555%
1023Electronic mail softwareTechnical SkillsNetwork8 31,3731.644% 7,0121.766% 0.121%7.367%
1384EncryptionTechnical SkillsInformation mgmt1 1140.006% 810.020% 0.014%241.322%
1507EndpointTechnical SkillsSecurity1 8,5890.450% 4,9931.257% 0.807%179.256%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 96,1065.038% 17,3084.358% -0.679%-13.487%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 120,4876.315% 16,3824.125% -2.191%-34.685%
1321Environmental CertificationTechnical SkillsEnvironmental1 4180.022% 2870.072% 0.050%229.830%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,4200.074% 720.018% -0.056%-75.643%
1329Environmental EnergyTechnical SkillsEnvironmental25 7,5970.398% 2,8360.714% 0.316%79.328%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 6,9900.366% 1,8710.471% 0.105%28.582%
1327Environmental PollutionTechnical SkillsEnvironmental24 39,2462.057% 3,3640.847% -1.210%-58.824%
1324Environmental Pollution ControlTechnical SkillsEnvironmental9 4,2760.224% 1,4500.365% 0.141%62.898%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental8 1,3200.069% 6400.161% 0.092%132.911%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 48,5842.547% 2,0670.520% -2.026%-79.562%
1331Environmental ScienceTechnical SkillsEnvironmental2 2320.012% 480.012% -0.000%-0.611%
1322Environmental TechnologyTechnical SkillsEnvironmental2 3910.020% 1790.045% 0.025%119.918%
1470EPRITechnical SkillsSecurity1 820.004% 240.006% 0.002%40.599%
1551ExabeamTechnical SkillsSecurity1 370.002% 330.008% 0.006%328.446%
461Expert system softwareTechnical SkillsBusiness applications1 6810.036% 1940.049% 0.013%36.848%
1359FacebookTechnical SkillsSocial Networking1 154,2518.085% 4,6161.162% -6.923%-85.625%
463Facilities management softwareTechnical SkillsBusiness applications4 11,4490.600% 3,1900.803% 0.203%33.847%
1476FedRAMPTechnical SkillsSecurity1 2,1060.110% 1,6000.403% 0.292%264.960%
1467FINRATechnical SkillsSecurity1 1,2840.067% 3220.081% 0.014%20.469%
1556FireEyeTechnical SkillsSecurity1 1,3920.073% 7770.196% 0.123%168.143%
1464FISMATechnical SkillsSecurity1 10,3000.540% 3,8910.980% 0.440%81.471%
468Flight control softwareTechnical SkillsBusiness applications1 2410.013% 980.025% 0.012%95.341%
1508Flow analysisTechnical SkillsSecurity1 2,7430.144% 6600.166% 0.022%15.585%
469Flowchart softwareTechnical SkillsBusiness applications5 5,2750.276% 8470.213% -0.063%-22.866%
1367ForensicTechnical SkillsInformation mgmt2 55,1052.888% 7,2441.824% -1.064%-36.850%
1552FortinetTechnical SkillsSecurity1 1,7520.092% 8380.211% 0.119%129.770%
1112Fraud DetectionTechnical SkillsSecurity1 10,1400.532% 4,0421.018% 0.486%91.488%
63FrontPageTechnical SkillsSoftware development1 9090.048% 230.006% -0.042%-87.845%
475Fund accounting softwareTechnical SkillsBusiness applications1 7620.040% 2170.055% 0.015%36.801%
1260GamingTechnical SkillsMisc2 33,3451.748% 4,6921.181% -0.566%-32.405%
1468GDPRTechnical SkillsSecurity1 1,7340.091% 1,7270.435% 0.344%378.440%
113Generic databasesTechnical SkillsInformation mgmt2 202,88710.635% 46,14911.620% 0.986%9.268%
1365Google AppsTechnical SkillsBusiness applications4 3,8810.203% 1,2460.314% 0.110%54.226%
1364Google PlusTechnical SkillsSocial Networking1 380.002% 300.008% 0.006%279.247%
1512GovernanceTechnical SkillsSecurity1 76,9684.034% 29,3207.383% 3.348%82.994%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 131,7056.903% 22,7935.739% -1.164%-16.865%
484Graphic softwareTechnical SkillsBusiness applications16 158,3928.302% 24,0356.052% -2.250%-27.105%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 16,1520.847% 1,2820.323% -0.524%-61.872%
1323Green ITTechnical SkillsEnvironmental9 4,1750.219% 7130.180% -0.039%-17.962%
893Guidance systemsTechnical SkillsHardware1 970.005% 300.008% 0.002%48.571%
1371HackingTechnical SkillsInformation mgmt5 10,2260.536% 3,3220.836% 0.300%56.055%
895Hardware description language (HDL)Technical SkillsHardware2 2070.011% 970.024% 0.014%125.105%
1277Hardware DesignTechnical SkillsHardware21 8,9540.469% 2,6290.662% 0.193%41.045%
1278Hardware TestingTechnical SkillsHardware4 2,4440.128% 6410.161% 0.033%25.991%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,3020.068% 6420.162% 0.093%136.869%
492Helpdesk or call centerTechnical SkillsBusiness applications2 169,3558.877% 25,0976.319% -2.558%-28.812%
1465HIPAATechnical SkillsSecurity1 29,7021.557% 10,1792.563% 1.006%64.628%
1473HITRUSTTechnical SkillsSecurity1 1,5920.083% 1,0540.265% 0.182%218.040%
1377Homeland SecurityTechnical SkillsInformation mgmt1 82,7744.339% 18,8054.735% 0.396%9.135%
1487IaaSTechnical SkillsSecurity1 6,0310.316% 4,0411.018% 0.701%221.872%
114IBM databasesTechnical SkillsInformation mgmt2 34,7321.821% 3,8480.969% -0.852%-46.778%
121IBM operating systemsTechnical SkillsBusiness applications4 32,5781.708% 2,3030.580% -1.128%-66.041%
1513Identity Access ManagementTechnical SkillsSecurity2 18,3810.963% 9,0842.287% 1.324%137.406%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 1970.010% 1390.035% 0.025%238.948%
898Image capture devicesTechnical SkillsHardware9 11,0620.580% 4,6031.159% 0.579%99.890%
524Industrial control softwareTechnical SkillsBusiness applications3 7,3030.383% 2,5400.640% 0.257%67.077%
1485Industrial Control SystemsTechnical SkillsSecurity1 4,4410.233% 1,5870.400% 0.167%71.664%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 20,0261.050% 4,5951.157% 0.107%10.224%
1375Information SecurityTechnical SkillsInformation mgmt3 108,4735.686% 38,0979.593% 3.907%68.715%
899InfraredTechnical SkillsHardware1 3,4680.182% 4620.116% -0.065%-36.005%
1491Infrastructure as CodeTechnical SkillsSecurity1 2,1950.115% 1,9020.479% 0.364%316.256%
1180InstallationTechnical SkillsSoftware development1 165,7858.690% 42,94610.814% 2.124%24.440%
901Interface definition language (IDL)Technical SkillsHardware1 3200.017% 1190.030% 0.013%78.641%
536Internet browser softwareTechnical SkillsBusiness applications4 9,2160.483% 2,1790.549% 0.066%13.579%
1483Internet of ThingsTechnical SkillsSecurity1 4,5030.236% 3,8340.965% 0.729%309.010%
1578Internet proxyTechnical SkillsSecurity1 2640.014% 620.016% 0.002%12.816%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 24,0721.262% 6,0681.528% 0.266%21.093%
541Inventory management softwareTechnical SkillsBusiness applications3 11,4340.599% 4,6761.177% 0.578%96.454%
1459ISO 27000Technical SkillsSecurity1 1,4400.075% 5600.141% 0.066%86.814%
1460ISO 27001Technical SkillsSecurity1 7,2870.382% 3,1030.781% 0.399%104.558%
1461ISO 27002Technical SkillsSecurity1 1,0210.054% 3150.079% 0.026%48.207%
1414ISO 9000Technical SkillsSoftware development1 1,8790.098% 2350.059% -0.039%-39.921%
73IT Architecture/StandardsTechnical SkillsHardware2 21,9251.149% 4,9241.240% 0.091%7.885%
1515IT Service ManagementTechnical SkillsSecurity1 20,0001.048% 8,7092.193% 1.145%109.181%
1481ITILTechnical SkillsSecurity1 78,1444.096% 23,9306.026% 1.929%47.106%
1357Java METechnical SkillsMobile Platforms2 4060.021% 40.001% -0.020%-95.267%
1035KernelTechnical SkillsNetwork1 5,3200.279% 5300.133% -0.145%-52.143%
1442Key managementTechnical SkillsSecurity1 4,2800.224% 1,0460.263% 0.039%17.401%
1450KubernetesTechnical SkillsSecurity1 4,1070.215% 3,9500.995% 0.779%362.016%
907LasersTechnical SkillsHardware1 5340.028% 2240.056% 0.028%101.507%
1516Least PrivilegeTechnical SkillsSecurity1 5030.026% 2790.070% 0.044%166.453%
1038License management softwareTechnical SkillsNetwork1 1,6520.087% 6870.173% 0.086%99.770%
1361LinkedInTechnical SkillsSocial Networking1 19,4831.021% 5,5541.398% 0.377%36.941%
1544LogRhythmTechnical SkillsSecurity1 4680.025% 2530.064% 0.039%159.692%
908Mainframe computersTechnical SkillsHardware2 73,2663.840% 5,7471.447% -2.393%-62.319%
124Mainframe operating systemsTechnical SkillsBusiness applications8 26,6481.397% 5,9321.494% 0.097%6.935%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 36,3591.906% 6,5711.655% -0.251%-13.183%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 9,8990.519% 1,6590.418% -0.101%-19.492%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1090.006% 700.018% 0.012%208.500%
1281Medical softwareTechnical SkillsBusiness applications9 17,3260.908% 5,1221.290% 0.382%42.012%
1452MesosTechnical SkillsSecurity1 3450.018% 1460.037% 0.019%103.291%
1517Metadata analysisTechnical SkillsSecurity1 2320.012% 340.009% -0.004%-29.600%
1555Micro FocusTechnical SkillsSecurity1 1,0050.053% 3110.078% 0.026%48.655%
1433Micro-segmentationTechnical SkillsSecurity1 960.005% 880.022% 0.017%340.348%
115Microsoft databasesTechnical SkillsInformation mgmt5 184,5469.673% 25,5516.434% -3.240%-33.490%
119Microsoft operating systemsTechnical SkillsBusiness applications4 305,86616.032% 64,75216.304% 0.272%1.697%
1518MITRETechnical SkillsSecurity1 3,8700.203% 1,0290.259% 0.056%27.729%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 4,2360.222% 7660.193% -0.029%-13.133%
1581Mobile securityTechnical SkillsSecurity2 1,0970.058% 4030.101% 0.044%76.475%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 2,5370.133% 1,5190.382% 0.249%187.622%
625MultimediaTechnical SkillsBusiness applications1 127,7326.695% 2,8330.713% -5.982%-89.346%
1362MySpaceTechnical SkillsSocial Networking1 6950.036% 110.003% -0.034%-92.397%
1471NERCTechnical SkillsSecurity1 2,8760.151% 1,0010.252% 0.101%67.197%
1548NetWitnessTechnical SkillsSecurity1 4140.022% 1980.050% 0.028%129.747%
1499Network Access ControlTechnical SkillsSecurity2 5,4580.286% 1,3690.345% 0.059%20.491%
74Network administrationTechnical SkillsHardware17 238,33612.493% 69,25817.439% 4.946%39.593%
1282Network Administration softwareTechnical SkillsNetwork18 109,4925.739% 30,0407.564% 1.825%31.796%
1519Network discoveryTechnical SkillsSecurity1 3130.016% 1710.043% 0.027%162.444%
1283Network HardwareTechnical SkillsNetwork11 71,4213.744% 16,4394.139% 0.396%10.569%
1284Network Monitoring softwareTechnical SkillsNetwork15 44,2282.318% 11,6422.931% 0.613%26.449%
1059Network operation system software (NOS)Technical SkillsNetwork2 3,3320.175% 4310.109% -0.066%-37.862%
1369Network SecurityTechnical SkillsInformation mgmt1 9,1590.480% 1,9080.480% 0.000%0.072%
1122Network securityTechnical SkillsSecurity1 57,7593.028% 13,2313.332% 0.304%10.042%
1285Network Security softwareTechnical SkillsSecurity37 153,2888.035% 44,95611.320% 3.285%40.885%
1503Network SegmentationTechnical SkillsNetwork1 7040.037% 3190.080% 0.043%117.672%
1286Network softwareTechnical SkillsNetwork6 52,6792.761% 32,2278.115% 5.353%193.878%
1287Network TestingTechnical SkillsNetwork11 33,4131.751% 5,5451.396% -0.355%-20.279%
1521Next Generation FirewallTechnical SkillsSecurity2 7770.041% 4680.118% 0.077%189.340%
1458NISTTechnical SkillsSecurity1 27,0791.419% 13,4013.374% 1.955%137.733%
1065Novell network softwareTechnical SkillsNetwork2 1,9650.103% 1190.030% -0.073%-70.908%
643OberonTechnical SkillsBusiness applications1 1950.010% 110.003% -0.007%-72.902%
1413Object Oriented DesignTechnical SkillsSoftware development2 19,9911.048% 1,4290.360% -0.688%-65.661%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 99,2655.203% 10,4682.636% -2.567%-49.342%
1288Office ApplicationsTechnical SkillsBusiness applications13 349,66918.328% 97,26024.490% 6.161%33.617%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 12,1280.636% 9920.250% -0.386%-60.708%
116Open-source databasesTechnical SkillsInformation mgmt4 51,2702.687% 8,5912.163% -0.524%-19.506%
118Open-source operating systemsTechnical SkillsBusiness applications8 179,4019.404% 38,5169.698% 0.295%3.134%
56Operating SystemsTechnical SkillsBusiness applications3 150,2637.876% 43,21610.882% 3.005%38.158%
1482Operational TechnologyTechnical SkillsSecurity1 4,7670.250% 2,0420.514% 0.264%105.776%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,3180.069% 4750.120% 0.051%73.126%
117Oracle databasesTechnical SkillsInformation mgmt1 267,36014.014% 29,1317.335% -6.679%-47.659%
1529Orchestration & AutomationTechnical SkillsSecurity1 2300.012% 1500.038% 0.026%213.291%
1488PaaSTechnical SkillsSecurity1 6,2250.326% 4,1461.044% 0.718%219.944%
1354Palm OSTechnical SkillsMobile Platforms3 2890.015% 10.000% -0.015%-98.338%
1522PanoramaTechnical SkillsSecurity1 3780.020% 2030.051% 0.031%157.981%
1466Payment Card IndustryTechnical SkillsSecurity1 21,6711.136% 7,1101.790% 0.654%57.607%
1376Penetration TestingTechnical SkillsInformation mgmt5 73,0733.830% 27,7266.981% 3.151%82.270%
1527Personal Healthcare InformationTechnical SkillsSecurity1 2,6910.141% 1,2920.325% 0.184%130.639%
1528Personally Identifiable InformationTechnical SkillsSecurity1 2,8910.152% 1,3750.346% 0.195%128.475%
1289Physical ToolsTechnical SkillsHardware1 1460.008% 850.021% 0.014%179.673%
683Point of sale (POS)Technical SkillsBusiness applications3 10,2490.537% 2,5800.650% 0.112%20.927%
1525Policy Decision PointTechnical SkillsSecurity1 6030.032% 1980.050% 0.018%57.736%
1526Policy Enforcement PointTechnical SkillsSecurity1 4920.026% 2290.058% 0.032%123.591%
686PolkaTechnical SkillsBusiness applications1 1120.006% 1100.028% 0.022%371.801%
931PrintersTechnical SkillsHardware4 29,4321.543% 12,9303.256% 1.713%111.039%
1430Privileged Account ManagementTechnical SkillsSecurity2 43,9182.302% 9530.240% -2.062%-89.576%
43ProgrammingTechnical SkillsSoftware development1 295,98415.514% 54,71413.777% -1.738%-11.200%
700ProvisioningTechnical SkillsBusiness applications1 26,8581.408% 7,9512.002% 0.594%42.211%
1545QRadarTechnical SkillsSecurity1 1,1350.059% 4390.111% 0.051%85.803%
1531Quality of ServiceTechnical SkillsSecurity1 14,8560.779% 3,3030.832% 0.053%6.805%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 7,2160.378% 6180.156% -0.223%-58.859%
1553Rapid7Technical SkillsSecurity1 4200.022% 2200.055% 0.033%151.627%
1258Rate ControlTechnical SkillsTechnical applications1 230.001% 110.003% 0.002%129.747%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 14,1250.740% 5260.132% -0.608%-82.111%
1077Remote control softwareTechnical SkillsNetwork2 2,9300.154% 8310.209% 0.056%36.244%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 1,0710.056% 1990.050% -0.006%-10.742%
1379Risk AnalysisTechnical SkillsInformation mgmt1 13,8990.729% 4,1081.034% 0.306%41.981%
1262RoboticsTechnical SkillsHardware3 6,7560.354% 3,6860.928% 0.574%162.090%
1532Role-Based Access ControlTechnical SkillsSecurity3 2,5180.132% 8900.224% 0.092%69.792%
1318RSATechnical SkillsSecurity1 6,4450.338% 1,1470.289% -0.049%-14.508%
1489SaaSTechnical SkillsSecurity1 20,4911.074% 8,6772.185% 1.111%103.419%
1429SASETechnical SkillsSecurity2 2100.011% 1690.043% 0.032%286.591%
1533SCCMTechnical SkillsSecurity1 12,1300.636% 5,5561.399% 0.763%120.032%
44SDLCTechnical SkillsSoftware development7 184,4889.670% 34,9938.811% -0.859%-8.883%
1500SecOpsTechnical SkillsSecurity2 2,6080.137% 2,5410.640% 0.503%368.038%
1537Secure SDLCTechnical SkillsSecurity1 6,0780.319% 2840.072% -0.247%-77.554%
1132Secure shell (SSH)Technical SkillsSecurity1 1350.007% 330.008% 0.001%17.426%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 20,1571.057% 3,5420.892% -0.165%-15.587%
1569Secure Web GatewayTechnical SkillsSecurity1 2,8470.149% 390.010% -0.139%-93.419%
76SecurityTechnical SkillsHardware4 1,291,83267.713% 192,03248.353% -19.360%-28.591%
1382Security AuditTechnical SkillsInformation mgmt1 2,3320.122% 6410.161% 0.039%32.042%
1315Security ClearanceTechnical SkillsMisc2 193,23010.128% 60,87015.327% 5.198%51.326%
1477Security FrameworksTechnical SkillsSecurity1 4,6300.243% 2,1600.544% 0.301%124.108%
1540Security Information and Event ManagementTechnical SkillsSecurity1 10,3820.544% 5,0381.269% 0.724%133.110%
1584Security Information ManagementTechnical SkillsSecurity1 2,9070.152% 4610.116% -0.036%-23.820%
1567Security Operations CenterTechnical SkillsSecurity1 12,0490.632% 6,3541.600% 0.968%153.326%
1381Security PlanTechnical SkillsInformation mgmt1 3,3230.174% 1,4540.366% 0.192%110.193%
1380Security PolicyTechnical SkillsInformation mgmt2 44,4252.329% 16,0374.038% 1.709%73.412%
1457Security StandardsTechnical SkillsSecurity1 20,6831.084% 7,6451.925% 0.841%77.561%
1135Security testing softwareTechnical SkillsSecurity1 5,8250.305% 2,2300.562% 0.256%83.905%
1550SecuronixTechnical SkillsSecurity1 390.002% 340.009% 0.007%318.792%
1538SegmentationTechnical SkillsSecurity1 4,8350.253% 1,7870.450% 0.197%77.547%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,5740.292% 4010.101% -0.191%-65.441%
1084Signal generatorsTechnical SkillsNetwork1 3990.021% 1350.034% 0.013%62.534%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 12,0070.629% 1,6860.425% -0.205%-32.546%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 37,9401.989% 6,6001.662% -0.327%-16.434%
1220Simulation softwareTechnical SkillsSoftware development5 23,3111.222% 8,3472.102% 0.880%72.010%
1568Single Sign-OnTechnical SkillsSecurity3 10,8140.567% 3,3440.842% 0.275%48.547%
1558SOARTechnical SkillsSecurity1 8490.045% 3550.089% 0.045%100.865%
1475SOC 2Technical SkillsSecurity1 1,8630.098% 1,3070.329% 0.231%237.013%
1366Social NetworkTechnical SkillsSocial Networking1 3,3090.173% 5820.147% -0.027%-15.509%
1358Social NetworkingTechnical SkillsSocial Networking1 11,5300.604% 4440.112% -0.493%-81.501%
1534Software Defined NetworkTechnical SkillsSecurity2 1,4870.078% 9680.244% 0.166%212.715%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 8480.044% 8300.209% 0.165%370.182%
42Software DevelopmentTechnical SkillsSoftware development2 415,79021.794% 53,09013.368% -8.426%-38.663%
1291Software Development softwareTechnical SkillsSoftware development3 2,5440.133% 1610.041% -0.093%-69.599%
1309Software EngineeringTechnical SkillsSoftware development1 235,36512.337% 20,9835.283% -7.054%-57.174%
1292Software InstallationTechnical SkillsSoftware development4 193,71910.154% 50,83712.801% 2.647%26.064%
1223Software librariesTechnical SkillsSoftware development1 2720.014% 580.015% 0.000%2.434%
1293Software MaintenanceTechnical SkillsSoftware development1 7,5670.397% 9630.242% -0.154%-38.865%
1294Software TestingTechnical SkillsSoftware development14 160,6458.420% 41,42310.430% 2.010%23.868%
1225Source code management (SCM)Technical SkillsSoftware development5 40,9692.147% 8,2852.086% -0.061%-2.855%
1541SplunkTechnical SkillsSecurity1 10,0840.529% 6,7291.694% 1.166%220.555%
1229Static analysis softwareTechnical SkillsSoftware development1 7980.042% 2030.051% 0.009%22.202%
772Statistical analysis softwareTechnical SkillsBusiness applications26 156,2898.192% 36,2509.128% 0.936%11.420%
774Statistical softwareTechnical SkillsBusiness applications1 55,6592.917% 15,8944.002% 1.085%37.177%
1230Stress testing softwareTechnical SkillsSoftware development1 2,8380.149% 5190.131% -0.018%-12.151%
1547sumo logicTechnical SkillsSecurity1 1670.009% 1230.031% 0.022%253.812%
122Sun operating systemsTechnical SkillsBusiness applications3 50,5412.649% 4,5171.137% -1.512%-57.067%
939Surveillance systemsTechnical SkillsHardware5 21,6611.135% 6,9991.762% 0.627%55.218%
1564SwimlaneTechnical SkillsSecurity1 940.005% 480.012% 0.007%145.300%
791Symantec softwareTechnical SkillsBusiness applications1 12,8450.673% 1,7570.442% -0.231%-34.291%
1355SymbianTechnical SkillsMobile Platforms1 210.001% 10.000% -0.001%-77.125%
1310System AdministrationTechnical SkillsNetwork4 122,7486.434% 30,8737.774% 1.340%20.823%
45System TestingTechnical SkillsSoftware development5 30,3131.589% 7,7711.957% 0.368%23.149%
46Systems AnalysisTechnical SkillsSoftware development8 149,8607.855% 34,5068.689% 0.833%10.610%
47Systems DesignTechnical SkillsSoftware development1 23,4261.228% 5,8561.475% 0.247%20.085%
1233Systems EvaluationTechnical SkillsSoftware development1 6120.032% 1940.049% 0.017%52.277%
1234Systems integrationTechnical SkillsSoftware development8 106,1485.564% 10,3422.604% -2.960%-53.197%
75TCP/IPTechnical SkillsHardware3 74,6743.914% 13,4813.394% -0.520%-13.276%
1235Technology DesignTechnical SkillsSoftware development1 2,3260.122% 5750.145% 0.023%18.752%
1236TemplatesTechnical SkillsSoftware development1 31,2981.641% 8,3122.093% 0.452%27.577%
1239Test implementationTechnical SkillsSoftware development1 6840.036% 3510.088% 0.053%146.510%
1302TestingTechnical SkillsSoftware development1 484,53425.397% 119,71530.144% 4.746%18.688%
1435Threat IntelligenceTechnical SkillsSecurity1 3,7230.195% 2,2510.567% 0.372%190.447%
1561ThreatConnectTechnical SkillsSecurity1 680.004% 660.017% 0.013%366.250%
1571Traffic AnalysisTechnical SkillsSecurity1 2,5640.134% 7570.191% 0.056%41.828%
1570Traffic CaptureTechnical SkillsSecurity1 920.005% 150.004% -0.001%-21.677%
1297Training softwareTechnical SkillsBusiness applications3 3,0420.159% 7380.186% 0.026%16.542%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,5140.132% 2950.074% -0.057%-43.631%
1360TwitterTechnical SkillsSocial Networking1 29,8991.567% 4,7771.203% -0.364%-23.249%
1411Unified ProcessTechnical SkillsSoftware development1 3,4240.179% 1300.033% -0.147%-81.761%
123UNIX operating systemsTechnical SkillsBusiness applications5 205,52410.773% 20,2265.093% -5.680%-52.725%
1298UNIX ShellsTechnical SkillsBusiness applications4 36,1411.894% 5,3381.344% -0.550%-29.048%
1410Use CaseTechnical SkillsSoftware development1 12,0230.630% 2,2110.557% -0.073%-11.659%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 710.004% 710.018% 0.014%380.379%
1572User Behavior AnalyticsTechnical SkillsSecurity1 1660.009% 1460.037% 0.028%322.502%
48User-Interface DesignTechnical SkillsSoftware development2 102,4785.372% 10,6182.674% -2.698%-50.227%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,3850.125% 4600.116% -0.009%-7.348%
1574Virtual MachineTechnical SkillsSecurity1 9,8440.516% 2,8520.718% 0.202%39.175%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1350.007% 1180.030% 0.023%319.887%
64Visual StudioTechnical SkillsSoftware development1 38,4042.013% 5,2711.327% -0.686%-34.067%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 2,8150.148% 3930.099% -0.049%-32.935%
77Voice/Data TelecomTechnical SkillsHardware10 194,28510.184% 27,7526.988% -3.196%-31.382%
1575Vulnerability ManagementTechnical SkillsSecurity1 10,8130.567% 4,7451.195% 0.628%110.802%
1583Vulnerability TestingTechnical SkillsSecurity1 2,0500.107% 8480.214% 0.106%98.713%
1577Web Application FirewallTechnical SkillsSecurity1 1,6230.085% 7520.189% 0.104%122.579%
1299Web Application ServerTechnical SkillsBusiness applications8 59,2873.108% 4,4041.109% -1.999%-64.316%
1248Web platform development softwareTechnical SkillsSoftware development5 3,0770.161% 480.012% -0.149%-92.506%
65web programmerTechnical SkillsSoftware development4 61,7833.238% 2,4670.621% -2.617%-80.818%
1579Web proxyTechnical SkillsSecurity1 8950.047% 2360.059% 0.013%26.670%
58Web serversTechnical SkillsBusiness applications6 94,3834.947% 10,9542.758% -2.189%-44.248%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 60,0753.149% 7,1381.797% -1.352%-42.922%
1356Windows CETechnical SkillsMobile Platforms4 4,3820.230% 1500.038% -0.192%-83.556%
1102WirelessTechnical SkillsNetwork5 63,0173.303% 15,3663.869% 0.566%17.135%
1363YouTubeTechnical SkillsSocial Networking2 3,3630.176% 2,3510.592% 0.416%235.823%
1524Zero TrustTechnical SkillsSecurity1 2300.012% 2030.051% 0.039%323.987%
79.NETProgramming SkillsCurrent1 159,2458.347% 14,3303.608% -4.739%-56.772%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 460.002% 40.001% -0.001%-58.228%
209A programming language (APL)Programming SkillsLegacy2 2,2850.120% 6440.162% 0.042%35.389%
99AdaProgramming SkillsLegacy1 11,4970.603% 6,4641.628% 1.025%170.085%
80AJAXProgramming SkillsCurrent1 50,9232.669% 2,8280.712% -1.957%-73.322%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 660.003% 150.004% 0.000%9.177%
192Apple AppleScriptProgramming SkillsCurrent1 1820.010% 380.010% 0.000%0.299%
81ASPProgramming SkillsCurrent2 86,2494.521% 8,7252.197% -2.324%-51.405%
108AssemblyProgramming SkillsLegacy2 1,7850.094% 1520.038% -0.055%-59.094%
211AWKProgramming SkillsLegacy1 1,7140.090% 1570.040% -0.050%-55.998%
212BProgramming SkillsLegacy1 24,1771.267% 6,0951.535% 0.267%21.103%
83C#Programming SkillsCurrent2 139,4697.310% 14,5833.672% -3.638%-49.771%
82C/C++Programming SkillsCurrent3 194,72510.207% 45,74511.518% 1.312%12.851%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 82,2004.309% 13,5743.418% -0.891%-20.673%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 5110.027% 440.011% -0.016%-58.637%
84CGIProgramming SkillsCurrent2 15,1610.795% 1,9780.498% -0.297%-37.327%
217ClipperProgramming SkillsLegacy1 1530.008% 120.003% -0.005%-62.323%
218CLUProgramming SkillsLegacy1 1850.010% 250.006% -0.003%-35.084%
100CobolProgramming SkillsLegacy1 11,5650.606% 1,5270.384% -0.222%-36.572%
85ColdFusionProgramming SkillsCurrent2 8,1780.429% 6540.165% -0.264%-61.584%
219Combined programming language (CPL)Programming SkillsLegacy1 1780.009% 390.010% 0.000%5.252%
195Component object model (COM)Programming SkillsCurrent1 570.003% 20.001% -0.002%-83.145%
125Database programmingProgramming SkillsCurrent3 23,6351.239% 2,1880.551% -0.688%-55.529%
1501DevOpsProgramming SkillsMisc1 19,0070.996% 15,3303.860% 2.864%287.447%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,0160.053% 420.011% -0.043%-80.142%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 4,8080.252% 2930.074% -0.178%-70.726%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,4680.129% 3940.099% -0.030%-23.311%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 9,5110.499% 5880.148% -0.350%-70.301%
109ForthProgramming SkillsLegacy1 10,2890.539% 5,2421.320% 0.781%144.742%
102FortranProgramming SkillsLegacy1 1,3660.072% 3450.087% 0.015%21.326%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 229,43612.026% 24,3486.131% -5.895%-49.022%
222JProgramming SkillsLegacy1 7,6550.401% 1,9180.483% 0.082%20.362%
87Java/J2EE/J2PProgramming SkillsCurrent4 260,50613.655% 33,4628.426% -5.229%-38.295%
97JavaScriptProgramming SkillsCurrent3 124,1216.506% 21,8785.509% -0.997%-15.327%
89JavaServer FacesProgramming SkillsCurrent3 9,7720.512% 8050.203% -0.310%-60.427%
88JavaServer PagesProgramming SkillsCurrent3 37,1771.949% 2,4780.624% -1.325%-67.981%
223Job control language (JCL)Programming SkillsLegacy2 9,3170.488% 1,0210.257% -0.231%-47.358%
126LAMPProgramming SkillsCurrent1 10,4920.550% 4620.116% -0.434%-78.847%
104LispProgramming SkillsLegacy1 5640.030% 670.017% -0.013%-42.934%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 8960.047% 3560.090% 0.043%90.865%
201Microsoft ActiveXProgramming SkillsCurrent1 1,0120.053% 270.007% -0.046%-87.184%
107PascalProgramming SkillsLegacy1 4540.024% 440.011% -0.013%-53.443%
90PerlProgramming SkillsCurrent1 61,7883.239% 7,8731.982% -1.256%-38.790%
91PHPProgramming SkillsCurrent1 42,0332.203% 6,1621.552% -0.652%-29.577%
103PL/1Programming SkillsLegacy3 3330.017% 1310.033% 0.016%88.978%
105PrologProgramming SkillsLegacy1 7630.040% 840.021% -0.019%-47.114%
95PythonProgramming SkillsCurrent1 57,2162.999% 25,4846.417% 3.418%113.961%
228Register transfer language (RTL)Programming SkillsLegacy1 15,3030.802% 1810.046% -0.757%-94.318%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 21,1601.109% 4,5791.153% 0.044%3.954%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 3000.016% 710.018% 0.002%13.690%
206Scripting languagesProgramming SkillsCurrent1 21,3321.118% 6,3371.596% 0.477%42.704%
101SmalltalkProgramming SkillsLegacy1 1880.010% 70.002% -0.008%-82.114%
92SQLProgramming SkillsCurrent3 410,42021.513% 61,31015.438% -6.075%-28.239%
110TCLProgramming SkillsLegacy1 2,3280.122% 3470.087% -0.035%-28.397%
98Unified Modeling LanguageProgramming SkillsCurrent2 30,1551.581% 2,0190.508% -1.072%-67.837%
93Visual BasicProgramming SkillsCurrent6 79,7084.178% 8,5162.144% -2.034%-48.676%
207Web service definition language (WSDL)Programming SkillsCurrent2 8,3290.437% 8220.207% -0.230%-52.591%
94XMLProgramming SkillsCurrent2 124,7476.539% 11,6552.935% -3.604%-55.119%
1342Computer ScienceMajorsComputer Science2 631,37833.095% 150,56737.912% 4.818%14.558%
1344Information TechnologyMajorsInformation Technology3 1,773,96992.985% 361,57991.045% -1.940%-2.087%
1343Management Information SystemsMajorsManagement Information Systems9 395,60720.736% 105,35526.528% 5.792%27.931%