DOGS-IT.org
Skill Frequencies: April, 2007 through 2023-09-17


All Degrees

All Degree Programs

2023-09-17Jobs Found:5,948,715Click 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 22,9460.386% 2,5190.668% 0.283%73.283%
2Attention to DetailsSoft SkillsProblem-solving skills2 22,1500.372% 1,4940.396% 0.024%6.466%
8Conflict ResolutionSoft SkillsInterpersonal skills1 38,3270.644% 3,4190.907% 0.263%40.808%
231CooperationSoft SkillsInterpersonal skills1 51,7530.870% 3,6610.971% 0.101%11.660%
1428Creative ThinkingSoft SkillsProblem-solving skills1 30,1880.507% 2,8230.749% 0.242%47.608%
3CreativitySoft SkillsProblem-solving skills4 202,9603.412% 15,0393.991% 0.579%16.961%
4Critical thinkingSoft SkillsProblem-solving skills3 113,1131.901% 14,5013.848% 1.946%102.358%
1300FlexibilitySoft SkillsWork ethic1 283,6434.768% 25,6166.797% 2.029%42.552%
232IndependenceSoft SkillsInterpersonal skills1 37,4920.630% 3,4280.910% 0.279%44.323%
13Initiative/Motivation to workSoft SkillsWork ethic5 755,36112.698% 50,10213.294% 0.596%4.697%
256InnovationSoft SkillsProblem-solving skills1 557,0919.365% 52,18113.846% 4.481%47.850%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 633,37710.647% 48,98912.999% 2.352%22.087%
1422InternshipSoft SkillsWork ethic3 146,6182.465% 6,0891.616% -0.849%-34.447%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 5,1700.087% 6370.169% 0.082%94.484%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 458,8897.714% 41,69811.064% 3.350%43.430%
10LeadershipSoft SkillsInterpersonal skills1 1,310,96822.038% 96,17325.519% 3.481%15.796%
258LearningSoft SkillsProblem-solving skills1 627,79210.553% 64,32417.068% 6.515%61.730%
1Learning AbilitySoft SkillsProblem-solving skills3 114,6431.927% 8,3772.223% 0.296%15.339%
236ListeningSoft SkillsLanguage skills1 129,9542.185% 8,3682.220% 0.036%1.640%
260MathematicsSoft SkillsProblem-solving skills3 364,7966.132% 26,6117.061% 0.929%15.145%
261MemorizationSoft SkillsProblem-solving skills2 4450.007% 530.014% 0.007%87.996%
18Negotiation SkillsSoft SkillsLanguage skills1 50,1990.844% 2,3660.628% -0.216%-25.603%
262OptimizationSoft SkillsProblem-solving skills1 299,4635.034% 19,3915.145% 0.111%2.209%
19Oral CommunicationsSoft SkillsLanguage skills5 100,0911.683% 6,5501.738% 0.055%3.295%
273PersistenceSoft SkillsWork ethic1 21,8960.368% 1,3070.347% -0.021%-5.780%
239PersuasionSoft SkillsLanguage skills1 10,7860.181% 1,0720.284% 0.103%56.880%
1301Physical SkillSoft SkillsWork ethic2 13,9990.235% 1,9500.517% 0.282%119.873%
240PresentationsSoft SkillsLanguage skills1 305,8585.142% 21,6825.753% 0.612%11.896%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 1,068,27417.958% 67,73417.973% 0.015%0.082%
20Questioning skillsSoft SkillsLanguage skills1 1,8850.032% 1230.033% 0.001%2.998%
241Reading ComprehensionSoft SkillsLanguage skills1 2,1970.037% 2070.055% 0.018%48.722%
6Research skillsSoft SkillsProblem-solving skills1 10,9810.185% 7130.189% 0.005%2.490%
15ResponsibilitySoft SkillsWork ethic2 588,9099.900% 42,64111.315% 1.415%14.291%
234Self ControlSoft SkillsInterpersonal skills1 9310.016% 870.023% 0.007%47.504%
11Self-esteemSoft SkillsInterpersonal skills1 1,3070.022% 590.016% -0.006%-28.746%
16Self-managementSoft SkillsWork ethic1 8,2890.139% 5060.134% -0.005%-3.643%
250Stress ToleranceSoft SkillsPhysical skills1 2,0820.035% 1610.043% 0.008%22.062%
12TeamworkSoft SkillsInterpersonal skills1 264,4344.445% 18,7734.981% 0.536%12.060%
17Time ManagementSoft SkillsWork ethic2 222,2753.737% 18,8545.003% 1.266%33.890%
268VisualizationSoft SkillsProblem-solving skills1 103,5531.741% 13,5083.584% 1.844%105.903%
7Working under pressureSoft SkillsProblem-solving skills1 4,6240.078% 9050.240% 0.162%208.933%
21Written CommunicationsSoft SkillsLanguage skills5 874,93314.708% 47,70012.657% -2.051%-13.945%
172Account managementBusiness SkillsManagement skills1 68,6351.154% 3,7250.988% -0.165%-14.333%
22AccountingBusiness SkillsBusiness processes4 625,66110.518% 28,4027.536% -2.981%-28.345%
1263Accounting softwareBusiness SkillsBusiness processes8 73,0811.229% 2,5190.668% -0.560%-45.593%
174AdministrationBusiness SkillsManagement skills3 1,362,43622.903% 68,46518.167% -4.736%-20.679%
1313AnalystBusiness SkillsProject management1 968,18216.275% 63,88216.951% 0.675%4.149%
175Application managementBusiness SkillsManagement skills5 390,2176.560% 18,0054.778% -1.782%-27.168%
150Asset managementBusiness SkillsBusiness processes1 89,9211.512% 8,0112.126% 0.614%40.624%
151AuditingBusiness SkillsBusiness processes5 366,7956.166% 29,0167.699% 1.533%24.867%
1264Auditing softwareBusiness SkillsBusiness processes1 2490.004% 170.005% 0.000%7.766%
152BillingBusiness SkillsBusiness processes1 149,5242.514% 8,2242.182% -0.331%-13.183%
153Bills of LadingBusiness SkillsBusiness processes1 3400.006% 480.013% 0.007%122.842%
1314Business AnalystBusiness SkillsProject management1 331,3385.570% 17,3184.595% -0.975%-17.499%
35Business IntelligenceBusiness SkillsStrategy skills1 238,8774.016% 13,8173.666% -0.349%-8.699%
155Business performance management (BPM)Business SkillsBusiness processes2 31,6200.532% 7680.204% -0.328%-61.662%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 111,6041.876% 1,3300.353% -1.523%-81.189%
36Business StrategyBusiness SkillsStrategy skills3 1,208,18220.310% 95,95925.462% 5.152%25.368%
182Calendar and schedulingBusiness SkillsProject management3 245,3364.124% 16,9824.506% 0.382%9.260%
156Capacity planningBusiness SkillsBusiness processes1 102,6471.726% 3,0490.809% -0.916%-53.114%
28Change ManagementBusiness SkillsManagement skills1 244,2824.106% 16,6754.425% 0.318%7.748%
183Content workflowBusiness SkillsProject management1 1960.003% 60.002% -0.002%-51.680%
24Contracting and legalBusiness SkillsBusiness processes2 420,3057.065% 29,3077.776% 0.711%10.063%
176CoordinationBusiness SkillsManagement skills1 309,6345.205% 23,7946.314% 1.109%21.298%
157Cost accountingBusiness SkillsBusiness processes1 9,2170.155% 6120.162% 0.007%4.808%
158Cost estimationBusiness SkillsBusiness processes1 4,5290.076% 1960.052% -0.024%-31.689%
1312Customer SupportBusiness SkillsBusiness processes6 1,105,18118.578% 61,29416.264% -2.314%-12.458%
1339EducationBusiness SkillsIndustry Segment1 73,7781.240% 9,5022.521% 1.281%103.293%
1333EnergyBusiness SkillsIndustry Segment1 298,5875.019% 18,6014.936% -0.084%-1.667%
1340EntertainmentBusiness SkillsIndustry Segment1 258,5254.346% 5,7181.517% -2.829%-65.088%
1319EnvironmentalBusiness SkillsEnvironmental18 255,6864.298% 19,8955.279% 0.981%22.821%
1320Environmental StrategyBusiness SkillsEnvironmental14 84,4541.420% 14,3953.820% 2.400%169.045%
161FinancialBusiness SkillsBusiness processes2 1,885,89231.703% 315,41083.692% 51.990%163.993%
1275Financial Analysis softwareBusiness SkillsBusiness processes9 9,3660.157% 2,3520.624% 0.467%296.385%
1332Health CareBusiness SkillsIndustry Segment2 922,83815.513% 49,96213.257% -2.256%-14.543%
1341HospitalityBusiness SkillsIndustry Segment4 587,5269.877% 83,24322.088% 12.212%123.643%
177Human resourcesBusiness SkillsManagement skills2 431,0317.246% 19,5605.190% -2.056%-28.370%
1336InsuranceBusiness SkillsIndustry Segment1 31,7970.535% 1,4670.389% -0.145%-27.175%
1316Managing/SupervisionBusiness SkillsManagement skills6 3,285,08855.223% 177,40647.074% -8.150%-14.758%
1334ManufacturingBusiness SkillsIndustry Segment2 473,8527.966% 20,1825.355% -2.610%-32.771%
26MarketingBusiness SkillsBusiness processes1 704,26011.839% 53,66914.241% 2.402%20.289%
185MonitoringBusiness SkillsProject management1 696,57811.710% 49,67313.180% 1.471%12.560%
179NegotiationBusiness SkillsManagement skills1 204,2473.433% 12,8853.419% -0.014%-0.422%
163Operation and ControlBusiness SkillsBusiness processes3 4,3430.073% 2540.067% -0.006%-7.684%
29Outsourcing ManagementBusiness SkillsManagement skills3 167,1362.810% 2,9710.788% -2.021%-71.941%
167ProcurementBusiness SkillsBusiness processes1 170,1302.860% 9,7072.576% -0.284%-9.939%
1290Project Management softwareBusiness SkillsProject management3 137,0242.303% 5,0021.327% -0.976%-42.379%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 1,006,92116.927% 58,37915.491% -1.436%-8.484%
168QualityBusiness SkillsBusiness processes1 1,769,79329.751% 115,08030.536% 0.785%2.639%
1337Real EstateBusiness SkillsIndustry Segment2 207,2663.484% 4,3041.142% -2.342%-67.222%
1335RetailBusiness SkillsIndustry Segment2 1,057,62517.779% 43,50811.545% -6.234%-35.066%
34Risk ManagementBusiness SkillsProject management1 219,1083.683% 22,2125.894% 2.211%60.016%
169Service OrientationBusiness SkillsBusiness processes1 40,7860.686% 2,0560.546% -0.140%-20.431%
27Supply Chain ManagementBusiness SkillsBusiness processes3 221,3543.721% 12,9783.444% -0.277%-7.455%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 13,3660.225% 4820.128% -0.097%-43.078%
178TeachingBusiness SkillsManagement skills7 374,3586.293% 20,3395.397% -0.896%-14.242%
190TimekeepingBusiness SkillsProject management3 147,7732.484% 6,8571.819% -0.665%-26.756%
1296Timekeeping softwareBusiness SkillsProject management1 7,4550.125% 6290.167% 0.042%33.179%
171Total quality management (TQM)Business SkillsBusiness processes2 5,7150.096% 1950.052% -0.044%-46.142%
180TroubleshootingBusiness SkillsManagement skills1 735,17612.359% 39,76310.551% -1.808%-14.627%
181VerificationBusiness SkillsManagement skills1 354,2355.955% 21,5125.708% -0.247%-4.143%
1338Waste ManagementBusiness SkillsIndustry Segment1 5,3430.090% 1740.046% -0.044%-48.596%
191WorkflowBusiness SkillsProject management1 258,0654.338% 17,6934.695% 0.357%8.220%
31Working GloballyBusiness SkillsManagement skills3 25,6900.432% 4520.120% -0.312%-72.228%
32Working with Virtual TeamsBusiness SkillsManagement skills2 10,6860.180% 5730.152% -0.028%-15.360%
514GLTechnical SkillsSoftware development3 6,8980.116% 1960.052% -0.064%-55.150%
1510Access ControlTechnical SkillsSecurity1 59,3700.998% 3,9951.060% 0.062%6.214%
987Access servers & softwareTechnical SkillsNetwork10 168,0672.825% 8,0312.131% -0.694%-24.574%
38Agile Development MethodsTechnical SkillsSoftware development13 401,5726.751% 30,0607.976% 1.226%18.157%
304Algorithmic softwareTechnical SkillsBusiness applications1 1380.002% 50.001% -0.001%-42.809%
1546AlienvaultTechnical SkillsSecurity1 4170.007% 290.008% 0.001%9.773%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 6,3830.107% 3500.093% -0.014%-13.448%
1352AndroidTechnical SkillsMobile Platforms3 103,1881.735% 5,5601.475% -0.259%-14.949%
1351Apple iOSTechnical SkillsMobile Platforms6 67,1771.129% 2,7930.741% -0.388%-34.373%
120Apple operating systemsTechnical SkillsBusiness applications6 155,9742.622% 10,8742.885% 0.263%10.045%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 45,8750.771% 5430.144% -0.627%-81.317%
1543ArcSightTechnical SkillsSecurity1 8,6970.146% 2290.061% -0.085%-58.438%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 185,4393.117% 28,0637.446% 4.329%138.873%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 7950.013% 1200.032% 0.018%138.258%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 3020.005% 540.014% 0.009%182.241%
1265Backup & RecoveryTechnical SkillsTechnical applications16 411,9976.926% 18,0654.793% -2.132%-30.789%
1386BiometricTechnical SkillsInformation mgmt2 14,6850.247% 4950.131% -0.116%-46.793%
1353BlackberryTechnical SkillsMobile Platforms2 37,0650.623% 2470.066% -0.558%-89.481%
336Borland DelphiTechnical SkillsBusiness applications1 7,0560.119% 1460.039% -0.080%-67.339%
337Borland JBuilderTechnical SkillsBusiness applications1 4,1970.071% 20.001% -0.070%-99.248%
338Borland ParadoxTechnical SkillsBusiness applications1 5050.008% 380.010% 0.002%18.775%
1436Bring Your Own DevicesTechnical SkillsSecurity1 2,2440.038% 3050.081% 0.043%114.541%
72Business Continuity PlanningTechnical SkillsHardware2 90,6311.524% 4,8071.276% -0.248%-16.280%
352Cadence OpusTechnical SkillsBusiness applications1 2,2660.038% 370.010% -0.028%-74.226%
868CalculatorsTechnical SkillsHardware1 5,4680.092% 3750.100% 0.008%8.252%
39CASE ToolsTechnical SkillsSoftware development1 331,5955.574% 21,4515.692% 0.118%2.111%
367Categorization or classification softwareTechnical SkillsBusiness applications1 21,4750.361% 7350.195% -0.166%-45.976%
1469CCPATechnical SkillsSecurity1 3,4760.058% 1,2660.336% 0.277%474.894%
1478Center for Internet SecurityTechnical SkillsSecurity1 124,7252.097% 18,8655.006% 2.909%138.747%
1441Certificate managementTechnical SkillsSecurity1 3,4340.058% 3800.101% 0.043%74.670%
112CertificationTechnical SkillsMisc3 1,169,48419.659% 87,67523.264% 3.605%18.336%
78CiscoTechnical SkillsHardware1 385,0996.474% 8,2032.177% -4.297%-66.377%
1009Cisco Systems IOSTechnical SkillsNetwork1 109,4061.839% 6,6231.757% -0.082%-4.446%
40Client-ServerTechnical SkillsSoftware development1 99,4481.672% 1,2510.332% -1.340%-80.144%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 1,5840.027% 4490.119% 0.093%347.430%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 5,2920.089% 4020.107% 0.018%19.906%
1445Cloud MigrationTechnical SkillsSecurity1 5,0470.085% 1,0850.288% 0.203%239.336%
1455cloud securityTechnical SkillsSecurity1 14,2720.240% 3,3470.888% 0.648%270.173%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 3990.007% 1140.030% 0.024%350.989%
1486Cloud ServicesTechnical SkillsSecurity1 61,3141.031% 7,4081.966% 0.935%90.711%
1011Cluster server softwareTechnical SkillsNetwork9 80,6761.356% 2,6760.710% -0.646%-47.643%
1147CMAKETechnical SkillsSoftware development1 2,0160.034% 1670.044% 0.010%30.755%
1151Compatibility testingTechnical SkillsSoftware development1 2,3800.040% 640.017% -0.023%-57.554%
1152CompilersTechnical SkillsSoftware development5 61,4261.033% 4,3831.163% 0.130%12.630%
1255Compliance softwareTechnical SkillsTechnical applications4 35,9370.604% 3,4960.928% 0.324%53.555%
385Computer aided design (CAD)Technical SkillsBusiness applications12 95,4081.604% 3,9831.057% -0.547%-34.104%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications4 9,2350.155% 4500.119% -0.036%-23.085%
875Computer diagnosticsTechnical SkillsHardware5 252,0924.238% 16,9114.487% 0.249%5.887%
1107Computer forensicsTechnical SkillsSecurity1 12,0090.202% 4280.114% -0.088%-43.744%
1266Computer HardwareTechnical SkillsHardware15 143,4072.411% 9,2042.442% 0.032%1.307%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 38,3140.644% 1490.040% -0.605%-93.861%
1015Computer serversTechnical SkillsNetwork6 471,4587.925% 16,6294.412% -3.513%-44.325%
1267Computer UtilitiesTechnical SkillsMisc2 3,7760.063% 1800.048% -0.016%-24.756%
1447Configuration Management DatabaseTechnical SkillsSecurity1 12,2540.206% 1,1280.299% 0.093%45.300%
1448Container securityTechnical SkillsSecurity1 5260.009% 1480.039% 0.030%344.130%
1449ContainersTechnical SkillsSecurity1 59,7731.005% 7,3651.954% 0.949%94.492%
59Content ManagerTechnical SkillsBusiness applications1 5,7900.097% 2050.054% -0.043%-44.113%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 4,7940.081% 7040.187% 0.106%131.797%
1396Continuous ImprovementTechnical SkillsSoftware development1 155,7412.618% 17,2464.576% 1.958%74.791%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 156,8462.637% 20,6805.487% 2.851%108.119%
1453Control PlaneTechnical SkillsSecurity1 1,8700.031% 2600.069% 0.038%119.465%
878ControllersTechnical SkillsHardware3 41,1710.692% 2,4160.641% -0.051%-7.373%
1454Crown JewelsTechnical SkillsSecurity1 2710.005% 230.006% 0.002%33.965%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 7,2690.122% 6440.171% 0.049%39.844%
407Customer information control system (CICS)Technical SkillsBusiness applications2 18,4040.309% 6210.165% -0.145%-46.739%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 327,3875.503% 13,7063.637% -1.867%-33.918%
1368Cyber SecurityTechnical SkillsInformation mgmt3 181,7803.056% 25,3876.736% 3.681%120.444%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 8,4190.142% 2,1870.580% 0.439%310.036%
1492Data Access GovernanceTechnical SkillsSecurity1 1,1900.020% 1370.036% 0.016%81.722%
953Data acquisition systemsTechnical SkillsInformation mgmt1 29,8350.502% 1,5040.399% -0.102%-20.429%
1434Data classificationTechnical SkillsSecurity1 4,0350.068% 5580.148% 0.080%118.285%
955Data compression softwareTechnical SkillsInformation mgmt1 15,9160.268% 5820.154% -0.113%-42.280%
956Data conversion softwareTechnical SkillsInformation mgmt1 22,8880.385% 7000.186% -0.199%-51.725%
958Data dictionaryTechnical SkillsInformation mgmt1 13,2720.223% 5340.142% -0.081%-36.490%
1495Data discoveryTechnical SkillsSecurity1 5,4510.092% 5520.146% 0.055%59.844%
959Data entryTechnical SkillsInformation mgmt1 207,1693.483% 3,5270.936% -2.547%-73.127%
1502Data Loss PreventionTechnical SkillsSecurity1 17,4320.293% 1,8670.495% 0.202%69.056%
962Data mappingTechnical SkillsInformation mgmt1 27,5280.463% 1,3510.358% -0.104%-22.533%
67Data MiningTechnical SkillsInformation mgmt5 141,4112.377% 6,3921.696% -0.681%-28.651%
963Data modelingTechnical SkillsInformation mgmt1 162,7942.737% 6,5891.748% -0.988%-36.113%
1496Data retentionTechnical SkillsSecurity1 4,0560.068% 2710.072% 0.004%5.464%
1494Data taggingTechnical SkillsSecurity1 4480.008% 320.008% 0.001%12.747%
68Data WarehousingTechnical SkillsInformation mgmt2 244,1664.105% 10,1282.687% -1.417%-34.525%
69Database AdministrationTechnical SkillsInformation mgmt12 310,4115.218% 10,1532.694% -2.524%-48.371%
969Database design softwareTechnical SkillsInformation mgmt16 245,5234.127% 7,9722.115% -2.012%-48.748%
1268Database ReportingTechnical SkillsInformation mgmt3 68,1451.146% 1,2270.326% -0.820%-71.579%
1373Database SecurityTechnical SkillsInformation mgmt1 1,4650.025% 1260.033% 0.009%35.758%
1269Database SecurityTechnical SkillsInformation mgmt2 9480.016% 440.012% -0.004%-26.738%
1270Database ServersTechnical SkillsInformation mgmt3 54,5200.917% 4640.123% -0.793%-86.566%
1271Database TestingTechnical SkillsInformation mgmt1 4,3360.073% 1440.038% -0.035%-47.579%
1160DebuggingTechnical SkillsSoftware development7 371,8416.251% 19,6505.214% -1.037%-16.586%
1385DecryptionTechnical SkillsInformation mgmt2 1,9640.033% 1150.031% -0.003%-7.575%
1559DemistoTechnical SkillsSecurity1 1190.002% 140.004% 0.002%85.701%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 18,8670.317% 4080.108% -0.209%-65.866%
418Desktop publishing softwareTechnical SkillsBusiness applications13 102,3891.721% 9,1322.423% 0.702%40.782%
1272Development EnvironmentTechnical SkillsSoftware development13 248,3364.175% 9,1802.436% -1.739%-41.651%
1498Device ManagementTechnical SkillsSecurity1 13,1350.221% 1,4410.382% 0.162%73.168%
1273Digital ImagingTechnical SkillsHardware1 2,3710.040% 650.017% -0.023%-56.727%
883Digital Signal Processor (DSP)Technical SkillsHardware2 15,5940.262% 5940.158% -0.105%-39.874%
1446Digital TransformationTechnical SkillsSecurity1 35,6860.600% 7,7342.052% 1.452%242.090%
1472DISATechnical SkillsSecurity1 21,2630.357% 1,4430.383% 0.025%7.121%
423Disk operating system (DOS)Technical SkillsBusiness applications1 14,1440.238% 4700.125% -0.113%-47.548%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 4,3950.074% 3990.106% 0.032%43.301%
1504DMZTechnical SkillsNetwork1 8,5780.144% 1930.051% -0.093%-64.486%
1451DockerTechnical SkillsSecurity1 63,2061.063% 11,8413.142% 2.079%195.709%
1307Doctor of PhilosophyTechnical SkillsMisc3 267,2574.493% 16,1754.292% -0.201%-4.468%
973Document management softwareTechnical SkillsInformation mgmt4 51,4390.865% 2,7980.742% -0.122%-14.140%
1020Domain name system (DNS)Technical SkillsNetwork3 161,5592.716% 5,9111.568% -1.147%-42.248%
61DreamweaverTechnical SkillsSoftware development1 21,5780.363% 2640.070% -0.293%-80.688%
54DSS/GDSSTechnical SkillsBusiness applications5 61,8591.040% 2,6810.711% -0.328%-31.589%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 2310.004% 230.006% 0.002%57.163%
62EclipseTechnical SkillsSoftware development1 91,5701.539% 1,7460.463% -1.076%-69.903%
1308Electronic CommerceTechnical SkillsBusiness applications2 212,2013.567% 7,1871.907% -1.660%-46.539%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 43,1140.725% 1,5750.418% -0.307%-42.337%
1023Electronic mail softwareTechnical SkillsNetwork8 81,7871.375% 3,6560.970% -0.405%-29.440%
1384EncryptionTechnical SkillsInformation mgmt1 5600.009% 700.019% 0.009%97.308%
1507EndpointTechnical SkillsSecurity1 26,8690.452% 3,9941.060% 0.608%134.634%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 257,8744.335% 13,8253.668% -0.667%-15.376%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 304,9645.127% 13,6833.631% -1.496%-29.178%
1321Environmental CertificationTechnical SkillsEnvironmental1 1,0580.018% 1350.036% 0.018%101.410%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,9810.033% 2030.054% 0.021%61.750%
1329Environmental EnergyTechnical SkillsEnvironmental25 26,4420.444% 2,4240.643% 0.199%44.701%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 23,0060.387% 2,1230.563% 0.177%45.661%
1327Environmental PollutionTechnical SkillsEnvironmental27 59,6021.002% 6,5351.734% 0.732%73.069%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 12,4430.209% 1,4060.373% 0.164%78.359%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental10 4,9370.083% 7550.200% 0.117%141.389%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 60,0901.010% 1,9210.510% -0.500%-49.539%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,7710.030% 370.010% -0.020%-67.023%
1322Environmental TechnologyTechnical SkillsEnvironmental2 1,7370.029% 1800.048% 0.019%63.571%
1470EPRITechnical SkillsSecurity1 2060.003% 130.003% -0.000%-0.388%
1551ExabeamTechnical SkillsSecurity1 3470.006% 450.012% 0.006%104.700%
461Expert system softwareTechnical SkillsBusiness applications1 2,3010.039% 1760.047% 0.008%20.734%
1359FacebookTechnical SkillsSocial Networking1 549,0429.230% 5,2041.381% -7.849%-85.039%
463Facilities management softwareTechnical SkillsBusiness applications4 20,9950.353% 1,7660.469% 0.116%32.773%
1476FedRAMPTechnical SkillsSecurity1 6,2020.104% 1,0340.274% 0.170%163.162%
1467FINRATechnical SkillsSecurity1 4,2600.072% 6940.184% 0.113%157.148%
1556FireEyeTechnical SkillsSecurity1 3,8510.065% 1780.047% -0.018%-27.041%
1464FISMATechnical SkillsSecurity1 20,7240.348% 1,1120.295% -0.053%-15.304%
468Flight control softwareTechnical SkillsBusiness applications1 1,8010.030% 670.018% -0.012%-41.279%
1508Flow analysisTechnical SkillsSecurity1 7,8170.131% 4100.109% -0.023%-17.210%
469Flowchart softwareTechnical SkillsBusiness applications5 15,4480.260% 6200.165% -0.095%-36.649%
1367ForensicTechnical SkillsInformation mgmt2 88,9171.495% 4,1191.093% -0.402%-26.879%
1552FortinetTechnical SkillsSecurity1 5,7230.096% 5470.145% 0.049%50.868%
1112Fraud DetectionTechnical SkillsSecurity1 38,1620.642% 3,8391.019% 0.377%58.789%
63FrontPageTechnical SkillsSoftware development1 3,4930.059% 100.003% -0.056%-95.481%
475Fund accounting softwareTechnical SkillsBusiness applications1 2,6570.045% 1670.044% -0.000%-0.789%
1260GamingTechnical SkillsMisc2 123,2122.071% 7,1401.895% -0.177%-8.530%
1468GDPRTechnical SkillsSecurity1 7,1980.121% 1,9270.511% 0.390%322.575%
113Generic databasesTechnical SkillsInformation mgmt2 782,15213.148% 35,0399.297% -3.851%-29.288%
1365Google AppsTechnical SkillsBusiness applications4 18,4640.310% 1,3870.368% 0.058%18.573%
1364Google PlusTechnical SkillsSocial Networking1 1,5910.027% 20.001% -0.026%-98.016%
1512GovernanceTechnical SkillsSecurity1 197,3123.317% 23,0166.107% 2.790%84.124%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 334,2335.619% 17,0104.514% -1.105%-19.668%
484Graphic softwareTechnical SkillsBusiness applications16 427,5197.187% 17,1384.547% -2.639%-36.724%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 79,8791.343% 1,1120.295% -1.048%-78.026%
1323Green ITTechnical SkillsEnvironmental9 16,5560.278% 1,1480.305% 0.026%9.451%
893Guidance systemsTechnical SkillsHardware1 2790.005% 90.002% -0.002%-49.082%
1371HackingTechnical SkillsInformation mgmt5 29,6880.499% 1,7210.457% -0.042%-8.497%
895Hardware description language (HDL)Technical SkillsHardware2 2,0110.034% 1730.046% 0.012%35.790%
1277Hardware DesignTechnical SkillsHardware21 46,2730.778% 3,0020.797% 0.019%2.404%
1278Hardware TestingTechnical SkillsHardware4 14,4930.244% 7860.209% -0.035%-14.395%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 4,5020.076% 6510.173% 0.097%128.249%
492Helpdesk or call centerTechnical SkillsBusiness applications2 302,0585.078% 13,5003.582% -1.496%-29.453%
1465HIPAATechnical SkillsSecurity1 72,6071.221% 6,6761.771% 0.551%45.135%
1473HITRUSTTechnical SkillsSecurity1 4,8940.082% 9280.246% 0.164%199.308%
1377Homeland SecurityTechnical SkillsInformation mgmt1 139,1072.338% 2,6820.712% -1.627%-69.567%
1487IaaSTechnical SkillsSecurity1 23,0100.387% 3,1610.839% 0.452%116.841%
114IBM databasesTechnical SkillsInformation mgmt2 116,4221.957% 2,5220.669% -1.288%-65.806%
121IBM operating systemsTechnical SkillsBusiness applications4 88,3881.486% 1,1930.317% -1.169%-78.695%
1513Identity Access ManagementTechnical SkillsSecurity2 46,8750.788% 5,2761.400% 0.612%77.663%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 7500.013% 2650.070% 0.058%457.723%
898Image capture devicesTechnical SkillsHardware9 31,3410.527% 2,4510.650% 0.124%23.442%
524Industrial control softwareTechnical SkillsBusiness applications3 26,7220.449% 2,3990.637% 0.187%41.708%
1485Industrial Control SystemsTechnical SkillsSecurity1 12,1820.205% 1,2830.340% 0.136%66.242%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 76,7621.290% 4,1411.099% -0.192%-14.848%
1375Information SecurityTechnical SkillsInformation mgmt3 257,7454.333% 22,1215.870% 1.537%35.472%
899InfraredTechnical SkillsHardware1 6,8270.115% 1460.039% -0.076%-66.244%
1491Infrastructure as CodeTechnical SkillsSecurity1 13,4460.226% 2,9130.773% 0.547%241.965%
1180InstallationTechnical SkillsSoftware development1 450,3047.570% 19,1595.084% -2.486%-32.842%
901Interface definition language (IDL)Technical SkillsHardware1 1,7510.029% 430.011% -0.018%-61.237%
536Internet browser softwareTechnical SkillsBusiness applications4 29,2740.492% 8390.223% -0.269%-54.761%
1483Internet of ThingsTechnical SkillsSecurity1 34,0240.572% 4,7191.252% 0.680%118.927%
1578Internet proxyTechnical SkillsSecurity1 7450.013% 280.007% -0.005%-40.675%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 56,8820.956% 2,2670.602% -0.355%-37.091%
541Inventory management softwareTechnical SkillsBusiness applications3 36,9280.621% 2,6350.699% 0.078%12.631%
1463ISO 22301Technical SkillsSecurity1 1530.003% 270.007% 0.005%178.552%
1459ISO 27000Technical SkillsSecurity1 3,8590.065% 3240.086% 0.021%32.527%
1460ISO 27001Technical SkillsSecurity1 19,3200.325% 2,7310.725% 0.400%123.125%
1461ISO 27002Technical SkillsSecurity1 2,1580.036% 1470.039% 0.003%7.523%
1414ISO 9000Technical SkillsSoftware development1 7,4590.125% 1030.027% -0.098%-78.203%
73IT Architecture/StandardsTechnical SkillsHardware2 44,9720.756% 2,6990.716% -0.040%-5.268%
1515IT Service ManagementTechnical SkillsSecurity1 43,9080.738% 4,3511.155% 0.416%56.415%
1481ITILTechnical SkillsSecurity1 165,0582.775% 10,7632.856% 0.081%2.927%
1357Java METechnical SkillsMobile Platforms2 2,3400.039% 20.001% -0.039%-98.651%
1035KernelTechnical SkillsNetwork1 44,5860.750% 9090.241% -0.508%-67.819%
1442Key managementTechnical SkillsSecurity1 12,0770.203% 7660.203% 0.000%0.116%
1450KubernetesTechnical SkillsSecurity1 42,8710.721% 10,9142.896% 2.175%301.841%
1279Laser toolsTechnical SkillsHardware1 1030.002% 240.006% 0.005%267.797%
907LasersTechnical SkillsHardware1 1,8340.031% 990.026% -0.005%-14.794%
1516Least PrivilegeTechnical SkillsSecurity1 1,7410.029% 3020.080% 0.051%173.805%
1038License management softwareTechnical SkillsNetwork1 4,2830.072% 3660.097% 0.025%34.886%
1361LinkedInTechnical SkillsSocial Networking1 59,0420.993% 5,0841.349% 0.356%35.918%
1544LogRhythmTechnical SkillsSecurity1 1,4710.025% 1060.028% 0.003%13.744%
908Mainframe computersTechnical SkillsHardware2 139,9782.353% 3,1730.842% -1.511%-64.220%
124Mainframe operating systemsTechnical SkillsBusiness applications8 68,1111.145% 1,4140.375% -0.770%-67.231%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 107,1371.801% 2,6950.715% -1.086%-60.294%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 31,4410.529% 2,2840.606% 0.078%14.666%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1610.003% 20.001% -0.002%-80.392%
1281Medical softwareTechnical SkillsBusiness applications9 47,0840.791% 3,1690.841% 0.049%6.239%
1452MesosTechnical SkillsSecurity1 3,2350.054% 1520.040% -0.014%-25.834%
1517Metadata analysisTechnical SkillsSecurity1 4580.008% 230.006% -0.002%-20.732%
1555Micro FocusTechnical SkillsSecurity1 3,4380.058% 2610.069% 0.011%19.831%
1433Micro-segmentationTechnical SkillsSecurity1 5600.009% 1050.028% 0.018%195.961%
115Microsoft databasesTechnical SkillsInformation mgmt5 667,67011.224% 18,1174.807% -6.417%-57.169%
119Microsoft operating systemsTechnical SkillsBusiness applications4 992,72316.688% 32,6498.663% -8.025%-48.087%
1518MITRETechnical SkillsSecurity1 9,2750.156% 7870.209% 0.053%33.935%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 25,8530.435% 7570.201% -0.234%-53.781%
1581Mobile securityTechnical SkillsSecurity2 4,0860.069% 2590.069% 0.000%0.054%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 8,2980.139% 1,4430.383% 0.243%174.490%
625MultimediaTechnical SkillsBusiness applications1 156,6672.634% 1,5430.409% -2.224%-84.454%
1362MySpaceTechnical SkillsSocial Networking1 5,4360.091% 20.001% -0.091%-99.419%
1471NERCTechnical SkillsSecurity1 6,5580.110% 6430.171% 0.060%54.765%
1548NetWitnessTechnical SkillsSecurity1 9860.017% 530.014% -0.003%-15.154%
1499Network Access ControlTechnical SkillsSecurity2 12,5820.212% 6530.173% -0.038%-18.079%
74Network administrationTechnical SkillsHardware17 1,133,81819.060% 313,44883.172% 64.112%336.371%
1282Network Administration softwareTechnical SkillsNetwork18 279,8664.705% 13,3083.531% -1.173%-24.942%
1519Network discoveryTechnical SkillsSecurity1 7760.013% 740.020% 0.007%50.523%
1283Network HardwareTechnical SkillsNetwork11 195,3033.283% 6,7921.802% -1.481%-45.106%
1284Network Monitoring softwareTechnical SkillsNetwork15 137,6542.314% 5,5191.464% -0.850%-36.714%
1059Network operation system software (NOS)Technical SkillsNetwork2 7,1730.121% 2720.072% -0.048%-40.145%
1369Network SecurityTechnical SkillsInformation mgmt1 29,8680.502% 8850.235% -0.267%-53.230%
1122Network securityTechnical SkillsSecurity1 166,1972.794% 7,6522.030% -0.763%-27.325%
1285Network Security softwareTechnical SkillsSecurity37 417,1407.012% 26,1536.940% -0.073%-1.037%
1503Network SegmentationTechnical SkillsNetwork1 2,3460.039% 2840.075% 0.036%91.084%
1286Network softwareTechnical SkillsNetwork6 693,98211.666% 312,27182.860% 71.193%610.260%
1287Network TestingTechnical SkillsNetwork11 86,4711.454% 2,8600.759% -0.695%-47.793%
1521Next Generation FirewallTechnical SkillsSecurity2 2,2080.037% 3200.085% 0.048%128.762%
1458NISTTechnical SkillsSecurity1 65,7491.105% 9,0082.390% 1.285%116.258%
1065Novell network softwareTechnical SkillsNetwork2 6,0080.101% 690.018% -0.083%-81.872%
643OberonTechnical SkillsBusiness applications1 5630.009% 00.000% -0.009%-100.000%
1413Object Oriented DesignTechnical SkillsSoftware development2 115,9731.950% 1,3050.346% -1.603%-82.238%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 565,9099.513% 14,0583.730% -5.783%-60.789%
1288Office ApplicationsTechnical SkillsBusiness applications13 889,57214.954% 55,53514.736% -0.218%-1.458%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 49,4490.831% 6440.171% -0.660%-79.443%
116Open-source databasesTechnical SkillsInformation mgmt4 276,7324.652% 10,7212.845% -1.807%-38.848%
118Open-source operating systemsTechnical SkillsBusiness applications8 798,15213.417% 26,4727.024% -6.393%-47.648%
56Operating SystemsTechnical SkillsBusiness applications3 481,8448.100% 22,2735.910% -2.190%-27.036%
1482Operational TechnologyTechnical SkillsSecurity1 12,7610.215% 1,6780.445% 0.231%107.559%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 4,2880.072% 4550.121% 0.049%67.491%
117Oracle databasesTechnical SkillsInformation mgmt1 821,93713.817% 20,3535.401% -8.416%-60.914%
1529Orchestration & AutomationTechnical SkillsSecurity1 8350.014% 1000.027% 0.012%89.037%
1488PaaSTechnical SkillsSecurity1 26,9150.452% 3,7270.989% 0.536%118.574%
1354Palm OSTechnical SkillsMobile Platforms3 3,3960.057% 10.000% -0.057%-99.535%
1522PanoramaTechnical SkillsSecurity1 1,3340.022% 1630.043% 0.021%92.870%
1466Payment Card IndustryTechnical SkillsSecurity1 63,7941.072% 5,3031.407% 0.335%31.213%
1376Penetration TestingTechnical SkillsInformation mgmt5 179,4063.016% 14,2903.792% 0.776%25.727%
1527Personal Healthcare InformationTechnical SkillsSecurity1 6,9350.117% 8880.236% 0.119%102.116%
1528Personally Identifiable InformationTechnical SkillsSecurity1 7,6940.129% 1,0520.279% 0.150%115.823%
1289Physical ToolsTechnical SkillsHardware1 5380.009% 500.013% 0.004%46.697%
683Point of sale (POS)Technical SkillsBusiness applications3 35,6160.599% 2,5600.679% 0.081%13.456%
1525Policy Decision PointTechnical SkillsSecurity1 1,6450.028% 990.026% -0.001%-5.004%
1526Policy Enforcement PointTechnical SkillsSecurity1 1,5290.026% 850.023% -0.003%-12.250%
686PolkaTechnical SkillsBusiness applications1 1,4960.025% 1060.028% 0.003%11.843%
931PrintersTechnical SkillsHardware4 69,3261.165% 6,0131.596% 0.430%36.908%
1430Privileged Account ManagementTechnical SkillsSecurity2 48,7890.820% 9470.251% -0.569%-69.362%
43ProgrammingTechnical SkillsSoftware development1 1,319,72522.185% 55,83414.815% -7.370%-33.220%
700ProvisioningTechnical SkillsBusiness applications1 82,6401.389% 4,9911.324% -0.065%-4.670%
1545QRadarTechnical SkillsSecurity1 2,8180.047% 1740.046% -0.001%-2.536%
1531Quality of ServiceTechnical SkillsSecurity1 47,0920.792% 1,9090.507% -0.285%-36.013%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 23,7300.399% 2920.077% -0.321%-80.577%
1553Rapid7Technical SkillsSecurity1 1,6390.028% 2740.073% 0.045%163.879%
1258Rate ControlTechnical SkillsTechnical applications1 2200.004% 40.001% -0.003%-71.301%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 50,4010.847% 2650.070% -0.777%-91.701%
1077Remote control softwareTechnical SkillsNetwork2 6,5060.109% 4050.107% -0.002%-1.740%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,9190.049% 640.017% -0.032%-65.392%
1379Risk AnalysisTechnical SkillsInformation mgmt1 38,6740.650% 2,8280.750% 0.100%15.423%
1262RoboticsTechnical SkillsHardware3 41,6900.701% 5,2031.381% 0.680%96.995%
1532Role-Based Access ControlTechnical SkillsSecurity3 6,8830.116% 5360.142% 0.027%22.920%
1318RSATechnical SkillsSecurity1 21,0660.354% 5350.142% -0.212%-59.913%
1489SaaSTechnical SkillsSecurity1 123,3832.074% 13,0673.467% 1.393%67.169%
1429SASETechnical SkillsSecurity2 1,1340.019% 3560.094% 0.075%395.531%
1533SCCMTechnical SkillsSecurity1 27,9570.470% 2,1900.581% 0.111%23.648%
44SDLCTechnical SkillsSoftware development7 645,01210.843% 28,7617.632% -3.211%-29.617%
1500SecOpsTechnical SkillsSecurity2 11,7070.197% 3,3630.892% 0.696%353.435%
1537Secure SDLCTechnical SkillsSecurity1 29,2330.491% 1620.043% -0.448%-91.253%
1132Secure shell (SSH)Technical SkillsSecurity1 4530.008% 70.002% -0.006%-75.609%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 65,7931.106% 2,0820.552% -0.554%-50.050%
1569Secure Web GatewayTechnical SkillsSecurity1 9,5300.160% 2330.062% -0.098%-61.408%
76SecurityTechnical SkillsHardware4 3,558,89759.826% 111,14229.491% -30.335%-50.706%
1382Security AuditTechnical SkillsInformation mgmt1 5,8160.098% 3350.089% -0.009%-9.081%
1315Security ClearanceTechnical SkillsMisc2 493,8488.302% 19,0055.043% -3.259%-39.255%
1477Security FrameworksTechnical SkillsSecurity1 13,5720.228% 2,0960.556% 0.328%143.771%
1540Security Information and Event ManagementTechnical SkillsSecurity1 27,5350.463% 3,8131.012% 0.549%118.583%
1584Security Information ManagementTechnical SkillsSecurity1 8,5860.144% 2020.054% -0.091%-62.864%
1567Security Operations CenterTechnical SkillsSecurity1 38,5630.648% 5,7691.531% 0.883%136.137%
1381Security PlanTechnical SkillsInformation mgmt1 6,3370.107% 4860.129% 0.022%21.056%
1380Security PolicyTechnical SkillsInformation mgmt2 103,3031.737% 8,0692.141% 0.405%23.294%
1457Security StandardsTechnical SkillsSecurity1 53,8810.906% 4,9681.318% 0.412%45.539%
1135Security testing softwareTechnical SkillsSecurity1 17,3080.291% 1,2860.341% 0.050%17.281%
1550SecuronixTechnical SkillsSecurity1 1860.003% 80.002% -0.001%-32.109%
1538SegmentationTechnical SkillsSecurity1 24,4970.412% 2,2530.598% 0.186%45.172%
60Sharepoint ServerTechnical SkillsBusiness applications1 15,5310.261% 910.024% -0.237%-90.751%
1084Signal generatorsTechnical SkillsNetwork1 1,8740.032% 1460.039% 0.007%22.975%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 40,3380.678% 6200.165% -0.514%-75.739%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 178,0652.993% 5,4681.451% -1.542%-51.529%
1220Simulation softwareTechnical SkillsSoftware development5 96,8291.628% 5,6311.494% -0.134%-8.206%
1568Single Sign-OnTechnical SkillsSecurity3 36,1100.607% 2,5040.664% 0.057%9.456%
1558SOARTechnical SkillsSecurity1 3,2060.054% 7950.211% 0.157%291.415%
1475SOC 2Technical SkillsSecurity1 6,2650.105% 1,3410.356% 0.251%237.864%
1366Social NetworkTechnical SkillsSocial Networking1 14,9420.251% 3120.083% -0.168%-67.041%
1358Social NetworkingTechnical SkillsSocial Networking1 26,1970.440% 7760.206% -0.234%-53.243%
1534Software Defined NetworkTechnical SkillsSecurity2 7,8690.132% 5240.139% 0.007%5.110%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 3,6050.061% 8500.226% 0.165%272.175%
42Software DevelopmentTechnical SkillsSoftware development2 1,343,08322.578% 51,71413.722% -8.856%-39.223%
1291Software Development softwareTechnical SkillsSoftware development3 7,8390.132% 980.026% -0.106%-80.267%
1309Software EngineeringTechnical SkillsSoftware development1 839,00814.104% 44,81811.892% -2.212%-15.682%
1292Software InstallationTechnical SkillsSoftware development4 655,72511.023% 37,2789.892% -1.131%-10.264%
1223Software librariesTechnical SkillsSoftware development1 1,9870.033% 1160.031% -0.003%-7.850%
1293Software MaintenanceTechnical SkillsSoftware development1 34,3130.577% 7330.194% -0.382%-66.281%
1294Software TestingTechnical SkillsSoftware development14 619,93010.421% 33,5928.913% -1.508%-14.468%
1225Source code management (SCM)Technical SkillsSoftware development5 194,0543.262% 8,1782.170% -1.092%-33.479%
1541SplunkTechnical SkillsSecurity1 37,5160.631% 5,0681.345% 0.714%113.233%
1229Static analysis softwareTechnical SkillsSoftware development1 4,7940.081% 2250.060% -0.021%-25.917%
772Statistical analysis softwareTechnical SkillsBusiness applications27 513,3878.630% 36,7399.749% 1.118%12.958%
774Statistical softwareTechnical SkillsBusiness applications1 247,0394.153% 24,7636.571% 2.418%58.224%
1230Stress testing softwareTechnical SkillsSoftware development1 13,0690.220% 6020.160% -0.060%-27.291%
1547sumo logicTechnical SkillsSecurity1 1,4220.024% 2200.058% 0.034%144.206%
122Sun operating systemsTechnical SkillsBusiness applications3 176,9762.975% 1,7070.453% -2.522%-84.775%
939Surveillance systemsTechnical SkillsHardware5 64,8911.091% 4,5671.212% 0.121%11.091%
1564SwimlaneTechnical SkillsSecurity1 1760.003% 270.007% 0.004%142.150%
791Symantec softwareTechnical SkillsBusiness applications1 35,2010.592% 4550.121% -0.471%-79.597%
1355SymbianTechnical SkillsMobile Platforms1 1280.002% 10.000% -0.002%-87.668%
1310System AdministrationTechnical SkillsNetwork4 347,1025.835% 15,7404.177% -1.658%-28.422%
45System TestingTechnical SkillsSoftware development5 113,6651.911% 5,1021.354% -0.557%-29.149%
46Systems AnalysisTechnical SkillsSoftware development8 452,3057.603% 23,8706.334% -1.270%-16.698%
47Systems DesignTechnical SkillsSoftware development1 73,7461.240% 3,3160.880% -0.360%-29.024%
1233Systems EvaluationTechnical SkillsSoftware development1 1,1720.020% 1000.027% 0.007%34.681%
1234Systems integrationTechnical SkillsSoftware development8 307,4595.168% 5,8921.563% -3.605%-69.751%
75TCP/IPTechnical SkillsHardware3 268,7314.517% 7,9352.106% -2.412%-53.392%
1235Technology DesignTechnical SkillsSoftware development1 9,1710.154% 3850.102% -0.052%-33.736%
1236TemplatesTechnical SkillsSoftware development1 92,3491.552% 5,4231.439% -0.113%-7.308%
1239Test implementationTechnical SkillsSoftware development1 3,3220.056% 4140.110% 0.054%96.714%
1302TestingTechnical SkillsSoftware development1 1,730,86029.096% 94,45625.063% -4.033%-13.861%
1435Threat IntelligenceTechnical SkillsSecurity1 11,1220.187% 1,7690.469% 0.282%151.061%
1561ThreatConnectTechnical SkillsSecurity1 3250.005% 240.006% 0.001%16.563%
1571Traffic AnalysisTechnical SkillsSecurity1 6,2740.105% 2860.076% -0.030%-28.046%
1570Traffic CaptureTechnical SkillsSecurity1 2190.004% 30.001% -0.003%-78.377%
1297Training softwareTechnical SkillsBusiness applications3 6,7590.114% 5140.136% 0.023%20.037%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 7,5830.127% 2070.055% -0.073%-56.911%
1360TwitterTechnical SkillsSocial Networking1 80,8661.359% 3,4600.918% -0.441%-32.463%
1411Unified ProcessTechnical SkillsSoftware development1 11,2290.189% 610.016% -0.173%-91.425%
123UNIX operating systemsTechnical SkillsBusiness applications5 711,92111.968% 11,0662.936% -9.031%-75.465%
1298UNIX ShellsTechnical SkillsBusiness applications4 157,9872.656% 4,0461.074% -1.582%-59.576%
1410Use CaseTechnical SkillsSoftware development1 38,7040.651% 1,5430.409% -0.241%-37.072%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 3650.006% 960.025% 0.019%315.157%
1572User Behavior AnalyticsTechnical SkillsSecurity1 5000.008% 860.023% 0.014%171.495%
48User-Interface DesignTechnical SkillsSoftware development2 351,6465.911% 13,7763.655% -2.256%-38.163%
836Video creation and editing softwareTechnical SkillsBusiness applications3 19,5480.329% 6180.164% -0.165%-50.098%
1574Virtual MachineTechnical SkillsSecurity1 31,1970.524% 1,5230.404% -0.120%-22.941%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 4840.008% 680.018% 0.010%121.767%
64Visual StudioTechnical SkillsSoftware development1 160,0952.691% 3,8961.034% -1.657%-61.587%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 8,5810.144% 3680.098% -0.047%-32.307%
77Voice/Data TelecomTechnical SkillsHardware10 450,6527.576% 15,9704.238% -3.338%-44.063%
1575Vulnerability ManagementTechnical SkillsSecurity1 26,4110.444% 3,3920.900% 0.456%102.724%
1583Vulnerability TestingTechnical SkillsSecurity1 5,7170.096% 3160.084% -0.012%-12.753%
1577Web Application FirewallTechnical SkillsSecurity1 4,9970.084% 7200.191% 0.107%127.435%
1299Web Application ServerTechnical SkillsBusiness applications8 201,3623.385% 2,0300.539% -2.846%-84.087%
1248Web platform development softwareTechnical SkillsSoftware development5 11,3440.191% 290.008% -0.183%-95.965%
65web programmerTechnical SkillsSoftware development4 100,9091.696% 2,2560.599% -1.098%-64.711%
1579Web proxyTechnical SkillsSecurity1 2,3790.040% 1450.038% -0.002%-3.793%
58Web serversTechnical SkillsBusiness applications6 340,1465.718% 7,1601.900% -3.818%-66.774%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 243,5384.094% 5,4421.444% -2.650%-64.728%
1356Windows CETechnical SkillsMobile Platforms4 23,6760.398% 840.022% -0.376%-94.400%
1102WirelessTechnical SkillsNetwork5 220,6763.710% 10,7382.849% -0.860%-23.193%
1363YouTubeTechnical SkillsSocial Networking2 17,5040.294% 1,7350.460% 0.166%56.457%
1524Zero TrustTechnical SkillsSecurity2 1,6190.027% 7300.194% 0.166%611.721%
79.NETProgramming SkillsCurrent1 539,9149.076% 12,0353.193% -5.883%-64.815%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 2000.003% 140.004% 0.000%10.492%
209A programming language (APL)Programming SkillsLegacy2 8,7350.147% 5410.144% -0.003%-2.238%
99AdaProgramming SkillsLegacy1 39,1620.658% 5,3251.413% 0.755%114.629%
80AJAXProgramming SkillsCurrent1 248,2284.173% 1,7860.474% -3.699%-88.643%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1430.002% 20.001% -0.002%-77.924%
192Apple AppleScriptProgramming SkillsCurrent1 7620.013% 300.008% -0.005%-37.856%
81ASPProgramming SkillsCurrent2 337,2935.670% 5,2331.389% -4.281%-75.511%
108AssemblyProgramming SkillsLegacy2 11,6200.195% 2130.057% -0.139%-71.066%
211AWKProgramming SkillsLegacy1 9,0190.152% 1200.032% -0.120%-78.998%
83C#Programming SkillsCurrent2 554,9679.329% 16,7004.431% -4.898%-52.501%
82C/C++Programming SkillsCurrent3 1,335,74822.454% 277,97973.760% 51.306%228.489%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 408,6436.869% 14,2043.769% -3.100%-45.134%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 1,2640.021% 100.003% -0.019%-87.512%
84CGIProgramming SkillsCurrent2 38,1120.641% 3530.094% -0.547%-85.380%
217ClipperProgramming SkillsLegacy1 7880.013% 100.003% -0.011%-79.969%
218CLUProgramming SkillsLegacy1 4640.008% 70.002% -0.006%-76.187%
100CobolProgramming SkillsLegacy1 36,4410.613% 1,1310.300% -0.312%-51.010%
85ColdFusionProgramming SkillsCurrent2 27,4760.462% 3280.087% -0.375%-81.157%
219Combined programming language (CPL)Programming SkillsLegacy1 7050.012% 230.006% -0.006%-48.504%
195Component object model (COM)Programming SkillsCurrent1 5860.010% 10.000% -0.010%-97.306%
125Database programmingProgramming SkillsCurrent3 104,8781.763% 1,4880.395% -1.368%-77.605%
1501DevOpsProgramming SkillsMisc1 105,4131.772% 20,5535.454% 3.682%207.762%
196Distributed component object model (DCOM)Programming SkillsCurrent1 6,0820.102% 230.006% -0.096%-94.031%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 238,2394.005% 212,75056.452% 52.447%1,309.583%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 9,3320.157% 5800.154% -0.003%-1.896%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 43,1620.726% 2630.070% -0.656%-90.382%
109ForthProgramming SkillsLegacy1 34,1760.575% 8,1822.171% 1.597%277.896%
102FortranProgramming SkillsLegacy1 7,9610.134% 1820.048% -0.086%-63.914%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 875,19414.712% 20,7535.507% -9.206%-62.571%
222JProgramming SkillsLegacy1 23,2670.391% 1,3710.364% -0.027%-6.990%
87Java/J2EE/J2PProgramming SkillsCurrent4 1,166,77719.614% 37,6539.991% -9.623%-49.062%
97JavaScriptProgramming SkillsCurrent3 670,65411.274% 27,5367.307% -3.967%-35.191%
89JavaServer FacesProgramming SkillsCurrent3 37,3360.628% 4000.106% -0.521%-83.089%
88JavaServer PagesProgramming SkillsCurrent3 159,6142.683% 1,6710.443% -2.240%-83.475%
223Job control language (JCL)Programming SkillsLegacy2 23,5760.396% 5530.147% -0.250%-62.976%
126LAMPProgramming SkillsCurrent1 45,6210.767% 6330.168% -0.599%-78.099%
104LispProgramming SkillsLegacy1 2,9360.049% 980.026% -0.023%-47.313%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 5,0170.084% 5570.148% 0.063%75.245%
201Microsoft ActiveXProgramming SkillsCurrent1 5,6930.096% 180.005% -0.091%-95.009%
107PascalProgramming SkillsLegacy1 2,1000.035% 110.003% -0.032%-91.732%
90PerlProgramming SkillsCurrent1 325,4305.471% 6,0031.593% -3.878%-70.883%
91PHPProgramming SkillsCurrent1 198,6073.339% 5,0141.330% -2.008%-60.150%
103PL/1Programming SkillsLegacy3 9660.016% 540.014% -0.002%-11.763%
105PrologProgramming SkillsLegacy1 1,9150.032% 320.008% -0.024%-73.624%
95PythonProgramming SkillsCurrent1 451,9527.597% 44,62711.842% 4.244%55.862%
227RProgramming SkillsCurrent1 839,15114.106% 303,68880.582% 66.476%471.244%
228Register transfer language (RTL)Programming SkillsLegacy1 55,6810.936% 7840.208% -0.728%-77.775%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 138,3952.326% 5,6591.502% -0.825%-35.456%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 2,2270.037% 930.025% -0.013%-34.083%
206Scripting languagesProgramming SkillsCurrent1 117,0541.968% 6,2041.646% -0.322%-16.340%
101SmalltalkProgramming SkillsLegacy1 1,1230.019% 30.001% -0.018%-95.783%
92SQLProgramming SkillsCurrent3 1,547,11826.008% 57,46915.249% -10.758%-41.367%
110TCLProgramming SkillsLegacy1 20,7620.349% 7040.187% -0.162%-46.477%
98Unified Modeling LanguageProgramming SkillsCurrent2 122,1162.053% 1,1410.303% -1.750%-85.252%
93Visual BasicProgramming SkillsCurrent6 302,0035.077% 5,9941.590% -3.486%-68.672%
207Web service definition language (WSDL)Programming SkillsCurrent2 34,0130.572% 4870.129% -0.443%-77.400%
94XMLProgramming SkillsCurrent2 541,7599.107% 9,1092.417% -6.690%-73.460%
1342Computer ScienceMajorsComputer Science2 3,944,63266.311% 197,39352.377% -13.933%-21.012%
1344Information TechnologyMajorsInformation Technology3 2,370,51139.849% 105,02727.868% -11.981%-30.065%
1343Management Information SystemsMajorsManagement Information Systems9 1,640,86827.584% 161,25742.789% 15.205%55.124%


mis Degrees

Management Information Systems

2023-09-17Jobs Found:1,849,551Click 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 9,3880.508% 1,5700.833% 0.326%64.189%
2Attention to DetailsSoft SkillsProblem-solving skills2 7,2980.395% 8300.441% 0.046%11.659%
8Conflict ResolutionSoft SkillsInterpersonal skills1 14,4500.781% 2,2751.208% 0.426%54.572%
231CooperationSoft SkillsInterpersonal skills1 19,7731.069% 1,9871.055% -0.014%-1.340%
1428Creative ThinkingSoft SkillsProblem-solving skills1 9,8500.533% 1,5340.814% 0.282%52.900%
3CreativitySoft SkillsProblem-solving skills4 59,7023.228% 7,1053.772% 0.544%16.840%
4Critical thinkingSoft SkillsProblem-solving skills3 46,7202.526% 9,2524.911% 2.385%94.424%
1300FlexibilitySoft SkillsWork ethic1 94,5975.115% 14,1297.500% 2.385%46.640%
232IndependenceSoft SkillsInterpersonal skills1 14,1130.763% 2,0791.104% 0.341%44.628%
13Initiative/Motivation to workSoft SkillsWork ethic5 261,86714.158% 28,56515.163% 1.005%7.095%
256InnovationSoft SkillsProblem-solving skills1 200,82810.858% 26,68114.163% 3.305%30.435%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 255,88813.835% 31,80416.882% 3.047%22.025%
1422InternshipSoft SkillsWork ethic3 34,0951.843% 2,5441.350% -0.493%-26.744%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 2,0540.111% 3530.187% 0.076%68.730%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 178,8339.669% 25,22513.390% 3.721%38.485%
10LeadershipSoft SkillsInterpersonal skills1 491,15726.555% 56,80530.154% 3.598%13.549%
258LearningSoft SkillsProblem-solving skills1 175,0169.463% 30,81616.358% 6.895%72.869%
1Learning AbilitySoft SkillsProblem-solving skills3 36,8311.991% 4,5222.400% 0.409%20.541%
236ListeningSoft SkillsLanguage skills1 39,1692.118% 5,0282.669% 0.551%26.029%
260MathematicsSoft SkillsProblem-solving skills3 115,9146.267% 13,8317.342% 1.075%17.148%
261MemorizationSoft SkillsProblem-solving skills2 2270.012% 370.020% 0.007%60.027%
18Negotiation SkillsSoft SkillsLanguage skills1 21,3481.154% 1,4440.767% -0.388%-33.591%
262OptimizationSoft SkillsProblem-solving skills1 84,5414.571% 9,8325.219% 0.648%14.181%
19Oral CommunicationsSoft SkillsLanguage skills5 34,4551.863% 3,7702.001% 0.138%7.425%
273PersistenceSoft SkillsWork ethic1 6,7520.365% 7750.411% 0.046%12.690%
239PersuasionSoft SkillsLanguage skills1 4,7590.257% 7370.391% 0.134%52.044%
1301Physical SkillSoft SkillsWork ethic2 7,0140.379% 1,3440.713% 0.334%88.127%
240PresentationsSoft SkillsLanguage skills1 115,5016.245% 12,4926.631% 0.386%6.185%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 378,36120.457% 38,68120.533% 0.076%0.371%
20Questioning skillsSoft SkillsLanguage skills1 5330.029% 760.040% 0.012%39.992%
241Reading ComprehensionSoft SkillsLanguage skills1 9090.049% 1680.089% 0.040%81.453%
6Research skillsSoft SkillsProblem-solving skills1 3,7480.203% 3890.206% 0.004%1.898%
15ResponsibilitySoft SkillsWork ethic2 228,30412.344% 24,89713.216% 0.872%7.066%
234Self ControlSoft SkillsInterpersonal skills1 4880.026% 540.029% 0.002%8.640%
11Self-esteemSoft SkillsInterpersonal skills1 2210.012% 450.024% 0.012%99.912%
16Self-managementSoft SkillsWork ethic1 2,9110.157% 2920.155% -0.002%-1.518%
250Stress ToleranceSoft SkillsPhysical skills1 8550.046% 680.036% -0.010%-21.916%
12TeamworkSoft SkillsInterpersonal skills1 97,4535.269% 10,0985.360% 0.091%1.732%
17Time ManagementSoft SkillsWork ethic2 86,1144.656% 11,8186.273% 1.617%34.737%
268VisualizationSoft SkillsProblem-solving skills1 31,9971.730% 7,1263.783% 2.053%118.652%
7Working under pressureSoft SkillsProblem-solving skills1 1,9030.103% 5760.306% 0.203%197.168%
21Written CommunicationsSoft SkillsLanguage skills5 282,38715.268% 25,93013.764% -1.504%-9.848%
172Account managementBusiness SkillsManagement skills1 30,1021.628% 1,9531.037% -0.591%-36.302%
22AccountingBusiness SkillsBusiness processes4 235,07712.710% 21,05311.175% -1.534%-12.073%
1263Accounting softwareBusiness SkillsBusiness processes8 11,7560.636% 1,1150.592% -0.044%-6.882%
174AdministrationBusiness SkillsManagement skills3 520,86428.162% 45,91324.372% -3.790%-13.458%
1313AnalystBusiness SkillsProject management1 411,45122.246% 39,22620.822% -1.424%-6.400%
175Application managementBusiness SkillsManagement skills5 140,9167.619% 11,4426.074% -1.545%-20.281%
150Asset managementBusiness SkillsBusiness processes1 41,2302.229% 5,1072.711% 0.482%21.610%
151AuditingBusiness SkillsBusiness processes5 177,8109.614% 21,94611.649% 2.036%21.176%
1264Auditing softwareBusiness SkillsBusiness processes1 2150.012% 170.009% -0.003%-22.370%
152BillingBusiness SkillsBusiness processes1 52,9812.865% 5,6933.022% 0.157%5.497%
153Bills of LadingBusiness SkillsBusiness processes1 1330.007% 240.013% 0.006%77.165%
1314Business AnalystBusiness SkillsProject management1 127,0606.870% 11,7216.222% -0.648%-9.432%
35Business IntelligenceBusiness SkillsStrategy skills1 94,9955.136% 8,4184.468% -0.668%-12.999%
155Business performance management (BPM)Business SkillsBusiness processes2 10,3720.561% 5580.296% -0.265%-47.181%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 78,6994.255% 1,0570.561% -3.694%-86.814%
36Business StrategyBusiness SkillsStrategy skills3 455,98224.654% 56,85830.182% 5.528%22.423%
182Calendar and schedulingBusiness SkillsProject management3 98,2105.310% 11,1925.941% 0.631%11.884%
156Capacity planningBusiness SkillsBusiness processes1 35,7571.933% 1,8580.986% -0.947%-48.984%
28Change ManagementBusiness SkillsManagement skills1 111,9426.052% 11,8066.267% 0.215%3.545%
183Content workflowBusiness SkillsProject management1 830.004% 30.002% -0.003%-64.514%
24Contracting and legalBusiness SkillsBusiness processes2 139,6617.551% 15,6358.299% 0.748%9.911%
176CoordinationBusiness SkillsManagement skills1 128,3686.940% 14,5717.735% 0.794%11.442%
157Cost accountingBusiness SkillsBusiness processes1 4,6520.252% 4320.229% -0.022%-8.828%
158Cost estimationBusiness SkillsBusiness processes1 1,7950.097% 1290.068% -0.029%-29.443%
1312Customer SupportBusiness SkillsBusiness processes6 393,27721.263% 35,61818.907% -2.356%-11.082%
1339EducationBusiness SkillsIndustry Segment1 29,6521.603% 5,6102.978% 1.375%85.749%
1333EnergyBusiness SkillsIndustry Segment1 106,3625.751% 9,3544.965% -0.785%-13.657%
1340EntertainmentBusiness SkillsIndustry Segment1 40,3802.183% 2,6301.396% -0.787%-36.055%
1319EnvironmentalBusiness SkillsEnvironmental18 74,6174.034% 10,3115.473% 1.439%35.669%
1320Environmental StrategyBusiness SkillsEnvironmental14 24,5381.327% 7,2693.859% 2.532%190.839%
161FinancialBusiness SkillsBusiness processes2 727,69139.344% 165,23687.711% 48.367%122.934%
1275Financial Analysis softwareBusiness SkillsBusiness processes9 5,2560.284% 2,0981.114% 0.829%291.893%
1332Health CareBusiness SkillsIndustry Segment2 309,11316.713% 27,08514.377% -2.335%-13.974%
1341HospitalityBusiness SkillsIndustry Segment4 182,1629.849% 43,46923.074% 13.225%134.282%
177Human resourcesBusiness SkillsManagement skills2 130,8127.073% 12,3746.568% -0.504%-7.129%
1336InsuranceBusiness SkillsIndustry Segment1 13,2290.715% 8950.475% -0.240%-33.578%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,121,49360.636% 101,25953.751% -6.885%-11.355%
1334ManufacturingBusiness SkillsIndustry Segment2 139,7467.556% 9,4174.999% -2.557%-33.841%
26MarketingBusiness SkillsBusiness processes1 183,3259.912% 25,75313.670% 3.758%37.919%
185MonitoringBusiness SkillsProject management1 268,82214.534% 30,26016.063% 1.528%10.515%
179NegotiationBusiness SkillsManagement skills1 81,2754.394% 7,3693.912% -0.483%-10.984%
163Operation and ControlBusiness SkillsBusiness processes3 2,1640.117% 1890.100% -0.017%-14.252%
29Outsourcing ManagementBusiness SkillsManagement skills3 40,3762.183% 1,6150.857% -1.326%-60.729%
167ProcurementBusiness SkillsBusiness processes1 61,0063.298% 5,9053.135% -0.164%-4.969%
1290Project Management softwareBusiness SkillsProject management3 56,2603.042% 3,2471.724% -1.318%-43.337%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 414,27422.399% 38,73220.560% -1.839%-8.209%
168QualityBusiness SkillsBusiness processes1 572,42030.949% 62,85333.364% 2.415%7.803%
1337Real EstateBusiness SkillsIndustry Segment2 30,4071.644% 2,3821.264% -0.380%-23.089%
1335RetailBusiness SkillsIndustry Segment2 326,63017.660% 23,23712.335% -5.325%-30.154%
34Risk ManagementBusiness SkillsProject management1 111,8526.048% 17,0499.050% 3.003%49.649%
169Service OrientationBusiness SkillsBusiness processes1 15,9920.865% 1,2810.680% -0.185%-21.356%
27Supply Chain ManagementBusiness SkillsBusiness processes3 79,9334.322% 7,3953.925% -0.396%-9.170%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,9920.378% 2740.145% -0.233%-61.526%
178TeachingBusiness SkillsManagement skills7 95,3505.155% 10,6985.679% 0.523%10.154%
190TimekeepingBusiness SkillsProject management3 42,7692.312% 4,2842.274% -0.038%-1.658%
1296Timekeeping softwareBusiness SkillsProject management1 3,5240.191% 4600.244% 0.054%28.156%
171Total quality management (TQM)Business SkillsBusiness processes2 2,1890.118% 1190.063% -0.055%-46.627%
180TroubleshootingBusiness SkillsManagement skills1 248,18713.419% 22,37211.876% -1.543%-11.500%
181VerificationBusiness SkillsManagement skills1 78,0464.220% 8,3044.408% 0.188%4.461%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,8240.153% 1160.062% -0.091%-59.672%
191WorkflowBusiness SkillsProject management1 103,1145.575% 11,6406.179% 0.604%10.829%
31Working GloballyBusiness SkillsManagement skills3 5,2970.286% 2440.130% -0.157%-54.775%
32Working with Virtual TeamsBusiness SkillsManagement skills2 3,4340.186% 2990.159% -0.027%-14.515%
514GLTechnical SkillsSoftware development3 3,0400.164% 1300.069% -0.095%-58.016%
1510Access ControlTechnical SkillsSecurity1 28,8861.562% 2,6581.411% -0.151%-9.659%
987Access servers & softwareTechnical SkillsNetwork10 65,2593.528% 5,5372.939% -0.589%-16.699%
38Agile Development MethodsTechnical SkillsSoftware development13 102,0115.515% 16,5208.769% 3.254%58.994%
304Algorithmic softwareTechnical SkillsBusiness applications1 390.002% 00.000% -0.002%-100.000%
1546AlienvaultTechnical SkillsSecurity1 1860.010% 240.013% 0.003%26.682%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,4270.077% 1570.083% 0.006%8.017%
1352AndroidTechnical SkillsMobile Platforms3 15,9260.861% 2,2201.178% 0.317%36.856%
1351Apple iOSTechnical SkillsMobile Platforms6 8,3800.453% 8070.428% -0.025%-5.453%
120Apple operating systemsTechnical SkillsBusiness applications6 36,2661.961% 3,9662.105% 0.144%7.367%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 1,6360.088% 410.022% -0.067%-75.395%
1543ArcSightTechnical SkillsSecurity1 4,1620.225% 1320.070% -0.155%-68.862%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 32,9921.784% 10,0465.333% 3.549%198.953%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 3990.022% 920.049% 0.027%126.377%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 240.001% 40.002% 0.001%63.631%
1265Backup & RecoveryTechnical SkillsTechnical applications16 159,7078.635% 11,8826.307% -2.328%-26.956%
1386BiometricTechnical SkillsInformation mgmt2 5,5770.302% 2160.115% -0.187%-61.975%
1353BlackberryTechnical SkillsMobile Platforms2 11,6380.629% 1370.073% -0.557%-88.443%
336Borland DelphiTechnical SkillsBusiness applications1 2,0320.110% 850.045% -0.065%-58.931%
337Borland JBuilderTechnical SkillsBusiness applications1 1,0560.057% 00.000% -0.057%-100.000%
338Borland ParadoxTechnical SkillsBusiness applications1 2310.012% 290.015% 0.003%23.255%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,2810.069% 2600.138% 0.069%99.270%
72Business Continuity PlanningTechnical SkillsHardware2 31,6451.711% 3,2961.750% 0.039%2.259%
352Cadence OpusTechnical SkillsBusiness applications1 4690.025% 250.013% -0.012%-47.666%
868CalculatorsTechnical SkillsHardware1 3,0720.166% 3190.169% 0.003%1.950%
39CASE ToolsTechnical SkillsSoftware development1 122,5826.628% 13,5377.186% 0.558%8.421%
367Categorization or classification softwareTechnical SkillsBusiness applications1 6,2080.336% 3630.193% -0.143%-42.592%
1469CCPATechnical SkillsSecurity1 2,0140.109% 8880.471% 0.362%332.884%
1478Center for Internet SecurityTechnical SkillsSecurity1 124,6566.740% 18,86210.012% 3.273%48.557%
1441Certificate managementTechnical SkillsSecurity1 1,4280.077% 2600.138% 0.061%78.757%
112CertificationTechnical SkillsMisc3 481,73426.046% 55,34629.379% 3.333%12.797%
78CiscoTechnical SkillsHardware1 106,4765.757% 5,0772.695% -3.062%-53.186%
1009Cisco Systems IOSTechnical SkillsNetwork1 22,0551.192% 2,6761.420% 0.228%19.123%
40Client-ServerTechnical SkillsSoftware development1 33,7781.826% 7690.408% -1.418%-77.648%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 8780.047% 3180.169% 0.121%255.591%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 2,0690.112% 2410.128% 0.016%14.360%
1445Cloud MigrationTechnical SkillsSecurity1 2,0000.108% 7300.388% 0.279%258.353%
1455cloud securityTechnical SkillsSecurity1 7,5670.409% 2,3121.227% 0.818%199.973%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 2420.013% 850.045% 0.032%244.843%
1486Cloud ServicesTechnical SkillsSecurity1 18,5251.002% 3,9582.101% 1.099%109.766%
1011Cluster server softwareTechnical SkillsNetwork9 20,9051.130% 1,3480.716% -0.415%-36.692%
1147CMAKETechnical SkillsSoftware development1 1410.008% 190.010% 0.002%32.298%
1151Compatibility testingTechnical SkillsSoftware development1 3060.017% 220.012% -0.005%-29.414%
1152CompilersTechnical SkillsSoftware development5 17,9460.970% 2,2901.216% 0.245%25.281%
1255Compliance softwareTechnical SkillsTechnical applications4 23,2341.256% 3,0011.593% 0.337%26.812%
385Computer aided design (CAD)Technical SkillsBusiness applications12 14,8320.802% 1,3530.718% -0.084%-10.440%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications4 2,6320.142% 2820.150% 0.007%5.192%
875Computer diagnosticsTechnical SkillsHardware5 83,7154.526% 8,7144.626% 0.099%2.196%
1107Computer forensicsTechnical SkillsSecurity1 5,9780.323% 3540.188% -0.135%-41.861%
1266Computer HardwareTechnical SkillsHardware15 54,1912.930% 5,0622.687% -0.243%-8.291%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 1,3450.073% 550.029% -0.044%-59.853%
1015Computer serversTechnical SkillsNetwork6 159,0568.600% 10,1185.371% -3.229%-37.546%
1267Computer UtilitiesTechnical SkillsMisc2 4580.025% 260.014% -0.011%-44.265%
1447Configuration Management DatabaseTechnical SkillsSecurity1 6,0810.329% 8710.462% 0.134%40.624%
1448Container securityTechnical SkillsSecurity1 2900.016% 1150.061% 0.045%289.330%
1449ContainersTechnical SkillsSecurity1 19,2761.042% 3,7451.988% 0.946%90.745%
59Content ManagerTechnical SkillsBusiness applications1 2,9280.158% 560.030% -0.129%-81.223%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 1,9970.108% 4580.243% 0.135%125.167%
1396Continuous ImprovementTechnical SkillsSoftware development1 57,9393.133% 10,6395.647% 2.515%80.280%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 38,2682.069% 9,4935.039% 2.970%143.548%
1453Control PlaneTechnical SkillsSecurity1 1470.008% 180.010% 0.002%20.219%
878ControllersTechnical SkillsHardware3 13,0860.708% 1,0180.540% -0.167%-23.624%
1454Crown JewelsTechnical SkillsSecurity1 580.003% 70.004% 0.001%18.492%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 1,6700.090% 3660.194% 0.104%115.170%
407Customer information control system (CICS)Technical SkillsBusiness applications2 7,4170.401% 5350.284% -0.117%-29.182%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 131,7587.124% 8,5914.560% -2.563%-35.985%
1368Cyber SecurityTechnical SkillsInformation mgmt3 86,8404.695% 15,7198.344% 3.649%77.714%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 6,3620.344% 1,9491.035% 0.691%200.771%
1492Data Access GovernanceTechnical SkillsSecurity1 4190.023% 980.052% 0.029%129.631%
953Data acquisition systemsTechnical SkillsInformation mgmt1 8,9130.482% 6350.337% -0.145%-30.053%
1434Data classificationTechnical SkillsSecurity1 2,2410.121% 4350.231% 0.110%90.575%
955Data compression softwareTechnical SkillsInformation mgmt1 2,5630.139% 2060.109% -0.029%-21.089%
956Data conversion softwareTechnical SkillsInformation mgmt1 10,3240.558% 5070.269% -0.289%-51.786%
958Data dictionaryTechnical SkillsInformation mgmt1 5,9460.321% 3990.212% -0.110%-34.118%
1495Data discoveryTechnical SkillsSecurity1 1,8670.101% 3420.182% 0.081%79.845%
959Data entryTechnical SkillsInformation mgmt1 36,1441.954% 1,8951.006% -0.948%-48.526%
1502Data Loss PreventionTechnical SkillsSecurity1 9,3940.508% 1,4150.751% 0.243%47.885%
962Data mappingTechnical SkillsInformation mgmt1 11,6890.632% 1,0200.541% -0.091%-14.328%
67Data MiningTechnical SkillsInformation mgmt5 30,6941.660% 3,2481.724% 0.065%3.892%
963Data modelingTechnical SkillsInformation mgmt1 60,8143.288% 3,9832.114% -1.174%-35.698%
1496Data retentionTechnical SkillsSecurity1 1,8920.102% 1850.098% -0.004%-4.001%
1494Data taggingTechnical SkillsSecurity1 1990.011% 50.003% -0.008%-75.332%
68Data WarehousingTechnical SkillsInformation mgmt2 87,6154.737% 5,8133.086% -1.651%-34.861%
69Database AdministrationTechnical SkillsInformation mgmt12 113,5296.138% 6,3393.365% -2.773%-45.181%
969Database design softwareTechnical SkillsInformation mgmt16 84,4434.566% 5,1292.723% -1.843%-40.367%
1268Database ReportingTechnical SkillsInformation mgmt3 29,9611.620% 9590.509% -1.111%-68.575%
1373Database SecurityTechnical SkillsInformation mgmt1 6950.038% 1080.057% 0.020%52.566%
1269Database SecurityTechnical SkillsInformation mgmt2 1460.008% 110.006% -0.002%-26.030%
1270Database ServersTechnical SkillsInformation mgmt3 17,4680.944% 3220.171% -0.774%-81.902%
1271Database TestingTechnical SkillsInformation mgmt1 1,4260.077% 630.033% -0.044%-56.625%
1160DebuggingTechnical SkillsSoftware development7 95,4965.163% 9,4154.998% -0.165%-3.205%
1385DecryptionTechnical SkillsInformation mgmt2 5210.028% 670.036% 0.007%26.257%
1559DemistoTechnical SkillsSecurity1 520.003% 130.007% 0.004%145.447%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 5,2310.283% 2250.119% -0.163%-57.771%
418Desktop publishing softwareTechnical SkillsBusiness applications13 32,5041.757% 5,0182.664% 0.906%51.569%
1272Development EnvironmentTechnical SkillsSoftware development13 56,8893.076% 4,3132.289% -0.786%-25.566%
1498Device ManagementTechnical SkillsSecurity1 4,8430.262% 8900.472% 0.211%80.424%
1273Digital ImagingTechnical SkillsHardware1 1,3040.071% 370.020% -0.051%-72.143%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,8810.102% 1030.055% -0.047%-46.239%
1446Digital TransformationTechnical SkillsSecurity1 12,4450.673% 3,9662.105% 1.432%212.878%
1472DISATechnical SkillsSecurity1 13,7720.745% 1,0660.566% -0.179%-24.006%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,9530.268% 2470.131% -0.137%-51.039%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,5090.082% 2690.143% 0.061%75.017%
1504DMZTechnical SkillsNetwork1 3,0560.165% 1260.067% -0.098%-59.521%
1451DockerTechnical SkillsSecurity1 16,4130.887% 4,9622.634% 1.747%196.815%
1307Doctor of PhilosophyTechnical SkillsMisc3 51,4382.781% 4,5102.394% -0.387%-13.918%
973Document management softwareTechnical SkillsInformation mgmt4 21,4941.162% 1,6710.887% -0.275%-23.673%
1020Domain name system (DNS)Technical SkillsNetwork3 53,8832.913% 3,5651.892% -1.021%-35.043%
61DreamweaverTechnical SkillsSoftware development1 5,5490.300% 1360.072% -0.228%-75.937%
54DSS/GDSSTechnical SkillsBusiness applications5 27,7961.503% 2,1551.144% -0.359%-23.883%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 410.002% 10.001% -0.002%-76.054%
62EclipseTechnical SkillsSoftware development1 23,0061.244% 1,1960.635% -0.609%-48.960%
1308Electronic CommerceTechnical SkillsBusiness applications2 45,3312.451% 3,3891.799% -0.652%-26.600%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 16,9020.914% 1,0210.542% -0.372%-40.693%
1023Electronic mail softwareTechnical SkillsNetwork8 30,1421.630% 2,0991.114% -0.515%-31.631%
1384EncryptionTechnical SkillsInformation mgmt1 1670.009% 340.018% 0.009%99.885%
1507EndpointTechnical SkillsSecurity1 11,9060.644% 2,7061.436% 0.793%123.141%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 115,5356.247% 9,9135.262% -0.985%-15.762%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 129,0006.975% 9,4815.033% -1.942%-27.842%
1321Environmental CertificationTechnical SkillsEnvironmental1 3540.019% 470.025% 0.006%30.350%
1328Environmental CleanupTechnical SkillsEnvironmental3 3470.019% 1500.080% 0.061%324.404%
1329Environmental EnergyTechnical SkillsEnvironmental25 9,6380.521% 1,1560.614% 0.093%17.758%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 6,1720.334% 8120.431% 0.097%29.166%
1327Environmental PollutionTechnical SkillsEnvironmental27 9,6160.520% 2,2541.196% 0.677%130.132%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 4,4800.242% 6220.330% 0.088%36.311%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental10 1,8430.100% 4500.239% 0.139%139.720%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 18,0300.975% 9500.504% -0.471%-48.270%
1331Environmental ScienceTechnical SkillsEnvironmental2 1,2420.067% 260.014% -0.053%-79.447%
1322Environmental TechnologyTechnical SkillsEnvironmental2 6160.033% 690.037% 0.003%9.973%
1470EPRITechnical SkillsSecurity1 610.003% 70.004% 0.000%12.664%
1551ExabeamTechnical SkillsSecurity1 850.005% 290.015% 0.011%234.963%
461Expert system softwareTechnical SkillsBusiness applications1 9260.050% 1360.072% 0.022%44.193%
1359FacebookTechnical SkillsSocial Networking1 143,3347.750% 2,2281.183% -6.567%-84.739%
463Facilities management softwareTechnical SkillsBusiness applications4 10,4650.566% 7880.418% -0.148%-26.073%
1476FedRAMPTechnical SkillsSecurity1 4,0000.216% 8330.442% 0.226%104.457%
1467FINRATechnical SkillsSecurity1 1,7650.095% 3870.205% 0.110%115.270%
1556FireEyeTechnical SkillsSecurity1 1,3220.071% 1390.074% 0.002%3.229%
1464FISMATechnical SkillsSecurity1 12,8590.695% 8490.451% -0.245%-35.179%
468Flight control softwareTechnical SkillsBusiness applications1 2020.011% 140.007% -0.003%-31.955%
1508Flow analysisTechnical SkillsSecurity1 4,5950.248% 3210.170% -0.078%-31.414%
469Flowchart softwareTechnical SkillsBusiness applications5 5,9020.319% 3750.199% -0.120%-37.619%
1367ForensicTechnical SkillsInformation mgmt2 28,2821.529% 2,9811.582% 0.053%3.483%
1552FortinetTechnical SkillsSecurity1 1,7210.093% 3000.159% 0.066%71.143%
1112Fraud DetectionTechnical SkillsSecurity1 15,7670.852% 2,4301.290% 0.437%51.313%
63FrontPageTechnical SkillsSoftware development1 1,5040.081% 60.003% -0.078%-96.083%
475Fund accounting softwareTechnical SkillsBusiness applications1 1,6030.087% 1130.060% -0.027%-30.791%
1260GamingTechnical SkillsMisc2 24,7351.337% 2,5861.373% 0.035%2.644%
1468GDPRTechnical SkillsSecurity1 4,2650.231% 1,3850.735% 0.505%218.822%
113Generic databasesTechnical SkillsInformation mgmt2 257,49513.922% 19,60410.406% -3.516%-25.253%
1365Google AppsTechnical SkillsBusiness applications4 5,4630.295% 9200.488% 0.193%65.339%
1364Google PlusTechnical SkillsSocial Networking1 850.005% 00.000% -0.005%-100.000%
1512GovernanceTechnical SkillsSecurity1 97,2285.257% 16,6878.858% 3.601%68.502%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 120,4616.513% 10,8335.750% -0.763%-11.708%
484Graphic softwareTechnical SkillsBusiness applications16 121,6836.579% 8,0864.292% -2.287%-34.759%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 15,6790.848% 3920.208% -0.640%-75.454%
1323Green ITTechnical SkillsEnvironmental9 3,5650.193% 2760.147% -0.046%-23.991%
893Guidance systemsTechnical SkillsHardware1 890.005% 40.002% -0.003%-55.875%
1371HackingTechnical SkillsInformation mgmt5 11,1630.604% 1,2060.640% 0.037%6.068%
895Hardware description language (HDL)Technical SkillsHardware2 1770.010% 380.020% 0.011%110.779%
1277Hardware DesignTechnical SkillsHardware21 8,9210.482% 8130.432% -0.051%-10.526%
1278Hardware TestingTechnical SkillsHardware4 2,7870.151% 2850.151% 0.001%0.398%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 2,2000.119% 4150.220% 0.101%85.201%
492Helpdesk or call centerTechnical SkillsBusiness applications2 94,1015.088% 7,1703.806% -1.282%-25.193%
1465HIPAATechnical SkillsSecurity1 38,3302.072% 4,8542.577% 0.504%24.331%
1473HITRUSTTechnical SkillsSecurity1 3,4900.189% 7740.411% 0.222%117.737%
1377Homeland SecurityTechnical SkillsInformation mgmt1 61,6793.335% 1,5120.803% -2.532%-75.932%
1487IaaSTechnical SkillsSecurity1 8,4080.455% 2,0711.099% 0.645%141.827%
114IBM databasesTechnical SkillsInformation mgmt2 42,3772.291% 1,9811.052% -1.240%-54.104%
121IBM operating systemsTechnical SkillsBusiness applications4 29,9701.620% 9550.507% -1.113%-68.715%
1513Identity Access ManagementTechnical SkillsSecurity2 24,8531.344% 3,6471.936% 0.592%44.070%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 4630.025% 2190.116% 0.091%364.388%
898Image capture devicesTechnical SkillsHardware9 12,6260.683% 1,6420.872% 0.189%27.681%
524Industrial control softwareTechnical SkillsBusiness applications3 7,6770.415% 1,0620.564% 0.149%35.816%
1485Industrial Control SystemsTechnical SkillsSecurity1 4,2890.232% 6010.319% 0.087%37.574%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 25,1721.361% 2,3951.271% -0.090%-6.587%
1375Information SecurityTechnical SkillsInformation mgmt3 132,5517.167% 15,7288.349% 1.182%16.495%
899InfraredTechnical SkillsHardware1 1,1720.063% 440.023% -0.040%-63.141%
1491Infrastructure as CodeTechnical SkillsSecurity1 4,9700.269% 1,6230.862% 0.593%220.612%
1180InstallationTechnical SkillsSoftware development1 176,1619.525% 12,0796.412% -3.113%-32.681%
901Interface definition language (IDL)Technical SkillsHardware1 3570.019% 40.002% -0.017%-89.000%
536Internet browser softwareTechnical SkillsBusiness applications4 10,3030.557% 4430.235% -0.322%-57.786%
1483Internet of ThingsTechnical SkillsSecurity1 7,6280.412% 1,6340.867% 0.455%110.310%
1578Internet proxyTechnical SkillsSecurity1 2300.012% 260.014% 0.001%10.985%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 28,1041.520% 1,6510.876% -0.643%-42.324%
541Inventory management softwareTechnical SkillsBusiness applications3 17,1340.926% 1,6200.860% -0.066%-7.173%
1463ISO 22301Technical SkillsSecurity1 880.005% 190.010% 0.005%111.977%
1459ISO 27000Technical SkillsSecurity1 2,1720.117% 2810.149% 0.032%27.018%
1460ISO 27001Technical SkillsSecurity1 11,7430.635% 2,1421.137% 0.502%79.085%
1461ISO 27002Technical SkillsSecurity1 1,4350.078% 1330.071% -0.007%-9.005%
1414ISO 9000Technical SkillsSoftware development1 3,1020.168% 640.034% -0.134%-79.744%
73IT Architecture/StandardsTechnical SkillsHardware2 18,2870.989% 2,0441.085% 0.096%9.738%
1515IT Service ManagementTechnical SkillsSecurity1 18,3650.993% 3,0341.611% 0.618%62.197%
1481ITILTechnical SkillsSecurity1 71,7123.877% 7,6494.060% 0.183%4.720%
1357Java METechnical SkillsMobile Platforms2 1,2040.065% 20.001% -0.064%-98.369%
1035KernelTechnical SkillsNetwork1 3,8560.208% 2330.124% -0.085%-40.675%
1442Key managementTechnical SkillsSecurity1 4,5580.246% 5140.273% 0.026%10.715%
1450KubernetesTechnical SkillsSecurity1 12,6140.682% 4,6682.478% 1.796%263.325%
1279Laser toolsTechnical SkillsHardware1 200.001% 70.004% 0.003%243.626%
907LasersTechnical SkillsHardware1 2690.015% 320.017% 0.002%16.793%
1516Least PrivilegeTechnical SkillsSecurity1 1,1330.061% 2360.125% 0.064%104.503%
1038License management softwareTechnical SkillsNetwork1 1,7880.097% 2180.116% 0.019%19.703%
1361LinkedInTechnical SkillsSocial Networking1 16,7010.903% 2,8591.518% 0.615%68.070%
1544LogRhythmTechnical SkillsSecurity1 8000.043% 820.044% 0.000%0.633%
908Mainframe computersTechnical SkillsHardware2 45,0962.438% 2,4001.274% -1.164%-47.749%
124Mainframe operating systemsTechnical SkillsBusiness applications8 20,2161.093% 6870.365% -0.728%-66.636%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 32,1011.736% 1,5690.833% -0.903%-52.013%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 16,4660.890% 1,8180.965% 0.075%8.399%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 480.003% 20.001% -0.002%-59.092%
1281Medical softwareTechnical SkillsBusiness applications9 19,1741.037% 1,6940.899% -0.137%-13.260%
1452MesosTechnical SkillsSecurity1 4020.022% 540.029% 0.007%31.882%
1517Metadata analysisTechnical SkillsSecurity1 1590.009% 140.007% -0.001%-13.553%
1555Micro FocusTechnical SkillsSecurity1 1,5300.083% 1680.089% 0.006%7.804%
1433Micro-segmentationTechnical SkillsSecurity1 3040.016% 770.041% 0.024%148.677%
115Microsoft databasesTechnical SkillsInformation mgmt5 227,76012.314% 12,1566.453% -5.862%-47.600%
119Microsoft operating systemsTechnical SkillsBusiness applications4 321,85217.402% 19,37110.283% -7.119%-40.910%
1518MITRETechnical SkillsSecurity1 3,4430.186% 5790.307% 0.121%65.105%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 3,0550.165% 3030.161% -0.004%-2.625%
1581Mobile securityTechnical SkillsSecurity2 1,2520.068% 1370.073% 0.005%7.432%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 4,1170.223% 9650.512% 0.290%130.125%
625MultimediaTechnical SkillsBusiness applications1 19,7501.068% 7610.404% -0.664%-62.170%
1362MySpaceTechnical SkillsSocial Networking1 1,9650.106% 00.000% -0.106%-100.000%
1471NERCTechnical SkillsSecurity1 3,6030.195% 4780.254% 0.059%30.251%
1548NetWitnessTechnical SkillsSecurity1 5250.028% 420.022% -0.006%-21.457%
1499Network Access ControlTechnical SkillsSecurity2 5,4400.294% 4750.252% -0.042%-14.274%
74Network administrationTechnical SkillsHardware17 444,75524.047% 164,11087.114% 63.067%262.270%
1282Network Administration softwareTechnical SkillsNetwork18 108,4005.861% 8,4664.494% -1.367%-23.323%
1519Network discoveryTechnical SkillsSecurity1 4290.023% 560.030% 0.007%28.159%
1283Network HardwareTechnical SkillsNetwork11 64,5843.492% 3,9512.097% -1.395%-39.938%
1284Network Monitoring softwareTechnical SkillsNetwork15 46,4682.512% 3,2781.740% -0.772%-30.742%
1059Network operation system software (NOS)Technical SkillsNetwork2 2,2980.124% 1910.101% -0.023%-18.398%
1369Network SecurityTechnical SkillsInformation mgmt1 9,2760.502% 4630.246% -0.256%-50.995%
1122Network securityTechnical SkillsSecurity1 68,4903.703% 5,0192.664% -1.039%-28.054%
1285Network Security softwareTechnical SkillsSecurity37 172,3089.316% 17,3659.218% -0.098%-1.057%
1503Network SegmentationTechnical SkillsNetwork1 1,1770.064% 2300.122% 0.058%91.853%
1286Network softwareTechnical SkillsNetwork6 319,74817.288% 163,66886.879% 69.591%402.543%
1287Network TestingTechnical SkillsNetwork11 23,2441.257% 1,6490.875% -0.381%-30.349%
1521Next Generation FirewallTechnical SkillsSecurity2 9750.053% 2270.120% 0.068%128.580%
1458NISTTechnical SkillsSecurity1 44,5782.410% 7,7074.091% 1.681%69.739%
1065Novell network softwareTechnical SkillsNetwork2 2,5310.137% 510.027% -0.110%-80.217%
643OberonTechnical SkillsBusiness applications1 1730.009% 00.000% -0.009%-100.000%
1413Object Oriented DesignTechnical SkillsSoftware development2 18,3720.993% 4940.262% -0.731%-73.601%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 108,8045.883% 5,5782.961% -2.922%-49.667%
1288Office ApplicationsTechnical SkillsBusiness applications13 352,34219.050% 34,29618.205% -0.845%-4.435%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 17,3280.937% 3740.199% -0.738%-78.810%
116Open-source databasesTechnical SkillsInformation mgmt4 50,3862.724% 4,5852.434% -0.290%-10.660%
118Open-source operating systemsTechnical SkillsBusiness applications8 179,0909.683% 12,8976.846% -2.837%-29.297%
56Operating SystemsTechnical SkillsBusiness applications3 177,1119.576% 13,1286.969% -2.607%-27.227%
1482Operational TechnologyTechnical SkillsSecurity1 5,3150.287% 1,0530.559% 0.272%94.510%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,5700.085% 2900.154% 0.069%81.349%
117Oracle databasesTechnical SkillsInformation mgmt1 270,53914.627% 13,9827.422% -7.205%-49.259%
1529Orchestration & AutomationTechnical SkillsSecurity1 2960.016% 570.030% 0.014%89.061%
1488PaaSTechnical SkillsSecurity1 9,4280.510% 2,4291.289% 0.780%152.945%
1354Palm OSTechnical SkillsMobile Platforms3 1670.009% 00.000% -0.009%-100.000%
1522PanoramaTechnical SkillsSecurity1 5940.032% 930.049% 0.017%53.714%
1466Payment Card IndustryTechnical SkillsSecurity1 33,0751.788% 4,3392.303% 0.515%28.798%
1376Penetration TestingTechnical SkillsInformation mgmt5 92,1704.983% 10,0905.356% 0.373%7.478%
1527Personal Healthcare InformationTechnical SkillsSecurity1 3,1960.173% 5870.312% 0.139%80.322%
1528Personally Identifiable InformationTechnical SkillsSecurity1 3,5020.189% 6740.358% 0.168%88.956%
1289Physical ToolsTechnical SkillsHardware1 920.005% 160.008% 0.004%70.746%
683Point of sale (POS)Technical SkillsBusiness applications3 13,0340.705% 1,4590.774% 0.070%9.899%
1525Policy Decision PointTechnical SkillsSecurity1 6160.033% 500.027% -0.007%-20.309%
1526Policy Enforcement PointTechnical SkillsSecurity1 6430.035% 500.027% -0.008%-23.656%
686PolkaTechnical SkillsBusiness applications1 600.003% 70.004% 0.000%14.542%
931PrintersTechnical SkillsHardware4 28,2101.525% 3,5561.888% 0.362%23.759%
1430Privileged Account ManagementTechnical SkillsSecurity2 14,0210.758% 6590.350% -0.408%-53.855%
43ProgrammingTechnical SkillsSoftware development1 357,06419.305% 26,95914.311% -4.995%-25.873%
700ProvisioningTechnical SkillsBusiness applications1 29,8821.616% 3,0861.638% 0.022%1.392%
1545QRadarTechnical SkillsSecurity1 1,5320.083% 1450.077% -0.006%-7.076%
1531Quality of ServiceTechnical SkillsSecurity1 12,8030.692% 1,1460.608% -0.084%-12.120%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 7,2180.390% 1480.079% -0.312%-79.869%
1553Rapid7Technical SkillsSecurity1 9720.053% 2390.127% 0.074%141.407%
1258Rate ControlTechnical SkillsTechnical applications1 140.001% 00.000% -0.001%-100.000%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 15,6850.848% 1960.104% -0.744%-87.732%
1077Remote control softwareTechnical SkillsNetwork2 2,2260.120% 1480.079% -0.042%-34.724%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 9730.053% 370.020% -0.033%-62.666%
1379Risk AnalysisTechnical SkillsInformation mgmt1 19,3861.048% 2,1311.131% 0.083%7.923%
1262RoboticsTechnical SkillsHardware3 10,7970.584% 2,4801.316% 0.733%125.510%
1532Role-Based Access ControlTechnical SkillsSecurity3 3,8730.209% 3400.180% -0.029%-13.812%
1318RSATechnical SkillsSecurity1 9,5320.515% 3830.203% -0.312%-60.551%
1489SaaSTechnical SkillsSecurity1 29,1251.575% 5,9213.143% 1.568%99.594%
1429SASETechnical SkillsSecurity2 4750.026% 1860.099% 0.073%284.447%
1533SCCMTechnical SkillsSecurity1 11,1150.601% 1,4630.777% 0.176%29.227%
44SDLCTechnical SkillsSoftware development7 218,79111.829% 17,6279.357% -2.473%-20.902%
1500SecOpsTechnical SkillsSecurity2 5,6770.307% 2,0461.086% 0.779%253.838%
1537Secure SDLCTechnical SkillsSecurity1 12,0350.651% 1220.065% -0.586%-90.048%
1132Secure shell (SSH)Technical SkillsSecurity1 830.004% 10.001% -0.004%-88.171%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 18,7621.014% 1,2330.655% -0.360%-35.479%
1569Secure Web GatewayTechnical SkillsSecurity1 1,3500.073% 1510.080% 0.007%9.815%
76SecurityTechnical SkillsHardware4 1,076,75558.217% 66,74435.429% -22.788%-39.143%
1382Security AuditTechnical SkillsInformation mgmt1 3,2170.174% 2710.144% -0.030%-17.294%
1315Security ClearanceTechnical SkillsMisc2 195,44710.567% 9,1714.868% -5.699%-53.931%
1477Security FrameworksTechnical SkillsSecurity1 8,5180.461% 1,7630.936% 0.475%103.204%
1540Security Information and Event ManagementTechnical SkillsSecurity1 14,5750.788% 2,6791.422% 0.634%80.460%
1584Security Information ManagementTechnical SkillsSecurity1 3,7600.203% 970.051% -0.152%-74.672%
1567Security Operations CenterTechnical SkillsSecurity1 16,8650.912% 3,3251.765% 0.853%93.563%
1381Security PlanTechnical SkillsInformation mgmt1 4,1370.224% 3620.192% -0.032%-14.091%
1380Security PolicyTechnical SkillsInformation mgmt2 57,5813.113% 5,9993.184% 0.071%2.286%
1457Security StandardsTechnical SkillsSecurity1 28,0011.514% 3,6691.948% 0.434%28.645%
1135Security testing softwareTechnical SkillsSecurity1 7,8180.423% 8510.452% 0.029%6.869%
1550SecuronixTechnical SkillsSecurity1 860.005% 70.004% -0.001%-20.087%
1538SegmentationTechnical SkillsSecurity1 8,3600.452% 1,1210.595% 0.143%31.649%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,7570.311% 650.035% -0.277%-88.915%
1084Signal generatorsTechnical SkillsNetwork1 2500.014% 130.007% -0.007%-48.947%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 10,8860.589% 3650.194% -0.395%-67.081%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 43,0192.326% 3,4881.852% -0.474%-20.396%
1220Simulation softwareTechnical SkillsSoftware development5 24,0211.299% 1,6170.858% -0.440%-33.910%
1568Single Sign-OnTechnical SkillsSecurity3 14,2920.773% 1,7060.906% 0.133%17.194%
1558SOARTechnical SkillsSecurity1 1,4850.080% 4220.224% 0.144%179.000%
1475SOC 2Technical SkillsSecurity1 4,2400.229% 1,0810.574% 0.345%150.310%
1366Social NetworkTechnical SkillsSocial Networking1 2,4260.131% 1180.063% -0.069%-52.246%
1358Social NetworkingTechnical SkillsSocial Networking1 8,7140.471% 1130.060% -0.411%-87.269%
1534Software Defined NetworkTechnical SkillsSecurity2 1,4580.079% 2110.112% 0.033%42.083%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 1,2440.067% 3950.210% 0.142%211.741%
42Software DevelopmentTechnical SkillsSoftware development2 327,99317.734% 25,58113.579% -4.155%-23.428%
1291Software Development softwareTechnical SkillsSoftware development3 2,6980.146% 530.028% -0.118%-80.714%
1309Software EngineeringTechnical SkillsSoftware development1 156,2818.450% 14,3537.619% -0.831%-9.832%
1292Software InstallationTechnical SkillsSoftware development4 222,73712.043% 20,69810.987% -1.056%-8.767%
1223Software librariesTechnical SkillsSoftware development1 3480.019% 270.014% -0.004%-23.827%
1293Software MaintenanceTechnical SkillsSoftware development1 8,3660.452% 3630.193% -0.260%-57.400%
1294Software TestingTechnical SkillsSoftware development14 186,41410.079% 16,9468.995% -1.084%-10.750%
1225Source code management (SCM)Technical SkillsSoftware development5 46,6532.522% 3,8342.035% -0.487%-19.315%
1541SplunkTechnical SkillsSecurity1 13,3330.721% 2,8581.517% 0.796%110.452%
1229Static analysis softwareTechnical SkillsSoftware development1 6670.036% 920.049% 0.013%35.419%
772Statistical analysis softwareTechnical SkillsBusiness applications27 158,1888.553% 19,38810.292% 1.739%20.331%
774Statistical softwareTechnical SkillsBusiness applications1 85,5954.628% 13,6667.254% 2.626%56.751%
1230Stress testing softwareTechnical SkillsSoftware development1 3,8820.210% 3850.204% -0.006%-2.631%
1547sumo logicTechnical SkillsSecurity1 4720.026% 1220.065% 0.039%153.767%
122Sun operating systemsTechnical SkillsBusiness applications3 59,0173.191% 9350.496% -2.695%-84.446%
939Surveillance systemsTechnical SkillsHardware5 19,3871.048% 2,3691.258% 0.209%19.970%
1564SwimlaneTechnical SkillsSecurity1 690.004% 230.012% 0.008%227.263%
791Symantec softwareTechnical SkillsBusiness applications1 11,6620.631% 3200.170% -0.461%-73.060%
1355SymbianTechnical SkillsMobile Platforms1 350.002% 00.000% -0.002%-100.000%
1310System AdministrationTechnical SkillsNetwork4 135,6977.337% 9,8505.229% -2.108%-28.734%
45System TestingTechnical SkillsSoftware development5 39,6442.143% 2,7461.458% -0.686%-31.995%
46Systems AnalysisTechnical SkillsSoftware development8 199,36510.779% 16,9028.972% -1.807%-16.765%
47Systems DesignTechnical SkillsSoftware development1 30,3081.639% 2,1381.135% -0.504%-30.742%
1233Systems EvaluationTechnical SkillsSoftware development1 5110.028% 800.042% 0.015%53.705%
1234Systems integrationTechnical SkillsSoftware development8 157,2678.503% 4,3232.295% -6.208%-73.012%
75TCP/IPTechnical SkillsHardware3 73,5723.978% 4,5152.397% -1.581%-39.749%
1235Technology DesignTechnical SkillsSoftware development1 5,3150.287% 2490.132% -0.155%-54.005%
1236TemplatesTechnical SkillsSoftware development1 32,1981.741% 3,2191.709% -0.032%-1.846%
1239Test implementationTechnical SkillsSoftware development1 1,0560.057% 2300.122% 0.065%113.836%
1302TestingTechnical SkillsSoftware development1 582,94131.518% 53,34328.316% -3.202%-10.160%
1435Threat IntelligenceTechnical SkillsSecurity1 5,2640.285% 1,2030.639% 0.354%124.371%
1561ThreatConnectTechnical SkillsSecurity1 850.005% 170.009% 0.004%96.358%
1571Traffic AnalysisTechnical SkillsSecurity1 2,2790.123% 1970.105% -0.019%-15.133%
1570Traffic CaptureTechnical SkillsSecurity1 620.003% 20.001% -0.002%-68.329%
1297Training softwareTechnical SkillsBusiness applications3 2,7240.147% 3190.169% 0.022%14.974%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,2140.120% 1060.056% -0.063%-52.995%
1360TwitterTechnical SkillsSocial Networking1 23,2701.258% 1,9461.033% -0.225%-17.896%
1411Unified ProcessTechnical SkillsSoftware development1 3,9420.213% 450.024% -0.189%-88.792%
123UNIX operating systemsTechnical SkillsBusiness applications5 183,2399.907% 6,1983.290% -6.617%-66.791%
1298UNIX ShellsTechnical SkillsBusiness applications4 43,6122.358% 2,2011.168% -1.190%-50.451%
1410Use CaseTechnical SkillsSoftware development1 14,7190.796% 8410.446% -0.349%-43.904%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 1790.010% 710.038% 0.028%289.424%
1572User Behavior AnalyticsTechnical SkillsSecurity1 2480.013% 710.038% 0.024%181.076%
48User-Interface DesignTechnical SkillsSoftware development2 70,0573.788% 6,0063.188% -0.600%-15.831%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,9500.159% 760.040% -0.119%-74.706%
1574Virtual MachineTechnical SkillsSecurity1 10,8900.589% 8720.463% -0.126%-21.385%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1720.009% 390.021% 0.011%122.615%
64Visual StudioTechnical SkillsSoftware development1 46,6322.521% 2,3341.239% -1.282%-50.860%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 1,8840.102% 960.051% -0.051%-49.973%
77Voice/Data TelecomTechnical SkillsHardware10 148,3768.022% 8,1494.326% -3.697%-46.079%
1575Vulnerability ManagementTechnical SkillsSecurity1 15,9400.862% 2,7811.476% 0.614%71.289%
1583Vulnerability TestingTechnical SkillsSecurity1 2,7510.149% 2520.134% -0.015%-10.065%
1577Web Application FirewallTechnical SkillsSecurity1 2,3040.125% 5720.304% 0.179%143.742%
1299Web Application ServerTechnical SkillsBusiness applications8 66,3273.586% 1,4610.776% -2.811%-78.374%
1248Web platform development softwareTechnical SkillsSoftware development5 2,4730.134% 50.003% -0.131%-98.015%
65web programmerTechnical SkillsSoftware development4 26,2111.417% 1,1340.602% -0.815%-57.524%
1579Web proxyTechnical SkillsSecurity1 9610.052% 890.047% -0.005%-9.075%
58Web serversTechnical SkillsBusiness applications6 97,0095.245% 3,9842.115% -3.130%-59.680%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 64,1963.471% 2,6901.428% -2.043%-58.860%
1356Windows CETechnical SkillsMobile Platforms4 2,5370.137% 520.028% -0.110%-79.877%
1102WirelessTechnical SkillsNetwork5 65,2123.526% 5,3362.832% -0.693%-19.665%
1363YouTubeTechnical SkillsSocial Networking2 3,6120.195% 7120.378% 0.183%93.531%
1524Zero TrustTechnical SkillsSecurity2 7000.038% 3840.204% 0.166%438.581%
79.NETProgramming SkillsCurrent1 145,8247.884% 6,9473.688% -4.197%-53.228%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 100.001% 20.001% 0.001%96.358%
209A programming language (APL)Programming SkillsLegacy2 2,5500.138% 2130.113% -0.025%-17.992%
99AdaProgramming SkillsLegacy1 17,9250.969% 3,2691.735% 0.766%79.050%
80AJAXProgramming SkillsCurrent1 49,5922.681% 1,1230.596% -2.085%-77.768%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 460.002% 10.001% -0.002%-78.657%
192Apple AppleScriptProgramming SkillsCurrent1 1160.006% 190.010% 0.004%60.810%
81ASPProgramming SkillsCurrent2 99,4715.378% 3,2481.724% -3.654%-67.942%
108AssemblyProgramming SkillsLegacy2 1,4620.079% 480.025% -0.054%-67.766%
211AWKProgramming SkillsLegacy1 2,0720.112% 730.039% -0.073%-65.410%
83C#Programming SkillsCurrent2 125,3636.778% 7,7724.126% -2.652%-39.133%
82C/C++Programming SkillsCurrent3 399,32221.590% 149,07679.133% 57.543%266.524%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 83,8254.532% 6,5183.460% -1.072%-23.659%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 4780.026% 60.003% -0.023%-87.676%
84CGIProgramming SkillsCurrent2 10,7100.579% 2530.134% -0.445%-76.807%
217ClipperProgramming SkillsLegacy1 2550.014% 40.002% -0.012%-84.599%
218CLUProgramming SkillsLegacy1 1980.011% 50.003% -0.008%-75.207%
100CobolProgramming SkillsLegacy1 16,8890.913% 9570.508% -0.405%-44.368%
85ColdFusionProgramming SkillsCurrent2 9,6820.523% 2190.116% -0.407%-77.793%
219Combined programming language (CPL)Programming SkillsLegacy1 3580.019% 50.003% -0.017%-86.288%
195Component object model (COM)Programming SkillsCurrent1 1780.010% 10.001% -0.009%-94.484%
125Database programmingProgramming SkillsCurrent3 26,5921.438% 9990.530% -0.907%-63.116%
1501DevOpsProgramming SkillsMisc1 35,3811.913% 10,6625.660% 3.747%195.860%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,7010.092% 70.004% -0.088%-95.960%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 115,7696.259% 111,87459.386% 53.126%848.756%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,5890.140% 3510.186% 0.046%33.105%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 10,7430.581% 1810.096% -0.485%-83.459%
109ForthProgramming SkillsLegacy1 17,8690.966% 6,5443.474% 2.508%259.551%
102FortranProgramming SkillsLegacy1 1,7190.093% 260.014% -0.079%-85.150%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 229,18912.392% 10,2365.434% -6.958%-56.152%
222JProgramming SkillsLegacy1 7,2700.393% 7830.416% 0.023%5.741%
87Java/J2EE/J2PProgramming SkillsCurrent4 260,26014.072% 16,4968.756% -5.315%-37.772%
97JavaScriptProgramming SkillsCurrent3 148,0588.005% 12,3776.570% -1.435%-17.927%
89JavaServer FacesProgramming SkillsCurrent3 9,7200.526% 2710.144% -0.382%-72.627%
88JavaServer PagesProgramming SkillsCurrent3 37,7152.039% 1,2770.678% -1.361%-66.757%
223Job control language (JCL)Programming SkillsLegacy2 8,9980.486% 3870.205% -0.281%-57.774%
126LAMPProgramming SkillsCurrent1 5,2100.282% 1680.089% -0.193%-68.342%
104LispProgramming SkillsLegacy1 2710.015% 610.032% 0.018%120.993%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 1,2620.068% 2670.142% 0.073%107.716%
201Microsoft ActiveXProgramming SkillsCurrent1 1,4460.078% 120.006% -0.072%-91.852%
107PascalProgramming SkillsLegacy1 7770.042% 50.003% -0.039%-93.682%
90PerlProgramming SkillsCurrent1 63,4753.432% 2,6511.407% -2.025%-58.996%
91PHPProgramming SkillsCurrent1 34,7331.878% 2,0911.110% -0.768%-40.894%
103PL/1Programming SkillsLegacy3 3870.021% 360.019% -0.002%-8.671%
105PrologProgramming SkillsLegacy1 2720.015% 200.011% -0.004%-27.810%
95PythonProgramming SkillsCurrent1 83,5364.517% 17,1649.111% 4.595%101.726%
227RProgramming SkillsCurrent1 347,16718.770% 160,51585.205% 66.435%353.936%
228Register transfer language (RTL)Programming SkillsLegacy1 14,8320.802% 180.010% -0.792%-98.809%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 20,3361.100% 2,1321.132% 0.032%2.929%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 3190.017% 160.008% -0.009%-50.757%
206Scripting languagesProgramming SkillsCurrent1 25,4301.375% 2,7421.456% 0.081%5.862%
101SmalltalkProgramming SkillsLegacy1 2950.016% 10.001% -0.015%-96.672%
92SQLProgramming SkillsCurrent3 473,98325.627% 33,49917.782% -7.845%-30.612%
110TCLProgramming SkillsLegacy1 2,6150.141% 780.041% -0.100%-70.715%
98Unified Modeling LanguageProgramming SkillsCurrent2 32,3051.747% 5940.315% -1.431%-81.948%
93Visual BasicProgramming SkillsCurrent6 109,4845.919% 4,0932.173% -3.747%-63.296%
207Web service definition language (WSDL)Programming SkillsCurrent2 9,1060.492% 3360.178% -0.314%-63.773%
94XMLProgramming SkillsCurrent2 138,4737.487% 5,6242.985% -4.501%-60.125%
1342Computer ScienceMajorsComputer Science2 1,115,42560.308% 89,87747.709% -12.599%-20.891%
1344Information TechnologyMajorsInformation Technology3 695,14137.584% 54,36228.857% -8.728%-23.221%
1343Management Information SystemsMajorsManagement Information Systems9 1,640,58988.702% 161,25785.599% -3.103%-3.498%


cs Degrees

Computer Science

2023-09-17Jobs Found:4,104,097Click 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 16,6390.405% 1,5980.668% 0.263%64.804%
2Attention to DetailsSoft SkillsProblem-solving skills2 16,4370.401% 1,0530.440% 0.040%9.932%
8Conflict ResolutionSoft SkillsInterpersonal skills1 23,1260.563% 1,9150.801% 0.237%42.097%
231CooperationSoft SkillsInterpersonal skills1 32,5560.793% 1,9350.809% 0.016%1.992%
1428Creative ThinkingSoft SkillsProblem-solving skills1 22,8300.556% 1,7970.751% 0.195%35.070%
3CreativitySoft SkillsProblem-solving skills4 149,4683.642% 10,3804.340% 0.698%19.170%
4Critical thinkingSoft SkillsProblem-solving skills3 74,1181.806% 7,9603.328% 1.522%84.292%
1300FlexibilitySoft SkillsWork ethic1 156,8183.821% 16,5466.918% 3.097%81.057%
232IndependenceSoft SkillsInterpersonal skills1 22,8070.556% 1,7290.723% 0.167%30.090%
13Initiative/Motivation to workSoft SkillsWork ethic5 519,15512.650% 31,45013.150% 0.500%3.954%
256InnovationSoft SkillsProblem-solving skills1 389,6289.494% 36,56415.288% 5.794%61.036%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 380,7119.276% 26,79711.204% 1.928%20.784%
1422InternshipSoft SkillsWork ethic3 84,0122.047% 4,3001.798% -0.249%-12.170%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 3,0380.074% 3230.135% 0.061%82.445%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 301,6167.349% 24,02010.043% 2.694%36.659%
10LeadershipSoft SkillsInterpersonal skills1 852,88620.781% 59,09424.708% 3.927%18.897%
258LearningSoft SkillsProblem-solving skills1 415,77410.131% 47,12619.704% 9.574%94.501%
1Learning AbilitySoft SkillsProblem-solving skills3 84,7102.064% 5,8642.452% 0.388%18.789%
236ListeningSoft SkillsLanguage skills1 67,6301.648% 5,3602.241% 0.593%36.001%
260MathematicsSoft SkillsProblem-solving skills3 323,0367.871% 21,3068.908% 1.037%13.180%
261MemorizationSoft SkillsProblem-solving skills2 2330.006% 250.010% 0.005%84.121%
18Negotiation SkillsSoft SkillsLanguage skills1 29,7220.724% 1,4730.616% -0.108%-14.956%
262OptimizationSoft SkillsProblem-solving skills1 232,0175.653% 14,3175.986% 0.333%5.889%
19Oral CommunicationsSoft SkillsLanguage skills5 64,7181.577% 3,7721.577% 0.000%0.015%
273PersistenceSoft SkillsWork ethic1 18,3410.447% 9740.407% -0.040%-8.872%
239PersuasionSoft SkillsLanguage skills1 6,2810.153% 4610.193% 0.040%25.948%
1301Physical SkillSoft SkillsWork ethic2 8,3700.204% 1,0950.458% 0.254%124.495%
240PresentationsSoft SkillsLanguage skills1 189,6614.621% 12,5505.247% 0.626%13.549%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 816,91519.905% 45,39918.982% -0.923%-4.635%
20Questioning skillsSoft SkillsLanguage skills1 1,4140.034% 910.038% 0.004%10.436%
241Reading ComprehensionSoft SkillsLanguage skills1 1,0640.026% 890.037% 0.011%43.538%
6Research skillsSoft SkillsProblem-solving skills1 7,0870.173% 4200.176% 0.003%1.696%
15ResponsibilitySoft SkillsWork ethic2 390,9339.525% 26,80511.208% 1.682%17.661%
234Self ControlSoft SkillsInterpersonal skills1 5620.014% 380.016% 0.002%16.029%
11Self-esteemSoft SkillsInterpersonal skills1 1,0950.027% 140.006% -0.021%-78.060%
16Self-managementSoft SkillsWork ethic1 5,6850.139% 3140.131% -0.007%-5.220%
250Stress ToleranceSoft SkillsPhysical skills1 1,3200.032% 1110.046% 0.014%44.300%
12TeamworkSoft SkillsInterpersonal skills1 179,9324.384% 11,5214.817% 0.433%9.875%
17Time ManagementSoft SkillsWork ethic2 151,5073.692% 11,5894.846% 1.154%31.260%
268VisualizationSoft SkillsProblem-solving skills1 86,5362.109% 10,0574.205% 2.097%99.430%
7Working under pressureSoft SkillsProblem-solving skills1 3,5120.086% 8090.338% 0.253%295.287%
21Written CommunicationsSoft SkillsLanguage skills5 622,35415.164% 31,62913.225% -1.940%-12.790%
172Account managementBusiness SkillsManagement skills1 36,1790.882% 2,4191.011% 0.130%14.735%
22AccountingBusiness SkillsBusiness processes4 221,1765.389% 11,2704.712% -0.677%-12.561%
1263Accounting softwareBusiness SkillsBusiness processes8 27,9920.682% 1,7900.748% 0.066%9.733%
174AdministrationBusiness SkillsManagement skills3 821,06620.006% 41,00317.144% -2.862%-14.305%
1313AnalystBusiness SkillsProject management1 601,48914.656% 37,02715.482% 0.826%5.635%
175Application managementBusiness SkillsManagement skills5 296,5057.225% 12,8675.380% -1.845%-25.533%
150Asset managementBusiness SkillsBusiness processes1 54,6841.332% 4,6321.937% 0.604%45.354%
151AuditingBusiness SkillsBusiness processes5 181,8624.431% 14,2195.945% 1.514%34.167%
1264Auditing softwareBusiness SkillsBusiness processes1 1170.003% 160.007% 0.004%134.667%
152BillingBusiness SkillsBusiness processes1 60,2031.467% 3,5411.481% 0.014%0.931%
153Bills of LadingBusiness SkillsBusiness processes1 1770.004% 170.007% 0.003%64.814%
1314Business AnalystBusiness SkillsProject management1 194,6944.744% 10,2444.283% -0.461%-9.711%
35Business IntelligenceBusiness SkillsStrategy skills1 172,8994.213% 9,5473.992% -0.221%-5.247%
155Business performance management (BPM)Business SkillsBusiness processes2 21,4320.522% 4890.204% -0.318%-60.847%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 34,8350.849% 7060.295% -0.554%-65.222%
36Business StrategyBusiness SkillsStrategy skills3 760,07218.520% 58,49124.456% 5.936%32.054%
182Calendar and schedulingBusiness SkillsProject management3 150,6773.671% 8,7943.677% 0.006%0.152%
156Capacity planningBusiness SkillsBusiness processes1 80,9691.973% 2,2950.960% -1.013%-51.361%
28Change ManagementBusiness SkillsManagement skills1 156,0513.802% 9,3393.905% 0.102%2.696%
183Content workflowBusiness SkillsProject management1 1410.003% 50.002% -0.001%-39.149%
24Contracting and legalBusiness SkillsBusiness processes2 190,8754.651% 17,0327.121% 2.471%53.121%
176CoordinationBusiness SkillsManagement skills1 185,8494.528% 12,5685.255% 0.727%16.044%
157Cost accountingBusiness SkillsBusiness processes1 2,7710.068% 1510.063% -0.004%-6.490%
158Cost estimationBusiness SkillsBusiness processes1 3,1230.076% 980.041% -0.035%-46.152%
1312Customer SupportBusiness SkillsBusiness processes6 748,00818.226% 40,35316.872% -1.354%-7.426%
1339EducationBusiness SkillsIndustry Segment1 43,4431.059% 5,6152.348% 1.289%121.793%
1333EnergyBusiness SkillsIndustry Segment1 202,3034.929% 12,7445.329% 0.399%8.099%
1340EntertainmentBusiness SkillsIndustry Segment1 84,6232.062% 4,3931.837% -0.225%-10.918%
1319EnvironmentalBusiness SkillsEnvironmental18 107,7582.626% 12,1985.100% 2.475%94.248%
1320Environmental StrategyBusiness SkillsEnvironmental14 67,7771.651% 10,5664.418% 2.766%167.514%
161FinancialBusiness SkillsBusiness processes2 1,078,60026.281% 205,49785.922% 59.641%226.936%
1275Financial Analysis softwareBusiness SkillsBusiness processes9 3,1410.077% 2590.108% 0.032%41.498%
1332Health CareBusiness SkillsIndustry Segment2 455,26311.093% 30,22112.636% 1.543%13.911%
1341HospitalityBusiness SkillsIndustry Segment4 279,7186.816% 56,10823.460% 16.644%244.209%
177Human resourcesBusiness SkillsManagement skills2 139,5373.400% 10,1564.246% 0.846%24.897%
1336InsuranceBusiness SkillsIndustry Segment1 21,5560.525% 8690.363% -0.162%-30.822%
1316Managing/SupervisionBusiness SkillsManagement skills6 2,020,40949.229% 106,98444.732% -4.497%-9.135%
1334ManufacturingBusiness SkillsIndustry Segment2 235,0865.728% 12,9515.415% -0.313%-5.465%
26MarketingBusiness SkillsBusiness processes1 345,5858.420% 30,68512.830% 4.410%52.366%
185MonitoringBusiness SkillsProject management1 495,98112.085% 31,07212.992% 0.907%7.503%
179NegotiationBusiness SkillsManagement skills1 120,9272.946% 7,5133.141% 0.195%6.613%
163Operation and ControlBusiness SkillsBusiness processes3 2,8660.070% 1050.044% -0.026%-37.132%
29Outsourcing ManagementBusiness SkillsManagement skills3 74,6911.820% 1,5610.653% -1.167%-64.136%
167ProcurementBusiness SkillsBusiness processes1 64,4511.570% 4,4541.862% 0.292%18.587%
1290Project Management softwareBusiness SkillsProject management3 84,1242.050% 2,6991.129% -0.921%-44.944%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 644,95315.715% 33,62714.060% -1.655%-10.530%
168QualityBusiness SkillsBusiness processes1 1,231,85230.015% 75,94931.756% 1.741%5.799%
1337Real EstateBusiness SkillsIndustry Segment2 28,5540.696% 2,2360.935% 0.239%34.376%
1335RetailBusiness SkillsIndustry Segment2 558,37113.605% 28,00511.709% -1.896%-13.934%
34Risk ManagementBusiness SkillsProject management1 124,3693.030% 10,8444.534% 1.504%49.622%
169Service OrientationBusiness SkillsBusiness processes1 26,6110.648% 1,2090.506% -0.143%-22.038%
27Supply Chain ManagementBusiness SkillsBusiness processes3 110,7162.698% 7,5693.165% 0.467%17.313%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 6,5050.159% 2400.100% -0.058%-36.689%
178TeachingBusiness SkillsManagement skills7 122,3942.982% 11,7234.902% 1.919%64.360%
190TimekeepingBusiness SkillsProject management3 44,3401.080% 3,2861.374% 0.294%27.172%
1296Timekeeping softwareBusiness SkillsProject management1 4,6030.112% 3230.135% 0.023%20.415%
171Total quality management (TQM)Business SkillsBusiness processes2 4,0410.098% 1380.058% -0.041%-41.399%
180TroubleshootingBusiness SkillsManagement skills1 563,34513.726% 28,14311.767% -1.959%-14.274%
181VerificationBusiness SkillsManagement skills1 292,3297.123% 15,9996.689% -0.433%-6.084%
1338Waste ManagementBusiness SkillsIndustry Segment1 2,9420.072% 1020.043% -0.029%-40.506%
191WorkflowBusiness SkillsProject management1 179,6564.377% 10,8324.529% 0.152%3.463%
31Working GloballyBusiness SkillsManagement skills3 19,9160.485% 3210.134% -0.351%-72.342%
32Working with Virtual TeamsBusiness SkillsManagement skills2 7,7230.188% 3910.163% -0.025%-13.122%
514GLTechnical SkillsSoftware development3 5,6240.137% 1110.046% -0.091%-66.132%
1510Access ControlTechnical SkillsSecurity1 42,8281.044% 2,7641.156% 0.112%10.746%
987Access servers & softwareTechnical SkillsNetwork10 122,9222.995% 5,6842.377% -0.619%-20.651%
38Agile Development MethodsTechnical SkillsSoftware development13 346,2448.437% 23,92810.005% 1.568%18.588%
304Algorithmic softwareTechnical SkillsBusiness applications1 1360.003% 50.002% -0.001%-36.912%
1546AlienvaultTechnical SkillsSecurity1 3390.008% 240.010% 0.002%21.487%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 5,3340.130% 2640.110% -0.020%-15.068%
1352AndroidTechnical SkillsMobile Platforms3 95,2242.320% 4,9032.050% -0.270%-11.644%
1351Apple iOSTechnical SkillsMobile Platforms6 60,5691.476% 2,4231.013% -0.463%-31.353%
120Apple operating systemsTechnical SkillsBusiness applications6 126,2313.076% 8,7373.653% 0.577%18.772%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 8,2390.201% 5220.218% 0.018%8.721%
1543ArcSightTechnical SkillsSecurity1 5,7760.141% 1730.072% -0.068%-48.603%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 163,7523.990% 24,09010.073% 6.083%152.446%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 5740.014% 660.028% 0.014%97.311%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 2800.007% 530.022% 0.015%224.815%
1265Backup & RecoveryTechnical SkillsTechnical applications16 299,7857.305% 12,2025.102% -2.203%-30.154%
1386BiometricTechnical SkillsInformation mgmt2 10,3990.253% 3420.143% -0.110%-43.564%
1353BlackberryTechnical SkillsMobile Platforms2 25,6480.625% 1450.061% -0.564%-90.299%
336Borland DelphiTechnical SkillsBusiness applications1 5,9710.145% 1000.042% -0.104%-71.261%
337Borland JBuilderTechnical SkillsBusiness applications1 3,8650.094% 20.001% -0.093%-99.112%
338Borland ParadoxTechnical SkillsBusiness applications1 3320.008% 130.005% -0.003%-32.807%
1436Bring Your Own DevicesTechnical SkillsSecurity1 1,8730.046% 2490.104% 0.058%128.129%
72Business Continuity PlanningTechnical SkillsHardware2 46,9271.143% 3,2671.366% 0.223%19.466%
352Cadence OpusTechnical SkillsBusiness applications1 1,4800.036% 290.012% -0.024%-66.376%
868CalculatorsTechnical SkillsHardware1 3,0260.074% 1890.079% 0.005%7.179%
39CASE ToolsTechnical SkillsSoftware development1 175,9634.287% 13,4405.620% 1.332%31.068%
367Categorization or classification softwareTechnical SkillsBusiness applications1 18,1580.442% 5680.237% -0.205%-46.322%
1469CCPATechnical SkillsSecurity1 2,4230.059% 8600.360% 0.301%509.064%
1478Center for Internet SecurityTechnical SkillsSecurity1 56,8961.386% 8,4293.524% 2.138%154.222%
1441Certificate managementTechnical SkillsSecurity1 2,7760.068% 3200.134% 0.066%97.810%
112CertificationTechnical SkillsMisc3 720,82417.564% 51,36521.477% 3.913%22.280%
78CiscoTechnical SkillsHardware1 185,9234.530% 5,8502.446% -2.084%-46.007%
1009Cisco Systems IOSTechnical SkillsNetwork1 96,7412.357% 5,7102.387% 0.030%1.285%
40Client-ServerTechnical SkillsSoftware development1 70,1421.709% 1,0080.421% -1.288%-75.340%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 1,1400.028% 3490.146% 0.118%425.338%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 3,6430.089% 2870.120% 0.031%35.189%
1445Cloud MigrationTechnical SkillsSecurity1 3,7190.091% 7450.311% 0.221%243.754%
1455cloud securityTechnical SkillsSecurity1 11,1420.271% 2,5251.056% 0.784%288.881%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 2540.006% 820.034% 0.028%453.985%
1486Cloud ServicesTechnical SkillsSecurity1 52,4741.279% 6,1572.574% 1.296%101.346%
1011Cluster server softwareTechnical SkillsNetwork9 67,8461.653% 2,2730.950% -0.703%-42.510%
1147CMAKETechnical SkillsSoftware development1 1,9690.048% 1590.066% 0.019%38.570%
1151Compatibility testingTechnical SkillsSoftware development1 2,1420.052% 530.022% -0.030%-57.541%
1152CompilersTechnical SkillsSoftware development5 44,1701.076% 2,3580.986% -0.090%-8.392%
1255Compliance softwareTechnical SkillsTechnical applications4 20,3470.496% 1,7400.728% 0.232%46.746%
385Computer aided design (CAD)Technical SkillsBusiness applications12 37,7620.920% 2,7981.170% 0.250%27.148%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications4 5,8470.142% 2060.086% -0.056%-39.542%
875Computer diagnosticsTechnical SkillsHardware5 189,4614.616% 12,0665.045% 0.429%9.285%
1107Computer forensicsTechnical SkillsSecurity1 8,8050.215% 2890.121% -0.094%-43.677%
1266Computer HardwareTechnical SkillsHardware15 95,1162.318% 5,7732.414% 0.096%4.152%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 2,8250.069% 730.031% -0.038%-55.657%
1015Computer serversTechnical SkillsNetwork6 373,1169.091% 11,7704.921% -4.170%-45.868%
1267Computer UtilitiesTechnical SkillsMisc2 3,4650.084% 1720.072% -0.013%-14.819%
1447Configuration Management DatabaseTechnical SkillsSecurity1 7,6060.185% 6350.266% 0.080%43.264%
1448Container securityTechnical SkillsSecurity1 4110.010% 1170.049% 0.039%388.497%
1449ContainersTechnical SkillsSecurity1 48,6691.186% 6,2632.619% 1.433%120.825%
59Content ManagerTechnical SkillsBusiness applications1 2,9520.072% 1650.069% -0.003%-4.085%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 3,1970.078% 5070.212% 0.134%172.134%
1396Continuous ImprovementTechnical SkillsSoftware development1 100,4462.447% 10,9894.595% 2.147%87.734%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 143,6683.501% 18,4487.713% 4.213%120.347%
1453Control PlaneTechnical SkillsSecurity1 1,8110.044% 2500.105% 0.060%136.886%
878ControllersTechnical SkillsHardware3 28,9620.706% 1,7040.712% 0.007%0.962%
1454Crown JewelsTechnical SkillsSecurity1 2430.006% 210.009% 0.003%48.297%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 4,6790.114% 4560.191% 0.077%67.236%
407Customer information control system (CICS)Technical SkillsBusiness applications2 14,1900.346% 5120.214% -0.132%-38.084%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 187,7304.574% 8,7483.658% -0.916%-20.036%
1368Cyber SecurityTechnical SkillsInformation mgmt3 127,1773.099% 16,4296.869% 3.771%121.677%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 5,1000.124% 1,2640.529% 0.404%325.300%
1492Data Access GovernanceTechnical SkillsSecurity1 8270.020% 730.031% 0.010%51.473%
953Data acquisition systemsTechnical SkillsInformation mgmt1 23,2460.566% 1,1420.477% -0.089%-15.698%
1434Data classificationTechnical SkillsSecurity1 2,7940.068% 3830.160% 0.092%135.229%
955Data compression softwareTechnical SkillsInformation mgmt1 13,9530.340% 5250.220% -0.120%-35.433%
956Data conversion softwareTechnical SkillsInformation mgmt1 15,7710.384% 4560.191% -0.194%-50.384%
958Data dictionaryTechnical SkillsInformation mgmt1 10,6540.260% 4310.180% -0.079%-30.580%
1495Data discoveryTechnical SkillsSecurity1 4,3480.106% 4110.172% 0.066%62.207%
959Data entryTechnical SkillsInformation mgmt1 18,2380.444% 1,5580.651% 0.207%46.591%
1502Data Loss PreventionTechnical SkillsSecurity1 12,7840.311% 1,3380.559% 0.248%79.600%
962Data mappingTechnical SkillsInformation mgmt1 19,8560.484% 8460.354% -0.130%-26.887%
67Data MiningTechnical SkillsInformation mgmt5 84,4352.057% 4,5061.884% -0.173%-8.423%
963Data modelingTechnical SkillsInformation mgmt1 135,0713.291% 5,3602.241% -1.050%-31.904%
1496Data retentionTechnical SkillsSecurity1 3,1740.077% 1820.076% -0.001%-1.603%
1494Data taggingTechnical SkillsSecurity1 3800.009% 290.012% 0.003%30.958%
68Data WarehousingTechnical SkillsInformation mgmt2 194,0574.728% 7,5643.163% -1.566%-33.113%
69Database AdministrationTechnical SkillsInformation mgmt12 243,1805.925% 7,2133.016% -2.909%-49.101%
969Database design softwareTechnical SkillsInformation mgmt16 207,0985.046% 6,3212.643% -2.403%-47.625%
1268Database ReportingTechnical SkillsInformation mgmt3 52,6561.283% 8110.339% -0.944%-73.570%
1373Database SecurityTechnical SkillsInformation mgmt1 1,0630.026% 1050.044% 0.018%69.502%
1269Database SecurityTechnical SkillsInformation mgmt2 7630.019% 340.014% -0.004%-23.533%
1270Database ServersTechnical SkillsInformation mgmt3 44,1141.075% 4040.169% -0.906%-84.285%
1271Database TestingTechnical SkillsInformation mgmt1 3,7150.091% 1310.055% -0.036%-39.490%
1160DebuggingTechnical SkillsSoftware development7 319,6987.790% 15,8756.638% -1.152%-14.790%
1385DecryptionTechnical SkillsInformation mgmt2 1,5030.037% 980.041% 0.004%11.888%
1559DemistoTechnical SkillsSecurity1 900.002% 110.005% 0.002%109.734%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 15,8740.387% 3780.158% -0.229%-59.138%
418Desktop publishing softwareTechnical SkillsBusiness applications13 67,4141.643% 5,4202.266% 0.624%37.965%
1272Development EnvironmentTechnical SkillsSoftware development13 214,5165.227% 8,1853.422% -1.805%-34.525%
1498Device ManagementTechnical SkillsSecurity1 9,8090.239% 1,0280.430% 0.191%79.840%
1273Digital ImagingTechnical SkillsHardware1 1,0250.025% 550.023% -0.002%-7.922%
883Digital Signal Processor (DSP)Technical SkillsHardware2 13,6850.333% 5350.224% -0.110%-32.915%
1446Digital TransformationTechnical SkillsSecurity1 27,1780.662% 6,0652.536% 1.874%282.941%
1472DISATechnical SkillsSecurity1 12,3130.300% 7430.311% 0.011%3.548%
423Disk operating system (DOS)Technical SkillsBusiness applications1 10,3910.253% 2680.112% -0.141%-55.742%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 3,5950.088% 2460.103% 0.015%17.423%
1504DMZTechnical SkillsNetwork1 6,7360.164% 1550.065% -0.099%-60.514%
1451DockerTechnical SkillsSecurity1 58,1361.417% 10,5464.409% 2.993%211.287%
1307Doctor of PhilosophyTechnical SkillsMisc3 189,6864.622% 12,7445.329% 0.707%15.289%
973Document management softwareTechnical SkillsInformation mgmt4 30,2500.737% 1,2080.505% -0.232%-31.473%
1020Domain name system (DNS)Technical SkillsNetwork3 130,2423.173% 4,4291.852% -1.322%-41.646%
61DreamweaverTechnical SkillsSoftware development1 15,5510.379% 1720.072% -0.307%-81.020%
54DSS/GDSSTechnical SkillsBusiness applications5 41,8901.021% 1,6890.706% -0.314%-30.811%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 1810.004% 180.008% 0.003%70.652%
62EclipseTechnical SkillsSoftware development1 80,7371.967% 1,6040.671% -1.297%-65.908%
1308Electronic CommerceTechnical SkillsBusiness applications2 172,8054.211% 5,9002.467% -1.744%-41.411%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 31,6810.772% 1,0340.432% -0.340%-43.993%
1023Electronic mail softwareTechnical SkillsNetwork8 56,7171.382% 2,0070.839% -0.543%-39.277%
1384EncryptionTechnical SkillsInformation mgmt1 4840.012% 640.027% 0.015%126.910%
1507EndpointTechnical SkillsSecurity1 20,0780.489% 2,7411.146% 0.657%134.265%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 171,2684.173% 7,9123.308% -0.865%-20.726%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 173,6484.231% 7,9933.342% -0.889%-21.013%
1321Environmental CertificationTechnical SkillsEnvironmental1 4270.010% 570.024% 0.013%129.068%
1328Environmental CleanupTechnical SkillsEnvironmental3 7120.017% 550.023% 0.006%32.556%
1329Environmental EnergyTechnical SkillsEnvironmental25 17,0810.416% 1,4530.608% 0.191%45.972%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 15,6450.381% 1,6050.671% 0.290%76.043%
1327Environmental PollutionTechnical SkillsEnvironmental27 17,2800.421% 4,6911.961% 1.540%365.843%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 7,9030.193% 1,0090.422% 0.229%119.087%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental10 3,0870.075% 3910.163% 0.088%117.349%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 10,0530.245% 1,0780.451% 0.206%84.010%
1331Environmental ScienceTechnical SkillsEnvironmental2 5700.014% 260.011% -0.003%-21.726%
1322Environmental TechnologyTechnical SkillsEnvironmental2 1,1020.027% 1390.058% 0.031%116.447%
1470EPRITechnical SkillsSecurity1 1450.004% 90.004% 0.000%6.511%
1551ExabeamTechnical SkillsSecurity1 2910.007% 300.013% 0.005%76.908%
461Expert system softwareTechnical SkillsBusiness applications1 1,8730.046% 1600.067% 0.021%46.589%
1359FacebookTechnical SkillsSocial Networking1 455,74311.105% 3,9381.647% -9.458%-85.172%
463Facilities management softwareTechnical SkillsBusiness applications4 7,8490.191% 5010.209% 0.018%9.532%
1476FedRAMPTechnical SkillsSecurity1 3,9970.097% 6730.281% 0.184%188.934%
1467FINRATechnical SkillsSecurity1 2,5030.061% 3670.153% 0.092%151.607%
1556FireEyeTechnical SkillsSecurity1 2,9980.073% 1060.044% -0.029%-39.327%
1464FISMATechnical SkillsSecurity1 13,0920.319% 6280.263% -0.056%-17.686%
468Flight control softwareTechnical SkillsBusiness applications1 1,5750.038% 590.025% -0.014%-35.718%
1508Flow analysisTechnical SkillsSecurity1 4,5800.112% 2040.085% -0.026%-23.567%
469Flowchart softwareTechnical SkillsBusiness applications5 11,6120.283% 4580.191% -0.091%-32.317%
1367ForensicTechnical SkillsInformation mgmt2 37,5970.916% 2,6971.128% 0.212%23.097%
1552FortinetTechnical SkillsSecurity1 4,5440.111% 4040.169% 0.058%52.567%
1112Fraud DetectionTechnical SkillsSecurity1 25,8360.630% 2,3921.000% 0.371%58.874%
63FrontPageTechnical SkillsSoftware development1 2,5440.062% 70.003% -0.059%-95.278%
475Fund accounting softwareTechnical SkillsBusiness applications1 8530.021% 260.011% -0.010%-47.695%
1260GamingTechnical SkillsMisc2 98,2762.395% 5,9162.474% 0.079%3.300%
1468GDPRTechnical SkillsSecurity1 5,0550.123% 1,2860.538% 0.415%336.554%
113Generic databasesTechnical SkillsInformation mgmt2 641,78815.638% 26,52311.090% -4.548%-29.083%
1365Google AppsTechnical SkillsBusiness applications4 14,6500.357% 7360.308% -0.049%-13.790%
1364Google PlusTechnical SkillsSocial Networking1 1,5620.038% 20.001% -0.037%-97.803%
1512GovernanceTechnical SkillsSecurity1 126,3613.079% 13,6765.718% 2.639%85.722%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 201,2924.905% 10,8144.522% -0.383%-7.811%
484Graphic softwareTechnical SkillsBusiness applications16 286,1336.972% 11,5104.813% -2.159%-30.972%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 71,4881.742% 9750.408% -1.334%-76.596%
1323Green ITTechnical SkillsEnvironmental9 11,6120.283% 9660.404% 0.121%42.754%
893Guidance systemsTechnical SkillsHardware1 2380.006% 90.004% -0.002%-35.109%
1371HackingTechnical SkillsInformation mgmt5 23,4850.572% 1,3230.553% -0.019%-3.331%
895Hardware description language (HDL)Technical SkillsHardware2 1,7640.043% 1540.064% 0.021%49.810%
1277Hardware DesignTechnical SkillsHardware21 37,8980.923% 2,5971.086% 0.162%17.591%
1278Hardware TestingTechnical SkillsHardware4 11,4160.278% 5420.227% -0.052%-18.529%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,7790.043% 2630.110% 0.067%153.687%
492Helpdesk or call centerTechnical SkillsBusiness applications2 140,2073.416% 8,0413.362% -0.054%-1.586%
1465HIPAATechnical SkillsSecurity1 44,6221.087% 4,0731.703% 0.616%56.633%
1473HITRUSTTechnical SkillsSecurity1 3,1730.077% 5920.248% 0.170%220.162%
1377Homeland SecurityTechnical SkillsInformation mgmt1 67,3641.641% 1,5960.667% -0.974%-59.344%
1487IaaSTechnical SkillsSecurity1 18,4260.449% 2,3780.994% 0.545%121.462%
114IBM databasesTechnical SkillsInformation mgmt2 93,2932.273% 2,0670.864% -1.409%-61.980%
121IBM operating systemsTechnical SkillsBusiness applications4 64,2571.566% 9320.390% -1.176%-75.111%
1513Identity Access ManagementTechnical SkillsSecurity2 33,5770.818% 3,7471.567% 0.749%91.496%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 5540.013% 2270.095% 0.081%603.128%
898Image capture devicesTechnical SkillsHardware9 21,6050.526% 1,5640.654% 0.128%24.223%
524Industrial control softwareTechnical SkillsBusiness applications3 19,4180.473% 1,5230.637% 0.164%34.590%
1485Industrial Control SystemsTechnical SkillsSecurity1 7,9660.194% 9180.384% 0.190%97.752%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 62,6691.527% 3,0761.286% -0.241%-15.773%
1375Information SecurityTechnical SkillsInformation mgmt3 180,5824.400% 14,7906.184% 1.784%40.544%
899InfraredTechnical SkillsHardware1 3,4300.084% 1100.046% -0.038%-44.968%
1491Infrastructure as CodeTechnical SkillsSecurity1 11,5120.281% 2,3800.995% 0.715%254.768%
1180InstallationTechnical SkillsSoftware development1 324,3297.903% 12,7485.330% -2.572%-32.551%
901Interface definition language (IDL)Technical SkillsHardware1 1,4770.036% 300.013% -0.023%-65.145%
536Internet browser softwareTechnical SkillsBusiness applications4 20,7970.507% 5020.210% -0.297%-58.579%
1483Internet of ThingsTechnical SkillsSecurity1 30,5620.745% 4,1441.733% 0.988%132.678%
1578Internet proxyTechnical SkillsSecurity1 5440.013% 240.010% -0.003%-24.294%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 43,2651.054% 1,5860.663% -0.391%-37.095%
541Inventory management softwareTechnical SkillsBusiness applications3 19,1030.465% 1,2670.530% 0.064%13.813%
1463ISO 22301Technical SkillsSecurity1 910.002% 100.004% 0.002%88.572%
1459ISO 27000Technical SkillsSecurity1 2,5990.063% 2000.084% 0.020%32.051%
1460ISO 27001Technical SkillsSecurity1 12,4190.303% 1,6220.678% 0.376%124.121%
1461ISO 27002Technical SkillsSecurity1 1,5550.038% 1090.046% 0.008%20.286%
1414ISO 9000Technical SkillsSoftware development1 5,3120.129% 590.025% -0.105%-80.940%
73IT Architecture/StandardsTechnical SkillsHardware2 27,7850.677% 1,7460.730% 0.053%7.833%
1515IT Service ManagementTechnical SkillsSecurity1 27,3470.666% 2,5671.073% 0.407%61.077%
1481ITILTechnical SkillsSecurity1 107,7982.627% 6,7382.817% 0.191%7.260%
1357Java METechnical SkillsMobile Platforms2 1,1560.028% 20.001% -0.027%-97.031%
1035KernelTechnical SkillsNetwork1 42,2381.029% 8420.352% -0.677%-65.792%
1442Key managementTechnical SkillsSecurity1 8,4560.206% 4590.192% -0.014%-6.854%
1450KubernetesTechnical SkillsSecurity1 39,6180.965% 9,9884.176% 3.211%332.618%
1279Laser toolsTechnical SkillsHardware1 730.002% 190.008% 0.006%346.631%
907LasersTechnical SkillsHardware1 1,2890.031% 620.026% -0.005%-17.461%
1516Least PrivilegeTechnical SkillsSecurity1 1,2000.029% 2170.091% 0.061%210.311%
1038License management softwareTechnical SkillsNetwork1 2,8860.070% 2480.104% 0.033%47.460%
1361LinkedInTechnical SkillsSocial Networking1 43,6641.064% 3,4751.453% 0.389%36.568%
1544LogRhythmTechnical SkillsSecurity1 9340.023% 770.032% 0.009%41.469%
908Mainframe computersTechnical SkillsHardware2 76,7971.871% 2,4481.024% -0.848%-45.300%
124Mainframe operating systemsTechnical SkillsBusiness applications8 47,2831.152% 1,0640.445% -0.707%-61.385%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 80,6211.964% 1,9360.809% -1.155%-58.793%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 15,5860.380% 8670.363% -0.017%-4.544%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 730.002% 00.000% -0.002%-100.000%
1281Medical softwareTechnical SkillsBusiness applications9 29,0460.708% 2,0570.860% 0.152%21.525%
1452MesosTechnical SkillsSecurity1 3,1010.076% 1510.063% -0.012%-16.441%
1517Metadata analysisTechnical SkillsSecurity1 2660.006% 190.008% 0.001%22.572%
1555Micro FocusTechnical SkillsSecurity1 2,7740.068% 1840.077% 0.009%13.823%
1433Micro-segmentationTechnical SkillsSecurity1 4790.012% 820.034% 0.023%193.763%
115Microsoft databasesTechnical SkillsInformation mgmt5 553,15413.478% 13,9375.827% -7.651%-56.764%
119Microsoft operating systemsTechnical SkillsBusiness applications4 781,40819.040% 23,1559.682% -9.358%-49.151%
1518MITRETechnical SkillsSecurity1 7,2580.177% 5410.226% 0.049%27.908%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 24,0590.586% 6390.267% -0.319%-54.423%
1581Mobile securityTechnical SkillsSecurity2 3,4680.085% 2080.087% 0.002%2.921%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 6,2930.153% 1,0940.457% 0.304%198.317%
625MultimediaTechnical SkillsBusiness applications1 32,2500.786% 1,0050.420% -0.366%-46.525%
1362MySpaceTechnical SkillsSocial Networking1 3,9240.096% 20.001% -0.095%-99.125%
1471NERCTechnical SkillsSecurity1 4,6210.113% 3870.162% 0.049%43.712%
1548NetWitnessTechnical SkillsSecurity1 6740.016% 400.017% 0.000%1.840%
1499Network Access ControlTechnical SkillsSecurity2 8,9190.217% 4970.208% -0.010%-4.378%
74Network administrationTechnical SkillsHardware17 781,85819.051% 204,27185.410% 66.359%348.329%
1282Network Administration softwareTechnical SkillsNetwork18 205,3865.004% 9,2023.848% -1.157%-23.117%
1519Network discoveryTechnical SkillsSecurity1 5960.015% 310.013% -0.002%-10.745%
1283Network HardwareTechnical SkillsNetwork11 146,1313.561% 4,7111.970% -1.591%-44.679%
1284Network Monitoring softwareTechnical SkillsNetwork15 107,7902.626% 3,8781.621% -1.005%-38.263%
1059Network operation system software (NOS)Technical SkillsNetwork2 4,3010.105% 1190.050% -0.055%-52.522%
1369Network SecurityTechnical SkillsInformation mgmt1 24,6780.601% 6770.283% -0.318%-52.924%
1122Network securityTechnical SkillsSecurity1 124,6843.038% 5,2622.200% -0.838%-27.580%
1285Network Security softwareTechnical SkillsSecurity37 302,5827.373% 17,4317.288% -0.084%-1.145%
1503Network SegmentationTechnical SkillsNetwork1 1,6770.041% 2040.085% 0.044%108.745%
1286Network softwareTechnical SkillsNetwork6 473,26211.531% 203,75885.195% 73.664%638.807%
1287Network TestingTechnical SkillsNetwork11 62,4471.522% 2,2490.940% -0.581%-38.199%
1521Next Generation FirewallTechnical SkillsSecurity2 1,6050.039% 2000.084% 0.045%113.832%
1458NISTTechnical SkillsSecurity1 41,3751.008% 5,7142.389% 1.381%136.985%
1065Novell network softwareTechnical SkillsNetwork2 4,4330.108% 590.025% -0.083%-77.161%
643OberonTechnical SkillsBusiness applications1 4380.011% 00.000% -0.011%-100.000%
1413Object Oriented DesignTechnical SkillsSoftware development2 106,7392.601% 1,2040.503% -2.097%-80.644%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 520,79812.690% 13,0725.466% -7.224%-56.928%
1288Office ApplicationsTechnical SkillsBusiness applications13 514,55112.537% 27,06211.315% -1.222%-9.749%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 41,0020.999% 5220.218% -0.781%-78.153%
116Open-source databasesTechnical SkillsInformation mgmt4 250,9146.114% 9,7274.067% -2.047%-33.477%
118Open-source operating systemsTechnical SkillsBusiness applications8 694,58116.924% 21,8089.118% -7.806%-46.122%
56Operating SystemsTechnical SkillsBusiness applications3 383,4489.343% 15,9736.679% -2.664%-28.518%
1482Operational TechnologyTechnical SkillsSecurity1 7,9620.194% 1,1660.488% 0.294%151.301%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 2,8590.070% 2450.102% 0.033%47.052%
117Oracle databasesTechnical SkillsInformation mgmt1 623,08115.182% 14,6636.131% -9.051%-59.617%
1529Orchestration & AutomationTechnical SkillsSecurity1 7030.017% 810.034% 0.017%97.719%
1488PaaSTechnical SkillsSecurity1 22,5110.549% 2,7861.165% 0.616%112.376%
1354Palm OSTechnical SkillsMobile Platforms3 3,2190.078% 10.000% -0.078%-99.467%
1522PanoramaTechnical SkillsSecurity1 9610.023% 1020.043% 0.019%82.136%
1466Payment Card IndustryTechnical SkillsSecurity1 45,7831.116% 3,7861.583% 0.467%41.904%
1376Penetration TestingTechnical SkillsInformation mgmt5 126,1603.074% 9,9374.155% 1.081%35.161%
1527Personal Healthcare InformationTechnical SkillsSecurity1 4,1100.100% 5470.229% 0.129%128.383%
1528Personally Identifiable InformationTechnical SkillsSecurity1 5,1870.126% 6960.291% 0.165%130.256%
1289Physical ToolsTechnical SkillsHardware1 3530.009% 370.015% 0.007%79.864%
683Point of sale (POS)Technical SkillsBusiness applications3 24,4330.595% 1,5990.669% 0.073%12.303%
1525Policy Decision PointTechnical SkillsSecurity1 1,0870.026% 670.028% 0.002%5.770%
1526Policy Enforcement PointTechnical SkillsSecurity1 1,0780.026% 600.025% -0.001%-4.490%
686PolkaTechnical SkillsBusiness applications1 1,4340.035% 1010.042% 0.007%20.862%
931PrintersTechnical SkillsHardware4 43,6541.064% 3,5761.495% 0.432%40.570%
1430Privileged Account ManagementTechnical SkillsSecurity2 5,2110.127% 7220.302% 0.175%137.758%
43ProgrammingTechnical SkillsSoftware development1 1,141,75327.820% 46,70919.530% -8.290%-29.798%
700ProvisioningTechnical SkillsBusiness applications1 63,0091.535% 3,6811.539% 0.004%0.249%
1545QRadarTechnical SkillsSecurity1 2,0260.049% 1380.058% 0.008%16.885%
1531Quality of ServiceTechnical SkillsSecurity1 36,5920.892% 1,3610.569% -0.323%-36.175%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 19,7350.481% 2300.096% -0.385%-80.001%
1553Rapid7Technical SkillsSecurity1 1,2840.031% 2060.086% 0.055%175.309%
1258Rate ControlTechnical SkillsTechnical applications1 2020.005% 40.002% -0.003%-66.020%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 40,7200.992% 1440.060% -0.932%-93.932%
1077Remote control softwareTechnical SkillsNetwork2 4,1940.102% 3150.132% 0.030%28.884%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 2,3580.057% 590.025% -0.033%-57.064%
1379Risk AnalysisTechnical SkillsInformation mgmt1 26,8020.653% 1,9020.795% 0.142%21.776%
1262RoboticsTechnical SkillsHardware3 33,8080.824% 3,9511.652% 0.828%100.542%
1532Role-Based Access ControlTechnical SkillsSecurity3 5,3650.131% 4020.168% 0.037%28.580%
1318RSATechnical SkillsSecurity1 16,3340.398% 3550.148% -0.250%-62.705%
1489SaaSTechnical SkillsSecurity1 108,5452.645% 10,8254.526% 1.881%71.134%
1429SASETechnical SkillsSecurity2 8920.022% 2720.114% 0.092%423.266%
1533SCCMTechnical SkillsSecurity1 19,5360.476% 1,4420.603% 0.127%26.662%
44SDLCTechnical SkillsSoftware development7 524,28412.775% 22,3379.340% -3.435%-26.890%
1500SecOpsTechnical SkillsSecurity2 9,1110.222% 2,6011.088% 0.866%389.883%
1537Secure SDLCTechnical SkillsSecurity1 24,8250.605% 1270.053% -0.552%-91.221%
1132Secure shell (SSH)Technical SkillsSecurity1 3610.009% 60.003% -0.006%-71.479%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 52,8691.288% 1,6950.709% -0.579%-44.984%
1569Secure Web GatewayTechnical SkillsSecurity1 7,1560.174% 2200.092% -0.082%-47.244%
76SecurityTechnical SkillsHardware4 2,500,91960.937% 74,59731.190% -29.747%-48.815%
1382Security AuditTechnical SkillsInformation mgmt1 4,0460.099% 2140.089% -0.009%-9.238%
1315Security ClearanceTechnical SkillsMisc2 324,3667.903% 11,4274.778% -3.126%-39.547%
1477Security FrameworksTechnical SkillsSecurity1 9,6150.234% 1,4120.590% 0.356%152.002%
1540Security Information and Event ManagementTechnical SkillsSecurity1 20,1250.490% 2,5571.069% 0.579%118.028%
1584Security Information ManagementTechnical SkillsSecurity1 6,4190.156% 1590.066% -0.090%-57.494%
1567Security Operations CenterTechnical SkillsSecurity1 28,4210.693% 4,1931.753% 1.061%153.165%
1381Security PlanTechnical SkillsInformation mgmt1 3,8090.093% 3000.125% 0.033%35.154%
1380Security PolicyTechnical SkillsInformation mgmt2 70,2441.712% 5,3622.242% 0.530%30.989%
1457Security StandardsTechnical SkillsSecurity1 38,6200.941% 3,6321.519% 0.578%61.381%
1135Security testing softwareTechnical SkillsSecurity1 13,8700.338% 9620.402% 0.064%19.019%
1550SecuronixTechnical SkillsSecurity1 1600.004% 70.003% -0.001%-24.925%
1538SegmentationTechnical SkillsSecurity1 17,3490.423% 1,6390.685% 0.263%62.115%
60Sharepoint ServerTechnical SkillsBusiness applications1 12,1580.296% 660.028% -0.269%-90.685%
1084Signal generatorsTechnical SkillsNetwork1 1,4740.036% 1290.054% 0.018%50.179%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 34,0120.829% 4880.204% -0.625%-75.379%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 160,7273.916% 4,7311.978% -1.938%-49.489%
1220Simulation softwareTechnical SkillsSoftware development5 78,5931.915% 4,5151.888% -0.027%-1.419%
1568Single Sign-OnTechnical SkillsSecurity3 29,3100.714% 1,9570.818% 0.104%14.576%
1558SOARTechnical SkillsSecurity1 2,2090.054% 4730.198% 0.144%267.438%
1475SOC 2Technical SkillsSecurity1 4,2460.103% 8990.376% 0.272%263.327%
1366Social NetworkTechnical SkillsSocial Networking1 12,7960.312% 2170.091% -0.221%-70.899%
1358Social NetworkingTechnical SkillsSocial Networking1 20,2570.494% 6630.277% -0.216%-43.836%
1534Software Defined NetworkTechnical SkillsSecurity2 6,8250.166% 4400.184% 0.018%10.629%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 2,6730.065% 6150.257% 0.192%294.816%
42Software DevelopmentTechnical SkillsSoftware development2 1,053,28025.664% 43,65918.255% -7.409%-28.871%
1291Software Development softwareTechnical SkillsSoftware development3 6,4740.158% 810.034% -0.124%-78.530%
1309Software EngineeringTechnical SkillsSoftware development1 663,82316.175% 40,33016.863% 0.688%4.254%
1292Software InstallationTechnical SkillsSoftware development4 513,13812.503% 29,02212.135% -0.368%-2.946%
1223Software librariesTechnical SkillsSoftware development1 1,8470.045% 1070.045% -0.000%-0.589%
1293Software MaintenanceTechnical SkillsSoftware development1 30,4670.742% 6500.272% -0.471%-63.390%
1294Software TestingTechnical SkillsSoftware development14 499,25312.165% 25,58110.696% -1.469%-12.074%
1225Source code management (SCM)Technical SkillsSoftware development5 171,2154.172% 6,8422.861% -1.311%-31.426%
1541SplunkTechnical SkillsSecurity1 30,3340.739% 4,0621.698% 0.959%129.789%
1229Static analysis softwareTechnical SkillsSoftware development1 4,4830.109% 2110.088% -0.021%-19.233%
772Statistical analysis softwareTechnical SkillsBusiness applications27 355,4358.660% 24,26310.145% 1.484%17.139%
774Statistical softwareTechnical SkillsBusiness applications1 188,6284.596% 18,1457.587% 2.991%65.070%
1230Stress testing softwareTechnical SkillsSoftware development1 10,3650.253% 3040.127% -0.125%-49.671%
1547sumo logicTechnical SkillsSecurity1 1,3120.032% 1690.071% 0.039%121.040%
122Sun operating systemsTechnical SkillsBusiness applications3 143,3253.492% 1,1950.500% -2.993%-85.692%
939Surveillance systemsTechnical SkillsHardware5 42,8781.045% 3,0141.260% 0.215%20.622%
1564SwimlaneTechnical SkillsSecurity1 1170.003% 180.008% 0.005%164.001%
791Symantec softwareTechnical SkillsBusiness applications1 26,0910.636% 2950.123% -0.512%-80.598%
1355SymbianTechnical SkillsMobile Platforms1 1210.003% 10.000% -0.003%-85.818%
1310System AdministrationTechnical SkillsNetwork4 260,4196.345% 10,3484.327% -2.019%-31.813%
45System TestingTechnical SkillsSoftware development5 92,3382.250% 4,0981.713% -0.536%-23.843%
46Systems AnalysisTechnical SkillsSoftware development8 338,4638.247% 15,3236.407% -1.840%-22.313%
47Systems DesignTechnical SkillsSoftware development1 58,2941.420% 2,4171.011% -0.410%-28.851%
1233Systems EvaluationTechnical SkillsSoftware development1 5650.014% 500.021% 0.007%51.859%
1234Systems integrationTechnical SkillsSoftware development8 172,5734.205% 4,4041.841% -2.363%-56.208%
75TCP/IPTechnical SkillsHardware3 223,8585.455% 6,1602.576% -2.879%-52.780%
1235Technology DesignTechnical SkillsSoftware development1 3,9210.096% 2120.089% -0.007%-7.219%
1236TemplatesTechnical SkillsSoftware development1 64,1391.563% 3,6041.507% -0.056%-3.577%
1239Test implementationTechnical SkillsSoftware development1 2,3190.057% 2200.092% 0.035%62.795%
1302TestingTechnical SkillsSoftware development1 1,348,57932.859% 68,01528.438% -4.421%-13.454%
1435Threat IntelligenceTechnical SkillsSecurity1 8,4940.207% 1,3100.548% 0.341%164.653%
1561ThreatConnectTechnical SkillsSecurity1 2840.007% 210.009% 0.002%26.888%
1571Traffic AnalysisTechnical SkillsSecurity1 4,7680.116% 2340.098% -0.018%-15.783%
1570Traffic CaptureTechnical SkillsSecurity1 1580.004% 10.000% -0.003%-89.139%
1297Training softwareTechnical SkillsBusiness applications3 3,1350.076% 970.041% -0.036%-46.905%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 5,1640.126% 1260.053% -0.073%-58.130%
1360TwitterTechnical SkillsSocial Networking1 54,9031.338% 2,4141.009% -0.328%-24.550%
1411Unified ProcessTechnical SkillsSoftware development1 8,9600.218% 210.009% -0.210%-95.978%
123UNIX operating systemsTechnical SkillsBusiness applications5 574,37513.995% 9,1233.815% -10.181%-72.744%
1298UNIX ShellsTechnical SkillsBusiness applications4 138,8273.383% 3,5391.480% -1.903%-56.255%
1410Use CaseTechnical SkillsSoftware development1 29,0000.707% 1,1750.491% -0.215%-30.472%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 3040.007% 830.035% 0.027%368.514%
1572User Behavior AnalyticsTechnical SkillsSecurity1 3790.009% 680.028% 0.019%207.885%
48User-Interface DesignTechnical SkillsSoftware development2 274,7856.695% 11,9284.987% -1.708%-25.511%
836Video creation and editing softwareTechnical SkillsBusiness applications3 17,1490.418% 5260.220% -0.198%-47.366%
1574Virtual MachineTechnical SkillsSecurity1 24,4280.595% 1,1000.460% -0.135%-22.728%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 3160.008% 390.016% 0.009%111.785%
64Visual StudioTechnical SkillsSoftware development1 140,4823.423% 3,3541.402% -2.021%-59.031%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 6,0840.148% 3250.136% -0.012%-8.333%
77Voice/Data TelecomTechnical SkillsHardware10 275,5546.714% 11,0974.640% -2.074%-30.894%
1575Vulnerability ManagementTechnical SkillsSecurity1 18,2990.446% 2,3130.967% 0.521%116.903%
1583Vulnerability TestingTechnical SkillsSecurity1 4,4880.109% 2200.092% -0.017%-15.882%
1577Web Application FirewallTechnical SkillsSecurity1 3,8050.093% 5310.222% 0.129%139.474%
1299Web Application ServerTechnical SkillsBusiness applications8 163,8183.992% 1,7110.715% -3.276%-82.077%
1248Web platform development softwareTechnical SkillsSoftware development5 9,9540.243% 250.010% -0.232%-95.690%
65web programmerTechnical SkillsSoftware development4 43,9361.071% 1,5800.661% -0.410%-38.290%
1579Web proxyTechnical SkillsSecurity1 1,7740.043% 1180.049% 0.006%14.142%
58Web serversTechnical SkillsBusiness applications6 290,2447.072% 5,8052.427% -4.645%-65.679%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 205,7545.013% 4,6291.935% -3.078%-61.394%
1356Windows CETechnical SkillsMobile Platforms4 21,7340.530% 680.028% -0.501%-94.631%
1102WirelessTechnical SkillsNetwork5 170,9024.164% 7,8103.266% -0.899%-21.581%
1363YouTubeTechnical SkillsSocial Networking2 14,1250.344% 1,2860.538% 0.194%56.232%
1524Zero TrustTechnical SkillsSecurity2 1,2590.031% 5540.232% 0.201%655.096%
79.NETProgramming SkillsCurrent1 440,69710.738% 10,3434.325% -6.413%-59.726%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 1650.004% 130.005% 0.001%35.200%
209A programming language (APL)Programming SkillsLegacy2 7,1120.173% 4420.185% 0.012%6.647%
99AdaProgramming SkillsLegacy1 25,4480.620% 3,4421.439% 0.819%132.100%
80AJAXProgramming SkillsCurrent1 222,2485.415% 1,5270.638% -4.777%-88.210%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 1060.003% 10.000% -0.002%-83.811%
192Apple AppleScriptProgramming SkillsCurrent1 6300.015% 190.008% -0.007%-48.248%
81ASPProgramming SkillsCurrent2 288,9247.040% 4,2281.768% -5.272%-74.889%
108AssemblyProgramming SkillsLegacy2 10,7640.262% 2110.088% -0.174%-66.362%
211AWKProgramming SkillsLegacy1 8,1850.199% 1030.043% -0.156%-78.406%
83C#Programming SkillsCurrent2 470,85011.473% 15,0206.280% -5.193%-45.260%
82C/C++Programming SkillsCurrent3 1,027,61225.039% 180,52475.481% 50.442%201.456%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 363,4188.855% 12,2975.142% -3.713%-41.935%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 9780.024% 80.003% -0.020%-85.963%
84CGIProgramming SkillsCurrent2 27,6790.674% 2720.114% -0.561%-83.137%
217ClipperProgramming SkillsLegacy1 6480.016% 80.003% -0.012%-78.815%
218CLUProgramming SkillsLegacy1 2290.006% 40.002% -0.004%-70.026%
100CobolProgramming SkillsLegacy1 28,7530.701% 9390.393% -0.308%-43.960%
85ColdFusionProgramming SkillsCurrent2 22,7570.554% 2220.093% -0.462%-83.260%
219Combined programming language (CPL)Programming SkillsLegacy1 4930.012% 110.005% -0.007%-61.712%
195Component object model (COM)Programming SkillsCurrent1 5550.014% 10.000% -0.013%-96.908%
125Database programmingProgramming SkillsCurrent3 93,8762.287% 1,2550.525% -1.763%-77.059%
1501DevOpsProgramming SkillsMisc1 91,1862.222% 16,9917.104% 4.882%219.749%
196Distributed component object model (DCOM)Programming SkillsCurrent1 5,4820.134% 130.005% -0.128%-95.931%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 163,0633.973% 139,90058.495% 54.522%1,372.246%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 7,0110.171% 2780.116% -0.055%-31.957%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 38,8970.948% 2400.100% -0.847%-89.412%
109ForthProgramming SkillsLegacy1 17,7780.433% 2,1710.908% 0.475%109.554%
102FortranProgramming SkillsLegacy1 7,0800.173% 1530.064% -0.109%-62.917%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 705,60017.193% 17,3107.238% -9.955%-57.902%
222JProgramming SkillsLegacy1 16,4160.400% 8210.343% -0.057%-14.179%
87Java/J2EE/J2PProgramming SkillsCurrent4 1,003,36224.448% 34,06714.244% -10.204%-41.737%
97JavaScriptProgramming SkillsCurrent3 605,12414.744% 25,00510.455% -4.289%-29.091%
89JavaServer FacesProgramming SkillsCurrent3 33,4280.815% 3330.139% -0.675%-82.906%
88JavaServer PagesProgramming SkillsCurrent3 141,0693.437% 1,5370.643% -2.795%-81.303%
223Job control language (JCL)Programming SkillsLegacy2 16,6750.406% 4370.183% -0.224%-55.029%
126LAMPProgramming SkillsCurrent1 40,0090.975% 5600.234% -0.741%-75.981%
104LispProgramming SkillsLegacy1 2,7090.066% 940.039% -0.027%-40.456%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 4,2240.103% 4320.181% 0.078%75.500%
201Microsoft ActiveXProgramming SkillsCurrent1 5,2030.127% 110.005% -0.122%-96.372%
107PascalProgramming SkillsLegacy1 1,7160.042% 100.004% -0.038%-90.000%
90PerlProgramming SkillsCurrent1 294,1227.167% 5,2172.181% -4.985%-69.562%
91PHPProgramming SkillsCurrent1 176,3644.297% 4,2701.785% -2.512%-58.453%
103PL/1Programming SkillsLegacy3 7700.019% 500.021% 0.002%11.429%
105PrologProgramming SkillsLegacy1 1,5680.038% 70.003% -0.035%-92.339%
95PythonProgramming SkillsCurrent1 418,87610.206% 39,42616.485% 6.278%61.516%
227RProgramming SkillsCurrent1 576,92114.057% 197,89282.743% 68.685%488.613%
228Register transfer language (RTL)Programming SkillsLegacy1 46,8991.143% 7580.317% -0.826%-72.265%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 128,7313.137% 5,1142.138% -0.998%-31.830%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 2,0920.051% 820.034% -0.017%-32.738%
206Scripting languagesProgramming SkillsCurrent1 106,3402.591% 5,3852.252% -0.339%-13.103%
101SmalltalkProgramming SkillsLegacy1 1,0340.025% 30.001% -0.024%-95.021%
92SQLProgramming SkillsCurrent3 1,275,51931.079% 45,56019.050% -12.030%-38.706%
110TCLProgramming SkillsLegacy1 19,6060.478% 6760.283% -0.195%-40.834%
98Unified Modeling LanguageProgramming SkillsCurrent2 107,8592.628% 9700.406% -2.223%-84.568%
93Visual BasicProgramming SkillsCurrent6 248,7336.061% 4,3941.837% -4.223%-69.686%
207Web service definition language (WSDL)Programming SkillsCurrent2 29,9130.729% 4300.180% -0.549%-75.332%
94XMLProgramming SkillsCurrent2 475,84111.594% 7,4263.105% -8.489%-73.220%
1342Computer ScienceMajorsComputer Science2 3,944,57196.113% 197,39382.534% -13.579%-14.128%
1344Information TechnologyMajorsInformation Technology3 1,048,88425.557% 54,51422.793% -2.764%-10.814%
1343Management Information SystemsMajorsManagement Information Systems9 1,111,46727.082% 91,12138.099% 11.018%40.683%


IT Degrees

Information Technology

2023-09-17Jobs Found:2,065,389Click 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 8,2600.400% 6630.753% 0.353%88.253%
2Attention to DetailsSoft SkillsProblem-solving skills2 6,4050.310% 2740.311% 0.001%0.332%
8Conflict ResolutionSoft SkillsInterpersonal skills1 15,8860.769% 7640.868% 0.098%12.794%
231CooperationSoft SkillsInterpersonal skills1 22,1861.074% 1,2971.473% 0.399%37.110%
1428Creative ThinkingSoft SkillsProblem-solving skills1 9,2620.448% 5220.593% 0.144%32.183%
3CreativitySoft SkillsProblem-solving skills4 66,3343.212% 4,0084.551% 1.340%41.710%
4Critical thinkingSoft SkillsProblem-solving skills3 41,6342.016% 3,5754.060% 2.044%101.389%
1300FlexibilitySoft SkillsWork ethic1 135,3466.553% 6,5067.388% 0.835%12.740%
232IndependenceSoft SkillsInterpersonal skills1 14,1360.684% 7790.885% 0.200%29.247%
13Initiative/Motivation to workSoft SkillsWork ethic5 281,91513.649% 12,62714.339% 0.689%5.049%
256InnovationSoft SkillsProblem-solving skills1 190,4629.222% 12,29113.957% 4.735%51.352%
14Integrity/Honesty/EthicsSoft SkillsWork ethic4 281,14113.612% 12,77614.508% 0.896%6.581%
1422InternshipSoft SkillsWork ethic3 64,9503.145% 1,0561.199% -1.946%-61.868%
9Interpersonal RelationshipsSoft SkillsInterpersonal skills1 2,1110.102% 1660.189% 0.086%84.429%
257Judgment and Decision MakingSoft SkillsProblem-solving skills2 176,3558.539% 10,55611.987% 3.448%40.385%
10LeadershipSoft SkillsInterpersonal skills1 496,83824.055% 25,15228.561% 4.506%18.732%
258LearningSoft SkillsProblem-solving skills1 234,77111.367% 12,82614.565% 3.198%28.131%
1Learning AbilitySoft SkillsProblem-solving skills3 37,2971.806% 1,9792.247% 0.441%24.446%
236ListeningSoft SkillsLanguage skills1 67,2113.254% 2,0082.280% -0.974%-29.930%
260MathematicsSoft SkillsProblem-solving skills3 74,9043.627% 4,0334.580% 0.953%26.279%
261MemorizationSoft SkillsProblem-solving skills2 2100.010% 80.009% -0.001%-10.653%
18Negotiation SkillsSoft SkillsLanguage skills1 21,7251.052% 7480.849% -0.202%-19.249%
262OptimizationSoft SkillsProblem-solving skills1 86,8344.204% 3,6384.131% -0.073%-1.739%
19Oral CommunicationsSoft SkillsLanguage skills5 39,4021.908% 1,7662.005% 0.098%5.119%
273PersistenceSoft SkillsWork ethic1 5,2560.254% 2500.284% 0.029%11.556%
239PersuasionSoft SkillsLanguage skills1 4,5450.220% 2570.292% 0.072%32.620%
1301Physical SkillSoft SkillsWork ethic2 5,6240.272% 4930.560% 0.288%105.594%
240PresentationsSoft SkillsLanguage skills1 123,5305.981% 5,8696.665% 0.684%11.429%
265Problem Solving SkillsSoft SkillsProblem-solving skills3 328,21015.891% 15,65717.779% 1.888%11.883%
20Questioning skillsSoft SkillsLanguage skills1 7370.036% 390.044% 0.009%24.110%
241Reading ComprehensionSoft SkillsLanguage skills1 1,1150.054% 540.061% 0.007%13.587%
6Research skillsSoft SkillsProblem-solving skills1 4,4010.213% 1980.225% 0.012%5.517%
15ResponsibilitySoft SkillsWork ethic2 224,43410.866% 11,34012.877% 2.011%18.504%
234Self ControlSoft SkillsInterpersonal skills1 3630.018% 270.031% 0.013%74.448%
11Self-esteemSoft SkillsInterpersonal skills1 1090.005% 20.002% -0.003%-56.966%
16Self-managementSoft SkillsWork ethic1 2,6630.129% 1310.149% 0.020%15.374%
250Stress ToleranceSoft SkillsPhysical skills1 9180.044% 620.070% 0.026%58.401%
12TeamworkSoft SkillsInterpersonal skills1 104,4625.058% 4,9525.623% 0.566%11.181%
17Time ManagementSoft SkillsWork ethic2 78,0463.779% 4,3134.898% 1.119%29.610%
268VisualizationSoft SkillsProblem-solving skills1 23,7291.149% 2,0932.377% 1.228%106.870%
7Working under pressureSoft SkillsProblem-solving skills1 2,0620.100% 3450.392% 0.292%292.409%
21Written CommunicationsSoft SkillsLanguage skills5 312,71815.141% 12,14713.794% -1.347%-8.899%
172Account managementBusiness SkillsManagement skills1 22,0071.066% 8901.011% -0.055%-5.150%
22AccountingBusiness SkillsBusiness processes4 360,97417.477% 5,7306.507% -10.971%-62.771%
1263Accounting softwareBusiness SkillsBusiness processes8 44,6182.160% 4140.470% -1.690%-78.238%
174AdministrationBusiness SkillsManagement skills3 641,83831.076% 20,02222.736% -8.340%-26.837%
1313AnalystBusiness SkillsProject management1 407,24219.717% 17,72320.125% 0.408%2.069%
175Application managementBusiness SkillsManagement skills5 141,3016.841% 5,1925.896% -0.946%-13.822%
150Asset managementBusiness SkillsBusiness processes1 35,6001.724% 2,1592.452% 0.728%42.236%
151AuditingBusiness SkillsBusiness processes5 179,0408.669% 7,8428.905% 0.236%2.727%
1264Auditing softwareBusiness SkillsBusiness processes1 1510.007% 00.000% -0.007%-100.000%
152BillingBusiness SkillsBusiness processes1 74,9773.630% 1,7882.030% -1.600%-44.070%
153Bills of LadingBusiness SkillsBusiness processes1 640.003% 90.010% 0.007%229.815%
1314Business AnalystBusiness SkillsProject management1 152,2757.373% 4,4505.053% -2.320%-31.461%
35Business IntelligenceBusiness SkillsStrategy skills1 82,6804.003% 2,9363.334% -0.669%-16.716%
155Business performance management (BPM)Business SkillsBusiness processes2 11,8230.572% 1800.204% -0.368%-64.293%
23Business Process Design/Re-engineeringBusiness SkillsBusiness processes3 29,8411.445% 3940.447% -0.997%-69.034%
36Business StrategyBusiness SkillsStrategy skills3 497,35524.080% 26,83630.474% 6.393%26.549%
182Calendar and schedulingBusiness SkillsProject management3 96,6714.681% 4,2854.866% 0.185%3.959%
156Capacity planningBusiness SkillsBusiness processes1 33,9661.645% 8600.977% -0.668%-40.617%
28Change ManagementBusiness SkillsManagement skills1 102,8374.979% 5,3516.076% 1.097%22.038%
183Content workflowBusiness SkillsProject management1 660.003% 10.001% -0.002%-64.464%
24Contracting and legalBusiness SkillsBusiness processes2 232,24311.245% 8,2949.418% -1.826%-16.241%
176CoordinationBusiness SkillsManagement skills1 136,4366.606% 7,3778.377% 1.771%26.812%
157Cost accountingBusiness SkillsBusiness processes1 4,4720.217% 2100.238% 0.022%10.135%
158Cost estimationBusiness SkillsBusiness processes1 2,0040.097% 500.057% -0.040%-41.483%
1312Customer SupportBusiness SkillsBusiness processes6 454,91922.026% 18,81721.368% -0.658%-2.988%
1339EducationBusiness SkillsIndustry Segment1 33,9151.642% 2,9583.359% 1.717%104.557%
1333EnergyBusiness SkillsIndustry Segment1 103,7425.023% 4,4405.042% 0.019%0.378%
1340EntertainmentBusiness SkillsIndustry Segment1 173,5228.401% 1,1361.290% -7.111%-84.646%
1319EnvironmentalBusiness SkillsEnvironmental18 150,8387.303% 4,8475.504% -1.799%-24.635%
1320Environmental StrategyBusiness SkillsEnvironmental14 19,5570.947% 2,7653.140% 2.193%231.590%
161FinancialBusiness SkillsBusiness processes2 777,00437.620% 73,75883.756% 46.136%122.635%
1275Financial Analysis softwareBusiness SkillsBusiness processes9 3,4670.168% 2990.340% 0.172%102.267%
1332Health CareBusiness SkillsIndustry Segment2 492,86623.863% 13,91115.797% -8.066%-33.803%
1341HospitalityBusiness SkillsIndustry Segment4 312,89715.150% 19,13421.728% 6.578%43.421%
177Human resourcesBusiness SkillsManagement skills2 292,07914.142% 6,4907.370% -6.772%-47.886%
1336InsuranceBusiness SkillsIndustry Segment1 11,9020.576% 2520.286% -0.290%-50.342%
1316Managing/SupervisionBusiness SkillsManagement skills6 1,355,49565.629% 46,55252.862% -12.767%-19.453%
1334ManufacturingBusiness SkillsIndustry Segment2 237,62911.505% 4,8825.544% -5.962%-51.816%
26MarketingBusiness SkillsBusiness processes1 343,08116.611% 9,57010.867% -5.744%-34.578%
185MonitoringBusiness SkillsProject management1 263,57612.762% 13,82215.696% 2.934%22.991%
179NegotiationBusiness SkillsManagement skills1 89,6744.342% 4,0854.639% 0.297%6.840%
163Operation and ControlBusiness SkillsBusiness processes3 1,8210.088% 750.085% -0.003%-3.404%
29Outsourcing ManagementBusiness SkillsManagement skills3 105,6845.117% 1,1881.349% -3.768%-73.636%
167ProcurementBusiness SkillsBusiness processes1 99,8244.833% 3,5314.010% -0.824%-17.040%
1290Project Management softwareBusiness SkillsProject management3 62,7433.038% 1,4651.664% -1.374%-45.238%
33Project Management/Planning/Budgeting/SchedulingBusiness SkillsProject management6 413,59920.025% 16,39518.617% -1.408%-7.031%
168QualityBusiness SkillsBusiness processes1 632,18530.609% 27,14830.828% 0.219%0.717%
1337Real EstateBusiness SkillsIndustry Segment2 174,0538.427% 1,0391.180% -7.247%-86.000%
1335RetailBusiness SkillsIndustry Segment2 486,41823.551% 8,7579.944% -13.607%-57.777%
34Risk ManagementBusiness SkillsProject management1 95,0884.604% 5,7196.494% 1.890%41.060%
169Service OrientationBusiness SkillsBusiness processes1 17,6320.854% 7560.858% 0.005%0.561%
27Supply Chain ManagementBusiness SkillsBusiness processes3 97,8604.738% 3,2243.661% -1.077%-22.732%
1295Supply Chain Management softwareBusiness SkillsBusiness processes4 4,1550.201% 1250.142% -0.059%-29.442%
178TeachingBusiness SkillsManagement skills7 252,84912.242% 5,7136.487% -5.755%-47.008%
190TimekeepingBusiness SkillsProject management3 93,3644.520% 1,5211.727% -2.793%-61.792%
1296Timekeeping softwareBusiness SkillsProject management1 2,9430.142% 1450.165% 0.022%15.554%
171Total quality management (TQM)Business SkillsBusiness processes2 1,8540.090% 400.045% -0.044%-49.399%
180TroubleshootingBusiness SkillsManagement skills1 258,13112.498% 12,03513.666% 1.168%9.349%
181VerificationBusiness SkillsManagement skills1 80,6983.907% 4,1854.752% 0.845%21.630%
1338Waste ManagementBusiness SkillsIndustry Segment1 1,7250.084% 420.048% -0.036%-42.896%
191WorkflowBusiness SkillsProject management1 93,6434.534% 4,5545.171% 0.637%14.058%
31Working GloballyBusiness SkillsManagement skills3 9,7990.474% 660.075% -0.399%-84.203%
32Working with Virtual TeamsBusiness SkillsManagement skills2 3,9670.192% 1750.199% 0.007%3.463%
514GLTechnical SkillsSoftware development3 1,9370.094% 570.065% -0.029%-30.983%
1510Access ControlTechnical SkillsSecurity1 25,5321.236% 1,3781.565% 0.329%26.582%
987Access servers & softwareTechnical SkillsNetwork10 67,5743.272% 2,4352.765% -0.507%-15.486%
38Agile Development MethodsTechnical SkillsSoftware development13 98,0764.749% 6,4117.280% 2.531%53.310%
304Algorithmic softwareTechnical SkillsBusiness applications1 110.001% 00.000% -0.001%-100.000%
1546AlienvaultTechnical SkillsSecurity1 1790.009% 80.009% 0.000%4.820%
1253Analytical or scientific softwareTechnical SkillsTechnical applications2 1,7010.082% 1050.119% 0.037%44.775%
1352AndroidTechnical SkillsMobile Platforms3 16,5610.802% 9681.099% 0.297%37.087%
1351Apple iOSTechnical SkillsMobile Platforms6 12,2000.591% 4220.479% -0.111%-18.874%
120Apple operating systemsTechnical SkillsBusiness applications6 44,5522.157% 2,5492.895% 0.737%34.187%
865Application-specific integrated circuit (ASIC) logic synthesis softwareTechnical SkillsHardware1 37,1631.799% 150.017% -1.782%-99.053%
1543ArcSightTechnical SkillsSecurity1 4,3740.212% 600.068% -0.144%-67.828%
1423Artificial IntelligenceTechnical SkillsInformation mgmt5 37,9391.837% 3,9364.470% 2.633%143.320%
1432Attribute-Based Access ControlTechnical SkillsSecurity2 2870.014% 200.023% 0.009%63.439%
1145Automatic test program generation (ATPG)Technical SkillsSoftware development1 220.001% 00.000% -0.001%-100.000%
1265Backup & RecoveryTechnical SkillsTechnical applications16 170,2738.244% 6,9887.935% -0.309%-3.747%
1386BiometricTechnical SkillsInformation mgmt2 4,8030.233% 1390.158% -0.075%-32.125%
1353BlackberryTechnical SkillsMobile Platforms2 12,3720.599% 1090.124% -0.475%-79.337%
336Borland DelphiTechnical SkillsBusiness applications1 1,7230.083% 220.025% -0.058%-70.054%
337Borland JBuilderTechnical SkillsBusiness applications1 8930.043% 10.001% -0.042%-97.374%
338Borland ParadoxTechnical SkillsBusiness applications1 1660.008% 20.002% -0.006%-71.743%
1436Bring Your Own DevicesTechnical SkillsSecurity1 9400.046% 740.084% 0.039%84.634%
72Business Continuity PlanningTechnical SkillsHardware2 55,4552.685% 2,1012.386% -0.299%-11.143%
352Cadence OpusTechnical SkillsBusiness applications1 1,1970.058% 80.009% -0.049%-84.325%
868CalculatorsTechnical SkillsHardware1 1,1820.057% 370.042% -0.015%-26.584%
39CASE ToolsTechnical SkillsSoftware development1 137,9086.677% 4,8785.539% -1.138%-17.042%
367Categorization or classification softwareTechnical SkillsBusiness applications1 5,6920.276% 2030.231% -0.045%-16.355%
1469CCPATechnical SkillsSecurity1 1,0960.053% 2760.313% 0.260%490.618%
1478Center for Internet SecurityTechnical SkillsSecurity1 16,5430.801% 8230.935% 0.134%16.679%
1441Certificate managementTechnical SkillsSecurity1 1,3450.065% 910.103% 0.038%58.682%
112CertificationTechnical SkillsMisc3 526,76625.504% 25,54329.005% 3.501%13.727%
78CiscoTechnical SkillsHardware1 232,26311.245% 2,7483.120% -8.125%-72.251%
1009Cisco Systems IOSTechnical SkillsNetwork1 23,7271.149% 1,3181.497% 0.348%30.281%
40Client-ServerTechnical SkillsSoftware development1 39,6671.921% 3510.399% -1.522%-79.247%
1437Cloud Access Security BrokerTechnical SkillsSecurity1 5950.029% 910.103% 0.075%258.701%
1438Cloud Configuration ManagementTechnical SkillsSecurity1 1,5190.074% 780.089% 0.015%20.433%
1445Cloud MigrationTechnical SkillsSecurity1 1,9620.095% 3070.349% 0.254%266.985%
1455cloud securityTechnical SkillsSecurity1 4,5660.221% 6530.742% 0.520%235.417%
1456Cloud Security Posture ManagementTechnical SkillsSecurity1 1010.005% 160.018% 0.013%271.541%
1486Cloud ServicesTechnical SkillsSecurity1 15,2060.736% 1,6721.899% 1.162%157.887%
1011Cluster server softwareTechnical SkillsNetwork9 25,8331.251% 5210.592% -0.659%-52.699%
1147CMAKETechnical SkillsSoftware development1 1580.008% 60.007% -0.001%-10.936%
1151Compatibility testingTechnical SkillsSoftware development1 5330.026% 180.020% -0.005%-20.795%
1152CompilersTechnical SkillsSoftware development5 18,5630.899% 1,1401.295% 0.396%44.034%
1255Compliance softwareTechnical SkillsTechnical applications4 16,2760.788% 7750.880% 0.092%11.677%
385Computer aided design (CAD)Technical SkillsBusiness applications12 56,2052.721% 6920.786% -1.935%-71.124%
386Computer aided manufacturing (CAM)Technical SkillsBusiness applications4 3,4250.166% 760.086% -0.080%-47.957%
875Computer diagnosticsTechnical SkillsHardware5 89,3044.324% 5,0915.781% 1.457%33.703%
1107Computer forensicsTechnical SkillsSecurity1 5,5440.268% 1210.137% -0.131%-48.812%
1266Computer HardwareTechnical SkillsHardware15 62,6263.032% 3,6224.113% 1.081%35.644%
390Computer Numerical Control (CNC)Technical SkillsBusiness applications2 35,2261.706% 590.067% -1.639%-96.072%
1015Computer serversTechnical SkillsNetwork6 169,1608.190% 5,9206.722% -1.468%-17.921%
1267Computer UtilitiesTechnical SkillsMisc2 4270.021% 160.018% -0.003%-12.118%
1447Configuration Management DatabaseTechnical SkillsSecurity1 5,5230.267% 2880.327% 0.060%22.300%
1448Container securityTechnical SkillsSecurity1 1280.006% 220.025% 0.019%303.108%
1449ContainersTechnical SkillsSecurity1 12,0650.584% 1,0781.224% 0.640%109.556%
59Content ManagerTechnical SkillsBusiness applications1 1,9020.092% 370.042% -0.050%-54.375%
1439Continuous Diagnostics and MitigationTechnical SkillsSecurity1 2,3210.112% 4330.492% 0.379%337.543%
1396Continuous ImprovementTechnical SkillsSoftware development1 61,6762.986% 4,2974.879% 1.893%63.402%
1443Continuous Integration Continuous DeploymentTechnical SkillsSecurity3 30,1461.460% 3,1663.595% 2.136%146.314%
1453Control PlaneTechnical SkillsSecurity1 1430.007% 230.026% 0.019%277.225%
878ControllersTechnical SkillsHardware3 11,7520.569% 4920.559% -0.010%-1.811%
1454Crown JewelsTechnical SkillsSecurity1 520.003% 20.002% -0.000%-9.794%
406Customer Acquisition Management (CAM)Technical SkillsBusiness applications1 2,4870.120% 1030.117% -0.003%-2.866%
407Customer information control system (CICS)Technical SkillsBusiness applications2 6,8860.333% 970.110% -0.223%-66.962%
53Customer Relationship ManagementTechnical SkillsBusiness applications9 131,6216.373% 2,9543.354% -3.018%-47.363%
1368Cyber SecurityTechnical SkillsInformation mgmt3 81,6263.952% 9,50410.792% 6.840%173.078%
1479Cybersecurity FrameworkTechnical SkillsSecurity2 3,1810.154% 4850.551% 0.397%257.591%
1492Data Access GovernanceTechnical SkillsSecurity1 3830.019% 250.028% 0.010%53.091%
953Data acquisition systemsTechnical SkillsInformation mgmt1 7,9190.383% 3910.444% 0.061%15.802%
1434Data classificationTechnical SkillsSecurity1 1,8230.088% 1470.167% 0.079%89.121%
955Data compression softwareTechnical SkillsInformation mgmt1 2,7580.134% 860.098% -0.036%-26.867%
956Data conversion softwareTechnical SkillsInformation mgmt1 8,4220.408% 1640.186% -0.222%-54.329%
958Data dictionaryTechnical SkillsInformation mgmt1 4,5310.219% 1160.132% -0.088%-39.956%
1495Data discoveryTechnical SkillsSecurity1 1,6170.078% 940.107% 0.028%36.341%
959Data entryTechnical SkillsInformation mgmt1 185,2408.969% 9751.107% -7.862%-87.655%
1502Data Loss PreventionTechnical SkillsSecurity1 7,6640.371% 5380.611% 0.240%64.640%
962Data mappingTechnical SkillsInformation mgmt1 9,3280.452% 3000.341% -0.111%-24.571%
67Data MiningTechnical SkillsInformation mgmt5 58,8462.849% 9901.124% -1.725%-60.543%
963Data modelingTechnical SkillsInformation mgmt1 44,7732.168% 1,1341.288% -0.880%-40.597%
1496Data retentionTechnical SkillsSecurity1 1,4850.072% 820.093% 0.021%29.508%
1494Data taggingTechnical SkillsSecurity1 1350.007% 20.002% -0.004%-65.254%
68Data WarehousingTechnical SkillsInformation mgmt2 74,9733.630% 1,9292.190% -1.439%-39.656%
69Database AdministrationTechnical SkillsInformation mgmt12 103,8685.029% 2,7343.105% -1.924%-38.266%
969Database design softwareTechnical SkillsInformation mgmt16 67,9963.292% 1,8112.056% -1.236%-37.534%
1268Database ReportingTechnical SkillsInformation mgmt3 21,4881.040% 2800.318% -0.722%-69.439%
1373Database SecurityTechnical SkillsInformation mgmt1 5800.028% 150.017% -0.011%-39.344%
1269Database SecurityTechnical SkillsInformation mgmt2 1650.008% 80.009% 0.001%13.714%
1270Database ServersTechnical SkillsInformation mgmt3 15,2290.737% 1110.126% -0.611%-82.905%
1271Database TestingTechnical SkillsInformation mgmt1 1,0770.052% 280.032% -0.020%-39.025%
1160DebuggingTechnical SkillsSoftware development7 89,7284.344% 3,2353.674% -0.671%-15.442%
1385DecryptionTechnical SkillsInformation mgmt2 8060.039% 300.034% -0.005%-12.704%
1559DemistoTechnical SkillsSecurity1 510.002% 80.009% 0.007%267.899%
1256Desktop partitioning softwareTechnical SkillsTechnical applications1 5,7220.277% 680.077% -0.200%-72.128%
418Desktop publishing softwareTechnical SkillsBusiness applications13 38,6261.870% 2,4372.767% 0.897%47.974%
1272Development EnvironmentTechnical SkillsSoftware development13 60,4762.928% 1,3761.563% -1.366%-46.637%
1498Device ManagementTechnical SkillsSecurity1 5,4060.262% 4940.561% 0.299%114.318%
1273Digital ImagingTechnical SkillsHardware1 4480.022% 170.019% -0.002%-11.002%
883Digital Signal Processor (DSP)Technical SkillsHardware2 1,9420.094% 490.056% -0.038%-40.823%
1446Digital TransformationTechnical SkillsSecurity1 11,2270.544% 1,7612.000% 1.456%267.878%
1472DISATechnical SkillsSecurity1 11,8650.574% 6280.713% 0.139%24.137%
423Disk operating system (DOS)Technical SkillsBusiness applications1 4,7500.230% 1730.196% -0.034%-14.580%
1497Distributed Denial of ServiceTechnical SkillsSecurity1 1,2310.060% 740.084% 0.024%40.988%
1504DMZTechnical SkillsNetwork1 3,1780.154% 520.059% -0.095%-61.624%
1451DockerTechnical SkillsSecurity1 10,3280.500% 1,7031.934% 1.434%286.729%
1307Doctor of PhilosophyTechnical SkillsMisc3 86,7304.199% 3,2413.680% -0.519%-12.357%
973Document management softwareTechnical SkillsInformation mgmt4 22,2281.076% 1,1561.313% 0.236%21.974%
1020Domain name system (DNS)Technical SkillsNetwork3 57,6502.791% 1,8632.116% -0.676%-24.208%
61DreamweaverTechnical SkillsSoftware development1 8,0580.390% 670.076% -0.314%-80.499%
54DSS/GDSSTechnical SkillsBusiness applications5 25,4161.231% 6470.735% -0.496%-40.296%
425Dynamic modeling softwareTechnical SkillsBusiness applications1 600.003% 40.005% 0.002%56.357%
62EclipseTechnical SkillsSoftware development1 20,7721.006% 2860.325% -0.681%-67.708%
1308Electronic CommerceTechnical SkillsBusiness applications2 58,9912.856% 1,2351.402% -1.454%-50.899%
70Electronic Data InterchangeTechnical SkillsInformation mgmt2 15,2530.739% 4350.494% -0.245%-33.113%
1023Electronic mail softwareTechnical SkillsNetwork8 33,6081.627% 1,2181.383% -0.244%-15.001%
1384EncryptionTechnical SkillsInformation mgmt1 1450.007% 230.026% 0.019%272.022%
1507EndpointTechnical SkillsSecurity1 10,8210.524% 1,2061.369% 0.846%161.390%
55Enterprise Resource PlanningTechnical SkillsBusiness applications5 102,5334.964% 3,3673.823% -1.141%-22.983%
1274Enterprise Resource Planning softwareTechnical SkillsBusiness applications15 126,1766.109% 3,1853.617% -2.492%-40.797%
1321Environmental CertificationTechnical SkillsEnvironmental1 5010.024% 440.050% 0.026%105.979%
1328Environmental CleanupTechnical SkillsEnvironmental3 1,4590.071% 170.019% -0.051%-72.672%
1329Environmental EnergyTechnical SkillsEnvironmental25 8,6460.419% 6190.703% 0.284%67.913%
1330Environmental Energy ConservationTechnical SkillsEnvironmental12 7,7690.376% 4810.546% 0.170%45.207%
1327Environmental PollutionTechnical SkillsEnvironmental27 42,0132.034% 1,8932.150% 0.115%5.676%
1324Environmental Pollution ControlTechnical SkillsEnvironmental10 4,8230.234% 3390.385% 0.151%64.851%
1325Environmental Pollution PreventionTechnical SkillsEnvironmental10 1,5870.077% 1300.148% 0.071%92.121%
1326Environmental Product StewardshipTechnical SkillsEnvironmental13 49,4832.396% 5210.592% -1.804%-75.306%
1331Environmental ScienceTechnical SkillsEnvironmental2 2400.012% 30.003% -0.008%-70.683%
1322Environmental TechnologyTechnical SkillsEnvironmental2 4400.021% 190.022% 0.000%1.277%
1470EPRITechnical SkillsSecurity1 890.004% 60.007% 0.003%58.114%
1551ExabeamTechnical SkillsSecurity1 610.003% 110.012% 0.010%322.933%
461Expert system softwareTechnical SkillsBusiness applications1 7290.035% 210.024% -0.011%-32.438%
1359FacebookTechnical SkillsSocial Networking1 156,0027.553% 7460.847% -6.706%-88.785%
463Facilities management softwareTechnical SkillsBusiness applications4 13,3620.647% 9501.079% 0.432%66.748%
1476FedRAMPTechnical SkillsSecurity1 2,6650.129% 2710.308% 0.179%138.496%
1467FINRATechnical SkillsSecurity1 1,5040.073% 1250.142% 0.069%94.926%
1556FireEyeTechnical SkillsSecurity1 1,5130.073% 400.045% -0.028%-37.995%
1464FISMATechnical SkillsSecurity1 11,3130.548% 4600.522% -0.025%-4.635%
468Flight control softwareTechnical SkillsBusiness applications1 2590.013% 40.005% -0.008%-63.778%
1508Flow analysisTechnical SkillsSecurity1 2,9170.141% 930.106% -0.036%-25.225%
469Flowchart softwareTechnical SkillsBusiness applications5 5,6170.272% 1520.173% -0.099%-36.533%
1367ForensicTechnical SkillsInformation mgmt2 57,5182.785% 1,1851.346% -1.439%-51.680%
1552FortinetTechnical SkillsSecurity1 2,0460.099% 1560.177% 0.078%78.825%
1112Fraud DetectionTechnical SkillsSecurity1 11,4230.553% 6500.738% 0.185%33.457%
63FrontPageTechnical SkillsSoftware development1 9150.044% 30.003% -0.041%-92.310%
475Fund accounting softwareTechnical SkillsBusiness applications1 8360.040% 470.053% 0.013%31.856%
1260GamingTechnical SkillsMisc2 35,8551.736% 1,4631.661% -0.075%-4.302%
1468GDPRTechnical SkillsSecurity1 2,5860.125% 4380.497% 0.372%297.241%
113Generic databasesTechnical SkillsInformation mgmt2 218,72210.590% 8,1549.259% -1.331%-12.565%
1365Google AppsTechnical SkillsBusiness applications4 4,4760.217% 3590.408% 0.191%88.110%
1364Google PlusTechnical SkillsSocial Networking1 390.002% 10.001% -0.001%-39.863%
1512GovernanceTechnical SkillsSecurity1 89,0704.313% 6,4997.380% 3.067%71.129%
1276GPS/GIS/Survey softwareTechnical SkillsBusiness applications33 139,5406.756% 3,9654.502% -2.254%-33.357%
484Graphic softwareTechnical SkillsBusiness applications16 166,1478.044% 4,0474.596% -3.449%-42.872%
1176Graphical user interface (GUI)Technical SkillsSoftware development2 16,4870.798% 1580.179% -0.619%-77.524%
1323Green ITTechnical SkillsEnvironmental9 4,3280.210% 680.077% -0.132%-63.151%
893Guidance systemsTechnical SkillsHardware1 1000.005% 20.002% -0.003%-53.093%
1371HackingTechnical SkillsInformation mgmt5 11,1380.539% 4320.491% -0.049%-9.033%
895Hardware description language (HDL)Technical SkillsHardware2 2500.012% 260.030% 0.017%143.917%
1277Hardware DesignTechnical SkillsHardware21 9,6240.466% 3750.426% -0.040%-8.613%
1278Hardware TestingTechnical SkillsHardware4 2,6910.130% 1500.170% 0.040%30.733%
896Hazardous materials (HAZMAT)Technical SkillsHardware2 1,5120.073% 1240.141% 0.068%92.344%
492Helpdesk or call centerTechnical SkillsBusiness applications2 179,5418.693% 5,4196.154% -2.539%-29.211%
1465HIPAATechnical SkillsSecurity1 33,2561.610% 1,8372.086% 0.476%29.553%
1473HITRUSTTechnical SkillsSecurity1 2,0030.097% 2140.243% 0.146%150.577%
1377Homeland SecurityTechnical SkillsInformation mgmt1 86,4754.187% 1,0801.226% -2.960%-70.709%
1487IaaSTechnical SkillsSecurity1 7,6300.369% 8560.972% 0.603%163.122%
114IBM databasesTechnical SkillsInformation mgmt2 35,7281.730% 4430.503% -1.227%-70.919%
121IBM operating systemsTechnical SkillsBusiness applications4 33,2291.609% 3580.407% -1.202%-74.732%
1513Identity Access ManagementTechnical SkillsSecurity2 21,7191.052% 1,6931.922% 0.871%82.821%
1511Identity Governance and AdministrationTechnical SkillsSecurity1 3040.015% 660.075% 0.060%409.189%
898Image capture devicesTechnical SkillsHardware9 12,7000.615% 8080.918% 0.303%49.216%
524Industrial control softwareTechnical SkillsBusiness applications3 8,7470.424% 9131.037% 0.613%144.805%
1485Industrial Control SystemsTechnical SkillsSecurity1 5,2320.253% 5470.621% 0.368%145.204%
975Information retrieval or search softwareTechnical SkillsInformation mgmt5 21,7801.055% 8640.981% -0.073%-6.961%
1375Information SecurityTechnical SkillsInformation mgmt3 123,3495.972% 7,6738.713% 2.741%45.894%
899InfraredTechnical SkillsHardware1 3,5430.172% 300.034% -0.137%-80.141%
1491Infrastructure as CodeTechnical SkillsSecurity1 3,3350.161% 6080.690% 0.529%327.579%
1180InstallationTechnical SkillsSoftware development1 179,3898.685% 6,8007.722% -0.964%-11.096%
901Interface definition language (IDL)Technical SkillsHardware1 3440.017% 140.016% -0.001%-4.550%
536Internet browser softwareTechnical SkillsBusiness applications4 9,8330.476% 3020.343% -0.133%-27.967%
1483Internet of ThingsTechnical SkillsSecurity1 6,0130.291% 7860.893% 0.601%206.577%
1578Internet proxyTechnical SkillsSecurity1 2750.013% 50.006% -0.008%-57.357%
1393Intrusion DetectionTechnical SkillsInformation mgmt1 25,8781.253% 7860.893% -0.360%-28.764%
541Inventory management softwareTechnical SkillsBusiness applications3 12,8480.622% 7390.839% 0.217%34.902%
1463ISO 22301Technical SkillsSecurity1 760.004% 150.017% 0.013%362.899%
1459ISO 27000Technical SkillsSecurity1 1,6200.078% 820.093% 0.015%18.715%
1460ISO 27001Technical SkillsSecurity1 8,6070.417% 7280.827% 0.410%98.375%
1461ISO 27002Technical SkillsSecurity1 1,0860.053% 290.033% -0.020%-37.371%
1414ISO 9000Technical SkillsSoftware development1 1,9240.093% 140.016% -0.077%-82.934%
73IT Architecture/StandardsTechnical SkillsHardware2 23,7351.149% 9791.112% -0.037%-3.261%
1515IT Service ManagementTechnical SkillsSecurity1 22,9121.109% 1,6231.843% 0.734%66.136%
1481ITILTechnical SkillsSecurity1 85,5584.142% 3,9264.458% 0.316%7.621%
1357Java METechnical SkillsMobile Platforms2 4060.020% 00.000% -0.020%-100.000%
1035KernelTechnical SkillsNetwork1 5,4490.264% 530.060% -0.204%-77.188%
1442Key managementTechnical SkillsSecurity1 4,6510.225% 1550.176% -0.049%-21.838%
1450KubernetesTechnical SkillsSecurity1 6,8000.329% 1,5051.709% 1.380%419.082%
1279Laser toolsTechnical SkillsHardware1 270.001% 30.003% 0.002%160.595%
907LasersTechnical SkillsHardware1 5840.028% 230.026% -0.002%-7.632%
1516Least PrivilegeTechnical SkillsSecurity1 6830.033% 870.099% 0.066%198.749%
1038License management softwareTechnical SkillsNetwork1 1,8550.090% 1040.118% 0.028%31.492%
1361LinkedInTechnical SkillsSocial Networking1 21,6341.047% 1,0931.241% 0.194%18.493%
1544LogRhythmTechnical SkillsSecurity1 5380.026% 370.042% 0.016%61.298%
908Mainframe computersTechnical SkillsHardware2 74,8373.623% 8050.914% -2.709%-74.772%
124Mainframe operating systemsTechnical SkillsBusiness applications8 27,7691.344% 5280.600% -0.745%-55.405%
1280Mass Storage hardware & softwareTechnical SkillsTechnical applications9 38,1081.845% 8020.911% -0.934%-50.641%
580Materials requirements planning logistics and supply chain softwareTechnical SkillsBusiness applications7 10,6590.516% 4910.558% 0.041%8.037%
1549McAfee Enterprise SecurityTechnical SkillsSecurity1 1130.005% 00.000% -0.005%-100.000%
1281Medical softwareTechnical SkillsBusiness applications9 18,9430.917% 8240.936% 0.019%2.020%
1452MesosTechnical SkillsSecurity1 3690.018% 170.019% 0.001%8.052%
1517Metadata analysisTechnical SkillsSecurity1 2500.012% 110.012% 0.000%3.196%
1555Micro FocusTechnical SkillsSecurity1 1,1040.053% 580.066% 0.012%23.216%
1433Micro-segmentationTechnical SkillsSecurity1 1430.007% 240.027% 0.020%293.626%
115Microsoft databasesTechnical SkillsInformation mgmt5 192,5199.321% 4,0604.610% -4.711%-50.539%
119Microsoft operating systemsTechnical SkillsBusiness applications4 326,43915.805% 10,00011.356% -4.450%-28.153%
1518MITRETechnical SkillsSecurity1 4,1500.201% 1360.154% -0.046%-23.140%
1350Mobile PlatformsTechnical SkillsMobile Platforms1 4,4650.216% 1360.154% -0.062%-28.563%
1581Mobile securityTechnical SkillsSecurity2 1,2140.059% 610.069% 0.010%17.847%
1431Multi-Factor AuthenticationTechnical SkillsSecurity3 3,3070.160% 4550.517% 0.357%222.690%
625MultimediaTechnical SkillsBusiness applications1 128,8146.237% 5470.621% -5.616%-90.041%
1362MySpaceTechnical SkillsSocial Networking1 6950.034% 00.000% -0.034%-100.000%
1471NERCTechnical SkillsSecurity1 3,2610.158% 2220.252% 0.094%59.665%
1548NetWitnessTechnical SkillsSecurity1 4580.022% 150.017% -0.005%-23.187%
1499Network Access ControlTechnical SkillsSecurity2 5,8640.284% 2060.234% -0.050%-17.609%
74Network administrationTechnical SkillsHardware17 377,25618.266% 73,41583.366% 65.101%356.412%
1282Network Administration softwareTechnical SkillsNetwork18 119,2635.774% 4,7845.432% -0.342%-5.921%
1519Network discoveryTechnical SkillsSecurity1 3690.018% 220.025% 0.007%39.831%
1283Network HardwareTechnical SkillsNetwork11 76,4153.700% 2,4272.756% -0.944%-25.510%
1284Network Monitoring softwareTechnical SkillsNetwork15 47,6982.309% 1,7341.969% -0.340%-14.738%
1059Network operation system software (NOS)Technical SkillsNetwork2 3,4430.167% 480.055% -0.112%-67.303%
1369Network SecurityTechnical SkillsInformation mgmt1 9,6770.469% 2800.318% -0.151%-32.138%
1122Network securityTechnical SkillsSecurity1 62,3693.020% 2,2942.605% -0.415%-13.735%
1285Network Security softwareTechnical SkillsSecurity37 169,0258.184% 8,0399.129% 0.945%11.547%
1503Network SegmentationTechnical SkillsNetwork1 8420.041% 630.072% 0.031%75.484%
1286Network softwareTechnical SkillsNetwork6 191,0459.250% 73,01382.910% 73.660%796.340%
1287Network TestingTechnical SkillsNetwork11 35,1011.699% 8230.935% -0.765%-45.009%
1521Next Generation FirewallTechnical SkillsSecurity2 9530.046% 870.099% 0.053%114.109%
1458NISTTechnical SkillsSecurity1 31,8581.542% 2,3882.712% 1.169%75.802%
1065Novell network softwareTechnical SkillsNetwork2 2,0020.097% 190.022% -0.075%-77.741%
643OberonTechnical SkillsBusiness applications1 1950.009% 00.000% -0.009%-100.000%
1413Object Oriented DesignTechnical SkillsSoftware development2 20,2410.980% 1040.118% -0.862%-87.949%
41Object Oriented ProgrammingTechnical SkillsSoftware development5 102,4344.960% 1,5951.811% -3.148%-63.480%
1288Office ApplicationsTechnical SkillsBusiness applications13 379,95818.396% 15,39017.476% -0.920%-5.003%
71Online Analytical ProcessingTechnical SkillsInformation mgmt2 12,3820.599% 1170.133% -0.467%-77.838%
116Open-source databasesTechnical SkillsInformation mgmt4 54,4462.636% 1,6371.859% -0.777%-29.483%
118Open-source operating systemsTechnical SkillsBusiness applications8 190,8659.241% 5,6896.460% -2.781%-30.093%
56Operating SystemsTechnical SkillsBusiness applications3 164,9267.985% 7,3448.339% 0.354%4.436%
1482Operational TechnologyTechnical SkillsSecurity1 5,6450.273% 5020.570% 0.297%108.568%
651Optical character recognition (OCR)Technical SkillsBusiness applications3 1,5020.073% 840.095% 0.023%31.165%
117Oracle databasesTechnical SkillsInformation mgmt1 276,22413.374% 4,4295.029% -8.345%-62.394%
1529Orchestration & AutomationTechnical SkillsSecurity1 2980.014% 280.032% 0.017%120.369%
1488PaaSTechnical SkillsSecurity1 7,8910.382% 9011.023% 0.641%167.794%
1354Palm OSTechnical SkillsMobile Platforms3 2890.014% 00.000% -0.014%-100.000%
1522PanoramaTechnical SkillsSecurity1 4670.023% 380.043% 0.021%90.843%
1466Payment Card IndustryTechnical SkillsSecurity1 24,1451.169% 1,2261.392% 0.223%19.089%
1376Penetration TestingTechnical SkillsInformation mgmt5 82,3023.985% 4,5345.149% 1.164%29.205%
1527Personal Healthcare InformationTechnical SkillsSecurity1 3,1900.154% 2730.310% 0.156%100.715%
1528Personally Identifiable InformationTechnical SkillsSecurity1 3,4990.169% 3220.366% 0.196%115.834%
1289Physical ToolsTechnical SkillsHardware1 1720.008% 110.012% 0.004%49.994%
683Point of sale (POS)Technical SkillsBusiness applications3 11,3490.549% 6120.695% 0.145%26.474%
1525Policy Decision PointTechnical SkillsSecurity1 6420.031% 180.020% -0.011%-34.242%
1526Policy Enforcement PointTechnical SkillsSecurity1 5300.026% 170.019% -0.006%-24.772%
686PolkaTechnical SkillsBusiness applications1 1370.007% 30.003% -0.003%-48.642%
931PrintersTechnical SkillsHardware4 34,3191.662% 2,4722.807% 1.145%68.936%
1430Privileged Account ManagementTechnical SkillsSecurity2 44,3612.148% 2590.294% -1.854%-86.307%
43ProgrammingTechnical SkillsSoftware development1 316,04515.302% 10,38811.796% -3.506%-22.911%
700ProvisioningTechnical SkillsBusiness applications1 29,7311.439% 1,5131.718% 0.279%19.354%
1545QRadarTechnical SkillsSecurity1 1,2380.060% 450.051% -0.009%-14.749%
1531Quality of ServiceTechnical SkillsSecurity1 15,9810.774% 5630.639% -0.134%-17.375%
1405Rapid Application DevelopmentTechnical SkillsSoftware development2 7,3440.356% 580.066% -0.290%-81.477%
1553Rapid7Technical SkillsSecurity1 5040.024% 490.056% 0.031%128.021%
1258Rate ControlTechnical SkillsTechnical applications1 240.001% 00.000% -0.001%-100.000%
1209Rational Rose XDE DeveloperTechnical SkillsSoftware development4 14,2400.689% 460.052% -0.637%-92.424%
1077Remote control softwareTechnical SkillsNetwork2 3,2840.159% 1870.212% 0.053%33.551%
1214Restructured extended executor (REXX)Technical SkillsSoftware development1 1,1100.054% 140.016% -0.038%-70.419%
1379Risk AnalysisTechnical SkillsInformation mgmt1 15,3080.741% 7560.858% 0.117%15.828%
1262RoboticsTechnical SkillsHardware3 8,1170.393% 7240.822% 0.429%109.195%
1532Role-Based Access ControlTechnical SkillsSecurity3 2,8680.139% 1800.204% 0.066%47.198%
1318RSATechnical SkillsSecurity1 6,7750.328% 1220.139% -0.189%-57.766%
1489SaaSTechnical SkillsSecurity1 23,8891.157% 1,9002.158% 1.001%86.537%
1429SASETechnical SkillsSecurity2 3520.017% 810.092% 0.075%439.698%
1533SCCMTechnical SkillsSecurity1 13,9240.674% 8500.965% 0.291%43.174%
44SDLCTechnical SkillsSoftware development7 196,7459.526% 6,5317.416% -2.110%-22.145%
1500SecOpsTechnical SkillsSecurity2 4,4910.217% 9941.129% 0.911%419.101%
1537Secure SDLCTechnical SkillsSecurity1 6,1460.298% 310.035% -0.262%-88.170%
1132Secure shell (SSH)Technical SkillsSecurity1 1360.007% 00.000% -0.007%-100.000%
1317Secure Sockets Layer (SSL)Technical SkillsSecurity3 21,2041.027% 5400.613% -0.413%-40.271%
1569Secure Web GatewayTechnical SkillsSecurity1 2,8600.138% 100.011% -0.127%-91.799%
76SecurityTechnical SkillsHardware4 1,359,87165.841% 34,38239.043% -26.798%-40.702%
1382Security AuditTechnical SkillsInformation mgmt1 2,5530.124% 1090.124% 0.000%0.135%
1315Security ClearanceTechnical SkillsMisc2 210,67410.200% 7,5368.558% -1.643%-16.105%
1477Security FrameworksTechnical SkillsSecurity1 5,5250.268% 4800.545% 0.278%103.759%
1540Security Information and Event ManagementTechnical SkillsSecurity1 12,3140.596% 1,0661.210% 0.614%103.033%
1584Security Information ManagementTechnical SkillsSecurity1 3,0250.146% 520.059% -0.087%-59.683%
1567Security Operations CenterTechnical SkillsSecurity1 14,3680.696% 1,1301.283% 0.588%84.455%
1381Security PlanTechnical SkillsInformation mgmt1 3,8290.185% 2430.276% 0.091%48.843%
1380Security PolicyTechnical SkillsInformation mgmt2 49,9452.418% 2,7683.143% 0.725%29.982%
1457Security StandardsTechnical SkillsSecurity1 23,6411.145% 1,5971.813% 0.669%58.434%
1135Security testing softwareTechnical SkillsSecurity1 6,4620.313% 3300.375% 0.062%19.772%
1550SecuronixTechnical SkillsSecurity1 420.002% 10.001% -0.001%-44.158%
1538SegmentationTechnical SkillsSecurity1 5,5410.268% 3810.433% 0.164%61.267%
60Sharepoint ServerTechnical SkillsBusiness applications1 5,6480.273% 250.028% -0.245%-89.619%
1084Signal generatorsTechnical SkillsNetwork1 4300.021% 170.019% -0.002%-7.277%
1085Simple network management protocol (SNMP)Technical SkillsNetwork1 12,3740.599% 1710.194% -0.405%-67.589%
1303Simple Object Access Protocol (SOAP)Technical SkillsSoftware development1 40,0521.939% 1,0261.165% -0.774%-39.920%
1220Simulation softwareTechnical SkillsSoftware development5 25,4471.232% 1,1071.257% 0.025%2.028%
1568Single Sign-OnTechnical SkillsSecurity3 12,1070.586% 6690.760% 0.173%29.598%
1558SOARTechnical SkillsSecurity1 1,2620.061% 3220.366% 0.305%498.418%
1475SOC 2Technical SkillsSecurity1 2,4110.117% 2600.295% 0.179%152.921%
1366Social NetworkTechnical SkillsSocial Networking1 3,4190.166% 440.050% -0.116%-69.817%
1358Social NetworkingTechnical SkillsSocial Networking1 11,6890.566% 910.103% -0.463%-81.741%
1534Software Defined NetworkTechnical SkillsSecurity2 1,7380.084% 1140.129% 0.045%53.838%
1535Software Defined Wide Area NetworkTechnical SkillsSecurity1 1,3770.067% 3170.360% 0.293%439.925%
42Software DevelopmentTechnical SkillsSoftware development2 435,02121.062% 10,25811.648% -9.414%-44.695%
1291Software Development softwareTechnical SkillsSoftware development3 2,5930.126% 200.023% -0.103%-81.910%
1309Software EngineeringTechnical SkillsSoftware development1 245,97411.909% 5,7806.563% -5.346%-44.888%
1292Software InstallationTechnical SkillsSoftware development4 211,61810.246% 9,20410.452% 0.206%2.008%
1223Software librariesTechnical SkillsSoftware development1 3010.015% 180.020% 0.006%40.254%
1293Software MaintenanceTechnical SkillsSoftware development1 7,9130.383% 1480.168% -0.215%-56.134%
1294Software TestingTechnical SkillsSoftware development14 175,1948.482% 7,8168.875% 0.393%4.634%
1225Source code management (SCM)Technical SkillsSoftware development5 44,2532.143% 1,7622.001% -0.142%-6.616%
1541SplunkTechnical SkillsSecurity1 12,2740.594% 9921.126% 0.532%89.554%
1229Static analysis softwareTechnical SkillsSoftware development1 8350.040% 180.020% -0.020%-49.441%
772Statistical analysis softwareTechnical SkillsBusiness applications27 169,4038.202% 6,9327.872% -0.330%-4.028%
774Statistical softwareTechnical SkillsBusiness applications1 62,9183.046% 3,8744.399% 1.353%44.409%
1230Stress testing softwareTechnical SkillsSoftware development1 3,0260.147% 870.099% -0.048%-32.569%
1547sumo logicTechnical SkillsSecurity1 2270.011% 330.037% 0.026%240.955%
122Sun operating systemsTechnical SkillsBusiness applications3 51,6552.501% 4890.555% -1.946%-77.797%
939Surveillance systemsTechnical SkillsHardware5 23,7571.150% 9601.090% -0.060%-5.226%
1564SwimlaneTechnical SkillsSecurity1 1010.005% 20.002% -0.003%-53.557%
791Symantec softwareTechnical SkillsBusiness applications1 13,2130.640% 1450.165% -0.475%-74.262%
1355SymbianTechnical SkillsMobile Platforms1 210.001% 00.000% -0.001%-100.000%
1310System AdministrationTechnical SkillsNetwork4 133,6196.469% 5,4716.213% -0.257%-3.970%
45System TestingTechnical SkillsSoftware development5 32,6581.581% 1,2651.436% -0.145%-9.153%
46Systems AnalysisTechnical SkillsSoftware development8 160,6787.780% 5,6576.424% -1.356%-17.427%
47Systems DesignTechnical SkillsSoftware development1 25,2901.224% 9051.028% -0.197%-16.072%
1233Systems EvaluationTechnical SkillsSoftware development1 6850.033% 210.024% -0.009%-28.099%
1234Systems integrationTechnical SkillsSoftware development8 108,8645.271% 1,4641.662% -3.608%-68.460%
75TCP/IPTechnical SkillsHardware3 79,1043.830% 2,3242.639% -1.191%-31.096%
1235Technology DesignTechnical SkillsSoftware development1 2,5540.124% 1390.158% 0.034%27.645%
1236TemplatesTechnical SkillsSoftware development1 34,2581.659% 1,5271.734% 0.075%4.541%
1239Test implementationTechnical SkillsSoftware development1 8120.039% 500.057% 0.017%44.418%
1302TestingTechnical SkillsSoftware development1 526,39925.487% 22,21225.223% -0.264%-1.035%
1435Threat IntelligenceTechnical SkillsSecurity1 4,5370.220% 4480.509% 0.289%131.589%
1561ThreatConnectTechnical SkillsSecurity1 870.004% 90.010% 0.006%142.623%
1571Traffic AnalysisTechnical SkillsSecurity1 2,7660.134% 770.087% -0.046%-34.710%
1570Traffic CaptureTechnical SkillsSecurity1 950.005% 10.001% -0.003%-75.312%
1297Training softwareTechnical SkillsBusiness applications3 3,3340.161% 1440.164% 0.002%1.299%
57Transaction Processing SystemsTechnical SkillsBusiness applications4 2,5960.126% 380.043% -0.083%-65.669%
1360TwitterTechnical SkillsSocial Networking1 31,2711.514% 6750.766% -0.748%-49.374%
1411Unified ProcessTechnical SkillsSoftware development1 3,4480.167% 120.014% -0.153%-91.838%
123UNIX operating systemsTechnical SkillsBusiness applications5 210,56810.195% 2,3012.613% -7.582%-74.371%
1298UNIX ShellsTechnical SkillsBusiness applications4 37,8621.833% 8580.974% -0.859%-46.851%
1410Use CaseTechnical SkillsSoftware development1 12,6550.613% 3520.400% -0.213%-34.764%
1573User and Entity Behavior AnalyticsTechnical SkillsSecurity1 970.005% 160.018% 0.013%286.862%
1572User Behavior AnalyticsTechnical SkillsSecurity1 2090.010% 200.023% 0.013%124.436%
48User-Interface DesignTechnical SkillsSoftware development2 106,3975.151% 2,1552.447% -2.704%-52.496%
836Video creation and editing softwareTechnical SkillsBusiness applications3 2,5710.124% 950.108% -0.017%-13.338%
1574Virtual MachineTechnical SkillsSecurity1 10,8340.525% 4960.563% 0.039%7.375%
840Visual Color DiscriminationTechnical SkillsBusiness applications2 1900.009% 210.024% 0.015%159.223%
64Visual StudioTechnical SkillsSoftware development1 39,8551.930% 7150.812% -1.118%-57.924%
843Voice dictation & recognitionTechnical SkillsBusiness applications2 2,8940.140% 350.040% -0.100%-71.635%
77Voice/Data TelecomTechnical SkillsHardware10 205,0919.930% 5,6786.448% -3.482%-35.068%
1575Vulnerability ManagementTechnical SkillsSecurity1 12,5380.607% 9041.027% 0.419%69.102%
1583Vulnerability TestingTechnical SkillsSecurity1 2,3040.112% 1270.144% 0.033%29.279%
1577Web Application FirewallTechnical SkillsSecurity1 1,8800.091% 1410.160% 0.069%75.902%
1299Web Application ServerTechnical SkillsBusiness applications8 60,3022.920% 4230.480% -2.439%-83.548%
1248Web platform development softwareTechnical SkillsSoftware development5 3,1000.150% 100.011% -0.139%-92.434%
65web programmerTechnical SkillsSoftware development4 63,0093.051% 7020.797% -2.254%-73.870%
1579Web proxyTechnical SkillsSecurity1 9580.046% 340.039% -0.008%-16.762%
58Web serversTechnical SkillsBusiness applications6 97,4864.720% 1,5591.770% -2.950%-62.493%
49Web-based Application DevelopmentTechnical SkillsSoftware development2 62,2853.016% 1,1531.309% -1.706%-56.584%
1356Windows CETechnical SkillsMobile Platforms4 4,4110.214% 190.022% -0.192%-89.898%
1102WirelessTechnical SkillsNetwork5 68,8583.334% 3,1843.616% 0.282%8.449%
1363YouTubeTechnical SkillsSocial Networking2 4,0690.197% 3860.438% 0.241%122.489%
1524Zero TrustTechnical SkillsSecurity2 5180.025% 2130.242% 0.217%864.402%
79.NETProgramming SkillsCurrent1 163,7887.930% 2,2632.570% -5.360%-67.595%
208A mathematical programming language (AMPL)Programming SkillsLegacy1 470.002% 00.000% -0.002%-100.000%
209A programming language (APL)Programming SkillsLegacy2 2,4420.118% 770.087% -0.031%-26.047%
99AdaProgramming SkillsLegacy1 14,3520.695% 1,5531.764% 1.069%153.786%
80AJAXProgramming SkillsCurrent1 51,5742.497% 2850.324% -2.173%-87.039%
210Algorithmic language (ALGOL)Programming SkillsLegacy1 680.003% 10.001% -0.002%-65.510%
192Apple AppleScriptProgramming SkillsCurrent1 1890.009% 70.008% -0.001%-13.135%
81ASPProgramming SkillsCurrent2 88,6304.291% 1,0801.226% -3.065%-71.421%
108AssemblyProgramming SkillsLegacy2 1,8010.087% 90.010% -0.077%-88.280%
211AWKProgramming SkillsLegacy1 1,7410.084% 150.017% -0.067%-79.793%
83C#Programming SkillsCurrent2 144,1706.980% 2,4062.732% -4.248%-60.859%
82C/C++Programming SkillsCurrent3 323,16615.647% 67,89277.095% 61.448%392.721%
193Cascading Style Sheets (CSS)Programming SkillsCurrent2 86,5104.189% 2,2782.587% -1.602%-38.242%
215Categorical abstract machine language (CAML)Programming SkillsLegacy1 5200.025% 50.006% -0.019%-77.449%
84CGIProgramming SkillsCurrent2 15,2990.741% 460.052% -0.688%-92.948%
217ClipperProgramming SkillsLegacy1 1610.008% 30.003% -0.004%-56.298%
218CLUProgramming SkillsLegacy1 1900.009% 20.002% -0.007%-75.312%
100CobolProgramming SkillsLegacy1 11,9490.579% 1750.199% -0.380%-65.651%
85ColdFusionProgramming SkillsCurrent2 8,3440.404% 910.103% -0.301%-74.421%
219Combined programming language (CPL)Programming SkillsLegacy1 2010.010% 100.011% 0.002%16.684%
195Component object model (COM)Programming SkillsCurrent1 580.003% 00.000% -0.003%-100.000%
125Database programmingProgramming SkillsCurrent3 24,2921.176% 2860.325% -0.851%-72.387%
1501DevOpsProgramming SkillsMisc1 26,2711.272% 4,0094.552% 3.280%257.905%
196Distributed component object model (DCOM)Programming SkillsCurrent1 1,0370.050% 150.017% -0.033%-66.075%
197Document Object Model (DOM) ScriptingProgramming SkillsCurrent2 52,4072.537% 47,54353.987% 51.450%2,027.677%
221Extended self-containing Prolog (ESP)Programming SkillsLegacy1 2,6630.129% 1180.134% 0.005%3.925%
199Extensible stylesheet language (XSL)Programming SkillsCurrent4 9,6780.469% 860.098% -0.371%-79.159%
109ForthProgramming SkillsLegacy1 12,9790.628% 1,6401.862% 1.234%196.354%
102FortranProgramming SkillsLegacy1 1,4640.071% 480.055% -0.016%-23.103%
86HTML/XHTML/DHTMLProgramming SkillsCurrent3 237,59311.504% 4,1354.696% -6.808%-59.182%
222JProgramming SkillsLegacy1 8,3290.403% 3730.424% 0.020%5.033%
87Java/J2EE/J2PProgramming SkillsCurrent4 271,01213.122% 5,2215.929% -7.193%-54.817%
97JavaScriptProgramming SkillsCurrent3 131,5646.370% 3,8824.408% -1.962%-30.797%
89JavaServer FacesProgramming SkillsCurrent3 10,0190.485% 1330.151% -0.334%-68.866%
88JavaServer PagesProgramming SkillsCurrent3 37,6551.823% 1950.221% -1.602%-87.854%
223Job control language (JCL)Programming SkillsLegacy2 9,5830.464% 1100.125% -0.339%-73.078%
126LAMPProgramming SkillsCurrent1 10,6250.514% 750.085% -0.429%-83.445%
104LispProgramming SkillsLegacy1 6080.029% 360.041% 0.011%38.870%
224Lisp object-oriented programming system (LOOPS)Programming SkillsLegacy1 1,0450.051% 940.107% 0.056%110.970%
201Microsoft ActiveXProgramming SkillsCurrent1 1,0240.050% 30.003% -0.046%-93.129%
107PascalProgramming SkillsLegacy1 4640.022% 30.003% -0.019%-84.836%
90PerlProgramming SkillsCurrent1 64,0493.101% 1,0981.247% -1.854%-59.793%
91PHPProgramming SkillsCurrent1 43,9662.129% 9581.088% -1.041%-48.896%
103PL/1Programming SkillsLegacy3 3540.017% 100.011% -0.006%-33.747%
105PrologProgramming SkillsLegacy1 7930.038% 90.010% -0.028%-73.382%
95PythonProgramming SkillsCurrent1 68,1053.297% 5,8796.676% 3.378%102.457%
227RProgramming SkillsCurrent1 244,29011.828% 71,62281.330% 69.503%587.621%
228Register transfer language (RTL)Programming SkillsLegacy1 15,3380.743% 260.030% -0.713%-96.024%
1216Ruby/Ruby on RailsProgramming SkillsCurrent1 22,5761.093% 7440.845% -0.248%-22.708%
205Scalable vector graphics (SVG)Programming SkillsCurrent1 3130.015% 80.009% -0.006%-40.055%
206Scripting languagesProgramming SkillsCurrent1 23,6391.145% 1,1651.323% 0.178%15.586%
101SmalltalkProgramming SkillsLegacy1 1900.009% 10.001% -0.008%-87.656%
92SQLProgramming SkillsCurrent3 430,90620.863% 10,61312.052% -8.812%-42.235%
110TCLProgramming SkillsLegacy1 2,4030.116% 280.032% -0.085%-72.672%
98Unified Modeling LanguageProgramming SkillsCurrent2 30,6591.484% 2630.299% -1.186%-79.881%
93Visual BasicProgramming SkillsCurrent6 82,1753.979% 1,2391.407% -2.572%-64.638%
207Web service definition language (WSDL)Programming SkillsCurrent2 8,5410.414% 1060.120% -0.293%-70.892%
94XMLProgramming SkillsCurrent2 128,2636.210% 1,7642.003% -4.207%-67.744%
1342Computer ScienceMajorsComputer Science2 688,91333.355% 30,71634.880% 1.524%4.570%
1344Information TechnologyMajorsInformation Technology3 1,900,69592.026% 65,38474.247% -17.779%-19.320%
1343Management Information SystemsMajorsManagement Information Systems9 438,62221.237% 22,66525.737% 4.500%21.192%