Compensation and Benefits
Compensation and Benefits Interpretation
Diversity Equity Inclusion
Diversity Equity Inclusion Interpretation
Recruitment and Talent Acquisition
Recruitment and Talent Acquisition Interpretation
Retention and Engagement
Retention and Engagement Interpretation
Training and Upskilling
Training and Upskilling Interpretation
How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Karl Becker. (2026, February 13). Hr In The Automation Industry Statistics. Gitnux. https://gitnux.org/hr-in-the-automation-industry-statistics
Karl Becker. "Hr In The Automation Industry Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/hr-in-the-automation-industry-statistics.
Karl Becker. 2026. "Hr In The Automation Industry Statistics." Gitnux. https://gitnux.org/hr-in-the-automation-industry-statistics.
Sources & References
- Reference 1MCKINSEYmckinsey.com
mckinsey.com
- Reference 2GARTNERgartner.com
gartner.com
- Reference 3LINKEDINlinkedin.com
linkedin.com
- Reference 4SHRMshrm.org
shrm.org
- Reference 5DELOITTEdeloitte.com
deloitte.com
- Reference 6FORBESforbes.com
forbes.com
- Reference 7WEFORUMweforum.org
weforum.org
- Reference 8DELOITTEwww2.deloitte.com
www2.deloitte.com
- Reference 9HBRhbr.org
hbr.org
- Reference 10AUTOMATIONWORLDautomationworld.com
automationworld.com
- Reference 11UPWORKupwork.com
upwork.com
- Reference 12ROBERTHALFroberthalf.com
roberthalf.com
- Reference 13SELECTSOFTWAREREVIEWSselectsoftwarereviews.com
selectsoftwarereviews.com
- Reference 14GLASSDOORglassdoor.com
glassdoor.com
- Reference 15INDEEDindeed.com
indeed.com
- Reference 16COURSEREPORTcoursereport.com
coursereport.com
- Reference 17HRTECHNOLOGISThrtechnologist.com
hrtechnologist.com
- Reference 18EYey.com
ey.com
- Reference 19SOFTWAREADVICEsoftwareadvice.com
softwareadvice.com
- Reference 20HIBOBhibob.com
hibob.com
- Reference 21IBMibm.com
ibm.com
- Reference 22COURSERAcoursera.org
coursera.org
- Reference 23DOCEBOdocebo.com
docebo.com
- Reference 24TDtd.org
td.org
- Reference 25TRAININGINDUSTRYtrainingindustry.com
trainingindustry.com
- Reference 26ETHICSethics.org
ethics.org
- Reference 27FASTCOMPANYfastcompany.com
fastcompany.com
- Reference 28AXONIFYaxonify.com
axonify.com
- Reference 29ISACAisaca.org
isaca.org
- Reference 30EDXedx.org
edx.org
- Reference 31SIMIOsimio.com
simio.com
- Reference 32PROSCIprosci.com
prosci.com
- Reference 33PTCptc.com
ptc.com
- Reference 34KIRKPATRICKPARTNERSkirkpatrickpartners.com
kirkpatrickpartners.com
- Reference 35GREATPLACETOWORKgreatplacetowork.com
greatplacetowork.com
- Reference 36UNun.org
un.org
- Reference 37GALLUPgallup.com
gallup.com
- Reference 38WELLABLEwellable.com
wellable.com
- Reference 39QUALTRICSqualtrics.com
qualtrics.com
- Reference 40CULTUREAMPcultureamp.com
cultureamp.com
- Reference 41PARENTSINCparentsinc.com
parentsinc.com
- Reference 42POINTS-OF-LIGHTpoints-of-light.org
points-of-light.org
- Reference 43DELIGHTEDdelighted.com
delighted.com
- Reference 44NCEOnceo.org
nceo.org
- Reference 45TEAMBONDINGteambonding.com
teambonding.com
- Reference 46BUNCHBALLbunchball.com
bunchball.com
- Reference 47FLEXJOBSflexjobs.com
flexjobs.com
- Reference 48LEVERlever.co
lever.co
- Reference 49MENTORCLIQmentorcliq.com
mentorcliq.com
- Reference 50WHOwho.int
who.int
- Reference 51NFIBnfib.com
nfib.com
- Reference 52DIVERSITYINCdiversityinc.com
diversityinc.com
- Reference 53STRIVRstrivr.com
strivr.com
- Reference 54COMPENSATIONADVISORcompensationadvisor.com
compensationadvisor.com
- Reference 55OCETODAYocetoday.com
ocetoday.com
- Reference 56LEANINleanin.org
leanin.org
- Reference 57HRChrc.org
hrc.org
- Reference 58DOLdol.gov
dol.gov
- Reference 59AUTISMATWORKautismatwork.org
autismatwork.org
- Reference 60PAYSCALEpayscale.com
payscale.com
- Reference 61DIVERSITYBESTPRACTICESdiversitybestpractices.com
diversitybestpractices.com
- Reference 62NMSDCnmsdc.org
nmsdc.org
- Reference 63TEXTIOtextio.com
textio.com
- Reference 64HIREHEROESUSAhireheroesusa.org
hireheroesusa.org
- Reference 65WOMENINTECHwomenintech.org
womenintech.org
- Reference 66AIGAaiga.org
aiga.org
- Reference 67MENTORINKmentorink.com
mentorink.com
- Reference 68CULTURALCOMPETENCEculturalcompetence.org
culturalcompetence.org
- Reference 69FAIRYGODBOSSfairygodboss.com
fairygodboss.com
- Reference 70INTERSECTIONALintersectional.org
intersectional.org
- Reference 71SURVEYMONKEYsurveymonkey.com
surveymonkey.com
- Reference 72GLAADglaad.org
glaad.org
- Reference 73INCLUSIONHUBinclusionhub.com
inclusionhub.com
- Reference 74REVERSE-MENTORINGreverse-mentoring.com
reverse-mentoring.com
- Reference 75SCOPEscope.org.uk
scope.org.uk
- Reference 76ETHISPHEREethisphere.com
ethisphere.com
- Reference 77PROGRESSIVEprogressive.com
progressive.com
- Reference 78ADCOUNCILadcouncil.org
adcouncil.org
- Reference 79ALLYSKILLSallyskills.com
allyskills.com
- Reference 80SPGLOBALspglobal.com
spglobal.com
- Reference 81CATALYSTcatalyst.org
catalyst.org
- Reference 82LEVELSlevels.fyi
levels.fyi
- Reference 83FIDELITYfidelity.com
fidelity.com
- Reference 84KFFkff.org
kff.org
- Reference 85NASDAQnasdaq.com
nasdaq.com
- Reference 86EXPERIANexperian.com
experian.com
- Reference 87SAVINGFORCOLLEGEsavingforcollege.com
savingforcollege.com
- Reference 88SALESFORCEsalesforce.com
salesforce.com
- Reference 89WELLSTEPSwellsteps.com
wellsteps.com
- Reference 90PROGYNYprogyny.com
progyny.com
- Reference 91WORLDATWORKworldatwork.org
worldatwork.org
- Reference 92CARTUScartus.com
cartus.com
- Reference 93METLIFEmetlife.com
metlife.com
- Reference 94UNUMunum.com
unum.com
- Reference 954DAYWEEK4dayweek.io
4dayweek.io
- Reference 96HOLLOWAYholloway.com
holloway.com
- Reference 97CHILDCAREAWAREchildcareaware.org
childcareaware.org
- Reference 98CLASSPASSclasspass.com
classpass.com
- Reference 99WORKHUMANworkhuman.com
workhuman.com
- Reference 100GUARDIANLIFEguardianlife.com
guardianlife.com







