# HR & Talent: Problem-first research in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/categories/hr-talent/problem_first
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

Collecting observations. This segment has 65 observed runs across 4 dates; the release floor is 10 runs and 7 dates, so no mature rate, rank, or winner is published here.

| Source | Source role | Cited runs | Observed runs | Run dates | State |
|---|---|---:|---:|---:|---|
| [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 11 | 65 | 4 | Collecting observations |
| [Paychex.com](https://machinerelations.ai/index/domains/paychex.com) | Other observed source | 11 | 65 | 4 | Collecting observations |
| [Adp.com](https://machinerelations.ai/index/domains/adp.com) | Vendor-owned source | 9 | 65 | 4 | Collecting observations |
| [Paycom.com](https://machinerelations.ai/index/domains/paycom.com) | Other observed source | 7 | 65 | 4 | Collecting observations |
| [Reddit](https://machinerelations.ai/index/domains/reddit.com) | Community and social platform | 6 | 65 | 4 | Collecting observations |
| [Shrm.org](https://machinerelations.ai/index/domains/shrm.org) | Academic and government source | 6 | 65 | 4 | Collecting observations |
| [Bamboohr.com](https://machinerelations.ai/index/domains/bamboohr.com) | Other observed source | 5 | 65 | 4 | Collecting observations |
| [Business.com](https://machinerelations.ai/index/domains/business.com) | Other observed source | 5 | 65 | 4 | Collecting observations |
| [Deel.com](https://machinerelations.ai/index/domains/deel.com) | Vendor-owned source | 5 | 65 | 4 | Collecting observations |
| [Paycor.com](https://machinerelations.ai/index/domains/paycor.com) | Editorial publication | 5 | 65 | 4 | Collecting observations |
| [Pryor.com](https://machinerelations.ai/index/domains/pryor.com) | Other observed source | 5 | 65 | 4 | Collecting observations |
| [Employerscouncil.org](https://machinerelations.ai/index/domains/employerscouncil.org) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Hrcloud.com](https://machinerelations.ai/index/domains/hrcloud.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Nativeteams.com](https://machinerelations.ai/index/domains/nativeteams.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Roberthalf.com](https://machinerelations.ai/index/domains/roberthalf.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Skillfuel.com](https://machinerelations.ai/index/domains/skillfuel.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Thomsonreuters.com](https://machinerelations.ai/index/domains/thomsonreuters.com) | Market and company database | 4 | 65 | 4 | Collecting observations |
| [Upwork.com](https://machinerelations.ai/index/domains/upwork.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [Zellis.com](https://machinerelations.ai/index/domains/zellis.com) | Other observed source | 4 | 65 | 4 | Collecting observations |
| [360learning.com](https://machinerelations.ai/index/domains/360learning.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Bloomfire.com](https://machinerelations.ai/index/domains/bloomfire.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Bravotech.com](https://machinerelations.ai/index/domains/bravotech.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Ciphr.com](https://machinerelations.ai/index/domains/ciphr.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Classet.ai](https://machinerelations.ai/index/domains/classet.ai) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Docebo.com](https://machinerelations.ai/index/domains/docebo.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Gallup.com](https://machinerelations.ai/index/domains/gallup.com) | Analyst and consulting research | 3 | 65 | 4 | Collecting observations |
| [Getkisi.com](https://machinerelations.ai/index/domains/getkisi.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Indeed.com](https://machinerelations.ai/index/domains/indeed.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Insightglobal.com](https://machinerelations.ai/index/domains/insightglobal.com) | Market and company database | 3 | 65 | 4 | Collecting observations |
| [Intuit.com](https://machinerelations.ai/index/domains/intuit.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Manatal.com](https://machinerelations.ai/index/domains/manatal.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Metaview.ai](https://machinerelations.ai/index/domains/metaview.ai) | Vendor-owned source | 3 | 65 | 4 | Collecting observations |
| [Mural.co](https://machinerelations.ai/index/domains/mural.co) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Nicheacademy.com](https://machinerelations.ai/index/domains/nicheacademy.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Obsidi.com](https://machinerelations.ai/index/domains/obsidi.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Paylocity.com](https://machinerelations.ai/index/domains/paylocity.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Peoplehum.com](https://machinerelations.ai/index/domains/peoplehum.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Peoplemanagingpeople.com](https://machinerelations.ai/index/domains/peoplemanagingpeople.com) | Editorial publication | 3 | 65 | 4 | Collecting observations |
| [Pin.com](https://machinerelations.ai/index/domains/pin.com) | Vendor-owned source | 3 | 65 | 4 | Collecting observations |
| [Playroll.com](https://machinerelations.ai/index/domains/playroll.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Process.st](https://machinerelations.ai/index/domains/process.st) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Qualtrics.com](https://machinerelations.ai/index/domains/qualtrics.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Rubick.com](https://machinerelations.ai/index/domains/rubick.com) | Other observed source | 3 | 65 | 4 | Collecting observations |
| [Africa-hr.com](https://machinerelations.ai/index/domains/africa-hr.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Alex.com](https://machinerelations.ai/index/domains/alex.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Calendly.com](https://machinerelations.ai/index/domains/calendly.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Cbsnews.com](https://machinerelations.ai/index/domains/cbsnews.com) | Editorial publication | 2 | 65 | 4 | Collecting observations |
| [Dev.to](https://machinerelations.ai/index/domains/dev.to) | Community and social platform | 2 | 65 | 4 | Collecting observations |
| [Digitalwaffle.co](https://machinerelations.ai/index/domains/digitalwaffle.co) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Easyhireai.com](https://machinerelations.ai/index/domains/easyhireai.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Elearningindustry.com](https://machinerelations.ai/index/domains/elearningindustry.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Employborderless.com](https://machinerelations.ai/index/domains/employborderless.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Ere.net](https://machinerelations.ai/index/domains/ere.net) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Exelare.com](https://machinerelations.ai/index/domains/exelare.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Fountain.com](https://machinerelations.ai/index/domains/fountain.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Fuseworkforce.com](https://machinerelations.ai/index/domains/fuseworkforce.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Hrbponline.com](https://machinerelations.ai/index/domains/hrbponline.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Hrmorning.com](https://machinerelations.ai/index/domains/hrmorning.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Kayako.com](https://machinerelations.ai/index/domains/kayako.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Lano.io](https://machinerelations.ai/index/domains/lano.io) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Manchesterstaff.com](https://machinerelations.ai/index/domains/manchesterstaff.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Masisstaffing.com](https://machinerelations.ai/index/domains/masisstaffing.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Nationalsearchgroup.com](https://machinerelations.ai/index/domains/nationalsearchgroup.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Patriotsoftware.com](https://machinerelations.ai/index/domains/patriotsoftware.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Peoplemanager.co](https://machinerelations.ai/index/domains/peoplemanager.co) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Phenom.com](https://machinerelations.ai/index/domains/phenom.com) | Vendor-owned source | 2 | 65 | 4 | Collecting observations |
| [Plugscale.com](https://machinerelations.ai/index/domains/plugscale.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Pridestaff.com](https://machinerelations.ai/index/domains/pridestaff.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Rasmussen.edu](https://machinerelations.ai/index/domains/rasmussen.edu) | Academic and government source | 2 | 65 | 4 | Collecting observations |
| [Recruitera.ai](https://machinerelations.ai/index/domains/recruitera.ai) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Rippling.com](https://machinerelations.ai/index/domains/rippling.com) | Vendor-owned source | 2 | 65 | 4 | Collecting observations |
| [Seek.com](https://machinerelations.ai/index/domains/seek.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Sensehq.com](https://machinerelations.ai/index/domains/sensehq.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Talenta.co](https://machinerelations.ai/index/domains/talenta.co) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Talentally.com](https://machinerelations.ai/index/domains/talentally.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Talentlms.com](https://machinerelations.ai/index/domains/talentlms.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Tallyfy.com](https://machinerelations.ai/index/domains/tallyfy.com) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [TechRadar](https://machinerelations.ai/index/domains/techradar.com) | Editorial publication | 2 | 65 | 4 | Collecting observations |
| [Tempstaff.net](https://machinerelations.ai/index/domains/tempstaff.net) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [Wittigonia.net](https://machinerelations.ai/index/domains/wittigonia.net) | Other observed source | 2 | 65 | 4 | Collecting observations |
| [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 2 | 65 | 4 | Collecting observations |
| [4spotconsulting.com](https://machinerelations.ai/index/domains/4spotconsulting.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Accurate.com](https://machinerelations.ai/index/domains/accurate.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Asana.com](https://machinerelations.ai/index/domains/asana.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Bbsi.com](https://machinerelations.ai/index/domains/bbsi.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Bdo.com](https://machinerelations.ai/index/domains/bdo.com) | Analyst and consulting research | 1 | 65 | 4 | Collecting observations |
| [Berkshireassociates.com](https://machinerelations.ai/index/domains/berkshireassociates.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Bluesignal.com](https://machinerelations.ai/index/domains/bluesignal.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Bsi.com](https://machinerelations.ai/index/domains/bsi.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Candidate-experience-institute.com](https://machinerelations.ai/index/domains/candidate-experience-institute.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Candidate.fyi](https://machinerelations.ai/index/domains/candidate.fyi) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Cauver.com](https://machinerelations.ai/index/domains/cauver.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Cdn-website.com](https://machinerelations.ai/index/domains/cdn-website.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Cloudapper.ai](https://machinerelations.ai/index/domains/cloudapper.ai) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Collegerecruiter.com](https://machinerelations.ai/index/domains/collegerecruiter.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Corecruit.com](https://machinerelations.ai/index/domains/corecruit.com) | Vendor-owned source | 1 | 65 | 4 | Collecting observations |
| [Cvscanr.com](https://machinerelations.ai/index/domains/cvscanr.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Daisyrecruiter.com](https://machinerelations.ai/index/domains/daisyrecruiter.com) | Other observed source | 1 | 65 | 4 | Collecting observations |
| [Distantjob.com](https://machinerelations.ai/index/domains/distantjob.com) | Vendor-owned source | 1 | 65 | 4 | Collecting observations |
| [Downloadchaos.com](https://machinerelations.ai/index/domains/downloadchaos.com) | Other observed source | 1 | 65 | 4 | Collecting observations |

## Citation

HR & Talent / Problem-first research: collecting observations across 65 observed runs and 4 dates, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/hr-talent/problem_first.