Education & Training

Published segment leaderboard

Education & Training: Problem-first research in the Machine Relations Index

This leaderboard uses only the Education & Training / Problem-first research segment denominator: 226 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs226

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains392

Only released domains with evidence in this exact segment.

Leaderboard

Segment-specific cited sources

Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 392Indeed.comindeed.comOther observed source12.39%2822612
#2 of 392Teachable.comteachable.comOther observed source11.06%2522612
#3 of 392Tiqplus.comtiqplus.comOther observed source10.62%2422612
#4 of 392LinkedInlinkedin.comCommunity and social platform10.18%2322612
#5 of 392Docebo.comdocebo.comOther observed source7.96%1822612
#6 of 392Elearningindustry.comelearningindustry.comOther observed source7.52%1722612
#7 of 392Bamboohr.combamboohr.comVendor-owned source6.64%1522612
#8 of 392Redditreddit.comCommunity and social platform6.19%1422612
#9 of 392Techclass.comtechclass.comOther observed source5.75%1322612
#10 of 392Osha-safety-training.netosha-safety-training.netOther observed source5.31%1222612
#11 of 392Trainual.comtrainual.comOther observed source5.31%1222612
#12 of 392Ue.orgue.orgOther observed source5.31%1222612
#13 of 392Trainingindustry.comtrainingindustry.comOther observed source4.87%1122612
#14 of 392Absorbai.comabsorbai.comOther observed source4.42%1022612
#15 of 392Coursera.orgcoursera.orgOther observed source4.42%1022612
#16 of 392Forbesforbes.comEditorial publication4.42%1022612
#17 of 392Icmi.comicmi.comOther observed source4.42%1022612
#18 of 392Umbrex.comumbrex.comOther observed source4.42%1022612
#19 of 392Complianceandethics.orgcomplianceandethics.orgOther observed source3.98%922612
#20 of 392Go1.comgo1.comOther observed source3.98%922612
#21 of 392Skilltriks.comskilltriks.comOther observed source3.98%922612
#22 of 392Absorblms.comabsorblms.comOther observed source3.10%722612
#23 of 392Edume.comedume.comOther observed source3.10%722612
#24 of 392Enboarder.comenboarder.comOther observed source3.10%722612
#25 of 392Entrepreneurentrepreneur.comEditorial publication3.10%722612
#26 of 392Ervy.aiervy.aiOther observed source3.10%722612
#27 of 392Etrainu.cometrainu.comOther observed source3.10%722612
#28 of 392Goethena.comgoethena.comOther observed source3.10%722612
#29 of 392Hsi.comhsi.comOther observed source3.10%722612
#30 of 392Joysuite.comjoysuite.comOther observed source3.10%722612
#31 of 392Qbrick.comqbrick.comOther observed source3.10%722612
#32 of 392Cleverence.comcleverence.comOther observed source2.65%622612
#33 of 392Coggno.comcoggno.comOther observed source2.65%622612
#34 of 392Knowledgecity.comknowledgecity.comOther observed source2.65%622612
#35 of 392Kprise.comkprise.comOther observed source2.65%622612
#36 of 392Metaintro.commetaintro.comOther observed source2.65%622612
#37 of 392Opsdesign.comopsdesign.comOther observed source2.65%622612
#38 of 392Salalem.comsalalem.comOther observed source2.65%622612
#39 of 392Sandler.comsandler.comOther observed source2.65%622612
#40 of 392Comptia.orgcomptia.orgOther observed source2.21%522612
#41 of 392Hyring.comhyring.comOther observed source2.21%522612
#42 of 392Levelup.pluslevelup.plusOther observed source2.21%522612
#43 of 392Longtermemory.comlongtermemory.comOther observed source2.21%522612
#44 of 392Pa.govpa.govAcademic and government source2.21%522612
#45 of 392Shrm.orgshrm.orgAcademic and government source2.21%522612
#46 of 392Synthesia.iosynthesia.ioOther observed source2.21%522612
#47 of 392Usequantum.comusequantum.comOther observed source2.21%522612
#48 of 392Bizlibrary.combizlibrary.comOther observed source1.77%422612
#49 of 392Careeronestop.orgcareeronestop.orgOther observed source1.77%422612
#50 of 392Certnestly.comcertnestly.comOther observed source1.77%422612
#51 of 392Collegetransitions.comcollegetransitions.comOther observed source1.77%422612
#52 of 392Compono.comcompono.comOther observed source1.77%422612
#53 of 392Diversityresources.comdiversityresources.comOther observed source1.77%422612
#54 of 392HR Divehrdive.comEditorial publication1.77%422612
#55 of 392Jolly.comjolly.comOther observed source1.77%422612
#56 of 392Kpidepot.comkpidepot.comOther observed source1.77%422612
#57 of 392Nexford.edunexford.eduAcademic and government source1.77%422612
#58 of 392Nextbee.comnextbee.comVendor-owned source1.77%422612
#59 of 392Ozelearning.comozelearning.comOther observed source1.77%422612
#60 of 392Pennfoster.edupennfoster.eduAcademic and government source1.77%422612
#61 of 392Skillup.onlineskillup.onlineOther observed source1.77%422612
#62 of 392Staffdna.comstaffdna.comOther observed source1.77%422612
#63 of 392Tango.aitango.aiOther observed source1.77%422612
#64 of 392Training-central.nettraining-central.netOther observed source1.77%422612
#65 of 392Waldenu.eduwaldenu.eduAcademic and government source1.77%422612
#66 of 392Walkme.comwalkme.comOther observed source1.77%422612
#67 of 392Werres.comwerres.comOther observed source1.77%422612
#68 of 392Workramp.comworkramp.comOther observed source1.77%422612
#69 of 392YouTubeyoutube.comSearch or media platform1.77%422612
#70 of 392Acadle.comacadle.comOther observed source1.33%322612
#71 of 392Ampup.aiampup.aiOther observed source1.33%322612
#72 of 392Arringtoncoaching.comarringtoncoaching.comOther observed source1.33%322612
#73 of 392Corporatenavigators.comcorporatenavigators.comAnalyst and consulting research1.33%322612
#74 of 392D2l.comd2l.comOther observed source1.33%322612
#75 of 392Ere.netere.netOther observed source1.33%322612
#76 of 392Forkliftacademy.comforkliftacademy.comOther observed source1.33%322612
#77 of 392Glymr.comglymr.comOther observed source1.33%322612
#78 of 392Goldensoftware.comgoldensoftware.comAcademic and government source1.33%322612
#79 of 392Grow.googlegrow.googleOther observed source1.33%322612
#80 of 392Harvard.eduharvard.eduAcademic and government source1.33%322612
#81 of 392ISHNishn.comEditorial publication1.33%322612
#82 of 392Joinhomebase.comjoinhomebase.comOther observed source1.33%322612
#83 of 392Mba.commba.comOther observed source1.33%322612
#84 of 392Mediummedium.comCommunity and social platform1.33%322612
#85 of 392Ncda.orgncda.orgOther observed source1.33%322612
#86 of 392Nicheacademy.comnicheacademy.comOther observed source1.33%322612
#87 of 392Overclarity.comoverclarity.comOther observed source1.33%322612
#88 of 392Pathways2advancement.orgpathways2advancement.orgOther observed source1.33%322612
#89 of 392Rsisinternational.orgrsisinternational.orgOther observed source1.33%322612
#90 of 392Screensteps.comscreensteps.comOther observed source1.33%322612
#91 of 392Simplilearn.comsimplilearn.comAcademic and government source1.33%322612
#92 of 392Substack.comsubstack.comCommunity and social platform1.33%322612
#93 of 392Talentlms.comtalentlms.comOther observed source1.33%322612
#94 of 392Thetrainingassociates.comthetrainingassociates.comOther observed source1.33%322612
#95 of 392Touchclass.comtouchclass.comOther observed source1.33%322612
#96 of 392Tribalhabits.comtribalhabits.comOther observed source1.33%322612
#97 of 392Trinet.comtrinet.comOther observed source1.33%322612
#98 of 392Ucdavis.eduucdavis.eduAcademic and government source1.33%322612
#99 of 392Varsitytutors.comvarsitytutors.comOther observed source1.33%322612
#100 of 392Vault.comvault.comOther observed source1.33%322612

Showing the first 100 rows from 392 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Education & Training / Problem-first research: 392 observed source domains in the leaderboard, measured on 226 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/education-training/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Education & Training / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/education-training/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrieducationtrainingproblemfirst,
  author = {Parrott, Jaxon},
  title = {Education \& Training / Problem-first research in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/education-training/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this segment measures

Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.

MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.

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