Education & Training

Published segment leaderboard

Education & Training: How buyers choose in the Machine Relations Index

This leaderboard uses only the Education & Training / How buyers choose segment denominator: 258 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs258

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains390

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 390Coggno.comcoggno.comOther observed source17.44%4525812
#2 of 390Lmspedia.orglmspedia.orgOther observed source10.47%2725812
#3 of 390Mctaba.commctaba.comOther observed source9.30%2425812
#4 of 390Redditreddit.comCommunity and social platform9.30%2425812
#5 of 390D2l.comd2l.comOther observed source8.91%2325812
#6 of 390Talentlms.comtalentlms.comOther observed source7.36%1925812
#7 of 390Course.careerscourse.careersOther observed source6.98%1825812
#8 of 390Companylms.comcompanylms.comOther observed source6.59%1725812
#9 of 390LinkedInlinkedin.comCommunity and social platform6.20%1625812
#10 of 390360learning.com360learning.comOther observed source5.81%1525812
#11 of 390Goskills.comgoskills.comOther observed source5.81%1525812
#12 of 390Upenn.eduupenn.eduAcademic and government source5.81%1525812
#13 of 390Infinisynapse.cominfinisynapse.comOther observed source5.43%1425812
#14 of 390Tribalhabits.comtribalhabits.comOther observed source5.43%1425812
#15 of 390Verifyed.orgverifyed.orgOther observed source5.04%1325812
#16 of 390Zenrisho.comzenrisho.comOther observed source5.04%1325812
#17 of 390Coursecareers.comcoursecareers.comOther observed source4.65%1225812
#18 of 390Digitaldefynd.comdigitaldefynd.comAcademic and government source4.65%1225812
#19 of 390Getbridge.comgetbridge.comOther observed source4.65%1225812
#20 of 390Thinkific.comthinkific.comOther observed source4.65%1225812
#21 of 390Creadefy.comcreadefy.comOther observed source4.26%1125812
#22 of 390Docebo.comdocebo.comOther observed source4.26%1125812
#23 of 390Nobledesktop.comnobledesktop.comOther observed source4.26%1125812
#24 of 390Cornerstoneondemand.comcornerstoneondemand.comOther observed source3.88%1025812
#25 of 390Collegenp.comcollegenp.comAcademic and government source3.49%925812
#26 of 390Eleapsoftware.comeleapsoftware.comOther observed source3.49%925812
#27 of 390Goodhabitz.comgoodhabitz.comOther observed source3.49%925812
#28 of 390Icantech.aiicantech.aiOther observed source3.49%925812
#29 of 390Mimusa.edumimusa.eduAcademic and government source3.49%925812
#30 of 390Raccoongang.comraccoongang.comOther observed source3.49%925812
#31 of 390Talentedlearning.comtalentedlearning.comOther observed source3.49%925812
#32 of 390Tripleten.comtripleten.comOther observed source3.49%925812
#33 of 390YouTubeyoutube.comSearch or media platform3.49%925812
#34 of 390Bubble.iobubble.ioOther observed source3.10%825812
#35 of 390Certififree.comcertififree.comOther observed source3.10%825812
#36 of 390G2g2.comMarket and company database3.10%825812
#37 of 390Learn.orglearn.orgOther observed source3.10%825812
#38 of 390Paradisosolutions.comparadisosolutions.comOther observed source3.10%825812
#39 of 390Ruzuku.comruzuku.comOther observed source3.10%825812
#40 of 390Iienstitu.comiienstitu.comOther observed source2.71%725812
#41 of 390Mavenanalytics.iomavenanalytics.ioOther observed source2.71%725812
#42 of 390Selleo.comselleo.comOther observed source2.71%725812
#43 of 390Stitchflow.comstitchflow.comVendor-owned source2.71%725812
#44 of 390Workramp.comworkramp.comOther observed source2.71%725812
#45 of 390Ankashram.comankashram.comOther observed source2.33%625812
#46 of 390Coursera.orgcoursera.orgOther observed source2.33%625812
#47 of 390Elearningtrendz.comelearningtrendz.comOther observed source2.33%625812
#48 of 390Hubkengroup.comhubkengroup.comOther observed source2.33%625812
#49 of 390Knowledgecity.comknowledgecity.comOther observed source2.33%625812
#50 of 390Learnworlds.comlearnworlds.comOther observed source2.33%625812
#51 of 390Lifterlms.comlifterlms.comOther observed source2.33%625812
#52 of 390Mciskills.commciskills.comOther observed source2.33%625812
#53 of 390Metaintro.commetaintro.comOther observed source2.33%625812
#54 of 390Microsoft.commicrosoft.comVendor-owned source2.33%625812
#55 of 390People Managing Peoplepeoplemanagingpeople.comEditorial publication2.33%625812
#56 of 390Springboard.comspringboard.comOther observed source2.33%625812
#57 of 390Techguide.orgtechguide.orgOther observed source2.33%625812
#58 of 390Theinterviewguys.comtheinterviewguys.comOther observed source2.33%625812
#59 of 390Thirst.iothirst.ioOther observed source2.33%625812
#60 of 390Touchclass.comtouchclass.comOther observed source2.33%625812
#61 of 390Traecta.comtraecta.comOther observed source2.33%625812
#62 of 390Unicademy.siteunicademy.siteOther observed source2.33%625812
#63 of 390Adobe.comadobe.comVendor-owned source1.94%525812
#64 of 390Balkan.idbalkan.idVendor-owned source1.94%525812
#65 of 390Certichecker.comcertichecker.comOther observed source1.94%525812
#66 of 390Cxcherry.iocxcherry.ioOther observed source1.94%525812
#67 of 390Cypherlearning.comcypherlearning.comOther observed source1.94%525812
#68 of 390Dataquest.iodataquest.ioOther observed source1.94%525812
#69 of 390Forbesforbes.comEditorial publication1.94%525812
#70 of 390Fourthrev.comfourthrev.comAcademic and government source1.94%525812
#71 of 390Grow.googlegrow.googleOther observed source1.94%525812
#72 of 390Media Hackermediahacker.orgOther observed source1.94%525812
#73 of 390Mitsedge.commitsedge.comOther observed source1.94%525812
#74 of 390Nhimg.orgnhimg.orgOther observed source1.94%525812
#75 of 390Onlinecerthub.comonlinecerthub.comOther observed source1.94%525812
#76 of 390Pluralsight.compluralsight.comOther observed source1.94%525812
#77 of 390Resumly.airesumly.aiOther observed source1.94%525812
#78 of 390Study.comstudy.comOther observed source1.94%525812
#79 of 390Teamdisquantified.orgteamdisquantified.orgOther observed source1.94%525812
#80 of 390Traliant.comtraliant.comOther observed source1.94%525812
#81 of 390Truescho.comtruescho.comOther observed source1.94%525812
#82 of 390Uniathena.comuniathena.comOther observed source1.94%525812
#83 of 390Yoobic.comyoobic.comOther observed source1.94%525812
#84 of 390Absorbai.comabsorbai.comOther observed source1.55%425812
#85 of 390Absorblms.comabsorblms.comOther observed source1.55%425812
#86 of 390Aquilonlms.comaquilonlms.comVendor-owned source1.55%425812
#87 of 390Arythmatic.cloudarythmatic.cloudOther observed source1.55%425812
#88 of 390Ascendacademy.ioascendacademy.ioOther observed source1.55%425812
#89 of 390Asp.eventsasp.eventsOther observed source1.55%425812
#90 of 390Colossyan.comcolossyan.comOther observed source1.55%425812
#91 of 390Compono.comcompono.comOther observed source1.55%425812
#92 of 390Cortexelevate.comcortexelevate.comOther observed source1.55%425812
#93 of 390Disprz.aidisprz.aiOther observed source1.55%425812
#94 of 390Elucidat.comelucidat.comOther observed source1.55%425812
#95 of 390Learningpool.comlearningpool.comOther observed source1.55%425812
#96 of 390Lumos.comlumos.comOther observed source1.55%425812
#97 of 390Msicertified.commsicertified.comMarket and company database1.55%425812
#98 of 390Quickstart.comquickstart.comOther observed source1.55%425812
#99 of 390Scalekit.comscalekit.comOther observed source1.55%425812
#100 of 390Scholaro.comscholaro.comOther observed source1.55%425812

Showing the first 100 rows from 390 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Education & Training / How buyers choose: 390 observed source domains in the leaderboard, measured on 258 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/how_choose. CC BY 4.0.
APA
Parrott, J. (2026). Education & Training / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrieducationtraininghowchoose,
  author = {Parrott, Jaxon},
  title = {Education \& Training / How buyers choose 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/how_choose},
  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.

Apply the MR Framework

Check how AI systems cite your brand.

Free MR Consultant — available as a custom GPT and a Gemini Gem. Each is pre-trained on the Machine Relations framework. Ask it to audit your entity presence, earned authority gaps, and citation frequency across ChatGPT, Claude, and Perplexity.

Open in ChatGPTOpen in Gemini