Education & Training

Published segment leaderboard

Education & Training: Comparisons in the Machine Relations Index

This leaderboard uses only the Education & Training / Comparisons segment denominator: 228 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs228

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains198

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 198Uopeople.eduuopeople.eduAcademic and government source27.19%6222812
#2 of 198Learn.orglearn.orgOther observed source21.49%4922812
#3 of 198Wgu.eduwgu.eduAcademic and government source19.74%4522812
#4 of 198Upistudy.comupistudy.comOther observed source19.30%4422812
#5 of 198Transfercredit.orgtransfercredit.orgOther observed source18.86%4322812
#6 of 198Hakia.comhakia.comSearch or media platform16.67%3822812
#7 of 198Redditreddit.comCommunity and social platform14.91%3422812
#8 of 198Raccoongang.comraccoongang.comOther observed source12.72%2922812
#9 of 198Trainercentral.comtrainercentral.comOther observed source11.84%2722812
#10 of 198Coursebox.aicoursebox.aiOther observed source10.53%2422812
#11 of 198Openlms.netopenlms.netAcademic and government source9.65%2222812
#12 of 198Selleo.comselleo.comOther observed source9.65%2222812
#13 of 198Klasio.comklasio.comVendor-owned source8.33%1922812
#14 of 198Nexford.edunexford.eduAcademic and government source8.33%1922812
#15 of 198Elearningindustry.comelearningindustry.comOther observed source7.89%1822812
#16 of 198Host-stage.nethost-stage.netOther observed source7.46%1722812
#17 of 198Intellum.comintellum.comVendor-owned source7.46%1722812
#18 of 198Appmaster.ioappmaster.ioOther observed source7.02%1622812
#19 of 198D2l.comd2l.comOther observed source7.02%1622812
#20 of 198Snhu.edusnhu.eduAcademic and government source7.02%1622812
#21 of 198Euronsystems.comeuronsystems.comVendor-owned source6.58%1522812
#22 of 198Mentor-lms.commentor-lms.comOther observed source6.58%1522812
#23 of 198Collegetransitions.comcollegetransitions.comOther observed source6.14%1422812
#24 of 198Wgucoursework.comwgucoursework.comOther observed source6.14%1422812
#25 of 198Chargebee.comchargebee.comVendor-owned source5.26%1222812
#26 of 198Ispring.comispring.comOther observed source5.26%1222812
#27 of 198Thefora.orgthefora.orgOther observed source5.26%1222812
#28 of 198Alphalearn.comalphalearn.comOther observed source4.82%1122812
#29 of 198Bachasoftware.combachasoftware.comVendor-owned source4.82%1122812
#30 of 198Studyo.costudyo.coOther observed source4.82%1122812
#31 of 198Anyforsoft.comanyforsoft.comOther observed source4.39%1022812
#32 of 198Cheapestonlinedegree.comcheapestonlinedegree.comOther observed source4.39%1022812
#33 of 198Masteriyo.commasteriyo.comVendor-owned source4.39%1022812
#34 of 198YouTubeyoutube.comSearch or media platform4.39%1022812
#35 of 198Aquilonlms.comaquilonlms.comVendor-owned source3.95%922812
#36 of 198Elearningtrendz.comelearningtrendz.comOther observed source3.95%922812
#37 of 198Lmspedia.orglmspedia.orgOther observed source3.95%922812
#38 of 198Talentlms.comtalentlms.comOther observed source3.95%922812
#39 of 198Upscend.comupscend.comOther observed source3.95%922812
#40 of 198Associative.inassociative.inOther observed source3.51%822812
#41 of 198Findanlms.comfindanlms.comOther observed source3.51%822812
#42 of 198Mediummedium.comCommunity and social platform3.51%822812
#43 of 198Tadreeblms.comtadreeblms.comOther observed source3.51%822812
#44 of 198Thinkific.comthinkific.comOther observed source3.51%822812
#45 of 198Infosecinstitute.cominfosecinstitute.comOther observed source3.07%722812
#46 of 198Pathways2advancement.orgpathways2advancement.orgOther observed source3.07%722812
#47 of 198Proprofstraining.comproprofstraining.comOther observed source3.07%722812
#48 of 198Teachfloor.comteachfloor.comOther observed source3.07%722812
#49 of 198Collegedroid.comcollegedroid.comAcademic and government source2.63%622812
#50 of 198Gradetograd.comgradetograd.comAcademic and government source2.63%622812
#51 of 198Hrkonnect.comhrkonnect.comOther observed source2.63%622812
#52 of 198Moodle.commoodle.comOther observed source2.63%622812
#53 of 198Openeducat.orgopeneducat.orgOther observed source2.63%622812
#54 of 198Trustradius.comtrustradius.comMarket and company database2.63%622812
#55 of 198Agiletech.vnagiletech.vnOther observed source2.19%522812
#56 of 198Campusreel.orgcampusreel.orgOther observed source2.19%522812
#57 of 198Cloudshare.comcloudshare.comVendor-owned source2.19%522812
#58 of 198Degreeforum.netdegreeforum.netOther observed source2.19%522812
#59 of 198Examblaze.comexamblaze.comOther observed source2.19%522812
#60 of 198Learnstream.iolearnstream.ioOther observed source2.19%522812
#61 of 198Learnworlds.comlearnworlds.comOther observed source2.19%522812
#62 of 198Paradisosolutions.comparadisosolutions.comOther observed source2.19%522812
#63 of 198Themegrill.comthemegrill.comOther observed source2.19%522812
#64 of 198ThimPressthimpress.comOther observed source2.19%522812
#65 of 198Tiktok.comtiktok.comOther observed source2.19%522812
#66 of 198Vekuri.comvekuri.comOther observed source2.19%522812
#67 of 198Academyofmine.comacademyofmine.comOther observed source1.75%422812
#68 of 198Brasstacks.worksbrasstacks.worksOther observed source1.75%422812
#69 of 198Docebo.comdocebo.comOther observed source1.75%422812
#70 of 198Eleapsoftware.comeleapsoftware.comOther observed source1.75%422812
#71 of 198Facebook.comfacebook.comCommunity and social platform1.75%422812
#72 of 198Lambdalearn.iolambdalearn.ioOther observed source1.75%422812
#73 of 198Maatos.commaatos.comVendor-owned source1.75%422812
#74 of 198Newlane.edunewlane.eduAcademic and government source1.75%422812
#75 of 198Selecthub.comselecthub.comOther observed source1.75%422812
#76 of 198Slideshare.netslideshare.netOther observed source1.75%422812
#77 of 198Thedegreeaudit.comthedegreeaudit.comOther observed source1.75%422812
#78 of 198Acadefy.onlineacadefy.onlineOther observed source1.32%322812
#79 of 198Collegeranker.comcollegeranker.comOther observed source1.32%322812
#80 of 198Coursework.ninjacoursework.ninjaOther observed source1.32%322812
#81 of 198Credittodegree.comcredittodegree.comOther observed source1.32%322812
#82 of 198Degreesources.comdegreesources.comOther observed source1.32%322812
#83 of 198Groomlms.comgroomlms.comOther observed source1.32%322812
#84 of 198Knowledgeanywhere.comknowledgeanywhere.comOther observed source1.32%322812
#85 of 198LinkedInlinkedin.comCommunity and social platform1.32%322812
#86 of 198Liquidweb.comliquidweb.comOther observed source1.32%322812
#87 of 198Opensourcegroups.comopensourcegroups.comOther observed source1.32%322812
#88 of 198Oreateai.comoreateai.comAcademic and government source1.32%322812
#89 of 198Research.comresearch.comOther observed source1.32%322812
#90 of 198Skolar.liskolar.liOther observed source1.32%322812
#91 of 198Straighterline.comstraighterline.comOther observed source1.32%322812
#92 of 198Techclass.comtechclass.comOther observed source1.32%322812
#93 of 198A3logics.coma3logics.comOther observed source0.88%222812
#94 of 198Acorn.worksacorn.worksOther observed source0.88%222812
#95 of 198Belitsoft.combelitsoft.comOther observed source0.88%222812
#96 of 198Bonlinelearning.combonlinelearning.comAcademic and government source0.88%222812
#97 of 198Branchboston.combranchboston.comOther observed source0.88%222812
#98 of 198Careervira.comcareervira.comOther observed source0.88%222812
#99 of 198Coggno.comcoggno.comOther observed source0.88%222812
#100 of 198Collectivepage.comcollectivepage.comOther observed source0.88%222812

Showing the first 100 rows from 198 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Education & Training / Comparisons: 198 observed source domains in the leaderboard, measured on 228 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/x_vs_y. CC BY 4.0.
APA
Parrott, J. (2026). Education & Training / Comparisons 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/x_vs_y https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrieducationtrainingxvsy,
  author = {Parrott, Jaxon},
  title = {Education \& Training / Comparisons 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/x_vs_y},
  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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