Evidence floor met in this release.
Education & TrainingStatePublished Observed runs130 Run dates7 Observed domains249
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: 130 observed answer runs across 7 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
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.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates | Confidence |
|---|---|---|---|---|---|---|---|
| #1 of 249 | Redditreddit.com | Community and social platform | 17.69% | 23 | 130 | 7 | Unavailable |
| #2 of 249 | Coggno.comcoggno.com | Other observed source | 14.62% | 19 | 130 | 7 | Unavailable |
| #3 of 249 | Talentlms.comtalentlms.com | Other observed source | 11.54% | 15 | 130 | 7 | Unavailable |
| #4 of 249 | Lmspedia.orglmspedia.org | Other observed source | 10.77% | 14 | 130 | 7 | Unavailable |
| #5 of 249 | LinkedInlinkedin.com | Community and social platform | 10.00% | 13 | 130 | 7 | Unavailable |
| #6 of 249 | Mctaba.commctaba.com | Other observed source | 9.23% | 12 | 130 | 7 | Unavailable |
| #7 of 249 | 360learning.com360learning.com | Other observed source | 8.46% | 11 | 130 | 7 | Unavailable |
| #8 of 249 | D2l.comd2l.com | Other observed source | 7.69% | 10 | 130 | 7 | Unavailable |
| #9 of 249 | Zenrisho.comzenrisho.com | Other observed source | 7.69% | 10 | 130 | 7 | Unavailable |
| #10 of 249 | Coursecareers.comcoursecareers.com | Other observed source | 6.92% | 9 | 130 | 7 | Unavailable |
| #11 of 249 | Digitaldefynd.comdigitaldefynd.com | Academic and government source | 6.92% | 9 | 130 | 7 | Unavailable |
| #12 of 249 | Upenn.eduupenn.edu | Academic and government source | 6.92% | 9 | 130 | 7 | Unavailable |
| #13 of 249 | Goskills.comgoskills.com | Other observed source | 6.15% | 8 | 130 | 7 | Unavailable |
| #14 of 249 | Tribalhabits.comtribalhabits.com | Other observed source | 6.15% | 8 | 130 | 7 | Unavailable |
| #15 of 249 | Creadefy.comcreadefy.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #16 of 249 | Ruzuku.comruzuku.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #17 of 249 | Workramp.comworkramp.com | Other observed source | 5.38% | 7 | 130 | 7 | Unavailable |
| #18 of 249 | YouTubeyoutube.com | Search or media platform | 5.38% | 7 | 130 | 7 | Unavailable |
| #19 of 249 | Infinisynapse.cominfinisynapse.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #20 of 249 | Lifterlms.comlifterlms.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #21 of 249 | Microsoft.commicrosoft.com | Vendor-owned source | 4.62% | 6 | 130 | 7 | Unavailable |
| #22 of 249 | Thinkific.comthinkific.com | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #23 of 249 | Verifyed.orgverifyed.org | Other observed source | 4.62% | 6 | 130 | 7 | Unavailable |
| #24 of 249 | Cypherlearning.comcypherlearning.com | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #25 of 249 | Docebo.comdocebo.com | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #26 of 249 | G2g2.com | Market and company database | 3.85% | 5 | 130 | 7 | Unavailable |
| #27 of 249 | Getbridge.comgetbridge.com | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #28 of 249 | Icantech.aiicantech.ai | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #29 of 249 | Mavenanalytics.iomavenanalytics.io | Market and company database | 3.85% | 5 | 130 | 7 | Unavailable |
| #30 of 249 | Thirst.iothirst.io | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #31 of 249 | Touchclass.comtouchclass.com | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #32 of 249 | Uniathena.comuniathena.com | Other observed source | 3.85% | 5 | 130 | 7 | Unavailable |
| #33 of 249 | Absorblms.comabsorblms.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #34 of 249 | Arythmatic.cloudarythmatic.cloud | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #35 of 249 | Ascendacademy.ioascendacademy.io | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #36 of 249 | Certichecker.comcertichecker.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #37 of 249 | Compono.comcompono.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #38 of 249 | Cornerstoneondemand.comcornerstoneondemand.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #39 of 249 | Cortexelevate.comcortexelevate.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #40 of 249 | Course.careerscourse.careers | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #41 of 249 | Coursera.orgcoursera.org | Editorial publication | 3.08% | 4 | 130 | 7 | Unavailable |
| #42 of 249 | Eleapsoftware.comeleapsoftware.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #43 of 249 | Elearningtrendz.comelearningtrendz.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #44 of 249 | Elucidat.comelucidat.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #45 of 249 | Fourthrev.comfourthrev.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #46 of 249 | Goodhabitz.comgoodhabitz.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #47 of 249 | Grow.googlegrow.google | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #48 of 249 | Lumos.comlumos.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #49 of 249 | Nhimg.orgnhimg.org | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #50 of 249 | Nobledesktop.comnobledesktop.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #51 of 249 | Pluralsight.compluralsight.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #52 of 249 | Quickstart.comquickstart.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #53 of 249 | Resumly.airesumly.ai | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #54 of 249 | Scalekit.comscalekit.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #55 of 249 | Scholaro.comscholaro.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #56 of 249 | Selleo.comselleo.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #57 of 249 | Stitchflow.comstitchflow.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #58 of 249 | Study.comstudy.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #59 of 249 | Supertokens.comsupertokens.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #60 of 249 | Theinterviewguys.comtheinterviewguys.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #61 of 249 | Traliant.comtraliant.com | Other observed source | 3.08% | 4 | 130 | 7 | Unavailable |
| #62 of 249 | Accordlms.comaccordlms.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #63 of 249 | Aquilonlms.comaquilonlms.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #64 of 249 | Asp.eventsasp.events | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #65 of 249 | Balkan.idbalkan.id | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #66 of 249 | Certififree.comcertififree.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #67 of 249 | Companylms.comcompanylms.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #68 of 249 | Computerscience.orgcomputerscience.org | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #69 of 249 | Computerworld.comcomputerworld.com | Editorial publication | 2.31% | 3 | 130 | 7 | Unavailable |
| #70 of 249 | Cxcherry.iocxcherry.io | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #71 of 249 | Dataquest.iodataquest.io | Market and company database | 2.31% | 3 | 130 | 7 | Unavailable |
| #72 of 249 | Digitallearninginstitute.comdigitallearninginstitute.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #73 of 249 | E-verify.gove-verify.gov | Academic and government source | 2.31% | 3 | 130 | 7 | Unavailable |
| #74 of 249 | Emtrain.comemtrain.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #75 of 249 | Facebook.comfacebook.com | Community and social platform | 2.31% | 3 | 130 | 7 | Unavailable |
| #76 of 249 | Kajabi.comkajabi.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #77 of 249 | Knowledgecity.comknowledgecity.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #78 of 249 | Learnworlds.comlearnworlds.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #79 of 249 | Lmsportals.comlmsportals.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #80 of 249 | Mciskills.commciskills.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #81 of 249 | Need2succeed.co.ukneed2succeed.co.uk | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #82 of 249 | Paradisosolutions.comparadisosolutions.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #83 of 249 | Peopledevelopmentmagazine.compeopledevelopmentmagazine.com | Editorial publication | 2.31% | 3 | 130 | 7 | Unavailable |
| #84 of 249 | Peoplemanagingpeople.compeoplemanagingpeople.com | Editorial publication | 2.31% | 3 | 130 | 7 | Unavailable |
| #85 of 249 | Raccoongang.comraccoongang.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #86 of 249 | Skilljar.comskilljar.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #87 of 249 | Sourcelabs.devsourcelabs.dev | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #88 of 249 | Startupmandi.instartupmandi.in | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #89 of 249 | Study-nook.orgstudy-nook.org | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #90 of 249 | Talentedlearning.comtalentedlearning.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #91 of 249 | Trueoriginal.comtrueoriginal.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #92 of 249 | Truescho.comtruescho.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #93 of 249 | Umu.comumu.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #94 of 249 | Upskillist.proupskillist.pro | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #95 of 249 | Verifyed.ioverifyed.io | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #96 of 249 | Wbscodingschool.comwbscodingschool.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #97 of 249 | Workos.comworkos.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #98 of 249 | Yoobic.comyoobic.com | Other observed source | 2.31% | 3 | 130 | 7 | Unavailable |
| #99 of 249 | Zendesk.comzendesk.com | Vendor-owned source | 2.31% | 3 | 130 | 7 | Unavailable |
| #100 of 249 | 20minutemarketing.com.au20minutemarketing.com.au | Market and company database | 1.54% | 2 | 130 | 7 | Unavailable |
Showing the first 100 rows from 249 observed domains.
Release and boundary
How to cite this segment
Education & Training / How buyers choose: 249 observed source domains in the leaderboard, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/education-training/how_choose.
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.
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.