Evidence floor met in this release.
Education & TrainingStatePublished Observed runs100 Run dates7 Observed domains201
Published segment leaderboard
Education & Training: Is it worth it in the Machine Relations Index
This leaderboard uses only the Education & Training / Is it worth it segment denominator: 100 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 201 | Redditreddit.com | Community and social platform | 23.00% | 23 | 100 | 7 | Unavailable |
| #2 of 201 | Theworkademy.comtheworkademy.com | Other observed source | 21.00% | 21 | 100 | 7 | Unavailable |
| #3 of 201 | Talentlms.comtalentlms.com | Other observed source | 18.00% | 18 | 100 | 7 | Unavailable |
| #4 of 201 | Elearningindustry.comelearningindustry.com | Other observed source | 15.00% | 15 | 100 | 7 | Unavailable |
| #5 of 201 | YouTubeyoutube.com | Search or media platform | 12.00% | 12 | 100 | 7 | Unavailable |
| #6 of 201 | Illumina-interactive.comillumina-interactive.com | Other observed source | 11.00% | 11 | 100 | 7 | Unavailable |
| #7 of 201 | Capterra.comcapterra.com | Market and company database | 10.00% | 10 | 100 | 7 | Unavailable |
| #8 of 201 | Group.appgroup.app | Other observed source | 10.00% | 10 | 100 | 7 | Unavailable |
| #9 of 201 | Scrimba.comscrimba.com | Other observed source | 10.00% | 10 | 100 | 7 | Unavailable |
| #10 of 201 | Allencomm.comallencomm.com | Other observed source | 9.00% | 9 | 100 | 7 | Unavailable |
| #11 of 201 | Learnslice.comlearnslice.com | Other observed source | 9.00% | 9 | 100 | 7 | Unavailable |
| #12 of 201 | Peoplemanagingpeople.compeoplemanagingpeople.com | Editorial publication | 9.00% | 9 | 100 | 7 | Unavailable |
| #13 of 201 | LinkedInlinkedin.com | Community and social platform | 7.00% | 7 | 100 | 7 | Unavailable |
| #14 of 201 | Niit.comniit.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #15 of 201 | Udutu.comudutu.com | Other observed source | 7.00% | 7 | 100 | 7 | Unavailable |
| #16 of 201 | Articulate.comarticulate.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #17 of 201 | Coursereport.comcoursereport.com | Editorial publication | 6.00% | 6 | 100 | 7 | Unavailable |
| #18 of 201 | Docebo.comdocebo.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #19 of 201 | Forbesforbes.com | Editorial publication | 6.00% | 6 | 100 | 7 | Unavailable |
| #20 of 201 | Goskills.comgoskills.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #21 of 201 | Ispring.comispring.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #22 of 201 | Knowledgeanywhere.comknowledgeanywhere.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #23 of 201 | Neovationelearning.comneovationelearning.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #24 of 201 | Skillwell.comskillwell.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #25 of 201 | Thisisanitsupportgroup.comthisisanitsupportgroup.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #26 of 201 | Trainingcost.comtrainingcost.com | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #27 of 201 | Usewhale.iousewhale.io | Other observed source | 6.00% | 6 | 100 | 7 | Unavailable |
| #28 of 201 | Absorblms.comabsorblms.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #29 of 201 | Apps365.comapps365.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #30 of 201 | Careerkarma.comcareerkarma.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #31 of 201 | Coggno.comcoggno.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #32 of 201 | Completepayrollsolutions.comcompletepayrollsolutions.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #33 of 201 | Dev.todev.to | Community and social platform | 5.00% | 5 | 100 | 7 | Unavailable |
| #34 of 201 | Freshlearn.comfreshlearn.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #35 of 201 | Junocollege.comjunocollege.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #36 of 201 | Softwarefinder.comsoftwarefinder.com | Market and company database | 5.00% | 5 | 100 | 7 | Unavailable |
| #37 of 201 | Techclass.comtechclass.com | Other observed source | 5.00% | 5 | 100 | 7 | Unavailable |
| #38 of 201 | Arthalearning.comarthalearning.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #39 of 201 | Bizlibrary.combizlibrary.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #40 of 201 | Cloudassess.comcloudassess.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #41 of 201 | Devtechinsights.comdevtechinsights.com | Market and company database | 4.00% | 4 | 100 | 7 | Unavailable |
| #42 of 201 | Educate-me.coeducate-me.co | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #43 of 201 | Kingslanduniversity.comkingslanduniversity.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #44 of 201 | Knowxbox.comknowxbox.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #45 of 201 | Liberateglobal.comliberateglobal.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #46 of 201 | Mindstamp.commindstamp.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #47 of 201 | Novactech.comnovactech.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #48 of 201 | Sweetrush.comsweetrush.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #49 of 201 | Upsidelearning.comupsidelearning.com | Other observed source | 4.00% | 4 | 100 | 7 | Unavailable |
| #50 of 201 | 360learning.com360learning.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #51 of 201 | 42designsquare.com42designsquare.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #52 of 201 | Absorbai.comabsorbai.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #53 of 201 | Codeworks.mecodeworks.me | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #54 of 201 | Dokeos.comdokeos.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #55 of 201 | Edgepointlearning.comedgepointlearning.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #56 of 201 | Elevialms.comelevialms.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #57 of 201 | Firsthr.appfirsthr.app | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #58 of 201 | Fundz.netfundz.net | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #59 of 201 | Gainsight.comgainsight.com | Market and company database | 3.00% | 3 | 100 | 7 | Unavailable |
| #60 of 201 | Geeks.ltdgeeks.ltd | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #61 of 201 | HackerNoonhackernoon.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #62 of 201 | Learnworlds.comlearnworlds.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #63 of 201 | Litmos.comlitmos.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #64 of 201 | Lmspedia.orglmspedia.org | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #65 of 201 | Manaarah.commanaarah.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #66 of 201 | Mediummedium.com | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #67 of 201 | Neovation.comneovation.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #68 of 201 | Rice.edurice.edu | Academic and government source | 3.00% | 3 | 100 | 7 | Unavailable |
| #69 of 201 | Rockstardeveloperuniversity.comrockstardeveloperuniversity.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #70 of 201 | Softdecc.comsoftdecc.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #71 of 201 | Standout.workstandout.work | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #72 of 201 | Technologyadvice.comtechnologyadvice.com | Market and company database | 3.00% | 3 | 100 | 7 | Unavailable |
| #73 of 201 | Theaccessgroup.comtheaccessgroup.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #74 of 201 | Tovutilms.comtovutilms.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #75 of 201 | Trainingpros.comtrainingpros.com | Other observed source | 3.00% | 3 | 100 | 7 | Unavailable |
| #76 of 201 | Vocal.mediavocal.media | Editorial publication | 3.00% | 3 | 100 | 7 | Unavailable |
| #77 of 201 | Archisacademy.comarchisacademy.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #78 of 201 | Blackstone.edublackstone.edu | Academic and government source | 2.00% | 2 | 100 | 7 | Unavailable |
| #79 of 201 | Check-n-click.comcheck-n-click.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #80 of 201 | Commlabindia.comcommlabindia.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #81 of 201 | Cornerstoneondemand.comcornerstoneondemand.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #82 of 201 | Corporatetraininglibrary.comcorporatetraininglibrary.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #83 of 201 | Credyard.comcredyard.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #84 of 201 | D2l.comd2l.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #85 of 201 | Danfe.iodanfe.io | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #86 of 201 | Digitalhill.comdigitalhill.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #87 of 201 | Disprz.aidisprz.ai | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #88 of 201 | Edubracket.comedubracket.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #89 of 201 | Eleapsoftware.comeleapsoftware.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #90 of 201 | Elucidat.comelucidat.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #91 of 201 | Eubrics.comeubrics.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #92 of 201 | Fortunefortune.com | Editorial publication | 2.00% | 2 | 100 | 7 | Unavailable |
| #93 of 201 | GrowthNavigate.comgrowthnavigate.com | Editorial publication | 2.00% | 2 | 100 | 7 | Unavailable |
| #94 of 201 | Hakia.comhakia.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #95 of 201 | Illumeo.comillumeo.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #96 of 201 | Itacit.comitacit.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #97 of 201 | Karllhughes.comkarllhughes.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #98 of 201 | Knowledgecity.comknowledgecity.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #99 of 201 | Livescience.comlivescience.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
| #100 of 201 | Mentor-lms.commentor-lms.com | Other observed source | 2.00% | 2 | 100 | 7 | Unavailable |
Showing the first 100 rows from 201 observed domains.
Release and boundary
How to cite this segment
Education & Training / Is it worth it: 201 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/is_x_worth.
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.