Evidence floor met in this release.
Education & TrainingStatePublished Observed runs219 Run dates12 Observed domains300
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: 219 observed answer runs across 12 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 |
|---|---|---|---|---|---|---|
| #1 of 300 | Elearningindustry.comelearningindustry.com | Other observed source | 14.61% | 32 | 219 | 12 |
| #2 of 300 | Theworkademy.comtheworkademy.com | Other observed source | 14.61% | 32 | 219 | 12 |
| #3 of 300 | Redditreddit.com | Community and social platform | 11.87% | 26 | 219 | 12 |
| #4 of 300 | Talentlms.comtalentlms.com | Other observed source | 10.96% | 24 | 219 | 12 |
| #5 of 300 | Scrimba.comscrimba.com | Other observed source | 10.50% | 23 | 219 | 12 |
| #6 of 300 | YouTubeyoutube.com | Search or media platform | 10.50% | 23 | 219 | 12 |
| #7 of 300 | Allencomm.comallencomm.com | Other observed source | 9.59% | 21 | 219 | 12 |
| #8 of 300 | Illumina-interactive.comillumina-interactive.com | Other observed source | 9.13% | 20 | 219 | 12 |
| #9 of 300 | Neovationelearning.comneovationelearning.com | Other observed source | 9.13% | 20 | 219 | 12 |
| #10 of 300 | Capterra.comcapterra.com | Market and company database | 8.22% | 18 | 219 | 12 |
| #11 of 300 | Credyard.comcredyard.com | Other observed source | 7.76% | 17 | 219 | 12 |
| #12 of 300 | Firsthr.appfirsthr.app | Other observed source | 7.76% | 17 | 219 | 12 |
| #13 of 300 | Learnslice.comlearnslice.com | Vendor-owned source | 7.76% | 17 | 219 | 12 |
| #14 of 300 | Niit.comniit.com | Other observed source | 7.76% | 17 | 219 | 12 |
| #15 of 300 | Techclass.comtechclass.com | Other observed source | 7.76% | 17 | 219 | 12 |
| #16 of 300 | Careerkarma.comcareerkarma.com | Other observed source | 7.31% | 16 | 219 | 12 |
| #17 of 300 | Goskills.comgoskills.com | Other observed source | 6.85% | 15 | 219 | 12 |
| #18 of 300 | Docebo.comdocebo.com | Other observed source | 6.39% | 14 | 219 | 12 |
| #19 of 300 | Forbesforbes.com | Editorial publication | 6.39% | 14 | 219 | 12 |
| #20 of 300 | Group.appgroup.app | Other observed source | 6.39% | 14 | 219 | 12 |
| #21 of 300 | Softwarefinder.comsoftwarefinder.com | Market and company database | 6.39% | 14 | 219 | 12 |
| #22 of 300 | Course Reportcoursereport.com | Other observed source | 5.48% | 12 | 219 | 12 |
| #23 of 300 | D2l.comd2l.com | Other observed source | 5.48% | 12 | 219 | 12 |
| #24 of 300 | People Managing Peoplepeoplemanagingpeople.com | Editorial publication | 5.48% | 12 | 219 | 12 |
| #25 of 300 | Thisisanitsupportgroup.comthisisanitsupportgroup.com | Community and social platform | 5.48% | 12 | 219 | 12 |
| #26 of 300 | Learnworlds.comlearnworlds.com | Other observed source | 5.02% | 11 | 219 | 12 |
| #27 of 300 | Cornerstoneondemand.comcornerstoneondemand.com | Other observed source | 4.57% | 10 | 219 | 12 |
| #28 of 300 | Educate-me.coeducate-me.co | Other observed source | 4.57% | 10 | 219 | 12 |
| #29 of 300 | Freshlearn.comfreshlearn.com | Other observed source | 4.57% | 10 | 219 | 12 |
| #30 of 300 | Raccoongang.comraccoongang.com | Other observed source | 4.57% | 10 | 219 | 12 |
| #31 of 300 | Upsidelearning.comupsidelearning.com | Other observed source | 4.57% | 10 | 219 | 12 |
| #32 of 300 | 360learning.com360learning.com | Other observed source | 4.11% | 9 | 219 | 12 |
| #33 of 300 | Coddy.techcoddy.tech | Other observed source | 4.11% | 9 | 219 | 12 |
| #34 of 300 | Coggno.comcoggno.com | Other observed source | 4.11% | 9 | 219 | 12 |
| #35 of 300 | Dev.todev.to | Community and social platform | 4.11% | 9 | 219 | 12 |
| #36 of 300 | Lmspedia.orglmspedia.org | Other observed source | 4.11% | 9 | 219 | 12 |
| #37 of 300 | Neovation.comneovation.com | Other observed source | 4.11% | 9 | 219 | 12 |
| #38 of 300 | Sweetrush.comsweetrush.com | Other observed source | 4.11% | 9 | 219 | 12 |
| #39 of 300 | Companylms.comcompanylms.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #40 of 300 | Ispring.comispring.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #41 of 300 | Litmos.comlitmos.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #42 of 300 | Skillwell.comskillwell.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #43 of 300 | Techbuzzonline.comtechbuzzonline.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #44 of 300 | TechTargettechtarget.com | Editorial publication | 3.65% | 8 | 219 | 12 |
| #45 of 300 | Udutu.comudutu.com | Other observed source | 3.65% | 8 | 219 | 12 |
| #46 of 300 | Absorblms.comabsorblms.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #47 of 300 | Apps365.comapps365.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #48 of 300 | Devtechinsights.comdevtechinsights.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #49 of 300 | Knowledgeanywhere.comknowledgeanywhere.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #50 of 300 | Knowxbox.comknowxbox.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #51 of 300 | LinkedInlinkedin.com | Community and social platform | 3.20% | 7 | 219 | 12 |
| #52 of 300 | Mindstamp.commindstamp.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #53 of 300 | Minicoursegenerator.comminicoursegenerator.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #54 of 300 | Skillscouter.comskillscouter.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #55 of 300 | Trainingcost.comtrainingcost.com | Other observed source | 3.20% | 7 | 219 | 12 |
| #56 of 300 | Articulate.comarticulate.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #57 of 300 | Bizlibrary.combizlibrary.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #58 of 300 | Commlabindia.comcommlabindia.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #59 of 300 | Eleapsoftware.comeleapsoftware.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #60 of 300 | Liberateglobal.comliberateglobal.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #61 of 300 | Mctaba.commctaba.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #62 of 300 | Nucamp.conucamp.co | Other observed source | 2.74% | 6 | 219 | 12 |
| #63 of 300 | Paradisosolutions.comparadisosolutions.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #64 of 300 | Theaccessgroup.comtheaccessgroup.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #65 of 300 | Thecodingsharks.comthecodingsharks.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #66 of 300 | Theforage.comtheforage.com | Other observed source | 2.74% | 6 | 219 | 12 |
| #67 of 300 | Usewhale.iousewhale.io | Other observed source | 2.74% | 6 | 219 | 12 |
| #68 of 300 | Absorbai.comabsorbai.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #69 of 300 | Alibaba.comalibaba.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #70 of 300 | Arthalearning.comarthalearning.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #71 of 300 | Completepayrollsolutions.comcompletepayrollsolutions.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #72 of 300 | Danfe.iodanfe.io | Other observed source | 2.28% | 5 | 219 | 12 |
| #73 of 300 | Digitalhill.comdigitalhill.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #74 of 300 | Disprz.aidisprz.ai | Other observed source | 2.28% | 5 | 219 | 12 |
| #75 of 300 | Fundz.netfundz.net | Other observed source | 2.28% | 5 | 219 | 12 |
| #76 of 300 | Geeks.ltdgeeks.ltd | Other observed source | 2.28% | 5 | 219 | 12 |
| #77 of 300 | Ikhya.comikhya.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #78 of 300 | Junocollege.comjunocollege.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #79 of 300 | Lifehackerlifehacker.com | Editorial publication | 2.28% | 5 | 219 | 12 |
| #80 of 300 | Mitsedge.commitsedge.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #81 of 300 | Novactech.comnovactech.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #82 of 300 | Teachfloor.comteachfloor.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #83 of 300 | Trainual.comtrainual.com | Other observed source | 2.28% | 5 | 219 | 12 |
| #84 of 300 | Bluecarrot.iobluecarrot.io | Other observed source | 1.83% | 4 | 219 | 12 |
| #85 of 300 | Cloudassess.comcloudassess.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #86 of 300 | Codeworks.mecodeworks.me | Other observed source | 1.83% | 4 | 219 | 12 |
| #87 of 300 | Collegevaluesonline.comcollegevaluesonline.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #88 of 300 | Corporatetraininglibrary.comcorporatetraininglibrary.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #89 of 300 | Creativtechnologies.comcreativtechnologies.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #90 of 300 | Eubrics.comeubrics.com | Vendor-owned source | 1.83% | 4 | 219 | 12 |
| #91 of 300 | Forasoft.comforasoft.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #92 of 300 | Gainsight.comgainsight.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #93 of 300 | HackerNoonhackernoon.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #94 of 300 | Hakia.comhakia.com | Search or media platform | 1.83% | 4 | 219 | 12 |
| #95 of 300 | Jumplms.comjumplms.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #96 of 300 | Kingslanduniversity.comkingslanduniversity.com | Academic and government source | 1.83% | 4 | 219 | 12 |
| #97 of 300 | Knowledgecity.comknowledgecity.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #98 of 300 | Manaarah.commanaarah.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #99 of 300 | Nobledesktop.comnobledesktop.com | Other observed source | 1.83% | 4 | 219 | 12 |
| #100 of 300 | PRS Consultancyperformancereviewssoftware.com | Editorial publication | 1.83% | 4 | 219 | 12 |
Showing the first 100 rows from 300 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Education & Training / Is it worth it: 300 observed source domains in the leaderboard, measured on 219 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/is_x_worth. CC BY 4.0.APA
Parrott, J. (2026). Education & Training / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mrieducationtrainingisxworth,
author = {Parrott, Jaxon},
title = {Education \& Training / Is it worth it 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/is_x_worth},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}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.