Education & Training
Prove the ROI of every program.
The problem
- Grading & prep steal teaching time
- One-size content fails learners
- Course ROI is hard to measure
What AI actually does about it
- Auto lesson/quiz generation & grading
- Adaptive, personalized learning paths
- 24/7 tutoring & enrollment bots
Outcome
AI-in-education market ~$5.9bn (2024) → ~$32bn by 2030 (~31% CAGR).
Constraints that apply
US FERPA; UK UK-GDPR + age-appropriate design; Gulf PDPL + Arabic localization + Saudi "Year of AI" 2026.
About the figures on this page
These are indicative industry figures, not BvLogic measurements, and we have not verified them. They came from vendor and industry coverage when this page was written. We have not re-sourced them, we do not know the sample they came from, and we would not put them in front of you as evidence.
We are saying so because elsewhere on this site we refuse to print a peer median on the grounds that a number from no respondents is a fabricated number in the position of maximum influence. That standard has to apply here too, or it is not a standard. Use these to frame a question, not to support a business case — and if you need a figure you can defend, the Enterprise Outcome Record sets out what it takes to produce one.
Training ROI
Return on a training program.
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Runs in your browser. Estimates only, not professional advice.
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