Buyer problem
The buyer needs credible evidence.
Organizations need to redeploy talent into new roles while managing uncertainty about actual capability.
Why traditional tools fail
Legacy tools see output, not thinking.
Course completion, badges, and self-confidence can support reskilling, but they do not fully show role transfer.
How QLM solves it
QLM captures the process.
QLM maps existing skills to target-role scenarios and captures evidence of readiness, gaps, and next interventions.
Evidence captured
The pilot produces reviewable signals.
Evidence includes adjacent skill signals, role task performance, misconception patterns, and transfer readiness.
Pilot design
A focused pilot can run before a district or institutional rollout.
Select one role transition, build three target-role scenarios, and compare QLM evidence to hiring or manager expectations.
- Select one cohort and one measurable outcome.
- Run QLM for a short cycle with teacher or leader review.
- Review misconception, reasoning, and evidence patterns.
- Decide whether to expand the pilot.
Next step
Turn the category into a pilot.
Use this path when you want a pilot, research partnership, or product walkthrough.
Explore reskilling evidence →