Glossary · QLM category creation

What is evidence of learning?

Evidence of learning is proof of reasoning, performance, transfer, and improvement that can survive AI-generated output.

Definition

What evidence of learning means.

Evidence of learning is observable proof that a person has developed understanding, capability, or judgment. Strong evidence can include performance decisions, explanations, revisions, transfer tasks, misconception changes, and reflection, especially when final answers or artifacts can be generated by AI.

Example

What it looks like in practice.

In a simulation, a learner's prediction, variable change, explanation, and revision can all become evidence of learning.

How QLM implements it

Where it appears in QLM.

QLM captures evidence of learning through simulations, Socratic tutoring, TeacherOS, and living skills profiles.

Related QLM paths

Keep building the category map.

Enterprise authority hubLearning Evidence PlatformQLM is a learning evidence platform that captures reasoning, performance, intervention needs, and portable skills evidence.Category hubAdaptive Assessment InfrastructureQLM defines adaptive assessment infrastructure for the AI era: simulation-based evidence of reasoning, process, mastery, and intervention needs.Category hubLiving Skills ProfileQLM living skills profiles turn assessments, simulations, tutoring, and workforce tasks into portable evidence of demonstrated capability.

FAQ

Questions this page answers.

Is a score evidence of learning?

A score can be one signal, but stronger evidence includes the process and performance behind that score.

Next step

Turn the category into a pilot.

Use this path when you want a pilot, research partnership, or product walkthrough.

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