Research Notes

Source-backed notes for practical L&D decisions.

These notes are not academic summaries. They are working interpretations for teams trying to make better calls about evidence, systems, and learning operations.

Start with the decision

Use research when it helps the work get clearer.

Each note explains what the source helps with, what it does not prove, and one practical move to try in the tools your team already uses.

Evidence Beyond Completion

A practical source note for L&D teams that need better evidence than completions, attendance, or satisfaction alone.

  • Use whenCompletion data shows exposure. It does not show readiness, behavior, adoption, manager observation, workflow impact, or a decision the team can make with confidence.
  • StartFor one active program, write the decision the evidence needs to support before choosing the metric.
Open note