Skills Intelligence for Workforce Planning
Combine labour-market signals with employer needs and training outcomes for better decisions.
GRS Editorial · GHCRead guideGRS editorial · Autism research
Assess participation and experience alongside access and programme delivery.
Autism research
Assess participation and experience alongside access and programme delivery. This guide offers a starting method for teams developing research and institutional decisions. Adapt it to the question, context and relevant scientific, ethics and data requirements.
Step 01
Enrolment or classroom placement alone does not show whether a learner belongs or can participate. Agree outcomes with learners, families, educators and support staff. Include accessibility, relationships, learning and transitions where relevant.
Step 02
Document the setting, available supports, student characteristics and implementation conditions before a change. Use consent and privacy safeguards for child or disability data. Select measures that do not penalise schools serving pupils with higher support needs.
Step 03
Attendance and progression can be read alongside observation, interviews and learner-reported experience. Examine who benefited and who did not. A promising aggregate outcome may hide exclusion in specific settings or unmet needs outside school.
Step 04
Without a suitable comparison or design, improvement after a programme does not prove it caused the change. Report fidelity, contextual changes and uncertainty. Use findings to refine support, train staff and test the next implementation cycle.
Illustrative application
A district introducing classroom support might measure attendance and progression, but also ask learners whether they can participate in lessons and social activities. Schools should document staffing and training differences before comparisons. If outcomes improve, examine other changes during the period and avoid attributing every gain to the initiative without a suitable design.
Put it into practice
GRS Group editorial guide · Published 24 September 2026 · Informational guidance, not an empirical study or formal professional advice.
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Further reading
Combine labour-market signals with employer needs and training outcomes for better decisions.
GRS Editorial · GHCRead guide