Lesson 1240 of 2244
AI research administration effort certification narrative
Use AI to draft the supporting narrative for a faculty effort certification under federal grant rules.
Adults & Professionals · Research & Analysis · ~7 min read
The premise
AI can take a faculty calendar and project assignments and draft an effort-certification supporting narrative.
What AI does well here
- Map calendar time and deliverables to sponsored projects
- Identify activities that should not count as sponsored effort
- Flag months where reported effort and observed activity diverge
What AI cannot do
- Certify effort
- Reallocate effort retroactively
- Substitute for the PI's attestation
Key terms in this lesson
Practice this safely
Use a real but low-risk workflow from your day. Treat AI as a drafting and organizing layer, then verify the output before anyone relies on it.
- 1Ask AI to explain effort reporting in plain language, then underline anything that sounds uncertain or too broad.
- 2Give it one detail from "AI research administration effort certification narrative" and ask for two possible next steps plus one reason each step might be wrong.
- 3Check Uniform Guidance against a trusted source, teacher, adult, expert, or original document before you use it.
End-of-lesson quiz
Check what stuck
15 questions · Score saves to your progress.
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