IMPACT: A Generative AI Prompt Framework for Scaling Instructional Video Design

Abstract Generative AI can transform lectures into asynchronous learning materials, but pedagogical quality depends on rigorous prompt engineering. We developed IMPACT, a six-component prompt-engineering framework, and applied it to design a six-stage video pipeline. Trainee-faculty co-creation produced 22 pre-clerkship hematology videos and was associated with positive trainee contributor perceptions.

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Publication Details

Journal
Medical Science Educator
Published
2026-06-09
DOI
https://doi.org/10.1007/s40670-026-02784-7
Primary Topic
Visual and Cognitive Learning Processes
Type
article
Field-Weighted Citation Impact
0.00
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article

IMPACT: A Generative AI Prompt Framework for Scaling Instructional Video Design

Aidan Dulaney, Mohit Gupta, James Willig, Alexander Wu et al.
Medical Science Educator
Visual and Cognitive Learning Processes
article

IMPACT: A Generative AI Prompt Framework for Scaling Instructional Video Design

Aidan Dulaney, Mohit Gupta, James Willig, Alexander Wu, Jake Aumeier, Natalie Bavli, Smrithi Upadhyayula
article en

Abstract

Abstract Generative AI can transform lectures into asynchronous learning materials, but pedagogical quality depends on rigorous prompt engineering. We developed IMPACT, a six-component prompt-engineering framework, and applied it to design a six-stage video pipeline. Trainee-faculty co-creation produced 22 pre-clerkship hematology videos and was associated with positive trainee contributor perceptions.

Medical Science Educator
Southwestern Medical Center (US), Southwestern Medical Center (US), The University of Texas Southwestern Medical Center (US)
Quality Education
Openalex Percentile: Top 6%
Visual and Cognitive Learning Processes
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