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Findings

Short, cited notes on research I have read closely. Mostly learning science, and what it means for building education technology.

Interleaved Practice Benefits Learning and Transfer

Julia M. Schorn & Barbara J. Knowlton, Memory & Cognition 49(7), 2021

Interleaving different sequences during practice slows initial learning but produces more durable, transferable skill, even when learning is implicit.

learning-scienceinterleavingdesirable-difficulties

Knowledge-Learning-Instruction: A Framework for Robust Learning

Koedinger, Corbett & Perfetti, Cognitive Science 36(5), 2012

A framework arguing the right instructional method depends on which kind of knowledge component a student is learning.

learning-scienceinstructional-designknowledge-components

Spacing Effects in Learning: A Temporal Ridgeline of Optimal Retention

Cepeda, Vul, Rohrer, Wixted & Pashler, Psychological Science 19(11), 2008

The best gap between study sessions is not fixed; it scales with how long you want to remember, shrinking as a proportion as the retention interval grows.

learning-sciencespacing-effectmemory

Measuring and Managing Cognitive Load in Learning

Lepine, Kim, Mishkin & Beane, arXiv:2505.10742, 2025

How working-memory limits shape learning, why extraneous load is the enemy of good instruction, and what 'just enough scaffolding' means for adaptive tutoring.

learning-sciencecognitive-loadinstructional-design

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