Proactive multimodal feedback significantly reduces debugging time on task compared to control¶

Claim · All claims
Evidence · 1 study · causal r2 · q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? Debugging time on task was significantly lower in the ProPACT feedback condition than in the control condition. → Anahita Golrang 2026

Evidence¶

Anahita Golrang 2026¶

Anahita Golrang, Kshitij Sharma, Simon Dehaen, Olga Viberg. (2026). ProPACT: A Proactive AI-Driven Adaptive Collaborative Tutor for Pair Programming. https://arxiv.org/abs/2605.02703 doi:10.48550/arxiv.2605.02703

q3 · i? · causal · r2

Same within-subjects experiment (26 dyads); paired t-test on total time spent in seconds showed the feedback condition completed debugging significantly faster than control, per the printed t statistic. No effect size printed.

"Another t-test with the feedback category as the independent variable and debugging time on task as the dependent variable shows a clear difference in the debugging time on task among the feedback categories (t[44.70] = 4.39, p<.0001, figure 3b). The debugging time on task is significantly lower in the feedback condition than the control condition."

Discussion¶

Related Claims¶

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