AI-assisted pair programming groups outperformed both individual and human–human pair groups on programming performance¶
Claim · All claims
Evidence · 1 study · causalr2·q3·i1small
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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q3 i1 AI-assisted groups outperformed both individual and human–human groups in programming tasks (p < .001), with the AI-versus-human-pair performance advantage small (d = 0.355) and significant. → Fan 2025
Evidence¶
Fan 2025¶
Fan, G., Liu, D., Zhang, R., & Pan, L. (2025). The impact of AI-assisted pair programming on student motivation, programming anxiety, collaborative learning, and programming performance: a comparative study with traditional pair programming and individual approaches. International Journal of STEM Education. https://doi.org/10.1186/s40594-025-00537-3
q3 · i1 · causal · r2
RQ3 comparison of AI-assisted (combined) versus human–human pair groups on T3 performance in the quasi-experiment; AI-assisted scored M = 83.901 (SD = 10.611) versus M = 80.123 (SD = 11.654), a "marginally better performance out - comes" result with d = 0.355.
"However, AI-assisted programming led to marginally better performance out - comes (t = 2.456, p = 0.015, d = 0.355). The result suggests that while AI-assisted pair programming may not fully replicate the collaborative and social benefits of human– human pairing, it compensates through enhanced perfor- mance outcomes."
Discussion¶
Related Claims¶
- AI-assisted pair programming significantly increased undergraduate intrinsic motivation compared to individual programming, with outcomes comparable to human–human pair programming — related
- Human–human pair programming fostered the highest perceptions of collaboration and social presence, surpassing both AI-assisted and individual conditions — related
- AI-assisted pair programming significantly reduced programming anxiety compared to individual programming — related
- Perceived usefulness of the AI assistant significantly and partially mediated the relationship between AI-assisted programming and collaborative outcomes and performance — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-assisted-pair-programming-outperforms-on-performance |
title |
AI-assisted pair programming groups outperformed both individual and human–human pair groups on programming performance |
description |
AI-assisted pair programming groups outperformed both individual and human–human pair groups on programming performance |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-15 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — fan-2025 |
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