In a randomised experiment, AI access raised students' enjoyment of learning (p = 0.063) with no statistically detectable effect on self-assessed knowledge or felt effectiveness¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr3·q4
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q4 i? Treated students report enjoyment of the learning task 0.58 points (11 percent) higher on a 0–10 scale, while self-assessed knowledge and feeling skilled or effective do not change significantly. → Zara Contractor and Germán Reyes 2026
q4 i? Self-assessed knowledge rises sharply in both groups after learning, leaving an ITT of −0.10 points that is statistically indistinguishable from zero. → Zara Contractor and Germán Reyes 2026 (2)
Evidence¶
Zara Contractor and Germán Reyes 2026¶
Zara Contractor and Germán Reyes. (2026). Experimental Evidence on the Learning Impact of Generative AI. https://arxiv.org/abs/2607.08849 doi:10.48550/arxiv.2607.08849
q4 · i? · causal · r3
Post-learning survey measure from the randomized experiment; the enjoyment effect is marginal (p = 0.063), which the authors describe as AI making learning more enjoyable. The article also reports the share of students rating enjoyment at or above the sample median rises by 12.1 pp (p= 0.082), while the effect on feeling skilled or effective is 0.06 points (p= 0.834).
"Enjoyment of the learning task rises by ˆβ= 0.58points on the 0–10 scale (p= 0.063), an 11 percent improvement over the control mean of 5.22."
Zara Contractor and Germán Reyes 2026 (2)¶
Zara Contractor and Germán Reyes. (2026). Experimental Evidence on the Learning Impact of Generative AI. https://arxiv.org/abs/2607.08849
q4 · i? · causal · r3
Null result on the self-assessed knowledge outcome (0–10 scale) from Session One of the randomized experiment; objective test performance in the same session does respond to AI access. A similar null appears in Session Two (ITT 0.22 points, p= 0.250).
"Self-assessed knowledge in the control group rises sharply, from 1.56 to 4.79 on the 0–10 scale (p <0.001). The rise is nearly identical among treated students, leaving an ITT ofˆβ=−0.10points, which is statistically indistinguishable from zero."
Discussion¶
Learner Variables¶
- Interest — outcome: instruction changes it
- Achievement Emotions — outcome: instruction changes it
Related Claims¶
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Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
genai-raises-learning-enjoyment |
title |
In a randomised experiment, AI access raised students' enjoyment of learning (p = 0.063) with no statistically detectable effect on self-assessed knowledge or felt effectiveness |
description |
In a randomised experiment, AI access raised students' enjoyment of learning (p = 0.063) with no statistically detectable effect on self-assessed knowledge or felt effectiveness |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — zara-contractor-and-germán-reyes-2026, zara-contractor-and-germán-reyes-2026-2 |
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