In Study 1, ChatTutor students answered significantly more new follow-up conceptual knowledge items correctly than teaching-as-usual students, controlling for the testing effect¶
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Evidence · 1 study · causalr3·q3·i2medium
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
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q3 i2 Learning condition significantly affected performance on five new high-difficulty conceptual knowledge items administered only at follow-up, η2 = 0.070, with ChatTutor exceeding teaching-as-usual (p = 0.010) but not ChatGPT (p = 0.957). → Guido Makransky 2025
Evidence¶
Guido Makransky 2025¶
Guido Makransky, Ban M. Shiwalia, Tue Herlau, Steven Blurton. (2025). Beyond the "Wow" Factor: Using Generative AI for Increasing Generative Sense-Making. Educational Psychology Review. https://doi.org/10.1007/s10648-025-10039-x
q3 · i2 · causal · r3
In the pre-registered Study 1 experiment, five new high-difficulty items were added at follow-up "to ensure that we could measure conceptual knowledge while accounting for testing effect"; the ANOVA gave "F(2, 121) = 4.551, p = 0.012, η2 = 0.070" and post hocs showed ChatTutor (M = 2.58) above teaching-as-usual (M = 1.87), p = 0.010, but not above ChatGPT (M = 2.56), p = 0.957.
"The one-way ANOVA showed a significant effect of learning condition on performance on the five new conceptual knowledge questions, F(2, 121) = 4.551, p = 0.012, η2 = 0.070."
Discussion¶
Related Claims¶
- In Study 1, university students using ChatTutor scored significantly higher than teaching-as-usual students on a delayed conceptual knowledge test four weeks after the lesson, but did not differ significantly from ChatGPT students — related
- In Study 1, the three conditions did not differ significantly on the immediate post-test of conceptual knowledge — related
- In Study 1, ChatTutor produced significantly higher trust, enjoyment, and behavioral intentions than ChatGPT, while students were blind to condition — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
chattutor-new-items-testing-effect-study1 |
title |
In Study 1, ChatTutor students answered significantly more new follow-up conceptual knowledge items correctly than teaching-as-usual students, controlling for the testing effect |
description |
In Study 1, ChatTutor students answered significantly more new follow-up conceptual knowledge items correctly than teaching-as-usual students, controlling for the testing effect |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-20 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — guido-makransky-2025 |
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