70/100

Moderate evidence

GainPublished recordEducationGood Space

Do Generative AI-Powered Pedagogical Agents Improve Learners’ Academic Performance Effectively? Evidence From Meta-Analysis

Truvace record
TRV-2026-2825raw data (JSON)
Version
v1Published
First published
Evidence type
Systematic review or meta-analysis
Sources
1 sourcePeer-reviewed
sha256
1df113ac1702…check it

With the breakthrough advancements in generative artificial intelligence (GenAI) technology, GenAI-powered pedagogical agents (GenAI-PA) are emerging as a transformative paradigm shift in education. However, there is still debate about whether the use of GenAI-PA is beneficial for learners’ academic performance. Therefore, this study conducted a meta-analysis of 27 experimental and quasi-experimental studies from 2015 to 2025. The results showed that (1) GenAI-PA had a significant effect on learners’ academic pe…

The gain

A meta-analysis of 27 experimental and quasi-experimental studies found that learners who used generative AI pedagogical agents scored higher on academic performance, with a pooled effect size of g = 0.401.

Sources

1 on file
  1. Peer-reviewed2025-11-18

Cite this record

v1

Truvace Impact Record TRV-2026-2825, v1: “Do Generative AI-Powered Pedagogical Agents Improve Learners’ Academic Performance Effectively? Evidence From Meta-Analysis.” Truvace, 2026-11-12. /record/TRV-2026-2825 (accessed on the day you copy it). sha256 1df113ac17024ebb…

Change history

1 version

Every change made to this record since it was first published, and why. Nothing has changed since it went up.

  1. Publishedv11df113ac1702…

    Certified into the record

Check this record hasn’t been altered

Check this record hasn’t been altered
How to check it yourself, without trusting this page

Download any version from /api/record/TRV-2026-2825 and hash its canonical field yourself, for example with shasum -a 256. You should get its content_hash. Each version’s text also ends with prev:and the hash of the version before it (version 1 points to 64 zeros). If anyone had changed a single character of any version after it was saved, those hashes wouldn’t line up.