Does ChatGPT enhance student learning? A systematic review and meta-analysis of experimental studies
Upper secondary Across ages Adults / lifelong learning AI and learning
Links to claims
Supports (1)
| Claim | Basis |
|---|---|
| K16 (candidate) | Note carries the bank kill sentence behind K16 (group K16); no change in review |
Challenges (1)
| Claim | Basis |
|---|---|
| C2 | Positive pooled effect of ChatGPT; the bank notes that without closed-book outcomes this is performance, not learning. Open test for C2. |
Review state: first-pass draft, pending human review.
Source note (Swedish, verbatim from the Kunskapsbank)
Syntes: Deng m.fl. (2025) — Does ChatGPT enhance student learning?
ID: AI-005
Tier: meta
Closed-book follow-up: nej / blandat — författarna flaggar själva mätbias
HE vs K–12: mest HE; ~14 % K–12
Novelty decay: ja — tidiga studier riskerar novelty inflation
Utfallslabel: prestation, inte lärande
Metadata
- ID:
AI-005 - Tier: meta
- N: 69 artiklar; 62 i meta
- Population: övergripande (HE-tung)
- Country: blandad
- Subject: ChatGPT student learning
- Duration: varierar
Finding
SR+meta positiv snitteffekt; Deng et al. varnar för measurement bias. Utan closed-book: prestation, inte lärande.
Mechanism
Ospecificerad pool — inkluderar olikartade pedagogiska roller.
Limits
K–12-tunn; closed-book sällan; novelty.
This claim dies if …
Bias-korrigerad analys med endast delayed closed-book ger noll/negativ effekt.
Swedish implication
Measure med samma ribba som Bastani (closed-book); annars label prestation.
Links
- DOI: https://doi.org/10.1016/j.compedu.2024.105224
- Relaterade: AI-002, AI-004, AI-003
Metadata as recorded
- ID
- AI-005
- Tier
- meta
- Closed-book follow-up
- nej / blandat (författarna flaggar mätbias)
- HE vs K–12
- mest HE; ~14 % K–12
- Titel
- Does ChatGPT enhance student learning? A systematic review and meta-analysis of experimental studies
- Författare
- Deng, R.; Jiang, M.; Yu, X.; Lu, Y.; Liu, S.
- År
- 2025 (online Dec 2024)
- Källa/DOI
- https://doi.org/10.1016/j.compedu.2024.105224
- URL
- https://www.sciencedirect.com/science/article/pii/S0360131524002380
- Typ
- systematisk review + meta-analys (69 artiklar; 62 i meta)
- Åldersgrupp
- övergripande (mest university; ~14 % K–12)
- Teman
- ai-och-larande
- Sparade fil
- ABSTRACT.md (OA CC BY enligt Elsevier; full PDF ej speglad här p.g.a. blockerad spegellänk — nyckeltal från OA-fulltext via WebFetch)
- Hämtad
- 2026-09-07
- Paywall
- Nej (CC BY) — fulltext gratis via ScienceDirect/Elsevier
Original files held in the project (not published): ABSTRACT.md