Claims

AI is implemented in SRL research primarily as an intervention, most often through adaptive systems and personalization

Claim · All claims
Evidence · 1 study · review r2 · q3
Currency · newest study 2025 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · 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.

q3 i? 75% of AI-SRL studies implemented AI as an intervention to support student learning; among the four implementation categories, adaptive systems and personalization was most frequent (41%, N = 35), followed by profiling and prediction (38%, N = 32), intelligent tutoring systems (33%, N = 28), and assessment and evaluation (three studies). → Banihashem 2025

Evidence

Banihashem 2025

Banihashem, S. K., Bond, M., Bergdahl, N., Khosravi, H., & Noroozi, O. (2025). A systematic mapping review at the intersection of artificial intelligence and self-regulated learning. International Journal of Educational Technology in Higher Education, 22(50). https://doi.org/10.1186/s41239-025-00548-8

q3 · i? · review · r2

Classification of the 84 studies using the Bond et al. (2024) typology found "AI was implemented primarily as an intervention to support student learning (75%, N = 63)". Adaptive systems and personalization subdivided into chatbots/GenAI/NLP (N = 15), dashboards/automatic feedback (N = 11), facial/mood recognition (N = 5), recommender systems (N = 4), and writing support systems (N = 3).

"AI was implemented primarily as an intervention to support student learning (75%, N = 63)"

Discussion

Page metadata
Field Value
type claim
id ai-implemented-as-intervention-adaptive-systems-personalization
title AI is implemented in SRL research primarily as an intervention, most often through adaptive systems and personalization
description AI is implemented in SRL research primarily as an intervention, most often through adaptive systems and personalization
status review
evidence_strength moderate
newest_evidence 2025
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 1 — banihashem-2025

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