Claims

For learners with low prior knowledge, adaptable scaffolding shows the worst effects, while non-personalized scaffolding with adaptable task progression is descriptively most beneficial

Claim · All claims
Evidence · 1 study · quant-synthesis r? · q2
Currency · newest study 2025 · not yet checked against its sources · 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.

q2 i? For low prior knowledge learners, adaptable scaffolding with non-personalized task progression was descriptively the least effective condition (g = 0.27, ns), while non-personalized scaffolding with adaptable task progression yielded g = 1.37. → Chernikova 2025

Evidence

Chernikova 2025

Chernikova, O., Sommerhoff, D., Stadler, M., Holzberger, D., Nickl, M., Seidel, T., Kasneci, E., Küchemann, S., Kuhn, J., Fischer, F., & Heitzmann, N. (2025). Personalization through adaptivity or adaptability? A meta-analysis on simulation-based learning in higher education. Educational Research Review 46 (2025) 100662. https://doi.org/10.1016/j.edurev.2024.100662

q2 · i? · quant-synthesis · r?

Moderator analysis by prior knowledge (Table 3) in the meta-analysis of N = 143 studies; for low prior knowledge learners, non-personalized scaffolding with adaptable task progression yielded g = 1.37 (SE = 0.26; N = 9) versus g = 0.68 for fully non-personalized simulations, while adaptable scaffolding conditions were non-significant and smallest.

"adaptable scaffolding (g = 0.27 ns SE = 0.06) with non-personalized task progression is descriptively the least effective condition"

Discussion

Page metadata
Field Value
type claim
id low-prior-knowledge-personalization-patterns
title For learners with low prior knowledge, adaptable scaffolding shows the worst effects, while non-personalized scaffolding with adaptable task progression is descriptively most beneficial
description For learners with low prior knowledge, adaptable scaffolding shows the worst effects, while non-personalized scaffolding with adaptable task progression is descriptively most beneficial
status review
evidence_strength weak
newest_evidence 2025
generated by process:wiki-ingest on 2026-10-21
trust unverified — no one has confirmed this page's content
sources 1 — chernikova-2025

Frontmatter is the page's machine-readable record — see the Schema & Guide.