Claims

Across confirmatory analyses, motivation depended on fewer user characteristics under personalization, and subject and usage interval did not moderate its effect

Claim · All claims
Evidence · 1 study · causal r2 · q2
Currency · newest study 2023 · 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? The assessment's subject and usage interval did not moderate personalization's effect on any motivational construct, unlike gender, education, preferred game genre and playing setting, and performance. → Rodrigues Luiz 2023

Evidence

Rodrigues Luiz 2023

Rodrigues Luiz, Palomino Paula T., Toda Armando M., Klock Ana C. T., Pessoa Marcela, Pereira Filipe D., Oliveira Elaine H. T., Oliveira David F., Cristea Alexandra I., Gasparini Isabela, Isotani Seiji. (2023). How Personalization Affects Motivation in Gamified Review Assessments. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-022-00326-x

q2 · i? · causal · r2

Exploratory moderator analyses (90% bootstrap CIs) across contextual moderators — four assessment subjects and usage intervals of 0, 4, or 6 weeks — plus user characteristics. The article concludes "did not moderate personalization's effect on any construct" for subject and interval, while listing the moderators that did; the abstract adds that motivation depended on fewer user characteristics under personalization.

"Overall, our findings indicate the assessment’s subject and usage interval did not moderate personalization’s effect on any construct, in contrast to gender, education, preferred game genre and playing setting, performance, and age (RQ1)."

Discussion

Page metadata
Field Value
type claim
id personalization-fewer-moderators-subject-interval-null
title Across confirmatory analyses, motivation depended on fewer user characteristics under personalization, and subject and usage interval did not moderate its effect
description Across confirmatory analyses, motivation depended on fewer user characteristics under personalization, and subject and usage interval did not moderate its effect
status review
evidence_strength weak
newest_evidence 2023
generated by process:wiki-ingest on 2026-10-27
trust unverified — no one has confirmed this page's content
sources 1 — rodrigues-luiz-2023

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