Claims

Supporting user interaction and control in the indicator implementation process positively affects transparency, trust, satisfaction, and acceptance in LA

Claim · All claims
Evidence · 1 study · qualitative r? · q2
Currency · newest study 2026 · checked against its sources 2026-10-09 (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.

q2 i? A qualitative user study found evidence that giving users control over indicator implementation positively affects transparency, trust, satisfaction, and acceptance. → Joarder 2026

Evidence

Joarder 2026

Joarder, S., & Chatti, M. A. (2026). Human-Centred Development of Indicators for Self-Service Learning Analytics: A Transparency through Exploration Approach. Journal of Learning Analytics, 13(1), 163-189. https://doi.org/10.18608/jla.2026.8921

q2 · i? · qualitative · r?

Qualitative online user study with moderated think-aloud sessions and semi-structured interviews with 15 participants (13 students, two teachers). The article reports qualitative evidence of positive effects on "transparency, trust, satisfaction, and acceptance"; no effect sizes are printed.

"Our study showed qualitative evidence that supporting user interaction and providing user control in the indicator implementation process can have positive effects on different crucial aspects of LA, namely transparency, trust, satisfaction, and acceptance."

Discussion

Page metadata
Field Value
type claim
id ssla-user-control-improves-transparency-trust-acceptance
title Supporting user interaction and control in the indicator implementation process positively affects transparency, trust, satisfaction, and acceptance in LA
description Supporting user interaction and control in the indicator implementation process positively affects transparency, trust, satisfaction, and acceptance in LA
status review
evidence_strength moderate
newest_evidence 2026
source_checked 2026-10-09
generated by process:wiki-ingest on 2026-10-09
trust unverified — no one has confirmed this page's content
sources 1 — joarder-2026

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