In one MMLA nursing simulation study, 11 of 14 interviewed students preferred opt-out over opt-in consent, but most did not fully read the explanatory statement¶
Claim · All claims
Evidence · 1 study (2 entries) · qualitativer?·q2
Currency · newest study 2024 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · 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? Eleven of 14 interviewed students favoured the opt-out consent approach, citing ease of participation, while three preferred opt-in for autonomy. → Jin 2024
q2 i? Although all participants knew of the explanatory statement and their right to opt out, only five fully read it. → Jin 2024 (2)
Evidence¶
Jin 2024¶
Jin, Y., Echeverria, V., Yan, L., Zhao, L., Alfredo, R., Tsai, Y.-S., Gašević, D., & Martinez-Maldonado, R. (2024). FATE in MMLA: A Student-Centred Exploration of Fairness, Accountability, Transparency, and Ethics in Multimodal Learning Analytics. Journal of Learning Analytics, 11(3), 6–23. https://doi.org/10.18608/jla.2024.8351
q2 · i? · qualitative · r?
Interview study on ethics (RQ4) with 14 third-year nursing students who took part in one authentic MMLA simulation. Eleven favoured opt-out for ease of participation; three preferred opt-in, valuing "autonomy" and "more control and more informed choice."
"When discussing the preference between opt-out and opt-in consenting, 11 participants (P1–4, P6, P8–10, and P12–14) favoured the opt-out approach used in the study. In contrast, three participants (P5, P7, and P11) preferred the opt-in method."
Jin 2024 (2)¶
Jin, Y., Echeverria, V., Yan, L., Zhao, L., Alfredo, R., Tsai, Y.-S., Gašević, D., & Martinez-Maldonado, R. (2024). FATE in MMLA: A Student-Centred Exploration of Fairness, Accountability, Transparency, and Ethics in Multimodal Learning Analytics. Journal of Learning Analytics, 11(3), 6–23. https://doi.org/10.18608/jla.2024.8351
q2 · i? · qualitative · r?
Same ethics theme: reasons for not reading included length (the document was just over two pages), trust in the research, and skimming; reading did not guarantee full comprehension.
"While all participants were aware of the statement and their rights to opt out, only five (P5, P9, P10, P12, P14) fully read it."
Discussion¶
Related Claims¶
- Students had little meaningful choice about participation in the student success information system, as they could not remove themselves from the system as a whole — related
- K–8 MMLA studies rarely report data fusion techniques, ethics, and transparency despite collecting multimodal data — related
- Students held misconceptions about how MMLA data was collected and processed, and most relied on guesswork when explaining the analysis pipeline — related
- Survey item sensitivity determines the parental permission pathway, from full waiver to active opt-in — related
- School districts act as independent gatekeepers whose requirements can exceed IRB determinations — related
- Students raised four categories of concern about potential misuse of MMLA data: judgment, privacy, career impact, and academic integrity — related
- Students remained receptive to chatbot communication over four years, with annual opt-out rates below 4% and average interactive-campaign engagement near 5% — related
- Most reviews reporting neurophysiological AI use stressed the need for further ethical considerations, including participant consent and transparent development — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
opt-out-consent-preferred-mmla |
title |
In one MMLA nursing simulation study, 11 of 14 interviewed students preferred opt-out over opt-in consent, but most did not fully read the explanatory statement |
description |
In one MMLA nursing simulation study, 11 of 14 interviewed students preferred opt-out over opt-in consent, but most did not fully read the explanatory statement |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-09 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — jin-2024, jin-2024-2 |
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