Robot adaptiveness effects on human autonomy are mixed: autonomy-supportive behaviours and as-needed assistance help, but mere choice or high interactivity may not¶
Claim · All claims
Evidence · 1 study (2 entries) · reviewr2–r3·q2
Currency · newest study 2025 · 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? A personal robot exhibiting autonomy-satisfying behaviours significantly increased human autonomy in a diabetes-related educational game, and as-needed assistance was associated with higher autonomy than no or continuous assistance. → Glawe 2025
q2 i? Offering choice alone had no discernible impact on perceptions of a learning companion robot, and highly interactive support in adult education did not increase human autonomy. → Glawe 2025 (2)
Evidence¶
Glawe 2025¶
Glawe, F., Schmeckel, T., Brauner, P., & Ziefle, M. (2025). Human Autonomy and Sense of Agency in Human-Robot Interaction: A Systematic Literature Review. arXiv. https://arxiv.org/abs/2509.22271 doi:10.48550/arxiv.2509.22271
q2 · i? · review · r3
The review reports Henkemans et al.'s experiment with a personal robot in a diabetes educational game; the robot's autonomy-, competence-, and relatedness-satisfying behaviours "significantly increased human autonomy". A separate work-settings survey found as-needed assistance associated with higher autonomy.
"A personal robot that exhibited human-autonomy- satisfying behaviours (alongside competence- and relatedness-satisfying behaviours), such as offer- ing choices to continue or pause, acknowledging mood, and integrating personally relevant scenarios, significantly increased human autonomy in a diabetes-related educational game [45]."
Glawe 2025 (2)¶
Glawe, F., Schmeckel, T., Brauner, P., & Ziefle, M. (2025). Human Autonomy and Sense of Agency in Human-Robot Interaction: A Systematic Literature Review. arXiv. https://arxiv.org/abs/2509.22271. doi:10.48550/arxiv.2509.22271
q2 · i? · review · r2
The review reports that a social robot deployed as an online learning companion with basic psychological need-supportive behaviours did not affect human autonomy, and that highly interactive support in adult education did not increase autonomy; an adaptive tutoring robot yielded only descriptively higher autonomy.
"Offering choice alone also had no discernible impact on perceptions of a learning companion robot [54]."
Discussion¶
Related Claims¶
- Adult learners expect AI to foster involvement by sparking questions, tapping interests, and providing continuous feedback and effort acknowledgment — related
- Robot exposure affects human autonomy and sense of agency, but no general conclusion about the direction of the effect can be drawn — a broader claim this one bears on
- No clear effect of robot anthropomorphism on human autonomy or sense of agency emerges across reviewed studies — related
- The example-based course increased perceived competence, but neither the course nor the assistant had a significant effect on perceived choice or pressure — related
- Well-designed games can promote persistence in practice and high-quality engagement, and when basic needs of autonomy, competence, and relatedness are met, learning becomes its own reward, reducing the temptation to outsource cognitive effort to LLMs. — related
- Primary school students aged 9–12 perceive a sense of agency—choice over content, personalization, self-directed performance, and task completion—as a core element of fun in learning — related
- A conceptual framework paper reports, citing a meta-analysis (Roesler et al., 2021), that anthropomorphism benefits human-robot interaction with effects varying across task contexts and design implementations — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
robot-adaptiveness-mixed-autonomy-effects |
title |
Robot adaptiveness effects on human autonomy are mixed: autonomy-supportive behaviours and as-needed assistance help, but mere choice or high interactivity may not |
description |
Robot adaptiveness effects on human autonomy are mixed: autonomy-supportive behaviours and as-needed assistance help, but mere choice or high interactivity may not |
status |
review |
evidence_strength |
mixed |
newest_evidence |
2025 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — glawe-2025, glawe-2025-2 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.