Empirical research on the Pepper robot in formal education is recent, concentrated in primary education, and dominated by qualitative designs with small samples¶
Claim · All claims
Evidence · 1 study · reviewr2·q2
Currency · newest study 2026 · 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? Of 13 included empirical studies, eight (61.5%) used qualitative approaches and eight (61.5%) had samples of fewer than 50 participants, with no large-scale longitudinal studies identified. → Martinez-Roig 2026
Evidence¶
Martinez-Roig 2026¶
Martinez-Roig, R., Aragonés-González, M., & Cazorla, M. (2026). Exploring the implementation of the Pepper social robot in formal education: a scoping review. Journal of New Approaches in Educational Research, 15, 22. https://doi.org/10.1007/s44322-026-00072-1
q2 · i? · review · r2
Scoping review synthesis of 13 peer-reviewed empirical studies on Pepper in formal education, selected via PRISMA-ScR from four databases (2014–2026). The review reports the methodological distribution verbatim: "eight studies (61.5%) adopted qualitative approaches" and "No large-scale longitudinal studies were identified."
"From a methodological perspective, eight studies (61.5%) adopted qualitative approaches, including case studies or interaction analysis. Three studies (23.1%) used mixed-methods designs and two (15.4%) employed predominantly quantitative experimental designs. No large-scale longitudinal studies were identified."
Discussion¶
Related Claims¶
- Research settings split between formal educational environments (16 studies) and informal learning contexts (eight studies) — related
- Reported benefits of Pepper centre on motivation and engagement, with social-skill and academic-performance gains reported less frequently — related
- Pepper has been deployed in three predominant pedagogical roles: tutor/teaching assistant, learning partner or tutored agent, and social mediator in inclusive settings — related
- Technical difficulties were the most frequently reported implementation limitation, mentioned in ten of the thirteen studies — related
- In second-language teaching for pupils with special educational needs, Pepper was associated with higher participation than digital tablets — related
- Pepper's classroom operation required frequent teacher supervision in over half of the studies, mainly due to voice recognition and technical failures — related
- Recognition of individual Pepper-produced LIS signs varies widely, with several signs significantly above chance and others not significant — related
- STEAM AI literacy studies rely mainly on mixed (41.0%) and qualitative (35.9%) methods, with large-scale quantitative work limited (23.1%) — reports the opposite
- Empirical studies predominate in the corpus but mostly employ small or moderate samples (median 43.0 participants) — related
- Experimental, quasi-experimental, machine-learning, mixed-methods and survey designs dominate research assessing AI's impact on engagement and satisfaction — related
- Special issue findings are soft: small-scale case studies limit generalizability — related
- Research on AI support for EL literacy remains limited, narrow in scope, and lacking for diverse EL subgroups — a broader claim this one bears on
- Robot-assisted language learning is a rapidly developing field with increasing implementation of robots as language tutors — related
- The evidence base is dominated by US studies and quantitative designs, with sample sizes ranging from one teacher to 53 schools and 1,323 teachers — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
pepper-formal-education-evidence-small-qualitative |
title |
Empirical research on the Pepper robot in formal education is recent, concentrated in primary education, and dominated by qualitative designs with small samples |
description |
Empirical research on the Pepper robot in formal education is recent, concentrated in primary education, and dominated by qualitative designs with small samples |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — martinez-roig-2026 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.