Comparative analysis of AI and expert evaluations in engineering design pedagogy

Structured AI prompts offer reliable and valid evaluation results comparable to expert assessments and could serve as scalable tools in teacher support systems. However, unstructured prompts produce inconsistent outcomes and require refinement. The study highlights both the potential and limitations of using GAI tools for pedagogical evaluation in STEM education.

Authors

Institutions

Publication Details

Journal
PLoS ONE
Published
2025-09-22
DOI
https://doi.org/10.1371/journal.pone.0332715
Citations
1
Primary Topic
Biomedical and Engineering Education
Type
article
Field-Weighted Citation Impact
0.67
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparative analysis of AI and expert evaluations in engineering design pedagogy

Esra Bozkurt Altan, Tuğra Karademir Coşkun
1 citations
PLoS ONE
Biomedical and Engineering Education
0.67
article

Comparative analysis of AI and expert evaluations in engineering design pedagogy

Esra Bozkurt Altan, Tuğra Karademir Coşkun
article en
1 citations

Abstract

Structured AI prompts offer reliable and valid evaluation results comparable to expert assessments and could serve as scalable tools in teacher support systems. However, unstructured prompts produce inconsistent outcomes and require refinement. The study highlights both the potential and limitations of using GAI tools for pedagogical evaluation in STEM education.

PLoS ONEVol. 20(9)
Sinop University (TR)
Openalex Percentile: Top 27%
Biomedical and Engineering Education
0.67
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Comparative analysis of AI and expert evaluations in engineering design pedagogy — Esra Bozkurt Altan, Tuğra Karademir Coşkun · PLoS ONE (2025) | TGRS Research Map | TGRS