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Stephen F. Austin State University

Developing an AI Teacher Assistant: A Mixed Methods Study of Artificial Intelligence Scoring and Feedback Capabilities

Abstract

dc:description.abstract

<p>This mixed methods study investigated the capacity of customized versions of ChatGPT-4o to generate scores and feedback for student responses to AP English Literature and Composition free response questions. This study entailed creating a customized version of ChatGPT-4o using researcher-created model instructions and released materials from the College Board. The quantitative phase tested the ability of the model to reliably score 56 released essays with official College Board scores; the AI-generated scores were compared to official scores using Cohen’s kappa and quadratic weighted kappa. Next, the four public high school AP English teachers participated in a 30-minute exploration of the customized version of ChatGPT-4o before answering semi-structured interview questions on the usefulness, ease of use, and accuracy of the scores and writing feedback generated by the model. Thematic analysis of the semi-structured interview transcript revealed five major themes. The quantitative and qualitative results were convergent for the accuracy of scoring.</p>

Degree

thesis:*
Name thesis:degree_name
Doctor of Education
Level thesis:degree_level
Dissertation
Discipline thesis:degree_discipline
Human Services
Year dc:date.available
2025

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Harrell, Aaron M
Contributors dc:contributor
  • Brian Uriegas
  • Ali Hachem
  • Luis Aguerrevere

Subjects

dc:subject × 7

Identifiers

dc:identifier.*
Repository record dc:identifier
https://scholarworks.sfasu.edu/etds/638
OAI identifier oai:identifier
oai:scholarworks.sfasu.edu:etds-1675

Chain of custody

source
Harvested from
Stephen F. Austin State University
Base URL
scholarworks.sfasu.edu/do/oai/
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Harrell, Aaron M. Developing an AI Teacher Assistant: A Mixed Methods Study of Artificial Intelligence Scoring and Feedback Capabilities. Dissertation thesis, 2025. https://scholarworks.sfasu.edu/etds/638