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ERIC Number: ED674428
Record Type: Non-Journal
Publication Date: 2025-Jul-21
Pages: 9
Abstractor: As Provided
ISBN: N/A
ISSN: N/A
EISSN: N/A
Available Date: 0000-00-00
Student Perceptions of Adaptive Goal Setting Recommendations: A Design Prototyping Study
Grantee Submission, Paper presented at the International Conference on Artificial Intelligence in Education (26th, Palermo, Italy, Jul 22-26, 2025)
Many AIED systems support self-regulated learning, yet, support for setting and achieving practice goals has received little attention. We examine how middle school students respond to system-recommended practice goals, building on the success of similar data-driven recommendations in other domains. We introduce an adaptive dashboard in an intelligent tutoring system. The dashboard tracks progress (time, mastery), suggests dynamic goal adjustments, and visualizes performance--aiming to increase learning opportunities. In a prototyping study with five middle schoolers (grades 6-7), we used scenario-based tasks to examine reactions to goal recommendations during under- or overachievement. Thematic analysis revealed: (1) students accepted system suggestions as guidance but wanted final control; (2) they valued adaptive recommendations tied to past performance to increase their chance of meeting their goal and pace themselves; and (3) they strongly preferred motivational features (e.g., streaks, celebrations) for engagement. Our study contributes design implications for practice goal-setting in tutoring systems, highlighting personalized, explainable learning analytics and motivational design to support goal-directed behavior.
Publication Type: Speeches/Meeting Papers; Reports - Research
Education Level: Junior High Schools; Middle Schools; Secondary Education
Audience: N/A
Language: English
Sponsor: Institute of Education Sciences (ED)
Authoring Institution: N/A
IES Funded: Yes
Grant or Contract Numbers: R305A220386
Department of Education Funded: Yes