Supporting Novice Programmers with Scaffolded and Open-ended Generative AI Interfaces: Insights from a Design-based Research Study

In this study, we explore student experiences in coding and learning programming with scaffolded and unscaffolded generative AI interfaces. Specifically, we supported higher education students in using ChatGPT, an open ended interface for interacting with generative AI; and Giuseppe, a specialized interface with an OpenAI backend service that offers personalized supports specifically for helping students overcome early-stage challenges in learning to code, and working on education technology prototyping projects. This study contributes to the field by offering design insights for scaffolding initial learning interactions between generative AI interfaces and novice programmers. Our findings suggest that those new to coding welcome additional scaffolds at the outset of learning to code. The need for this scaffolding tended to fade with our participants as they gained familiarity with programming terminology and constructs as well as with using generative AI for learning technical skills and content.

Publication Details

Journal
Insecta mundi
Published
2025-05-01
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Supporting Novice Programmers with Scaffolded and Open-ended Generative AI Interfaces: Insights from a Design-based Research Study

Insecta mundi
Artificial Intelligence in Healthcare and Education
article

Supporting Novice Programmers with Scaffolded and Open-ended Generative AI Interfaces: Insights from a Design-based Research Study

article en

Abstract

In this study, we explore student experiences in coding and learning programming with scaffolded and unscaffolded generative AI interfaces. Specifically, we supported higher education students in using ChatGPT, an open ended interface for interacting with generative AI; and Giuseppe, a specialized interface with an OpenAI backend service that offers personalized supports specifically for helping students overcome early-stage challenges in learning to code, and working on education technology prototyping projects. This study contributes to the field by offering design insights for scaffolding initial learning interactions between generative AI interfaces and novice programmers. Our findings suggest that those new to coding welcome additional scaffolds at the outset of learning to code. The need for this scaffolding tended to fade with our participants as they gained familiarity with programming terminology and constructs as well as with using generative AI for learning technical skills and content.

Insecta mundi
Quality Education
Openalex Percentile: Top 53%
Artificial Intelligence in Healthcare and Education
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