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January 22, 20260 citationsOpen Access

EduIDEAtor: An AI-Powered Project Idea Generator for Data Science Education

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KFKamyab Farokhi

Key Points

  • The aim is to simplify the process of generating focused project ideas in data science courses.
  • Designed and built the EduIDEAtor web application
  • Conducted evaluations of user experience
  • Compared the AI tool with traditional brainstorming methods
  • Students found navigation and input clarity strong
  • Increased ability to generate and shape project ideas
  • High overall satisfaction and willingness to continue using the tool

Abstract

This thesis tackles a common bottleneck in data-science courses: students struggle to turn a broad interest into a focused, workable project idea. This thesis set out to design and evaluate a compact assistant—EduIDEAtor—that makes this first mile simpler and more intentional. The tool uses a text-first interface with plain inputs, a small set of clearly different directions, and quick, reversible edits so students can steer ideas without losing momentum. After building and iterating the web appli- cation, The thesis evaluated how students experienced it and how it compared with familiar, non-AI brainstorming. The findings are consistent: navigation and input clarity were strong; students felt more able to generate and shape ideas; overall sat- isfaction and willingness to continue using the tool were high. Two practical refine- ments emerged—make back navigation clearly visible and give users finer control over how broad or specific the suggestions are both achievable without changing the core design. The contribution is a concrete pattern for first-mile ideation and a set of actionable guidelines for course-level adoption.

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Cite This Study

Kamyab Farokhi (2025) studied this question.

synapsesocial.com/papers/6971bdec642b1836717e28f9https://doi.org/10.82549/opus4-2610
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