Enhancing Competition-Based Big Data Analytics Learning Through AI-Driven Distributed Scaffolding

Xiaohan Che, Na Li, Nikesh Bajaj, Pengfei Fan*

*Corresponding author for this work

Research output: Chapter in Book or Report/Conference proceedingConference Proceedingpeer-review

Abstract

Competition-Based Learning (CBL) provides an engaging educational approach by combining collaboration with competition. However, learners often struggle with illstructured problems, particularly in fields like Big Data Analytics. This study investigates how Generative AI, specifically ChatGPT, can support CBL through distributed scaffolding, combining both structural and problem-based approaches to enhance learning. Implemented in an undergraduate Big Data Analytics course, the scaffolding utilized Kaggle for practical problem-solving projects. ChatGPT provided personalized feedback, helping students navigate complex tasks and enhance critical thinking. A mixedmethod evaluation involving surveys and interviews showed that the ChatGPT-supported scaffolding significantly improved knowledge construction, problem-solving skills, and student engagement. These findings highlight the potential of integrating AI-driven scaffolding in CBL environments to address learning challenges, ultimately fostering more effective educational experiences.

Original languageEnglish
Title of host publicationEDUCON 2025 - IEEE Global Engineering Education Conference, Proceedings
PublisherIEEE Computer Society
ISBN (Electronic)9798331539498
DOIs
Publication statusPublished - 2025
Event16th IEEE Global Engineering Education Conference, EDUCON 2025 - London, United Kingdom
Duration: 22 Apr 202525 Apr 2025

Publication series

NameIEEE Global Engineering Education Conference, EDUCON
ISSN (Print)2165-9559
ISSN (Electronic)2165-9567

Conference

Conference16th IEEE Global Engineering Education Conference, EDUCON 2025
Country/TerritoryUnited Kingdom
CityLondon
Period22/04/2525/04/25

Keywords

  • AI in Education
  • Big Data Analytics
  • Competition-Based Learning
  • Critical Thinking
  • Distributed Scaffolding
  • Kaggle
  • Student Engagement

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