Predicting Students' Software Engineering Class Performance with Machine Learning and Pre-Class GitHub Metrics

Author:

Cui Jialin1,Zhou Fangtong1,Zhang Runqiu2,Li Ruochi1,Liu Chengyuan1,Gehringer Ed1

Affiliation:

1. North Carolina State University,Department of Computer Science,Raleigh,USA

2. University of Virginia,Department of Statistics,Charlottesville,USA

Publisher

IEEE

Reference33 articles.

1. Psychological testing in computing staff selection

2. Using student performance predictions in a computer science curriculum

3. The prediction of students' academic performance using classification data mining techniques

4. Student Academic Performance Prediction Model Using Decision Tree and Fuzzy Genetic Algorithm

5. Correlates of success in java programming: Predicting the performance of students in a java course from the results of lower level courses;Galadanci;Journal of Theoretical and Applied Information Technology,2019

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. How Much Effort Do You Need to Expend on a Technical Interview? A Study of LeetCode Problem Solving Statistics;2024 36th International Conference on Software Engineering Education and Training (CSEE&T);2024-07-29

2. A Comparative Analysis of GitHub Contributions Before and After An OSS Based Software Engineering Class;Proceedings of the 2024 on Innovation and Technology in Computer Science Education V. 1;2024-07-03

3. Utilizing the Constrained K-Means Algorithm and Pre-Class GitHub Contribution Statistics for Forming Student Teams;Proceedings of the 2024 on Innovation and Technology in Computer Science Education V. 1;2024-07-03

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