@misc{misc,
  author = {Lighton Phiri},
  title = {A Multi-Source Dataset for CS1 Failure Prediction},
  abstract = {This dataset contains 284 students enrolled in a CS1 course (Computer Systems and Architecture) across four academic cohorts (2017/18{\textendash}2020/21) at the University of Zambia. It integrates four data sources: student information system records, a pre-course survey, Moodle LMS logs, and continuous assessment records. This is the first open dataset for CS1 failure prediction from a sub-Saharan African university and is ideal for research in learning analytics, educational data mining, early warning systems, and academic momentum modelling.},
  year = {2026},
  publisher = {Kaggle},
  url = {https://www.kaggle.com/datasets/lightonphiri/a-multisource-dataset-for-cs1-failure-prediction},
  doi = {10.34740/KAGGLE/DSV/17913574},
  note = {Licence: CC BY 4.0},
}