Student Performance Dataset for Learning Outcome Classification Using Machine Learning

This dataset contains structured tabulated data of student performance used to support the study titled “Machine Learning-Based Classification for Learning Outcome Evaluation in Online Learning.”

The dataset represents student assessment results collected from an online learning environment and is designed to support classification modeling for evaluating learning outcomes.

The dataset includes:

• Scores across multiple assessment components
• Learning Outcome (LO) breakdown
• Aggregated total scores for each assessment
• Final grading classification (A, B, C, D)

The data are structured to enable: supervised machine learning classification, learning outcome prediction, educational data mining, performance evaluation across multiple assessment types

The dataset provides a multi-dimensional view of student performance, allowing analysis of how different assessment components contribute to final learning outcomes.

All data have been anonymized, and no personally identifiable information is included.