Software Engineering Reflection Quality Indicators --- Supplementary Material

This dataset accompanies the paper "Software Engineering Reflection Quality Indicators". It contains reflection indicator proportions for 80 students across six sprints of a year-long third-year software engineering group project, linked to human-assessed reflection scores. Each row is one student-sprint observation (477 in total; three student-sprints are absent due to students missing an entire sprint). Student identifiers are anonymised codes. The columns are: - Usercode: anonymised student identifier.- Sprint: sprint number (1-6).- Q{1,2,3}_{Indicator}: for each of the three reflection questions (Q1 "What did you do well?", Q2 "What did you not do so well?", Q3 "What will you do differently in the future?"), the percentage (0-100) of that student's weekly reflections within the sprint in which the indicator was detected by an automated classifier. The eight indicators are Descriptive, Understanding, Feelings, Reasoning, Perspective, NewLearning, Hindsight, and FutureIntention.- QualityScore: the holistic reflection-quality score assigned by teaching staff for that student-sprint, coded as 0 (Low), 1 (Medium), or 2 (High). Raw reflection texts and incoming GPA values are not included due to re-identification risk.