Build notes · Goh Kun Ming
Student Risk Analytics
Data · Coursework dashboard
Jan 2026 – Feb 2026
Project overview
Making cohort patterns easier to understand.
An interactive Dash application exploring student performance, attendance, surveys and cohort patterns. It combines source data into latest-semester snapshots and transparent review views. Configurable GPA and attendance thresholds provide non-diagnostic decision-support heuristics; they do not establish causal risk factors or effective interventions.
Inside this build
- Merged student profiles, results, surveys and course codes, and unified period labels for filtering.
- Created latest-semester snapshots and three configurable review tiers.
- Built cohort, trend, risk-flow, support-factor and priority views.
- Exposed filters and thresholds so reviewers can inspect how groupings change.
- Checked workbook contracts, identifier overlap, missing data and duplicates.
- Documented reproducible application configuration and validated analytical helpers.