Traces the full JUPAS score calculation pipeline step by step for a given programme and student grades. Use this skill when debugging why a score doesn't match expectations, verifying a formula is applied correctly, understanding how a specific programme is scored, or checking calculation logic. Triggers on "why is the score wrong", "trace the calculation", "debug the formula", "how is JS#### scored", "check the weighting", "score doesn't match", "verify the calculation", or any request to step through a JUPAS score calculation.
Annual JUPAS data update workflow for the JUPASCal project. Use this skill when updating data for a new cycle — running scrapers, re-extracting PDFs, unifying data, or doing any part of the annual update. Triggers on "run the scrapers", "update the data", "annual update", "run unify", "new cycle data", "start the 20XX update", or any mention of collecting or refreshing JUPAS institutional data.
Validates the JUPAS unified JSON dataset for schema compliance, field completeness, year labeling consistency, and institutional quirks. Use this skill when checking data quality after running scrapers or editing the JSON, debugging missing fields, or verifying data before deploying the web app. Triggers on "validate the JSON", "check the data", "missing fields", "data quality", "something looks wrong with the data", "check the unified JSON", or any reference to auditing JUPAS_2026_Unified_Data.json.
Web app development guide for the JUPASCal static web application. Use this skill when implementing new features, debugging UI or calculator integration, adding institution filtering, sorting, persistence, or any other frontend work. Triggers on "add a feature to the web app", "implement X in ui.js or calculator.js", "sort programmes", "filter by institution", "localStorage", "URL hash", "persistence", "bilingual support", "chance indicator", "audit trail display", or any frontend development work on the JUPAS calculator.