Complete Australian Coverage
The Australian dataset grew from 20 carefully selected occupations to the full OSCA catalogue of 1,156. Scoring was effectively free thanks to the JSA bypass — pre-existing JSA Gen AI per-task scores were used instead of making Claude API calls.
Full-Catalogue Matching
The match.py matcher was refactored to use the OpenRouter 3-model council with SequenceMatcher pre-filtering (top 10 US candidates per AU occupation). All 1,156 AU occupations received bidirectional matched_id links to their US equivalents, enabling cross-country comparison for every occupation in the dataset.