ai-resilient-occupations-data

Populate career cluster data files for a new industry group. Use when adding any new cluster to data/career_clusters/.

Audit and visualize a career cluster's roles and transitions. Generates an ASCII tree diagram and level summary table, appends to CAREER_CLUSTERS_AUDIT.md, and runs referential integrity checks.

Generate real-world job title aliases for O*NET occupations and merge them into ai_resilience_scores.csv. Use when adding a new cluster or when O*NET sample titles don't reflect how jobs are actually listed.

Generate, QA, and update emerging AI-adjacent career roles for an occupation or cluster. Covers running the script, verifying job postings are real, and deciding when to regenerate vs. use cache.