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Official career and occupation data for the US, Europe, UK, Canada, and Australia

Find reusable occupation, skills, employment, and wage datasets without relying on scraped job-board pages.

The useful formula

For the United States, combine O*NET occupation and skills data with BLS employment and wage statistics. Keep each dataset’s release date and occupation code.

What belongs in the inputs

For Europe, ESCO provides occupations, skills, and multilingual labels. The UK, Canada, and Australia maintain separate official classifications and labour-market sources.

How to use the result

Do not merge occupation codes by title alone. Store source, edition, geography, code, licence or attribution, and last-reviewed date, then publish useful comparisons rather than thousands of thin pages.

Sources and further reading