Data sources & attribution

Careers

Every career page states the figures it shows and where they come from. These are the datasets behind them, by country. Peernovo transforms and combines this data; no publisher has endorsed Peernovo.

Australia

Includes data from the Australian Bureau of Statistics, Jobs and Skills Australia and the Australian Taxation Office (Creative Commons Attribution). O*NET® is a trademark of the U.S. Department of Labor, Employment and Training Administration; includes information from O*NET 31.0 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. USDOL/ETA has not approved, endorsed, or tested these modifications.

United States

Data: U.S. Bureau of Labor Statistics (Occupational Employment and Wage Statistics May 2025, Employment Projections 2025-35, Occupational Outlook Handbook), O*NET 31.0 (U.S. Department of Labor, CC BY 4.0), Microsoft Research Working with AI (CC BY 4.0) and CareerOneStop licensing data.

United Kingdom

Data: Office for National Statistics (SOC 2020, Annual Survey of Hours and Earnings 2025, Annual Population Survey 2025-26), Department for Education Skills Imperative 2035 projections, Skills England apprenticeship standards, HESA Discover Uni graduate outcomes (CC BY 4.0, aggregated by Peernovo) and interest profiles from O*NET 31.0 (U.S. Department of Labor, CC BY 4.0).

Graduate outcomes: Discover Uni dataset, HESA (www.hesa.ac.uk), licensed under CC BY 4.0 (creativecommons.org/licenses/by/4.0). Aggregated by subject and adapted by Peernovo.

Canada

Data: Statistics Canada (NOC 2021, Census 2021), Employment and Social Development Canada (Job Bank wages 2025, Canadian Occupational Projection System 2024-2033, OaSIS) under the Open Government Licence - Canada, and interest profiles from O*NET 31.0 (U.S. Department of Labor, CC BY 4.0) through The Dais NOC to O*NET crosswalk.

Degrees and graduate outcomes (Australia)

Peernovo enriches its public degree information with open Australian Government data. We transform and present this data; it is generalised (institution × field level), not official course-level data, and does not imply government endorsement.

Each dataset is © Commonwealth of Australia and reused under its Creative Commons licence; data transformed by Peernovo.