Data Attribution

TaskFolio combines multiple data sources to provide task-level AI exposure analysis for Australian occupations.

Data Sources

Anthropic Economic Index (CC-BY)

Task automation and augmentation percentages, success rates, and economic primitives sourced from the Anthropic Economic Index (January 2026). This data is based on 1 million real AI conversations and is licensed under CC-BY 4.0.

O*NET Database

Occupational task descriptions from the O*NET database, developed by the U.S. Department of Labor/Employment and Training Administration (USDOL/ETA).

Used under the O*NET public use license. O*NET® is a trademark of USDOL/ETA.

Jobs and Skills Australia

Australian occupation taxonomy (ANZSCO codes), employment data, and wage information from Jobs and Skills Australia.

AI-Generated Content

For 214 Australian occupations that could not be reliably matched to O*NET, task descriptions were generated using Claude Sonnet 4.5 (Anthropic) with Australian-specific context including:

• Regulatory environment (ACCC, ASIC, TGA, APRA)
• SME adoption rates
• Geographic constraints (rural internet, remote service delivery)
• Privacy culture and local market structure

Research Framework

TaskFolio is built on the "jobs as bundles of tasks" framework developed by David Autor and others in labor economics.

Methodology

Full pipeline documentation is available in our GitHub repository.

License

TaskFolio code is licensed under the MIT License. Data licensing follows the terms of each source above.