Evidence
Public-interest datasets, indices, and field evidence to support AI literacy, AI education policy, and responsible AI adoption in the workforce.
AI Literacy Readiness Index (Schools)
Methodology and instrumentation are documented in our Governance & Integrity page; release notes will be published on the Observatory feed.
Teacher AI Use Patterns Survey
Methodology and instrumentation are documented in our Governance & Integrity page; release notes will be published on the Observatory feed.
Implementation Barrier Map (Infrastructure & Capacity)
Methodology and instrumentation are documented in our Governance & Integrity page; release notes will be published on the Observatory feed.
Workforce Transition Readiness Index (Employers)
Methodology and instrumentation are documented in our Governance & Integrity page; release notes will be published on the Observatory feed.
Methods & Limitations
Our methodology, limitations, and citation standards are documented in our Governance & Integrity page.
Governance & Integrity →