Research & resources

A clearer picture
of the AI ecosystem.

Reports on AI talent, company formation and the links between research and real-world adoption. Original editions, preserved as historical research.

Research reports

Maps, evidence and methods.

Talent & ecosystems · 2020

Global AI Talent Report 2020

Research into AI talent across the value chain: roles, supply and demand, mobility, diversity and methodology.

47 min read

Talent & ecosystems · 2019

2019 Canadian AI Ecosystem

The 2019 ecosystem map and analysis of Canadian AI company formation, investment and commercialization.

11 min read

Talent & ecosystems · 2019

Global AI Talent Report 2019

A detailed study of the geography, movement and diversity of AI research talent around the world.

38 min read

Talent & ecosystems · 2018

Global AI Talent Pool Report 2018

The 2018 study of the global AI talent pool, with country-level data, research observations and the original methodology.

Study edition 201821 min read

Talent & ecosystems · 2018

Canadian AI Ecosystem 2018

An illustrated map and analysis of Canada’s AI companies, research institutions and growing ecosystem in 2018.

Study edition 20185 min read

Frameworks

Putting the ideas to work.

AI & governance · 2018

A Framework for AI Governance

A framework for connecting human intent, system autonomy, responsibility and governance.

12 min read

AI & governance · 2019

A Framework for Ethical and Trustworthy AI

A practical account of trustworthy AI and my contribution to the European Commission’s expert group. Includes the original April 2021 update.

7 min read

Building with AI · 2017

4 Steps to Good Narrow AI

Four practical steps for making intent explicit and evaluating whether an AI system achieves it.

9 min read