Contributors
People who reviewed our surveys or added new ones, and practitioners with years of hands-on experience in AI.


Marta Kowalska
Organizational psychologist
Kraków, Poland
Designs workplace surveys and studies how teams take up new tools.
Daniel Okafor
People analytics lead
London, United Kingdom
Turns employee survey results into decisions leaders act on.
Sofia Lindqvist
Head of Learning & Development
Stockholm, Sweden
Builds AI training programs for teams outside engineering.
Tomás Herrera
Engineering manager
Valencia, Spain
Rolled out AI coding tools across a 60-person engineering team.
Olena Hrytsenko
Data scientist
Lviv, Ukraine
Works on survey scoring and the statistics behind team comparisons.
James Whitfield
AI program lead
Toronto, Canada
Leads AI adoption at a 2,000-person professional services firm.
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