The 5-Tool Researcher Model
by Judd Antin • Former Head of Research at Airbnb & Meta at Independent Consultant
Judd Antin is a veteran design and research leader who built the user research practice at Facebook and served as Head of Research at Airbnb. His teams have produced research leaders for Figma, Notion, Slack, and Robinhood.
🎙️ Episode Context
Judd Antin argues that the user research discipline is facing a 'reckoning' due to an over-reliance on middle-range research and performative practices. He introduces frameworks to shift research focus toward business impact, defines the modern '5-tool researcher,' and explains why PMs and researchers must fundamentally change their collaboration model.
Problem It Solves
Updates the outdated 'qualitative-only' researcher archetype to be relevant in a data-driven, fast-paced business environment.
Framework Overview
Modern researchers cannot just be empathetic listeners. They must be 'Swiss Army Knives' capable of mixed methods to answer business questions quickly and rigorously.
🧠 Framework Structure
Formative/Generative: Innovation-focu...
Evaluative: Usability testing to ensu...
Survey Design: Rigorous quantitative ...
Applied Statistics: Ability to interp...
Technical Skills (SQL/AI): Ability to...
When to Use
When hiring new researchers or evaluating the skills gap in an existing research team.
Common Mistakes
Hiring researchers who only have a 'hammer' (e.g., qualitative interviews), making every business problem look like a 'nail' (an interview problem).
Real World Example
Using applied statistics to understand *why* a metric moved in an A/B test, rather than just guessing based on the result.
If all you have is a hammer, then everything looks like a nail. You want a researcher who's got a Swiss army knife.
— Judd Antin