Our interdisciplinary team blends rigorous social-science insight with cutting-edge data science to illuminate the academic labour market—responsibly and transparently.
Data Acquisition Lead / Co-Founder
Leading the mission to find and ethically gather data that illuminates academic careers. Ensuring every dataset comes with clear origins and open documentation to build trust with the communities this research serves. Transforming scattered digital information into transparent knowledge that reveals how academic careers truly develop—always with accountability and ethics at the forefront
Data Infrastructure Lead / Co-Founder
Combining deep sociological understanding with a builder's precision to design and maintain the systems where all data, analysis, and insights live. Ensuring transparency at every step from raw information to published findings. Building infrastructure that invites scrutiny while supporting research that champions equity in academic labour markets
Every claim we make is rooted in reproducible analysis and peer-reviewed methods.
We prioritise privacy, fairness, and transparency at every step—from data collection to deployment.
Our insights empower scholars, institutions, and marginalised communities to make better decisions.