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Research Methods

Methodology

How we track and analyze global AI research talent flows.

Data Sources

NeurIPS conference publications and author affiliations

Classification

Country of origin based on undergraduate institution

Analysis

Migration patterns and institutional distribution

Data Collection

The Global AI Talent Tracker analyzes researchers who published at NeurIPS, one of the premier machine learning conferences. We collect data on author names, current institutional affiliations, and educational backgrounds.

Country Classification

We classify researchers' country of origin based on where they completed their undergraduate education. This provides a more accurate picture of talent flows than using current work location or citizenship alone.

Limitations

The tracker focuses on academic AI research and may not fully capture talent in industry research labs. Additionally, NeurIPS represents just one (albeit important) venue for AI research publication.