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Beyond Skills: The ABC Framework for Data Science Team Success

In data science, simply possessing technical skills is no longer a predictor of success. What differentiates successful data science teams, and individual data scientists, is their preferred mode of interaction with others in their organization. This insight forms the basis of the ABC Framework, which identifies three core personas: Analyst, Builder, and Consultant. The ABC Framework extends the earlier concept of Analyst/Builder data scientist and emphasizes that an individual’s ingrained interaction style is more significant than their learned skills for managing team dynamics and achieving success. Data science teams often tackle a diverse range of projects, from quick analyses and medium-term research to long-term strategic initiatives. To excel, teams require a combination of the three personas, ensuring all necessary approaches are covered. ...

May 23, 2025 · 5 min · Kamil Bartocha