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About this event
What to expect
If you've ever shipped a machine learning model, celebrated improved metrics, only to discover through user feedback that something was fundamentally wrong, this event is for you. Join Data Science DC for an essential talk on model evaluation by Mary Gibbs, Senior Applied Scientist at Relativity, who will explain why your evaluation metrics may have been misleading all along—you just didn't know it yet.
Why Your Evaluation Strategy Matters
This session tackles a critical but often overlooked problem in the model development lifecycle: the gap between what your metrics say and what your users experience. Mary will break down the three core components of any evaluation—benchmarks, scorers, and claims—and expose how each can fail in ways that compound throughout your development process. When teams optimize directly against flawed metrics, measurement problems evolve into model problems that impact real users.
What You'll Learn
Benchmark Weaknesses: How narrow coverage, contamination, and saturation undermine your evaluation datasets
Scorer Selection Pitfalls: Why choosing scorers for automation convenience rather than user outcome alignment leads to blind spots
The Missing Link: How implicit claims about what scores represent create disconnects between metrics and reality
Lifecycle Consequences: How these evaluation gaps compound as teams iterate and optimize
Practical Solutions: Actionable advice for building more robust evaluation frameworks that align with actual user needs
About the Speaker
Mary Gibbs brings a unique perspective shaped by diverse data science experience across e-discovery, legal tech, career progression, cybersecurity, and government consulting. Before transitioning to data science, she conducted neurodevelopment research at the National Institutes of Health. She holds an M.S. in Data Science from The George Washington University and a B.A. in Biological Sciences from Cornell University. Beyond her work at Relativity, Mary is an active organizer for Women and Gender eXpansive Coders DC, supporting women and nonbinary individuals in tech careers.
Event Format
The evening begins with networking from 6:00-6:30 PM, followed by introductions. Mary's talk runs from 6:45-7:30 PM, with wrap-up and discussion until 8:00 PM. This in-person gathering takes place at Prefect in Washington, providing an excellent opportunity to connect with the local data
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