talk-data.com talk-data.com

E

Speaker

Ethan Summers

1

talks

Lead Data Science Engineer Draftkings

Ethan is a experienced Data Scientist with a demonstrated history of working in the sports analytics industry. He looks to solve complex problems through data, analytical reflection and creative solutions. Passionate about using mathematical and analytical skills to help to determine decision making processes in volatile, quick moving industries.

Bio from: Data + AI Summit 2025

Filter by Event / Source

Talks & appearances

1 activities · Newest first

Search activities →
Building Real-Time Sport Model Insights with Spark Structured Streaming

In the dynamic world of sports betting, precision and adaptability are key. Sports traders must navigate risk management, limitations of data feeds, and much more to prevent small model miscalculations from causing significant losses. To ensure accurate real-time pricing of hundreds of interdependent markets, traders provide key inputs such as player skill-level adjustments, whilst maintaining precise correlations. Black-box models aren’t enough— constant feedback loops drive informed, accurate decisions. Join DraftKings as we showcase how we expose real-time metrics from our simulation engine, to empower traders with deeper insights into how their inputs shape the model. Using Spark Structured Streaming, Kafka, and Databricks dashboards, we transform raw simulation outputs into actionable data. This transparency into our engines enables fine-grained control over pricing― leading to more accurate odds, a more efficient sportsbook, and an elevated customer experience.