Davut Ayan

Davut Ayan

Senior Data Scientist

Publicis Starcom

I am a Senior Data Scientist at Publicis Starcom (Chicago, IL) with 5+ years of experience in machine learning, generative AI, and causal inference for marketing and business intelligence. I use Python, R, and SQL to deliver predictive modeling, customer segmentation, and A/B testing that improve campaign performance and optimize ad spend. I build scalable analytics solutions on Snowflake, Azure, and Databricks, lead cross-functional initiatives, and mentor junior data scientists to turn complex data into clear business action.

Download my resumé .

Interests
  • Causal Inference
  • Machine Learning
  • Generative AI
Education
  • PhD in Economics, 2016

    University of Kansas

  • MA in Economics, 2013

    University of Kansas

  • BA in Systems Engineering, 2007

    National Defense University

Skills

Technical
R
Python
SQL
Data Science
Hobbies
Hiking
Soccer
Music

Experience

 
 
 
 
 
Senior Data Scientist
October 2025 – Present Chicago, IL (Hybrid)
  • Drive audience strategy by creating purchase-based behavioral segments using multiple data sources.
  • Developed reusable lookalike modeling pipelines as parameterized Databricks jobs (PySpark/SQL).
  • Built an overlap and UpSet-plot reporting job in Databricks to quantify audience intersections.
  • Perform data integrity and QA analysis (schema/volume checks, anomalies, reconciliation) for reliable refreshes.
  • Deliver ad hoc analysis to support planning, optimization, and stakeholder decision-making.

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