A machine learning-focused resume for data scientists showcasing NLP expertise, causal inference, and production ML models at Meta and Spotify.
Data Scientist | Machine Learning · Python · Statistical Modelling
Data Scientist with 5 years of experience building production ML models that drive business decisions. Expertise in NLP, recommendation systems, and causal inference. Delivered $12M+ in incremental revenue through predictive modelling at Meta and Spotify.
Built a transformer-based playlist recommender serving 200M+ users, increasing Discover Weekly engagement by 18%.
Designed A/B testing framework for ranking experiments; ran 60+ experiments per quarter with rigorous causal methodology.
Reduced churn prediction false-positive rate by 23% using gradient-boosted survival models.
Developed difference-in-differences framework to measure long-term impact of ranking changes on user wellbeing.
Fine-tuned content classifier that improved harmful content recall by 31% with no precision loss.
Partnered with product to ship integrity features reaching 2B+ daily active users.
Data Scientist with 5 years of experience building production ML models that drive business decisions. Expertise in NLP, recommendation systems, and causal inference. Delivered $12M+ in incremental revenue through predictive modelling at Meta and Spotify.
Spotify
March 2022 to Present · New York, NY
Built a transformer-based playlist recommender serving 200M+ users, increasing Discover Weekly engagement by 18%.
Designed A/B testing framework for ranking experiments; ran 60+ experiments per quarter with rigorous causal methodology.
Reduced churn prediction false-positive rate by 23% using gradient-boosted survival models.
Meta
July 2019 to February 2022 · Menlo Park, CA
Developed difference-in-differences framework to measure long-term impact of ranking changes on user wellbeing.
Fine-tuned content classifier that improved harmful content recall by 31% with no precision loss.
Partnered with product to ship integrity features reaching 2B+ daily active users.
Massachusetts Institute of Technology
2017 to 2019
University of Michigan
2013 to 2017 · GPA 3.8 / 4.0
TensorFlow Developer Certificate
Google · 2023
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