Erik Drysdale

Machine Learning Scientist - Uncertainty Quantification & Influencer Analysis

United States
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Summary

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Senior
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Top School
Erik Drysdale is a machine learning scientist with nine years of experience applying statistics and ML to healthcare problems, currently focused on uncertainty quantification and influencer analysis at Eli Lilly. Trained with a Master of Statistics and an MA in Economics, he blends rigorous probabilistic modeling, survival analysis, and high-dimensional inference to turn noisy clinical and biological data into actionable insights. His career spans hospital research (SickKids), consulting (BCG), and industry roles where he has moved methods from prototype to production in regulated environments. Erik’s background in economics and policy analysis gives him a rare strength in causal thinking and communicating technical uncertainty to non-technical stakeholders. Colleagues describe him as someone who bridges deep theory and practical deployment, often surfacing subtle failure modes before they reach production.
code9 years of coding experience
job8 years of employment as a software developer
bookMaster of Statistics, Master of Statistics at Queen's University
bookBachelor of Arts (BA) Honours Economics, Bachelor of Arts (BA) Honours Economics at Simon Fraser University
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Github Skills (13)

pandas9
data-structures8
data-analysis8
data-science8
manipulation8
python8
frame8
data-manipulation7
dataframes7
lift5
synthetic3
geo3
methodology3

Programming languages (4)

RJavaScriptJupyter NotebookPython

Github contributions (5)

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ErikinBC/SurvSet

Jan 2022 - Mar 2022

Contributions:48 commits, 7 pushes, 3 comments in 1 month
goldenberg-lab/GICell

Apr 2020 - Jan 2022

Contributions:125 pushes in 1 year 9 months
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Erik Drysdale - Machine Learning Scientist - Uncertainty Quantification & Influencer Analysis