Ph.D. Data Scientist with 7+ years of experience using machine learning and causal inference to solve business and policy challenges.
Location
Berkeley, CA
Education
U
University of California-Berkeley
August 2019 - May 2025
degree
Ph.D
major
Economics
minor
Psychology
N
Northwestern University
September 2011 - June 2017
Work Experience
K
Korean Statistics Data Center & UC Berkeley
Dissertation Researcher (Economics, Ph.D.)
Berkeley, CA, United States, 94720
July 2021 - present
company
Korean Statistics Data Center & UC Berkeley
title
Dissertation Researcher (Economics, Ph.D.)
overview
Conducting dissertation research at the Korean Statistics Data Center (SDC) in Seoul, Korea
● Examining how cognitive biases affect salary negotiations by developing mathematical models and estimating them with salary data
● Analyzing two-sided labor markets by solving dynamic optimization problems with recursive algorithms from reinforcement learning
● Quantifying salary impacts of labor policies in Europe by conducting computational simulations with the estimated model in Python
● Improving estimates of gender pay gaps by flexibly controlling for workplace benefits with double-debiased machine learning
● Designing experiments to measure changes in negotiation behavior when AI predictions are used as heuristics for salary comparisons
G
Goldman School of Public Policy (UC Berkeley)
Instructor (GSI): Applied Causal Inference
Berkeley, CA, United States, 94720
July 2022 - November 2022
A
Amazon.com (Science Team @ Workforce Planning Solutions)
Economist / Data Scientist (Ph.D. Intern)
Seattle, WA, United States, 98194
May 2022 - July 2022
D
Department of Economics (UC Berkeley)
Graduate Student Researcher
Berkeley, CA, United States, 94720
November 2019 - November 2020
N
National Bureau of Economic Research (Harvard University)
Pre-Doctoral Research Associate
Berkeley, CA, United States, 94720
June 2017 - May 2019
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Skills
Technical skills
gitpythonrsqlstataunixxpath
Skills
Data AnalysisData AnalyticsData ScienceData VisualizationEconomicsMachine LearningMathematical OptimizationModelingProgrammingShell ScriptingStatistical Data AnalysisStatisticsTesting