My Projects

A Replication of Karlan and List (2007)

Dean Karlan at Yale and John List at the University of Chicago conducted a field experiment to test the effectiveness of different fundraising letters. They sent out 50,000…

Poisson Regression Examples

Blueprinty is a small firm that makes software for developing blueprints specifically for submitting patent applications to the US patent office. Their marketing team would…

Multinomial Logit Model

This assignment expores two methods for estimating the MNL model: (1) via Maximum Likelihood, and (2) via a Bayesian approach using a Metropolis-Hastings MCMC algorithm.

Handcrafted and Library-Based Implementations of K-Means and KNN

In this section, we implemented the K-Means clustering algorithm by hand, and applied it to the Palmer Penguins dataset. Specifically, we used two numeric features: bill…

Creative Gaming: Uplift Modeling

The Creative Gaming: Space Pirates case explores the marketing challenges faced by Creative Gaming, a mobile game company whose hit title, Space Pirates, achieved rapid…