This page features a selection of my personal projects.
Please contact me at me@lipeitao.com if you have any questions regarding my work!
Master of Public Policy Thesis: Firm Heterogeneity and Participation in Trade Policy
This is my thesis I wrote for my MPP degree. The goal of the research was to analyze which firms will tend to petition the government for trade protection and actively participate in international trade policy-making.
I used participation in antidumping petitions as a measure of a firm interest in trade protection. Using penalized maximum likelihood logistic regression, I found that European firms that lodged antidumping petitions tended to be larger, have lower productivity levels, and have lower productivity growth than peers in the same industry.
A/B Testing Project: Does reducing the number of fields customers enter during the checkout flow improve conversions? (nbviewer)
This iPython notebook explores an A/B test of a feature aimed to improve conversions within a checkout funnel. The analysis covers data cleaning and EDA, power analysis, minimum sample size assessment, and hypothesis testing.
In this project, we used R to analyze clustering in terrorist attack types using data from Global Terrorism Database. We also created geospatial visualizations using carto.
landchinascraper - webscraper package (requests, BeautifulSoup4, selenium, and pandas)
Created a Python package to search, scrape and parse HTML from http://www.landchina.com, a website containing records of public land transactions in China. The scraper outputs an excel file or DataFrame object with transaction observations that is ready for analysis!