The Business of Play: A Data-Driven Analysis of Global Video Game Markets

I used global video game sales data to identify which consoles, genres, publishers, and ratings drive the most sales across regions, then examined whether a game’s rating predicts sales, if N.A. and Europe + Africa sales predict Japanese sales, and if Metacritic scores predict N.A. sales.

The Sentiment and Complexity of Queen Songs

I utilized the lyrics from 15 of Queen's best hits to gain insights into their lyrics' complexity, sentiment, themes, structural length, and word usage throughout the 1970s and 1980s.

Income and Welfare in 2017 South Korea

I utilized data from the Korea Welfare Panel Study with variables translated into English to gain insights into how household incomes varied depending on different regions, jobs, and ages. A model was built to predict the number of family members based on income, religion, marriage, & education.

Human Trafficking Data Analysis Project

I utilized the 2021 Global K-Anonymized dataset taken from the Counter Trafficking Data Collaborative to better understand who is targeted by human traffickers, where they are taken, and forms of exploitation.

2022-2023 Premier League Season Collaborative Project

My friend and I utilized housing sale data from the 2022-2023 Premier League football season to gain insights into scoring patterns, attendance trends, and team performance. We then built a predictive model to explore the associations between halftime shot and pass statistics and match home goals.

How Has the Housing Market in Connecticut Changed Between 2001 and 2020?

I utilized housing sale data from Connecticut between 2001 and 2020 to gain insights into how the housing market in the state has changed up until 2020. I then tried to predict housing sale amounts in the state based on assessed value.

Musical Key Mode and Positivity (Valence) in TWICE’s Music

I predicted the valence (positivity) of songs based on the key mode of songs for the KPop Girl Group, TWICE, to gain insights into their discography and how Spotify calculates musical valence scores.

Bang for Your Buck: Internet Prices and Speed Project

Prediction of internet download speeds based on internet prices worldwide to gain insights into whether people are getting their money's worth when they pay for internet.