Since the genre's inception more than half a century ago, metal music has maintained its place as a major music genre and culture across the globe. With hundreds of thousands of bands spread across every continent, the genre has become a diverse canvas of continually changing translocal scenes. Serious scholarship covering metal music has been propagating across academic fields since the 90s with a wide variety of approaches, but quantitative studies of the genre almost always depict metal as a monolith; a singular uniform entity without internal variation. This research aims to illustrate how quantitative analysis of metal can accurately reflect the genre’s major content variations, first by constructing a dataset of the Encyclopaedia Metallum: The Metal Archive that reflects major subgenre and lyrical themes within metal, and then applying said dataset to understand how metals content shifts both between major subgenres and across geographic space.

Our Thesis discusses the solution to Disney's grab at market share in the streaming industry. Although Disney has been quick to grow to its current size, they still have much more of the market left to capture. We will take a deep dive into how we can launch a new addition to Disney+ by acquiring IMAX, and model out the benefits of the new subscription. By the end of the transaction, Disney will be able to retain more of its customers over a 10 year period than if they were to operate normally .

The Supply Chain of a company is the most critical component of a business as it directly impacts a company’s ability to deliver products/services to customers is a timely, cost effective method. With this amount of importance, a resilient supply chain is pivotal for positive future earnings in each successive quarter. Two pivotal metrics to gauge a Supply Chain include Production Delays and Excess Inventory. Through in-depth analysis, it was found that these metrics had caused abnormal amounts of price volatility with a stock’s performance. Understanding these metrics, the impact and lesson that COVID had taught, and analyzing earnings transcripts of publicly traded company’s demonstrates the use of Supply Chain health in comparison to company performance. This thesis aims to examine how a company's supply chain affects its performance, by analyzing different metrics and disruptions that have caused significant volatility in the stock market. The objective is to help investors maximize their profitability or reduce their risk by identifying the key factors that impact a company's supply chain.