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- All Subjects: Supply Chain
- Creators: School of Sustainability
- Member of: Barrett, The Honors College Thesis/Creative Project Collection
- Member of: Theses and Dissertations
- Status: Published
The goal of this project is to develop a deeper understanding of how machine learning pertains to the business world and how business professionals can capitalize on its capabilities. It explores the end-to-end process of integrating a machine and the tradeoffs and obstacles to consider. This topic is extremely pertinent today as the advent of big data increases and the use of machine learning and artificial intelligence is expanding across industries and functional roles. The approach I took was to expand on a project I championed as a Microsoft intern where I facilitated the integration of a forecasting machine learning model firsthand into the business. I supplement my findings from the experience with research on machine learning as a disruptive technology. This paper will not delve into the technical aspects of coding a machine model, but rather provide a holistic overview of developing the model from a business perspective. My findings show that, while the advantages of machine learning are large and widespread, a lack of visibility and transparency into the algorithms behind machine learning, the necessity for large amounts of data, and the overall complexity of creating accurate models are all tradeoffs to consider when deciding whether or not machine learning is suitable for a certain objective. The results of this paper are important in order to increase the understanding of any business professional on the capabilities and obstacles of integrating machine learning into their business operations.
The process of producing enormous amounts of ephemeral clothing at accelerated rates, known as fast fashion, creates significant environmental and societal issues. The phenomenon of fast fashion rose due to globalization, economic factors, lack of legislation, and the advancement of technology. Governments, companies, and consumers must work together to create more sustainable retail supply chains. I have gathered information from interviews with individuals in the sustainable fashion industry, books, case studies, online reports, and newspaper articles. Based on my research, I recommend that companies should target wealthier consumers, develop a common language concerning sustainability, invest in sustainable fibers, and listen to factory employees for solutions to improve their working conditions. I also advise that the U.S governments should revise fashion copyright laws and international governments should emphasize regulations concerning the fashion industry. Lastly, consumers should adopt a price-per-wear mindset and utilize resale options. Overall, while perfect sustainability is improbable, consumers, governments, and companies should not use this as an excuse to avoid responsibility.
As sustainability has become more prevalent it has become clear that companies have a pressing need to incorporate sustainability into their business. The purpose of this study is to analyze the ways that integrating sustainability can actually provide a financial benefit for a company. Through interviews and extensive research, we will target sustainability initiatives that work for both small and large businesses. This is another key part of our research; addressing the discrepancy in how businesses of different sizes are able to use sustainability, and then finding sustainability initiatives that recognize this discrepancy and are effective for businesses of all sizes.
Through the interviews of three large corporations (Amazon, Dell, and Lowes), and four small businesses (Exel Shirts, Goode Deals, Desert Dream Ice Cream, and FitzGerald and Sons Contracting) we were able to discover several very effective sustainability initiatives, such as ocean plastics recycling at Dell or packaging advertisements at Amazon. This thesis then discussed what characteristics of these plans are easiest to transfer and implement for businesses of all sizes, classifying the “ideal” sustainability initiative. Possible revenue earners like reusing scrap, and the intangible benefits like saved labor of telecommuting as some of the most significant financial value that sustainability can provide for companies of all sizes.
The project goal is aimed to research the most pressing issues facing the lithium supply chain today. It then is tasked with charting a path into the future through strategic recommendations that will help reduce risk, and make a greener, cleaner, and more ethical supply chain.