Finance and Financial Management Commons^™

Effectiveness Of Cnn-Lstm Models Used For Apple Stock Forecasting, Ethan White

Electronic Theses, Projects, and Dissertations

This culminating experience project investigates the effectiveness of convolutional neural networks mixed with long short-term memory (CNN-LSTM) models, and an ensemble method, extreme gradient boosting (XGBoost), in predicting closing stock prices. This quantitative analysis utilizes recent AAPL stock data from the NASDAQ index. The chosen research questions (RQs) are: RQ1. What are the optimal hyperparameters for CNN-LSTM models in stock price forecasting? RQ2. What is the best architecture for CNN-LSTM models in this context? RQ3. How can ensemble techniques like XGBoost effectively enhance the predictions of CNN-LSTM models for stock price forecasting?

The research questions were answered through a thorough …

An Exploration Of Synergy Evaluation Application Model To Support Implementation On Merger And Acquisition, Jieping Mei

Electronic Theses, Projects, and Dissertations

ABSTRACT

The project focuses on a comprehensive system’s analysis and design of the front-end of the Synergy Evaluation Application Model (SEAM) system for mergers and acquisitions (M&As). The research questions asked are: Q1. How did the SEAM system incorporate the system requirements and design that incorporated the strategic goals and priorities of both the acquirer and the acquiree? Q2. What data sources will the SEAM system rely on, and how does it overcome data integration, automation, visualization challenges? Q3. How will the model identify build in potential synergies, both quantitative and qualitative? The research questions were analyzed through the SEAM …

Has Electricity Deregulation Eliminated The Nuclear Option?: Rethinking The Coasian Ios For Project-Finance Investments, Stephen Dansky

Theses and Dissertations

Installed electric generation capacity in the United States is expected to grow significantly over the next two decades. This raises concern about climate change as several common methods of electricity generation emit greenhouse gases. Nuclear power, which doesn’t create greenhouse gases while generating electricity, has been heavily promoted by the nuclear industry and a segment of the environmental community ever since it was codified by the United Nation’s 26^th Climate Change Conference of the Parties as an acceptable energy source to fight climate change. However, this dissertation establishes that the increased revenue risk and uncertainty created by the deregulation …

Artificial Intelligence In Stock Analysis And Portfolio Building, Sean M. Lynch

Honors Theses and Capstones

The emergence of artificial intelligence (AI) investment analysts, often referred to as “robo-advisors”, has the potential to change traditional portfolio management. These systems access vast amounts of data and make portfolio management decisions and stock market predictions. In this study, I compared AI-generated portfolios with portfolios that were created manually. Surprisingly, the human-generated portfolios outperformed the AI portfolios. However, the prompt used in the AI application affects these results. The subset of AI portfolios that were created with specific objectives specified in the prompts outperformed those that were created with more generic prompts. Overall, this research sheds light on the …

Nike's Product Recommendation System And Incorporation Of Ai, Quinton Truman Lamers

Undergraduate Theses, Professional Papers, and Capstone Artifacts

No abstract provided.

Mechanism Design For Optimizing On-Chain Sell Order In Market Without Market Maker, Nico Pei

CMC Senior Theses

The absence of market makers alters the microstructure of the market. It’s difficult to get exposed to time-weighted prices in markets without market makers. In this paper, we delve into three mechanism designs – discrete gradual dutch auction, continuous gradual dutch auction, and variable rate gradual dutch auction – to study how to execute time-weighted sell orders on blockchain in a market without market makers. To make it simpler for readers to understand, we imagine an example of helping a close friend of Picasso to sell his 100 Picasso paintings in the next 10 years since 1970, with the private …

Essays On Tax Impacts On Corporate Finance, Corporate Governance And Regional Disparity, Mei Li

Dissertations, Theses, and Capstone Projects

This dissertation consists of three chapters that cover topics on tax impacts on corporate finance, regional disparity and corporate governance.

Chapter 1 - How Do Net Operating Loss Carryforwards Affect Tax Impact on Corporate Capital Structure? This paper examines the impact of net operating loss (NOL) carryforwards on the tax implications of corporate capital structure. Leveraging the Tax Cuts and Jobs Act of 2017 (TCJA), the largest tax reform in four decades, this paper investigates the effect of NOL carryforwards on firms' sensitivity to tax reforms. As NOL carryforwards have become increasingly significant since 2000, but not widely researched due …

Combatting Consolidation In The United States Banking Industry: An Analysis Of Performance And Strategy Of First National Bank Of Clarksdale, Lydia Johnsey

Honors Theses

This thesis is based on a submission with group members in the 2023 Case Study Competition for the Conference of State Bank Supervisors. This thesis includes additional background information not included in the original competition paper in order to clarify the competition standards and goal of the paper. This thesis evaluates First National Bank of Clarksdale with respect to two areas: financial analysis, which evaluates earnings performance, loan portfolio composition, asset growth, capital levels, and liquidity of the bank; and strategy, which includes staffing, succession, training, and technology strategies instituted by bank management. Data from the bank’s Uniform Bank Performance …

The Opportunities And Challenges Of Automation: Insights From An Internship Experience At Ultrasource Llc, Olivia Madden

Finance Undergraduate Honors Theses

This thesis provides insight into Olivia Madden's time as an intern at UltraSource LLC. UltraSource LLC is a Kansas City company that produces meat manufacturing equipment and operational supplies. Olivia worked as a finance intern, where she was tasked with automating processes for the accounts receivable and payable teams and also did ad hoc projects for the finance department as a whole. These insights are recorded through weekly journal entries describing what was done and what was learned every week.

These insights are translated into research on the opportunities and challenges of automation, and the impact automation has on worker …

Index Funds And Etfs: Simplifying Investing For Better Returns, Patrick J. Cotton

Honors Theses and Capstones

No abstract provided.

Optimal Design And Operation Of Integrated Hydrogen Generation And Utilization Plants, Ijiwole Solomon Ijiyinka

Graduate Theses, Dissertations, and Problem Reports

There are considerable efforts worldwide for reducing the use of fossil fuel for energy production. While renewable energy sources are being increasingly used, fossil fuel still contribute about 80% of the energy used worldwide. As a result, the level of CO₂ is still increasing fast in the atmosphere currently exceeding about 410 parts per million (ppm). For reducing CO₂ build up in the atmosphere, various approaches are being investigated. For the electric power generation sector, two key approaches are post-combustion CO₂ capture and use of hydrogen as a fuel for power generation. These two solutions can also …

Building An Equitable Food System In Georgia With Future Farmers: A Business Case Study, Yukta Sinha

Dartmouth College Master’s Theses

My thesis aims to investigate how a mobile application called Future Farmers ©, that connects farmers with retailers bypassing middlemen, can increase farmers’ bargaining power thereby creating an equitable food system. More specifically, my thesis seeks to analyse the application’s viability in the country of Georgia. Drawing upon primary data collected through interviews with farmers and retailers as well as a review of relevant literature, this research will utilize a mixed-methods approach to explore the impact of this technology on the agricultural industry in Georgia. The company’s revenue projections and market access are just some aspects evaluated while qualitative information …

Case Studies In Accountancy, Michael Keene

Honors Theses

Case Studies in Accountancy is a compilation of case studies completed in fulfillment of ACCY 420. My cases are titled as followed: A Tale of Two Cities, Financial Statements, Presidential Debate, Tax Cuts and Job Act and Taxodus, Professional Interview, Financial Crisis, Case Competition Amazon Overview, Case Competition Amazon Audit Analyst, Case Competition Amazon Tax Advisor, Case Competition Amazon Advisory Consultant and Case Competition Amazon’s Equity Position. These cases covered a variety of topics in the world of accountancy as well as touching on our personal lives. In the first semester of the course, cases were typically individual before moving …

Accounting Case Studies, Jack Mcinnis

Honors Theses

Accounting Case Studies is a compilation of independent case studies performed during the Honors Accounting 420 class. The case studies consisted of multiple performed individually, and a case competition with an assigned group. The case studies I performed individually consist of an assessment between the two cities I was interested in beginning my career in, a case study about the presidential debate in 2020, an evaluation of the optimal corporate tax, a mentorship interview, and an analysis of the 2008 housing crisis in the United States. My group for the case study included my fellow classmates; Francena Sekul, Caitlyn Henry, …

Bitcoin, Blockchain Technology, And Cryptocurrencies, Jeffrey Dodson

Information Systems Undergraduate Honors Theses

The blockchain based cryptocurrency known as Bitcoin was theorized in a whitepaper published October 28, 2008, by Satoshi Nakamoto (pseudonym) (Nakamoto, 2008). The paper, titled, “Bitcoin: A Peer-to-Peer Electronic Cash System,” laid out a digital currency creation/exchange structure that employs a decentralized ledger that would later run on the author’s open-source application (Nakamoto, 2008). The main innovation of this technology is found within the security benefits provided by the proof-of-work consensus mechanism that requires solving a mathematic trap-door compression function to verify transactions/blocks added to the blockchain. On January 3, 2009, the genesis block, a term for the first block …

Colgate-Palmolive Customer Development Finance Internship: A Collection Of Journals Entries & Testimonials Of Professional Development, Braden Byrum

Finance Undergraduate Honors Theses

This is a collection of journal entries and testimonials to professional development that I received from my internship with Colgate-Palmolive on the Walmart team. Over the span of three months it serves as a reflection on my purpose and inflictions throughout my day to day during my internship. The skills developed during this experience are monumental in professional development but also expand into my personal life. These themes are relevant to the life ahead of me and this collection will serve as an endorsement to that.

Exploring The Impact Of Stock Market Performance On The Real Estate Market, Jake Taylor

Finance Undergraduate Honors Theses

This paper goes on to analyze the impact of stock market performance on the real estate market. This is done through the analysis of the recent performance of the stock market, real estate market, and key indicators of both markets. The goal of this paper is to inform the reader of potential trends in the real estate market based on key indicators that play a large role in the stock market’s performance in order to make more knowledgeable investments.

Altering Overdraft Fee Policies To Promote Consumer Financial Health, Nadia Barbarawi

Finance Undergraduate Honors Theses

The objective of this study is to describe the traditional overdraft practices, explain the reaction of the banking industry from the pressure coming from consumers, regulators, and innovative companies to reduce or eliminate overdraft fees to promote consumer financial health.

Optimizing Pension Outcomes Using Target Volatility Investment Concept, Zefeng Bai

2022

The target volatility strategy is a very popular investment concept in financial marketplace. For my dissertation, I focus on studying the target volatility investment concept in application to pension accumulation as well as decumulation stages. Additionally, I extend a basic target volatility strategy by introducing trading boundaries to its asset allocation mechanism. My dissertation study follows a three-paper format.

In paper one, we propose a new pension strategy that aims at improving the protection of a long-term pension plan in volatile market conditions. Over a hypothetical twenty-year pension scheme, we show that our newly proposed strategy, which attaches a target …

Netflix Strategic Business Analysis, Kegan L. Morris

Undergraduate Theses, Professional Papers, and Capstone Artifacts

An external analysis done to identify opportunities and threats Netflix faces.

Modeling The Impact Of Adding Cryptocurrency In A Portfolio, Ashley Pineault

Honors Theses and Capstones

This study examines the backgrounds of Bitcoin and Ethereum. How they came about, where they differ from one another in functions, and what investors believe will be a better cryptocurrency stock as an investment to include in an optimized portfolio. It will also study the impact of adding two leading cryptocurrencies, Bitcoin and Ethereum, into a hypothetical, optimal investment portfolio. Data collection includes the adjusted closing price of 30 diversified stocks from 2016 to 2021. Those adjusted closing prices are the beginning of determining the optimal portfolio for three separate portfolios. One has the Ethereum cryptocurrencies, the other has Bitcoin …

The Volatility Implications Of The Chinese Cryptocurrency Ban, Keaton Manwaring

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

In this paper, I examine the effect of the May 18^th, 2021 Chinese ban of cryptocurrency transactions on the overall volatility of the cryptocurrency market. To do this, I analyze, in both univariate and multivariate settings, range-based volatility in various event windows surrounding the event. I find clear economic and statistical change in volatility in the five days after the ban. In the ten-day period after the ban, there is a moderate economic change in volatility. In the forty-day period after the ban, there is little economic change in volatility. I conclude that the Chinese ban had a …

Stock Market Forecasting Based On Artificial Intelligence Technology, Yuzhun Liang

Electronic Theses, Projects, and Dissertations

This culminating experience project used artificial intelligence (AI) technology to forecast and analyze the stock market and construct complex nonlinear relationships between the input data and the output data. This project used a radial basis function neural network to forecast and analyze the stock market data. Compared the radial basis function neural network performance with the feed-forward neural network and clearly showed the superiority of the radial basis function neural network over the feed-forward neural network in the data processing. The results showed that AI technology could effectively predict stock market performance. Based on the results, the conclusion is that …

Stock Market Manipulation Detection Using Continuous Wavelet Transform & Machine Learning Classification, Sarah Youssef

Theses and Dissertations

Stock market manipulation detection is important for both investors and regulators. Being able to detect stock manipulation and preventing it gives investors the confidence in the market fairness and integrity. It also helps maintaining liquidity of the stocks and market efficiency. Implementing data mining algorithms in manipulation detection is a relatively recent technique but in the past few years there has been an increasing interest in it's applications in this domain. The benefit of monitoring manipulative trade behavior is that it can be implemented on live feed of stock data, which saves a lot of time in detecting stock price …

Base Erosion And Profit Shifting In Continental Africa And Beyond, Nathan Olsen

Honors Theses

Base erosion and profit shifting has become the latest burden on countries’ tax revenue collection agencies the world over. Recent studies have found how it occurs in the both the developed and developing world, but these same studies haven’t answered the question of why in the developing world. This thesis tries to answer that question concerning Africa, which is a continent full of developing nations. Using Base Erosion, Profit Shifting, and Developing Countries (Crivelli et. al, 2015) which outlines how the international economy is interconnected through a tax base spillover estimation, this paper turns its attention towards the developing nations …

Stock Prediction Using Natural Language Processing Sentiment Analysis On News Headlines During Covid-19, Mina Ibrahim

Theses and Dissertations

Stock prediction based on NLP sentiment analysis is one of the most researched topics due to the revenues they generate for investors. Researchers have used various tools to achieve this, especially fundamental and technical analysis based on historical data helped to achieve this target. Due to the technological advancement and abundance of data, the introduction of machine learning tools accelerated that approach. However, as the public mood affects the stock market, the need for another analysis emerged. Natural language processing sentiment analysis on data from various sources was able to capture public events and moods. NLP is one of the …

Stock Markets Performance During A Pandemic: How Contagious Is Covid-19?, Yara Abushahba

Theses and Dissertations

Background and Motivation: The coronavirus (“COVID-19”) pandemic, the subsequent policies and lockdowns have unarguably led to an unprecedented fluid circumstance worldwide. The panic and fluctuations in the stock markets were unparalleled. It is inarguable that real-time availability of news and social media platforms like Twitter played a vital role in driving the investors’ sentiment during such global shock.

Purpose:The purpose of this thesis is to study how the investor sentiment in relation to COVID-19 pandemic influenced stock markets globally and how stock markets globally are integrated and contagious. We analyze COVID-19 sentiment through the Twitter posts and investigate its …

A Sweet Future For Sugar Makery: A Deeper Dive Into Small Business Consulting, Samuel Lauritsen

Theses/Capstones/Creative Projects

This case study investigates a local candy store in Glenwood and Council Bluffs Iowa. Processes, consistency and concise planning promoted the rapid growth of Sugar Makery into two locations in three short years. Results from the analyses indicate that the main problem facing Sugar Makery is sustaining its differentiated strategy from new industry entrants, key recommendations to sustain its success are presented. Every company has its own strengths, weaknesses, opportunities, and threats. The key is identifying each to be able to capitalize on competitive advantages, mitigate the damage done by weaknesses, take advantage of opportunities and create plans to avoid …

What Were The Factors That Led To The Gamestop Short Squeeze?, Riley Burnette

Information Systems Undergraduate Honors Theses

The world of finance is rapidly evolving - for better or for worse. The introduction of social media in sentimental stock market trading, and new brokerage apps, combined with the new resurgence of retail investors, has led to some interesting results. These new factors in the stock market have challenged the status quo of the stock market. A group of retail investors has led this change on a Reddit forum known as /r/WallStreetBets

In early January 2021, a group of retail investors collaborated a short squeeze on GameStop stock, creating an attack against the hedge funds on a popular Reddit …

A Comprehensive Evaluation Of Accounting: A Series Of Case Studies, Emma Acheson

Honors Theses

The following thesis is a compilation of the evaluation and solutions derived from a variety of case studies provided regarding a variation of accounting topics related to financial accounting. Each case presented in this thesis is accompanied by an analysis describing the valuable knowledge that was extracted from each unique study. Through these case studies, real-world accounting concepts can be observed in accordance with the Generally Accepted Accounting Principles as set by the Financial Accounting Standards Board. In addition to the analyses of these case studies, the completion of this thesis involved participation in two accounting case competitions. These presentations …