Business Commons^™

Deterring Algorithmic Manipulation, Gina-Gail S. Fletcher

Faculty Scholarship

Does the existing anti-manipulation framework effectively deter algorithmic manipulation? With the dual increase of algorithmic trading and the occurrence of “mini-flash crashes” in the market linked to manipulation, this question has become more pressing in recent years. In the past thirty years, the financial markets have undergone a sea change as technological advancements and innovations have fundamentally altered the structure and operation of the markets. Key to this change is the introduction and dominance of trading algorithms. Whereas initial algorithmic trading relied on preset electronic instructions to execute trading strategies, new technology is introducing artificially intelligent (“AI”) trading algorithms that …

Corporate Innovation In A World Of Common Ownership, Cheng-Huei Chiao, Bin Qiu, Bin Wang

Finance Faculty Research and Publications

Purpose

The purpose of this paper is to examine the impact of common ownership on corporate innovation, including innovation input, innovation output and postgrant patents.

Design/methodology/approach

This paper uses the ordinary least square model and the difference-in-differences technique to evaluate the effect of institutional interlocking shareholdings on the life cycle of corporate innovation.

Findings

The results show that common ownership impedes innovation measured by patent grants and citations through reduced R&D expenditures. However, common ownership protects postgrant patents by lowering the likelihood that a co-owned firm gets involved in patent litigation and by accelerating the settlement of lawsuits between co-owned …

Trading Macro-Cycles Of Foreign Exchange Markets Using Hybrid Models, Joseph Z. B. Ling, Albert K. Tsui, Zhaoyong Zhang Prof

Research outputs 2014 to 2021

Most existing studies on forecasting exchange rates focus on predicting next-period returns. In contrast, this study takes the novel approach of forecasting and trading the longer-term trends (macro-cycles) of exchange rates. It proposes a unique hybrid forecast model consisting of linear regression, multilayer neural network, and combination models embedded with technical trading rules and economic fundamentals to predict the macro-cycles of the selected currencies and investigate the predicative power and market timing ability of the model. The results confirm that the combination model has a significant predictive power and market timing ability, and outperforms the benchmark models in terms of …

Uncovering Real Earnings Management: Pay Attention To Risk-Taking Behavior, Samar Alharbi, Md Al Mamun, Nader Atawnah

Research outputs 2014 to 2021

We examine the impact of corporate risk-taking on firm-level real earnings management. We find that firms with higher risk-taking engage in higher real earnings management. Our results are robust to a series of robustness tests, including simultaneous least squares approach, firm fixed effect, change analysis, and pseudo difference-in-difference analysis. Additional analyses reveal that the impact of risk-taking on real earnings management is more pronounced among firms that experience prior-year loss and are run by top-echelons who are risk lovers. Sarbanes-Oxley Act (SOX) regulation does not attenuate the positive effect of risk-taking on real earnings management. However, external monitoring by institutional …

Short-Term Capital Flows, Exchange Are Expectation And Currency Internationalization: Evidence From China, Mingming Li, Fengming Qin, Zhaoyong Zhang

Research outputs 2014 to 2021

This paper intended to employ a portfolio approach to assess the effect of exchange rate expectation on Chinese RMB internationalization and empirically test the interactive effects among short-term capital flows, RMB appreciation expectation and the internationalization process using a VAR model with monthly data ranging from February 2004 to December 2020. The results suggest that RMB exchange rate appreciation could lead to an increase in the foreign demand for RMB and RMB denominated assets, while RMB internationalization would attract more short-term capital inflow due to the reduced transaction costs. The empirical evidence from the VAR model estimation confirms the finding …

Impact Of Covid-19 On Cryptocurrencies: Evidence On Information Transmission Through Economic And Financial Market Sentiments, Irfan Haider Shakri, Jaime Yong, Erwei Xiang

Research outputs 2014 to 2021

This paper investigates the relationship between the COVID-19 crisis and the two leading cryptocurrencies, Bitcoin and Ethereum, from 31 December 2019 to 18 August 2020. We also use an economic news sentiment index and financial market sentiment index to explore the possible mechanisms through which COVID-19 impacts cryptocurrency. We employ a VAR Granger Causality framework and Wavelet Coherence Analysis and find the cryptocurrency market was impacted in the early phase of the sample period through economic news and financial market sentiments, but this effect diminished after June 2020.

Non-Traditional Systemic Risk Contagion Within The Chinese Banking Industry, Tonmoy Choudhury, Simone Scagnelli, Jaime L.P. Yong, Zhaoyong Zhang Prof

Research outputs 2014 to 2021

Systemic risk contagion is a key issue in the banking sector in maintaining financial system stability. This study is among the first few to use three different distance-to-risk measures to empirically assess the domestic interbank linkages and systemic contagion risk of the Chinese banking industry, by using bivariate dynamic conditional correlation GARCH model on data collected from eight prominent Chinese banks for the period 2006–2018. The results show a relatively high correlation among almost all the banks, suggesting an interconnectedness among the banks. We found evidence that the banking system is exposed to significant domestic contagion risks arising from systemic …

Crummer Suntrust Portfolio Recommendations: Crummer Investment Management [2021], Ryan Abronski, Louis Charpentier, Hannah Johnson, David Baldock, Austin Hieb, Luiggi Reno, Shawn Hudson, Eric Necamp, Brandon Carlin, Jackson Pliska, Jacob Carroll

Crummer Truist Portfolios

SunTrust endowed this portfolio to provide scholarships for future Crummer students and to give current students a practical, hands-on learning opportunity. This year, we are pleased to be able to award $50,000 in scholarships. We are extremely grateful for SunTrust’s generosity and investment in higher education. We have all learned a great deal from this experience and the responsibility of managing real money.

Our first challenge is to establish a portfolio position that takes advantage of economic opportunities while avoiding unnecessary risk and conforming to the Crummer SunTrust Investment Policy Statement (IPS). We are also tasked by the IPS to …

A New Explanation For Samuelson’S Dictum And The Stock Market: Novel Events And Knightian Uncertainty, Nicholas Mangee

Department of Finance Faculty Publications

Samuelson’s Dictum argues that aggregate stock markets do not convincingly reflect information on fundamentals, such as dividends or earnings, and are, thus, inefficient in setting prices. By contrast, firm-level stock prices share a much closer connection with fundamentals and are, therefore, deemed relatively efficient. This paper presents an alternative explanation: Knightian uncertainty stemming from historically unique events produces differential impacts on investor forecasting bounds at the aggregate versus firm level. Several uncertainty proxies are employed from millions of unscheduled events identified in the universe of Dow Jones & Co. financial news reports over the last twenty years. Uncertainty based on …

Improving Stock Trading Decisions Based On Pattern Recognition Using Machine Learning Technology, Yaohu Lin, Shancun Liu, Haijun Yang, Harris Wu, Bingbing Jiang

Information Technology & Decision Sciences Faculty Publications

PRML, a novel candlestick pattern recognition model using machine learning methods, is proposed to improve stock trading decisions. Four popular machine learning methods and 11 different features types are applied to all possible combinations of daily patterns to start the pattern recognition schedule. Different time windows from one to ten days are used to detect the prediction effect at different periods. An investment strategy is constructed according to the identified candlestick patterns and suitable time window. We deploy PRML for the forecast of all Chinese market stocks from Jan 1, 2000 until Oct 30, 2020. Among them, the data from …

Does Corporate Eco-Innovation Affect Stock Price Crash Risk?, Rashid Zaman, Nader Atawnah, Muhammad Haseeb, Muhammad Nadeem, Saadia Irfan

Research outputs 2014 to 2021

We examine the effect of corporate environmental innovation (hereafter eco-innovation) on stock price crash risk and document a significant negative association. Utilising a large sample of publicly listed U.S. firms for the period 2003 to 2017, we find that an increase in eco-innovation from the 25th to the 75th percentile is associated with 17.62% reduction in stock price crash risk. This outcome remains robust to a variety of sensitivity tests and after accounting for potential endogeneity concerns. Eco-innovative firms attract more institutional investors and equity analyst following and disclose more information leading to lower stock price crash risk. Additional tests …

Why Don’T You Play The Game? Evaluating The Use Of Gamification In An Undergraduate Finance Course, Alfonso Miguel N. Sevidal

Finance and Accounting Faculty Publications

The board game Monopoly is used as a gamification tool in an undergraduate finance course in a private business school in the Philippines. The use of Monopoly as a gamification tool is evaluated using Han’s (2015) adaptation of the spiral curriculum and Landers's (2015) theory of gamified learning. According to Han, the spiral curriculum “is the circular model best suited to gamification as pedagogy because it allows students to learn and practice basic skills in order to master advanced tasks.” Meanwhile, Landers’s theory of gamified learning posits that “gamification affects learning via moderation when an instructional designer intends to encourage …

Reversing The Fortunes Of Active Funds, Adi Libson, Gideon Parchomovsky

All Faculty Scholarship

In 2019, for the first time in the history of U.S. capital markets, passive funds surpassed active funds in terms of total assets under management. The continuous growth of passive funds at the expense of active funds is a genuine cause for concern. Active funds monitor the management and partake of decision-making in their portfolio companies. Furthermore, they improve price efficiency and managerial performance by engaging in informed trading. The buy/sell decisions of active funds provide other market participants reliable information about the quality of firms. The cost of active investing is significant and it is exclusively borne by active …

Smart Contracts: Will Fintech Be The Catalyst For The Next Global Financial Crisis?, Randall Duran, Paul Griffin

Research Collection School Of Computing and Information Systems

Purpose: This paper aims to examine the risks associated with smart contracts, a disruptive financial technology (FinTech) innovation, and assesses how in the future they could threaten the integrity of the global financial system. Design/methodology/approach: A qualitative approach is used to identify risk factors related to the use of new financial innovations, by examining how over-the-counter (OTC) derivatives contributed to the Global Financial Crisis (GFC) which occurred during 2007 and 2008. Based on this analysis, the potential for similar concerns with smart contracts are evaluated, drawing on the failure of The DAO on the Ethereum blockchain, which involved the loss …

Ua3/1/1 President's Office-Cherry Reports, Wku Archives

WKU Archives Collection Inventories

Reports made by Henry Cherry to the Board of Regents and departmental reports made to Henry Cherry.

Ua25/4 Finance & Administration - Vice President, Wku Archives

WKU Archives Collection Inventories

Records created by and about the Vice President of Finance & Administration.

Globalization And Affordability Of Microfinance, Sunny Li Sun, Hao Liang

Research Collection Lee Kong Chian School Of Business

We study how globalization can differentially affect financial inclusion through the lens of microfinance. Based on an institutional logics perspective, we argue that MFIs embody both social logic and market logic with regard to provision of affordable microfinance loans. Speicially, social logic is amplified by greater social globalization and the stronger presence of nonprofit organizations (NPOs) in the microfinance industry. In contrast, economic globalization catalyzes MFIs' market logic, leading to weaker or greater affordability of microfinance, depending on the relative strength of the profit-maximizing motive and real competition. We test these predictions by focusing on MFI interest-rate setting and using …

Crowdfunding Digital Platforms: Backer Networks And Their Impact On Project Outcomes, Yee Heng Tan, Srinivas K. Reddy

Research Collection Lee Kong Chian School Of Business

Crowdfunding platforms serve to connect project creators and backers. Previous research has explored several project and platform determinants that impact crowdfunding outcomes. However, there has been limited research on these determinants at an individual level. Our paper addresses how backers may influence the outcomes of projects in crowdfunding platforms. We explore several methods commonly used in the industry to identify influence and show that centrality measures through a backer affiliation network best exemplifies influence. Using data from Kickstarter, we construct a weighted backer network based on 52,678 common projects backed by 11,134 backers. Controlling for digital media mentions and project …

Executive Compensation And Firm Performance In New Zealand: The Role Of Employee Stock Option Plans, David K. Ding, Ya Eem Chea

Research Collection Lee Kong Chian School Of Business

We examine the role of employee stock option plans (ESOPs) in mitigating agency problems in New Zealand firms. We find that ESOPs have a significant and positive effect on firm performance relative to their non-ESOP counterparts. This relation appears within a year from the first ESOP announcement, and for two to four years after the announcement. Our results show that ESOPs improve corporate performance by 10 times the cost of the ESOPs’ adoption in the first year of issue. The improvement persists for four years after the first issuance. These findings confirm the effectiveness of employee stock option plans for …

A Monte-Carlo Analysis Of Monetary Impact Of Mega Data Breaches, Mustafa Canan, Omer Ilker Poyraz, Anthony Akil

Engineering Management & Systems Engineering Faculty Publications

The monetary impact of mega data breaches has been a significant concern for enterprises. The study of data breach risk assessment is a necessity for organizations to have effective cybersecurity risk management. Due to the lack of available data, it is not easy to obtain a comprehensive understanding of the interactions among factors that affect the cost of mega data breaches. The Monte Carlo analysis results were used to explicate the interactions among independent variables and emerging patterns in the variation of the total data breach cost. The findings of this study are as follows: The total data breach cost …

Reimagining Financial Literacy, Serafima Healy

WWU Honors College Senior Projects

An exploration of what we can learn about financial literacy education from sex education.

Sentiment-Scaled Capm And Market Mispricing, John A. Doukas, Xiao Han

Finance Faculty Publications

This study explores the conditional version of the capital asset pricing model on sentiment to provide a behavioural intuition behind the value premium and market mispricing. We find betas (β) and the market risk premium to vary over time across different sentiment indices and portfolios. More importantly, the state β derived from this sentiment-scaled model provides a behavioural explanation of the value premium and a set of anomalies driven by mispricing. Different from the static β-return relation that gives a flat security market line, we document upward security market lines when plotting portfolio returns against their state βs and portfolios …

Digging Into Selection Criteria For Accelerator Acceptance: What Kind Of Owners Are More Attractive?, Veronika Ermilina, Matthew Farrell, Fatemeh Askarzadeh

Management Faculty Publications

Drawing on signaling theory, we aid in the identification of the rarely acknowledged impact of business owner’s features on acceptance to accelerator programs. Using a multi-national sample of 10,298 observations for startups in 166 countries over 2016-2018, we show that accelerators do not evaluate applicants uniformly. We find that entrepreneurs from developing countries are less likely to be accepted by accelerators than entrepreneurs from developed economies. Counterintuitively, we also find an advantage for female entrepreneurs in accelerator acceptance. Further, our results suggest a positive impact of education. Accelerators are a growing provider of entrepreneurial resources and a main driver of …

The Effects Of Conventional And Unconventional Monetary Policy On Exchange Rate Volatility, Wan Wei, Susan Pozo

Faculty Publications -School of Business

This paper examines the impacts of U.S. conventional and unconventional monetary policy announcements on the volatility of six exchange rates, namely Australian dollar, British pound, Canadian dollar, Euro, Japanese yen, and Swiss franc against the U.S. dollar. Narrow windows around policy announcements and high frequency second-by-second intraday data are used in the analysis. Results show that the exchange rate volatility increases significantly in the narrow window before and after the announcements under conventional monetary policy regime. The increase in the volatility is even greater during the contemporaneous period under the unconventional regime. Dividing monetary policy announcements into expansionary and non-expansionary …

Cleaning Corporate Governance, Jens Frankenreiter, Cathy Hwang, Yaron Nili, Eric L. Talley

Faculty Scholarship

Although empirical scholarship dominates the field of law and finance, much of it shares a common vulnerability: an abiding faith in the accuracy and integrity of a small, specialized collection of corporate governance data. In this paper, we unveil a novel collection of three decades’ worth of corporate charters for thousands of public companies, which shows that this faith is misplaced.

We make three principal contributions to the literature. First, we label our corpus for a variety of firm- and state-level governance features. Doing so reveals significant infirmities within the most well-known corporate governance datasets, including an error rate exceeding …

Mapping The Knowledge Of Islamic Accounting Studies On Shariah Audit: A Bibliometric Analysis, Luqman Hakim Handoko, Sepky Mardian

Library Philosophy and Practice (e-journal)

The issues of shariah audit appeared more than three decades ago along with the progress of the Islamic financial industries. But it is challenging to obtain a study explaining the current state of shariah audit research to date. Therefore, it is necessary to assess the research on the Shariah audit. Thus, this study aimed to analyze and visualize the current state of shariah audit using a bibliometric approach. The bibliometric analysis was conducted by using VOSviewer software. To fulfill this goal, the keywords such as shariah audit, shariah auditing, and its variations were searched from the Scopus database. The articles …

Corporate Social Responsibility And Firm Risk: Egypt’S Case, Dina Hassouna, Rania Abdelfattah

Business Administration

Studies amongst developed countries have extensively investigated the link between corporate social responsibility (CSR) and financial performance. However, due to lack of research in the Middle East, especially in Egypt, the association between CSR and firm risk remains much less understood (Nguyen & Nguyen, 2015). Therefore, this paper is one of the very few studies that investigate the impact of CSR on firm risk amongst developing countries. A sample of 31 Egyptian listed companies was examined over four years, from 2011 to 2015. We test the impact of CSR on firm risk using fixed and random effects estimation models. We …

The Power Of Words In Crowdfunding, Yuanqing Li, Sibin Wu

Management and Decision Sciences

In this chapter, the authors first provide an overview of the crowdfunding phenomenon. Through the literature review of crowdfunding success factors in the four models, the authors then summarize that the current entrepreneurial research focused on success factors has failed to sufficiently examine how the power of words would affect crowdfunding. Therefore, the authors propose that non-verbal and verbal cues are crucial to entrepreneurial financing success. Based on the insufficient research related with those cues, especially the non-verbal ones, the authors open an area of study on non-verbal and verbal cues in the entrepreneurial financing process by conducting and writing …