Department of Finance Research
Abstract Report 2022
Determinants of Liquefied Natural Gas Prices (LNG)
This report provides a comprehensive review of academic and industry publications specifically in relation to LNG hubs development, shale production, prices volatility, spot trading, market integration, and development of global LNG prices. We uncover 138 publications including academic research articles, industry reports, and studies by research centers relevant to this study. The top ranked journals for LNG related research, along with the journal ranking (in parentheses) are The Quarterly Journal of Economics, Energy Economics, American Economic Review, The Energy Journal, Energy Policy, and Applied Energy. We also identify gaps in the LNG literature and propose principal areas for future research.
Sponsor: Oklahoma State University, Texas State University, U.S. Energy Information Administration (EIA)
PI/PDs: Betty Simkins, Yuri Hupka
Texas State University: Ivilina Popova
A Review of the Literature on LNG Hubs Development, Market Integration, and Price Discovery
This study provides a literature review of academic research related to liquefied natural gas (LNG) hubs development and market integration. Studies show that Asian markets lack a transparent pricing benchmark and multiple initiatives are underway to facilitate price discovery in Asian LNG markets. As a result, the formation of functional LNG market hubs in the Asia Pacific region will take time. Early research evidence suggests a strongly cointegrated relationship between LNG and crude oil. Concurring with more recent findings, we confirm that LNG's statistical relationship to both WTI and Brent ceases after the break dates of August 2008 and October 2015, respectively. Multiple initiatives are underway to facilitate development and price discovery for global LNG markets. However, the conclusions found within prior literature are dependent upon the sophistication of the estimation model and sample ranges employed.
Sponsor: Oklahoma State University, Texas State University
PI/PDs: Betty Simkins, Yuri Hupka
Texas State University: Ivilina Popova
Psychological Anchoring Effect, the Cross Section of Cryptocurrency Returns, and Cryptocurrency Market Anomalies
This paper investigates whether investors’ anchoring bias matters for the cross section
of cryptocurrency returns. Following the convention, we use the nearness of the current cryptocurruncy price to N–day high as the proxy of anchoring. Both portfolio–level analysis and coin–level cross–sectional regressions present a strong positive cross–sectional association between anchoring and the future cryptocurrency returns. Further evidence indicates that the anchoring effect we document fully dominates a series of well–known cryptocurrency market anomalies such as the downside risk, idiosyncratic volatility, lottery-like behavior and momentum.
Sponsors: Oklahoma State University, Central University of Finance and Economics
PI/PDs: Betty Simkins
Central University of Finance and Economics: Yuecheng Jia, Zheng Xu, Runyu Zhang
Environmental, Social and Governance (ESG) and the Roles of Management, Internal Audit, and Enterprise Risk Management
ESG has become a major focal point for a broad array of stakeholders. This article provides a history and current context regarding ESG and explains the drivers that have escalated this topic to dominate today’s business headlines. We provide examples of what is being done in the area of ESG reporting. Despite the desire for more reporting of ESG, we find that there are considerable challenges to do so in a transparent and consistent way across countries and organizations. We recommend the most critical actions that should be taken by management, by the chief risk officer, and by Internal Audit.
Sponsors: Oklahoma State University
PI/PDs: Betty Simkins
Hydro One Inc.: John Fraser, Rob Quail
The Active Media Sentiment Management of Institutional Investors
This study investigates whether institutional investors engage in media sentiment management to hedge against unfavorable media sentiment, stabilize company stocks, and enhance performance. We first investigate the effect of media sentiment on market reactions and find a positive association between media sentiment and stock prices and returns. Also, we find supportive evidence that institutional investors play an active role in media management. Furthermore, we document some implications of this institutional investors activism.
Sponsors: Oklahoma State University, Le Moyne College, Wichita State University
PI/PDs: Betty Simkins
Le Moyne College: Heng Emily Wang
Wichita State University: Xiaoyang Zhu
GPA Midstream Research Report
This report presents the economic impact of GPA Midstream members by analyzing survey data collected from the members. The economic impact is calculated using IMPLAN multipliers. Data for 2021 and 2022 are used for the analysis.
Sponsor: Oklahoma State University
PI/PDs: Betty Simkins, Trent Morris, Yuri Hupka
Political Connections and Short Sellers
Our paper provides a rationale for studies on the market value of political connections by investigating the short sellers' reaction to politically connected firms. We find that political connections of firms deter short sale activity. The deterrence effect can be contributed to the implicit government guarantee (broadly interpreted), including investors' expectation on government intervention and firms' easier access to government resources. Further evidence indicates that informed short sellers are crowded out by political connections, resulting in less informative short volume and less negative (or positive) stock returns for politically connected firms as compared to their non-connected peers.
Sponsors: Oklahoma State University, Central University of Finance and Economics, Pennsylvania State University – Erie
PI/PDs: Betty Simkins
Central University of Finance and Economics: Yuecheng Jia
Pennsylvania State University – Erie: Hongrui Feng
Manager Political Preferences and Company Investor Bases
We investigate how personal political preferences of corporate managers shape the investor base of firms. We find that Republican managers tend to use less leverage, invest heavily in short-run projects, and maintain a high quality of information disclosure which helps these firms achieve greater liquidity. Firms with Republican managers also attract more “transient” institutions. We demonstrate that these relationships are stronger during financially stressful periods. To the best of our knowledge, our paper is the first to examine the relationship between institutional investors and political preferences of corporate managers.
Sponsors: Oklahoma State University, Northeastern University (China), Zhejiang University, Pennsylvania State University – Erie
PI/PDs: Betty Simkins
Northeastern University (China): Jian Wang
Zhejiang University: Xingjian Li
Pennsylvania State University – Erie: Hongrui Feng
The History of Enterprise Risk Management at Hydro One Inc.
The purpose of this article is to record the history of this successful implementation of enterprise risk management (ERM) at Hydro One so that it will benefit other companies and organizations who are at the beginning or in the early part of their ERM journey. In this article, we delve deeper into the dynamics at work and the steps involved in the implementation of ERM. This article is an interview by Betty Simkins with John Fraser and Rob Quail so as to record the challenges, successes, and methods used at Hydro One.
Sponsor: Oklahoma State University, Hydro One Inc.
PI/PD: Betty Simkins
Hydro One Inc.: John Fraser, Rob Quail
Energy Realities and U.S. Energy Policy
This study discusses six energy realities and the implications for U.S. energy policy:
1) We are not running out of fossil fuels. All energy sources should be promoted and not punished. 2) Energy transitions are generally slow and historically have taken up to a century. 3) Energy is all about thermodynamics and financial economics. 4) Renewable energy sources help but they are just part of the solution. 5) We need to focus on what the science and economics of energy and not let politics impact our judgement. 6) The public is misinformed about energy. Energy education is a must.
Sponsor: Oklahoma State University
PI/PD: Betty Simkins
Does Risk Management Add Value? An Update
This study reviews the literature on corporate risk management by nonfinancial firms and provides a review of the findings to date. The study discusses the theories and methodologies used and provides suggestions for future research in this area.
Sponsors: Oklahoma State University, University of Oklahoma
PI/PDs: Betty Simkins
University of Oklahoma: Chitru Fernando
Susser Petroleum Partners, LP: IPO of a Master Limited Partnership
This case study investigates the 2012 IPO by Susser Holdings to create the first master limited partnership (MLP) in the fuel distribution business. The case study explores the rationale for the MLP and investigates the valuation of this unique transaction.
Sponsors: Oklahoma State University, University of Texas Austin, University of Virginia
PI/PDs: Betty Simkins
University of Virginia: Susan Chaplinsky
University of Texas Austin: Sheridan Titman
What They Earn and What They're Worth: Managerial Contracts and NCAA Football Coach Performance
Using NCAA head coach contracts, we examine aspects of executive compensation
and whether over- and under-paid salaries impact future performance. We observe the
coaches' entire professional history and all contract features, enabling precise compensation valuation. We find that universities non-myopically incorporate prior performance in pay, and when a coach is excessively overpaid, future team performance suffers. Additionally, we argue the pay-performance nexus is accurately estimated using a contract's entire value versus annually determined structures. Our results concur with the excess compensation literature, but not with some “pay-for-performance" sports research. Such dichotomies are likely due to specification error biases.
Sponsors: Oklahoma State University, Georgia Tech University
PI/PDs: Betty Simkins, Yuri Hupka
Georgia Tech: Jacqueline Garner
Consultant: Phillip Humphrey
Digital Average Price Options (DAPO)
We present an analytical solution for Digital Average Price Options (DAPO). This is an extension of digital options to incorporate average price or Asian price characteristics. We build on work by Zhang (1998), Turnbull and Wakeman (1991), and Haug (2004). We utilize numerical difference methods to calculate the Greeks based on the derived closed-form solution. These options can be used to manage risk or generate income. These products can effectively manager tail risk exposures with one transaction for an energy company who is exposed to multiple types of tail risk, which otherwise would require insuring each event with separate transactions.
Sponsor: Oklahoma State University
PI/Pd: Joe W. Byers
How to Bring Rigorous Risk Management to Classroom and Research Projects: Implementing Document Control, Disaster Recovery, and Security Standards for the Academic.
All teachers struggle with security, version control, and disaster recovery of their classroom, research, and administrative documents. The paper will demonstrate that utilizing techniques and technology from FOSS one can protect their documents and intellectual property. The paper show how to version control documents in the cloud, providing disaster recovery at all times, and access from anywhere one has access to the internet. We further demonstrate the security provided by these methods to protect intellectual property and fraud in our virtual age.
Sponsor: Oklahoma State University
PI/Pd: Joe W. Byers
Online Exams, an Algorithm for Randomizing Questions to Mitigate the Risk of Fraud.
We provide a proof of concept for algorithms that will mitigate the risk of fraud for online Multiple choice exams with significant probabilities. The algorithm is implement in an open source software Ruby. This algorithm will take standard multiple choice and randomize the questions as different multiple choice and true/false questions that include negative variants of the questions. One simple question with four options including an all of the above will generate questions in terms of four factorial.
Sponsor: Oklahoma State University
PI/Pd: Joe W. Byers
Constraints and Boundary Conditions for Real Option Valuation and Risk Management of Commodity Storage using constrained optimization.
This paper extends Byers (2005) and Byers (2006) with further insights on monetizing the a Real Options Commodity Assets with flow constraints. The paper shows how the real asset can be fully hedged using standard liquid derivatives that are openly traded. We effectively build a "box" around the value of the asset. This paper overcomes other valuation and risk management techniques that rely on stochastic modeling and implementing derivatives that do not trade in the market, so all valuation contains bias and error from parameters estimations.
Sponsor: Oklahoma State University
PI/Pd: Joe W. Byers
Volatility Persistence or Price Outliers, a Tail of Two Methods?
Volatility persistence is related to the duration of shocks to volatility. These are events that cause a shift in the standard deviation of an asset's returns that decay over time. The duration can be short, medium, long. An alternative explanation is how outliers impact asset returns through the mean of the return process, not the volatility. This will have not volatility persistence for all outlier types but one, the innovative outlier (IO). This paper will investigate the impact of controlling for mean shocks (Outliers) to and the asset return process with respect to past volatility persistence patterns.
Sponsor: Oklahoma State University
PI/Pd: Joe W. Byers
Peer Selection and Valuation in Mergers and Acquisitions
Using unique data, this paper examines investment banks’ choice of peers in comparable companies analysis in mergers and acquisitions. We find strong evidence that product market space is amongst the most important factors in peer selection, but we provide evidence indicating that Standard Industrial Classification (SIC) codes, particularly three- and four-digit codes, do a poor job of categorizing related firms in this setting. Banks strategically select large, high growth peers with high valuation multiples, factors that are also positively related to premiums. Our evidence is consistent with target-firm advisors selecting peers with high valuation multiples to negotiate higher takeover prices.
Sponsor: Oklahoma State University
PI/PD: Gregory Eaton
Retail Trader Sophistication and Stock Market Quality: Evidence from Brokerage Outages
We study brokerage platform outages to examine how heterogeneity in retail investor sophistication influences their impact on financial markets. We contrast outages at Robinhood, which caters to inexperienced investors, with outages at more traditional retail brokers. Exogenous negative shocks to Robinhood (traditional broker) participation are associated with reduced (increased) market order imbalances, consistent with unsophisticated investors being more likely to herd. Robinhood (traditional broker) outages are associated with increased (decreased) market liquidity and lower (higher) return volatility. The findings are consistent with inexperienced retail investors creating inventory risks that harm liquidity, whereas other retail trading improves market quality.
Sponsor: Oklahoma State University
PI/PD: Gregory Eaton
Retail Option Traders and the Implied Volatility Surface
Retail investors dominate option trading in recent years. Individuals are net purchasers of options, particularly call, short-dated, and out-of-the-money options, although they tend to write long-dated puts. Retail brokerage outages are associated with reduced implied volatility overall, and the effect is stronger for options purchased by retail investors. In contrast, implied volatility increases for long-dated options during outages, consistent with reduced retail writing activity. The findings highlight the importance of retail demand pressure on the implied volatility surface and suggest that retail trading can have important effects on the implied volatility term structure, moneyness curve, and call-put spread.
Sponsor: Oklahoma State University
PI/PD: Gregory Eaton
Portfolio Returns and Consumption Growth Covariation in the Frequency Domain, Real Economic Activity, and Expected Returns
The slope of the portfolio return and consumption growth cospectrum contains predictive information about future real economic activity, future recession probabilities, the risk aversion coefficient, as well as future expected returns. Commonly used economic variables do not subsume the predictive power of the cospectrum slope and while the interest rate term spread largely failed to predict the Financial Crisis, the cospectrum slope predicted the crisis with a 75% probability. The cospectrum slope significantly improves the fit of long-horizon expected return models and contains more significant predictive information than the current dividend yield.
Sponsor: Oklahoma State University
PI/PD: Louis R. Piccotti
Portfolio Frequency Structure Preferences
I examine the optimal portfolio allocation for investors with risk frequency preferences, which I show maps uniquely to an investor's desired utility function. As an implication, the portfolio opportunity set can be uniquely constructed from a set of basis utility functions. Factor model representations represent restrictions on the utility function space, which is equivalent to finding a linear combination of utility functions required to price a portfolio. A portfolio’s alpha results from the utility function misalignment between the marginal investor and the factor model implied one.
Sponsor: Oklahoma State University
PI/PD: Louis R. Piccotti
A Multiscale Estimator for Pricing Errors in High-frequency Financial Markets
For a general Lévy process model in which asset prices are corrupted with microstructure noise, I derive the sampling distributions for the information-related and information-unrelated pricing error parameters as well as for the variance of the true efficient price returns. The resulting test statistics are standard normally distributed and simulation studies show that they display good properties. Joint tests as well as tests for time varying parameters follow distributions. As an empirical example, the proposed statistical tests are taken to a data sample of exchange rates, commodities, and index futures.
Sponsor: Oklahoma State University
PI/PD: Louis R. Piccotti
A Closed-form Solution for Option Prices on Assets with Pricing Errors
This paper examines the effects that pricing errors in the underlying asset have on options prices, their greeks, and their implied risk neutral densities. Pricing errors can be viewed as a random proportional transaction cost. When pricing errors are information-unrelated, options prices are unambiguously higher than the Black-Scholes case and increasing in the pricing error variance. Hedging volatility is higher and the optimal exercise price for American put options is decreased. The option implied risk-neutral density and option Greeks are materially affected, which leads to suboptimal risk management and hedging without accounting for the pricing errors.
Sponsor: Oklahoma State University
PI/PD: Louis R. Piccotti
Are Options Redundant? The Benefits of Synthetic Diversification
We examine an alternative avenue through which trading in options can expand investors’ opportunity sets, unrelated to private information, heterogeneous beliefs, endowments, or trading restrictions in the stock market. Investors can synthetically replicate the return profile of optionable stocks using at-the-money options for a fraction of the cost of holding the underlying securities. When trading costs in the options market are relatively low to those in the stock market, it is optimal for an investor to allocate their portfolio in synthetic stock return positions as opposed to trading in the stock market directly. Conversely, an investor maximizes utility by trading in the stock market when options trading costs are relatively expensive. Sponsor: Oklahoma State University
PI/PDs: Yifan Liu, Louis R. Piccotti
Financial Contagion: Bank Characteristics Matter
We systematically examine how bank characteristics are related to a bank’s financial contagion exposure. Examining capital requirements, we find evidence that while tier 1 capital requirements are negatively related to a bank’s contagion exposure, the sum of tier 1 and tier 2 capital ratios are positively related to it. Banks with greater financial constraints are less exposed to contagion. Geographic distance between banks is negatively related to contagion exposures and we find evidence that institutional ownership is positively related to banks’ contagion exposures. Finally, we find that board attributes that reduce banks’ risk taking incentives negatively associate with financial contagion.
Sponsor: Oklahoma State University
PI/PDs: Sharif Mazumder, Louis R. Piccotti
Informed Trading Surrounding Data Breaches in Options Markets
We explore whether there is informed trading surrounding data breach events. By analyzing transactions in the options market, we find two distinct informed trading patterns that begin approximately three and nine months prior to corporate data-breach announcements, which are supported by evidence of higher trading volume and open interest for put options, a higher put-to-call volume ratio, a higher put-to-call open interest ratio, and lower spreads prior to data-breach announcements. Following data-breach announcements, attacked firms’ stocks experience significantly negative CARs of -0.35% within one day. Cross-sectional analysis provides evidence that options trading activity has predictive power for stock returns.
Sponsor: Oklahoma State University
PI/PD: Louis R. Piccotti, Emily (Heng) Wang
Covariance Matrix Jumps in High-frequency Financial Markets
This paper examines jumps and cojumps in the covariance matrix for high-frequency financial markets using a new method for identifying intraday volatility jumps in the diffusion covariance matrix. This method avoids model misspecification errors, is able to identify multiple intraday jumps, and provides standard normally distributed test statistics. Performance is tested on Monte-Carlo simulated data as well as tick-by-tick exchange rate data. Initial results indicate the presence of jumps in both price and realized variance, conditional upon calibration. Additional results are forthcoming.
Sponsor: Oklahoma State University
PI/PDs: Yuri Hupka, Louis R. Piccotti
Bond Market Structure and Volatility
We examine price volatility in the bond market using the 24-hour variance ratio methodology. We find that the open-to-open return volatility is on average higher than the close-to-close return volatility. This implies that the market mechanism at open affects the price volatility of the bond market. However, the effect has decreased over time. We find that, in the early 2000s, the return volatility at open is 40 percent larger than at the close. In recent years, however, the volatility is down by half and this implies a better opening procedure of the bond market.
Sponsors: Oklahoma State University, Georgia College
PI/PD: Louis R. Piccotti
Georgia College: Isarin Durongkadej
Ambiguity Aversion and Asset Price Dynamics
We derive the equilibrium asset expected returns when there is ambiguity in asset expected returns, as well as ambiguity in asset return variances. In our model, ambiguity risk is systematic in nature and is non-diversifiable. Under regularity conditions, expected asset returns are linearly increasing in variance risk and ambiguity risk. We show that a beta pricing model can be derived from the equilibrium expected return function, which contains a systematic return factor and an ambiguity portfolio return factor, where the ambiguity portfolio weights are determined within the model. We test our model empirically and we obtain the model-implied results.
Sponsors: Oklahoma State University, Rutgers Business School
PI/PDs: Louis R. Piccotti
Rutgers Business School: Yangru Wu
Option-implied Dividends and Expected Returns
This paper examines the relationship between option-implied dividends and expected returns.
Sponsors: Oklahoma State University, Rutgers Business School
PI/PDs: Louis R. Piccotti
Rutgers Business School: Yangru Wu
Evaluation of Models of Exchange Rate Determination Using Machine Learning Techniques
This paper uses machine learning methods to re-examine the relationship between exchange rate changes and interest rates. Attention is given to how the relationship differs between G7 and non-G7 countries.
Sponsors: Oklahoma State University, University at Albany, SUNY
PI/PDs: Louis R. Piccotti
University at Albany, SUNY: Biswas, Rita, Li, Xiao
Does Having Multiple Insiders on Boards Enhance the Effectiveness of Independent Directors?
Regulations as well as shareholder pressures have dramatically changed corporate board structures such that today most corporate boards consist of virtually all independent directors with only one insider, usually the CEO. In this study, we argue that having a sole executive on the board impedes the free flow of information to the outside directors. We hypothesize and show that the efficacy of independent directors is enhanced in the presence of more than one insider on the board.
Sponsor: State of Oklahoma
PI/PDs: Ramesh P. Rao
Northern Kentucky University: Sharif Mazumder
The Positive Externalities of Leveraged Buyouts
We show that private equity-sponsored going-private announcements can evoke positive externality effects on their industry peers. It is well-established that “active” ownership of private equity (PE) houses increases competitiveness of target firms by improving their operational strategies and corporate governance. We argue that private equity-sponsored going-private announcements should also impact their industry peers as a result of increased takeover threat and competitive pressure felt by the peers. Industry peers mitigate the increased takeover threat and competitive pressure by significantly improving their operational efficiency, engaging in long-term innovation and enhancing their corporate governance.
Sponsor: State of Oklahoma
PI/PDs: Ramesh P. Rao
Penn State University-Behrend: Harry Feng
Does the Threat of Short Selling Discipline Management? Evidence from Default Risk Changes Around Regulation SHO
Using the Securities and Exchange Commission’s Rule 202T pilot program of 2004, Regulation SHO, as a natural experiment this paper examines how the prospect of short selling affects the default risk of a firm. Consistent with a disciplinary effect of short selling on corporate decisions, we find that firms subject to the pilot program experience a significant decline in their default risk relative to non-pilot firms. Consistent with a disciplinary effect, we also find that the pilot firms adopt more conservative accounting policy, improve investment efficiency, and enhance the value of their cash holdings compared to non-pilot firms.
Sponsor: State of Oklahoma
PI/PDs: Ramesh P. Rao
Texas A&M University San Antonio: Keming Li
University of North Texas: Takeshi Nishikawa
Climate Change and Corporate Cash Holdings: Global Evidence
Using data from 41 different countries including the United States, we find that firms increase their cash holdings when exposed to long-term adverse climate change. Our subsample analyses suggest that the increase in cash holdings is more pronounced for the firms with a cash shortfall, and for the firms that are financially constrained. Overall, our findings fit consistently within the precautionary motive framework for holding cash.
Sponsor: State of Oklahoma
PI/PDs: Ramesh P. Rao
University of Texas - Rio Grande Valley: Abdullah Al Masum
University of Texas - Rio Grande Valley: Siamak Javadi
Western Kentucky University: Mohsen Mollagholamali
Regulation and Politics of Share Repurchases
Politicians, regulators, media, and academics have severely criticized share repurchases. Theoretically and empirically, we examine whether the criticisms and predictions therefrom are consistent with the theory of dividends and stock repurchases. Our results indicate that stock repurchases do not cause firms to become less resilient. We find quite the opposite, i.e., repurchasing firms have adequate cash resources to meet their pro forma needs compared to non-repurchasing firms. This holds even when the firms have experienced unexpected financial shocks. We document that repurchases do not reduce hiring rate or employee compensation. We also do not find that repurchases come at the expense of employee satisfaction or environmental commitment. We do not find that repurchases lead to an increase in underfunded pension liabilities. Finally, we do not find that repurchases accompany higher CEO compensation.
Sponsor: State of Oklahoma
PI/PDs: Ramesh P. Rao
University of New Mexico: Subbu R. Iyer
University of New Mexico: Emma Xu
New York University: Kose John
Retail Option Traders and the Implied Volatility Surface
Retail investors dominate option trading in recent years. We find that individuals prefer to purchase short-dated options, whereas they tend to write long-dated options. Retail brokerage platform outages are associated with reduced implied volatility overall, and the effect is stronger for options purchased by retail investors. In contrast, implied volatility increases for long-dated options during outages, consistent with reduced retail writing activity. The findings highlight the importance of demand pressure on the implied volatility surface and suggest that retail investors’ option trading preferences can have distorting effects on the implied volatility term structure, the moneyness curve, and the put-call spread.
Sponsors: Oklahoma State University, Emory University
PI/PDs: Greg Eaton, Clifton Green, Brian Roseman, Yanbin Wu
Oklahoma State University: Greg Eaton, Brian Roseman
Emory University: Clifton Green, Yanbin Wu
Secondary Market Frictions and Real Firm Activity
We show that secondary market structure and trading activity impacts the cost of issuing new debt. Firms with existing illiquid debt are less likely to issue new debt within a given year, and, when they do, face higher borrowing costs. Using the staggered implementation of TRACE and a regression discontinuity design we also show that improvements in market design and transparency subsequently lowers the cost of debt. Additionally, our results indicate that liquidity and price discovery affect firms’ decisions related to capital structure and investment. Overall, the results provide understanding of the connection between the secondary market and real economy.
Sponsors: Oklahoma State University, University of Tennessee, University of Alabama Burmingham
PI/PDs: Ryan Davis, David Maslar, Brian Roseman
University of Tennessee: David Maslar
University of Alabama, Burmingham: Ryan Davis
Prospect Theory Preferences During Good Times and Bad
Using a regression discontinuity design and difference-in-difference estimation we show that mutual fund managers’ preference for stocks with Prospect Theory (PT) characteristics is time-varying and increases during fund-specific classifications of hard times. When hard times are common across managers, such as during a recession, these time-varying preferences have asset pricing implications. During downturns, we find that the alpha of Barberis, Mukherjee, and Wang’s (2016) PT characteristic based spread portfolio more than doubles. Rather than behavior biases, we interpret our results in the context of evolutionary psychology which provides a framework for understanding why PT preferences are stronger during hard times.
Sponsors: Oklahoma State University, University of Tennessee, U.S. Securities and Exchange Commission
PI/PDs: Peter Dixon, David Maslar, Brian Roseman
University of Tennessee: David Maslar
U.S. Securities and Exchange Commission: Peter Dixon
Sources of Financial Market Risk in Political Dialogue
We use natural language processing and the testimony of the Chairman of the Federal Reserve in the Monetary Policy Reports to Congress to identify the sources of risks on financial markets. Our study incorporates the sentiment of speech conditioned on political leanings of committee members, and we find little evidence that a single party’s sentiment has a dramatic influence on financial markets. In contrast, the evidence suggests that economic and policy risks comes from conflict between parties and diverging opinions, consistent with financial risks being a function of uncertainty, rather than the direction of the news.
Sponsors: Oklahoma State University, University of Texas, El Paso
PI/PDs: Brian Roseman, Jim Upson
University of Texas, El Paso: Jim Upson
Public Information and Stale Limit Orders: The Evidence
In a specialist market public information shocks may generate a sequence of transactions at stale prices, as nimble floor traders pick off obsolete limit orders. We design a test for the importance of public information in price formation around this fact. We find that removing all potentially stale limit order trades from the transactions record has no significant effect on a statistic that links price change to transactions. We use the bootstrap to calibrate this result and demonstrate that public information shocks account for a small portion of stock return variances.
Sponsors: University of Arizona, Oklahoma State University
PI/PD: Chris Lamoureux, Qin (Emma)Wang
Social Networks and Corporate Payout Policies
This paper examines the relation between firm social network and corporate payout policies and finds that social network significantly impacts payout compositions. Firms with greater network centrality pay lower dividends, repurchase more shares, and have a lower dividend to total payout ratio. Moreover, better connected firms invest more in acquisitions and R&D and have higher stock return volatility, and firms with higher acquisition and R&D investment pay lower dividends and repurchase more shares. Overall results suggest that to accommodate more risky investments, better connected firms substitute share repurchase for dividend payment to remain financially flexible.
Sponsor: Oklahoma State University
PI/PD: Qin (Emma)Wang, Jun Zhang
Stock Price Crash Risk and Options Market
This study investigates the interaction between stock price crash risk and options trading. On one hand, informed options trading reduces future stock price crash risk by decreasing bad news hoarding. The negative effect is more pronounced for riskier firms and firms with greater information asymmetry and when the options market is more liquid. On the other hand, stock price crash risk is positively related to future option trading volume and the ratio of put option volume relative to total option volume. Overall results suggest strong interaction between stock price crash risk and the options market.
PI/PD: Qin (Emma)Wang, Jun Zhang
Institutional Trading Around Corporate Fraud
We investigate whether institutional investors have information advantage by studying trading behaviors of institutional investors before revealing of corporate fraud. Compared to benchmark trading volumes, institutional investors have higher net selling volume of stocks of fraud firms several months before public revealing of corporate fraud, and the result holds only for more severe frauds leading to greater firm losses. The results suggest that institutional investors have information advantage and react early to corporate fraud before it is publicly revealed.
Sponsors: Oklahoma State University, University of Nevada-Las Vegas
PI/PD: Qin (Emma)Wang, Jun Zhang
University of Nevada-Las Vegas: D. Scott Lee
Local Institutional Investors and Seasoned Equity Offerings
This paper investigates the impact of local institutional investors on firms’ seasoned equity offerings (SEOs). Equity issuers with (more) local institutional investors and higher local institutional ownership experience higher SEO announcement returns. The causal effect is established by exploiting exogenous shocks to local institutional ownership generated by reconstitutions of the Russell 1000 and 2000 indexes. The finding is more pronounced for firms with greater agency problems and robust to the correction of sample selection bias. Overall results suggest that monitoring by local institutional investors helps reducing agency problems and mitigating negative market reactions to SEOs.
Sponsor: Oklahoma State University
PI/PD: Qin (Emma)Wang, Jun Zhang
Dual Holdings and Stock Price Crash Risk
We investigate the impact of institutional dual holdings on stock price crash risk. Presence of dual holders, i.e., institutions that simultaneously hold equity and debt of same firms, mitigates shareholder-debtholder conflicts and reduce corporate risk-taking. Moreover, due to their large stakes in a firm’s both equity and debt, dual holders have stronger incentives and greater abilities to monitor managers, which should curb bad news hoarding of managers. Thus, we expect a negative impact of institutional dual holding on stock price crash risk. We exploit financial institution mergers as shocks to the dual ownership to mitigate the endogeneity concerns.
Sponsor: Oklahoma State University
PI/PD: Qin (Emma)Wang, Jun Zhang
Information Acquisition and Usage of Retail Investors: Evidence from Web Views and Watchlists
We use a novel large data set of Chinese retail investors to study their information acquisition and usage activities. On the one hand, retail investors are more likely to collect information of attention-grabbing stocks, consistent with the view that they are unsophisticated. On the other hand, retail investors appear to utilize information with discretion in making investment decisions, consistent with the view that they have skills. Stocks that are selected more often following information acquisition by retail investors tend to be easier-to-value, have good future news, and earn higher returns even after controlling for stock characteristics.
Sponsors: State of Oklahoma, Central University of Finance and Economics
PI/PDs: Shu Yan
Central University of Finance and Economics: Yuecheng Jia, Hongyu Zhang
Stock Market Return Predictability: Evidence from a Decomposition of Dividend Yield
The existing marginally significant evidence for the one-year stock market return predictability by the dividend yield is the result of an error-in-variable problem. A decomposition shows that the trend and innovation components of dividend yield correspond to the expected future long-term and one-year returns, respectively. Robust in-sample and out-of-sample evidence is documented that the innovation provides superior next-year return predictability than the dividend yield, while the trend captures the long-run predictability of dividend yield. The findings are consistent with a time-varying and predictable term structure of expected stock returns.
Sponsor: State of Oklahoma
PI/PD: Shu Yan
Information Spillover and Cross Predictability of Currency Returns: An Analysis via Machine Learning
This paper adopts OLS--post--LASSO, a machine learning method, to investigate currency cross predictability in the foreign exchange market. The new approach can identify the time--varying most relevant predictors among all available currencies and form accurate out--of--sample forecast. A trading strategy based on the OLS--post--LASSO forecast significantly outperforms the classical trading strategies based on a currency's own forward discount. The evidence is robust to risk adjustments and currency characteristics. The findings lend support to the theories of information spillover in the foreign exchange market.
Sponsors: State of Oklahoma, Rutgers University, Central University of Finance and Economics
PI/PDs: Shu Yan
Rutgers University: Yangru Wu
Central University of Finance and Economics: Yuecheng Jia
Beijing University: Yuzheng Liu
A Seesaw Effect in the Cryptocurrency Market: Understanding the Cross Predictability among Cryptocurrencies
This paper investigates the cross predictability of intraday returns of 22 major cryptocurrencies. In contrast to the well-documented positive lead-lag effect in the equity market, we find a significantly negative lead-lag effect (``seesaw effect'') in the cryptocurrency market: The five largest coins (Bitcoin, Ripple, Ethereum, Litecoin, and EOScoin) negatively predict other coins but the small coins do not predict the large coins. Trading strategies that exploit the cross predictability yield highly significant profits. Diagnostic analysis indicates that the ``flight to hot large coins" and ``flee from cold large coins'' jointly drive the seesaw effect.
Sponsors: State of Oklahoma, Rutgers University, Central University of Finance and Economics
PI/PDs: Shu Yan
Rutgers University: Yangru Wu
Central University of Finance and Economics: Yuecheng Jia
Beijing University: Yuzheng Liu
Profitability Skewness and Stock Return
This paper investigates whether profitability skewness is related to expected stock return. We document significant evidence that profitability skewness positively predicts cross-sectional stock returns, opposite to the negative relation between return skewness and stock returns. The positive return predictability is robust to alternative profitability proxies and holds up to a year. The results cannot be explained by existing risk factors and return predictors including the level of profitability and return skewness. The evidence is consistent with explanations in which profitability skewness is positively related to firm growth opportunity and future profitability. The results are also consistent with behavioral explanations.
Sponsors: State of Oklahoma, Central University of Finance and Economics
PI/PDs: Shu Yan
Central University of Finance and Economics: Yuecheng Jia
Implicit Government Bailout Guarantee and Short Selling of Financial Stocks
This paper documents significant evidence that implicit government bailout guarantees lead to less short selling of financial stocks. The reduction in short selling is more pronounced for firms that are large, distressed, being in the TARP, having cheap put options, belonging to the banking and broker-dealer sectors, and during periods of high financial risk and post-2008. For bearing the risk of government bailouts, short sellers of large heavily-shorted financial stocks earn significantly higher profits. Implicit government bailout guarantees seem to drive away more uninformed short sellers than informed ones, leading to more informed trading and higher information efficiency.
Sponsors: State of Oklahoma, Rutgers University, Central University of Finance and Economics
PI/PDs: Shu Yan
Rutgers University: Yuzhao Zhang
Central University of Finance and Economics: Yuecheng Jia
Skewness and Momentum
We document two opposite effects of return skewness on momentum profits. For individual stocks, momentum profits decrease with skewness while for industry portfolios, momentum profits increase with skewness. The findings cannot be explained by existing risk factors and stock characteristics. For individual stocks, the evidence is consistent with the behavioral theory of return skewness as well as the skewness preference theory. For industry portfolios, the evidence is consistent with the interpretation of portfolio skewness as a measure of asymmetric inefficiency.
Sponsors: State of Oklahoma, Central University of Finance and Economics
PI/PDs: Shu Yan
Central University of Finance and Economics: Yuecheng Jia
Is There A Growth Premium? Evidence from a Decomposition of Book-to-Market Ratio
This paper proposes a time-series decomposition of book-to-market ratio into a trend component and an innovation component. Under the framework of stock valuation with growth options, we demonstrate that the innovation component is negatively related to the change of growth options and therefore negatively related to the expected stock return. We document significant empirical evidence consistent with a growth premium as low innovation stocks earn significantly higher future returns, even after adjustment for risk factors and controlling for other predictors. Low innovation firms tend to convert more growth options, have higher leverage, and be more sensitive to idiosyncratic volatility and investment-specific technology shocks.
Sponsors: State of Oklahoma, Central University of Finance and Economics, Nankai University
PI/PDs: Shu Yan
Central University of Finance and Economics: Yuecheng Jia
Nankai University: Haoxi Yang
CEO Incentive Compensation and Stock Price Momentum
We document robust evidence that CEO incentive compensation predicts stock price momentum. The profit of momentum strategy increases with pay-for-performance incentive but decreases with risk-taking incentive. The evidence is more significant for companies with older and longer tenured CEOs, during high investor sentiment periods, and cannot be explained by information uncertainty proxies such as analyst coverage. Our results are consistent with the information diffusion explanation of momentum and the findings of agency theory that incentivized CEOs tend to manipulate information by smoothing good news, concealing mildly bad news, and accelerating the disclosure of extremely bad news.
Sponsors: State of Oklahoma, Penn State University Behrend
PI/PDs: Shu Yan
Penn State University Behrend: Hongrui Feng
Social Networks and Corporate Payout Policies
This paper examines the relation between firm social network and corporate payout policies and finds that social network significantly impacts payout compositions. Firms with greater network centrality pay lower dividends, repurchase more shares, and have a lower dividend to total payout ratio. Moreover, better connected firms invest more in acquisitions and R&D and have higher stock return volatility, and firms with higher acquisition and R&D investment pay lower dividends and repurchase more shares. Overall results suggest that to accommodate more risky investments, better connected firms substitute share repurchase for dividend payment to remain financially flexible.
Sponsor: Oklahoma State University
PI/PD: Jun Zhang, Qin Wang
Inside and Outside Debt Duration
Agency theory emphasizes that the incentive alignment effect of CEO debt compensation relies on the extent to which its payoffs resemble payoffs to risky corporate debt. We examine this notion using a sample of new corporate debt issues during 2007-2012. We find that debt-biased CEO relative leverage ratio is associated with longer debt maturity only when the CEO's inside debt will be less likely to be drawn up in the near future. We show that not only does inside debt level matter, but its maturity relative to corporate debt also plays an important role in the incentive-alignment effect.
Sponsors: Oklahoma State University, Texas A&M University, Hong Kong Polytechnic University
PI/PDs: Jun Zhang
Texas A&M University: Shane Johnson
Hong Kong Polytechnic University: Nan Yang
Firm Riskiness and SEO Underpricing: Evidence from a Natural Experiment
This paper examines the impact of firm riskiness on seasoned equity offering (SEO) underpricing by exploring RegSHO pilot program as a natural experiment. Facing greater downside risk, the RegSHO pilot firms are incentivized to lower their riskiness, which mitigates negative market reactions and reduces SEO underpricing. We find that, consistent with the conjecture, the pilot firms have lower risk and experience smaller SEO underpricing. In addition, the pilot firms tend to issue more equity to take advantage of the lower equity financing cost. Overall results support that firm riskiness has important impacts on SEO underpricing.
Sponsor: Oklahoma State University
PI/PDs: Jun Zhang, Siqi Wei
Stock Price Crash Risk and Options Market
This study investigates the interaction between stock price crash risk and options trading. On one hand, informed options trading reduces future stock price crash risk by decreasing bad news hoarding. The negative effect is more pronounced for riskier firms and firms with greater information asymmetry and when the options market is more liquid. On the other hand, stock price crash risk is positively related to future option trading volume and the ratio of put option volume relative to total option volume. Overall results suggest strong interaction between stock price crash risk and the options market.
PI/PD: Jun Zhang, Qin Wang
Institutional Trading Around Corporate Fraud
We investigate whether institutional investors have information advantage by studying trading behaviors of institutional investors before revealing of corporate fraud. Compared to benchmark trading volumes, institutional investors have higher net selling volume of stocks of fraud firms several months before public revealing of corporate fraud, and the result holds only for more severe frauds leading to greater firm losses. The results suggest that institutional investors have information advantage and react early to corporate fraud before it is publicly revealed.
Sponsors: Oklahoma State University, University of Nevada-Las Vegas
PI/PDs: Jun Zhang, Qin Wang
University of Nevada-Las Vegas: D. Scott Lee
Local Institutional Investors and Seasoned Equity Offerings
This paper investigates the impact of local institutional investors on firms’ seasoned equity offerings (SEOs). Equity issuers with (more) local institutional investors and higher local institutional ownership experience higher SEO announcement returns. The causal effect is established by exploiting exogenous shocks to local institutional ownership generated by reconstitutions of the Russell 1000 and 2000 indexes. The finding is more pronounced for firms with greater agency problems and robust to the correction of sample selection bias. Overall results suggest that monitoring by local institutional investors helps reducing agency problems and mitigating negative market reactions to SEOs.
Sponsor: Oklahoma State University
PI/PD: Jun Zhang, Qin Wang
Politically Connected CEOs and Liquidity Risk: Some Chinese Evidence
We document a negative association between the political connection and stock liquidity risk in Chinese market. The politically connected firms achieve better fundamental performance, stable investment decisions, and more transparent information environment. Those are important channels through which political connected CEO helps to lower the stock liquidity risk. We also find that the negative association between the political connection and stock liquidity risk is stronger in the State-Owned enterprises (SOE) and during the financial crisis period. This implies that political connected CEO leads to greater stock liquidity for firms during economic times when it is most valuable.
Sponsor: Oklahoma State University, Northeastern University (China), Penn State Behrend
PI/PD: Jun Zhang
Northeastern University (China): Jian Wang, Shangkun Yi
Penn State Behrend: Hongrui Feng
Dual Holdings and Stock Price Crash Risk
We investigate the impact of institutional dual holdings on stock price crash risk. Presence of dual holders, i.e., institutions that simultaneously hold equity and debt of same firms, mitigates shareholder-debtholder conflicts and reduce corporate risk-taking. Moreover, due to their large stakes in a firm’s both equity and debt, dual holders have stronger incentives and greater abilities to monitor managers, which should curb bad news hoarding of managers. Thus, we expect a negative impact of institutional dual holding on stock price crash risk. We exploit financial institution mergers as shocks to the dual ownership to mitigate the endogeneity concerns.
Sponsor: Oklahoma State University
PI/PD: Jun Zhang, Qin Wang
TIPS in the Rearview Mirror: A Relative Performance Comparison
We study the ex-post performance of Treasury Inflation-Protected Securities (TIPS) relative to a maturity-matched nominal Treasury security. In this paper, we find that TIPS do not significantly outperform their maturity-matched nominal security in the sample that has matured as of December 2019. Next, we examine the return performance assuming investors are unable to reinvest the semi-annual coupon payments. We show that without the reinvestment income the matured 10-year TIPS notes significantly outperform their matched nominal security. Lastly, we examine the implication on taxpayers by comparing the cost relative ratio and cost difference. Our results suggest that there is no significant difference to the taxpayer.
Sponsors: Oklahoma State University, Texas Tech University
PI/PDs: Eric Sisneros
Texas Tech University: Joshua Fairbanks, Scott E. Hein
The Efficacy of Buying Stocks on Margin
In this paper, I explore the historical return distributions of various levered investment strategies in equities and test whether investing in stocks using broker’s call loans (on margin) is more effective than investing in stocks on a cash only basis. Using the CRSP value weighted index as well as randomly selected portfolios of stocks formed using CRSP data as test assets, I simulate investment on margin using the rules that brokers impose on investors. The returns on these simulations are estimated for both annual and monthly holding periods over the period from 1974 to 2020.
Sponsors: Oklahoma State University, Texas Tech University
PI/PDs: Eric Sisneros
Texas Tech University: Jeffrey M. Mercer
GARCH Fuel Hedging Strategies Under Overlapping Crises
This examines the performance of multivariate GARCH models for fuel spot and futures returns over recent crises. Specifically, we estimate CCC and DCC models along with corresponding variants. Using the optimal model, we calculate portfolio weights, hedge ratios (OHR), and hedge effectiveness (HE) for the full sample and three sub-samples: Post-Covid, Post-Financial Crisis, and 2020 Saudi-Russia Price War. Results indicate that DCC models provided the best forecast. Significant heterogeneity exists in HE across individual fuel commodities and samples. Further, HE was particularly high at the start of Covid-19. Following the OPEC Price War, HE rapidly decreased, exposing investors to excess risk.
Sponsor: Oklahoma State University
PI/PDs: Eric Sisneros
Oklahoma State University: Yuri Hupka
Volatility Modeling Using High Frequency Data to Identify Cryptocurrency Bubbles
Bitcoin is a cryptocurrency, developed in 2008. Recent run-ups in the price of Bitcoin have prompted many observers to argue that it is an example of a financial bubble. We use a stochastic volatility estimator proposed by Florens-Zmirou (1993) to identify bubble behaviour in Bitcoin prices during 2017. We find several periods where Bitcoin price behaviour is consistent with financial bubble behaviour.
Sponsors: Oklahoma State University
PI/PDs/: David Carter, Vijay Gautam,
Department of Mathematics: Weiping Li
Community Values, Female Board Representation, and Firm Performance: The Role of Social Capital, Religion, and Politics
We explore the effect of community values in the county a firm is headquartered in has on corporate board diversity. We find that counties with higher social capital and a lower percentage of Republican voters are more likely to have more female board members and is robust to an instrumental variable approach. Furthermore, female board members have a greater positive impact in areas less likely to hire women on their boards (i.e., lower social capital and more Republican voters).
Sponsors: Oklahoma State University
PI/PDs/: David Carter
Miami University: Corey Shank
Do Gender Diverse Boards Decrease Corporate Misconduct?
We investigate whether gender-inclusive boards affect corporate misconduct. Using data for U.S. Department of Justice violations issued against S&P 500 firms over the 2000-2018 period, our results suggest that firms with more female directors receive fewer violations than their industry peers, both contemporaneously, and over the following three years. We show that firms with higher corporate social responsibility are more likely to hire female directors following a violation. The findings provide evidence that companies with more female directors react to corporate misconduct by committing fewer violations in the future.
Sponsors: Oklahoma State University
PI/PDs/: David Carter
Miami University: Corey Shank
Stony Brook University: Matthew Wynter