Industry Volatility and Workers Demand for Collective Bargaining
|
|
- Isabella Stephens
- 5 years ago
- Views:
Transcription
1 Industry Volatility and Workers Demand for Collective Bargaining Grant Clayton Working Paper Version as of December 31, 2017 Abstract This paper examines how industry volatility affects a worker s decision to unionize. When deciding whether to vote for unionization, workers weigh the potential gain from higher wages with the risks of reduced employment. Using a database of thousands of unionization elections, I exploit the approximately two-month waiting period between when workers petition the National Labor Relations Board to hold an election and when the actual vote occurs. I find that higher industry equity volatility during the waiting period is associated with fewer votes in favor of unionization. Unemployment insurance, which mitigates workers costs of job loss, dampens the response to industry volatility. Volatility heightens workers concerns about job loss as it shifts the riskreturn tradeoff for pivotal voters away from unionization. Kellogg School of Management, g-clayton@kellogg.northwestern.edu. I am grateful to my advisor David Matsa and committee members Meghan Busse, Benjamin Iverson, Artur Raviv, and Paola Sapienza. In addition, I want to thank the attendees of the Kellogg Finance Bag Lunch, who provided feedback on this paper. This project also received helpful comments from Carola Frydman, Jose Liberti, and Brian Melzer. All errors are my own.
2 I. Introduction As stakeholders in the firm, workers compete with investors for rents. One way workers can increase bargaining power to capture those rents is unionization. However, while unionization offers the potential for higher wages, it also involves risk for the worker. This paper asks how workers demand for unionization responds to the level of risk in their industry. Workers choosing to unionize face several risks. First, employers may respond negatively to workers decision to unionize. For example, an employer may close down a newly unionized location or locate new growth opportunities far away from unionized worksites (Holmes, 2013). Second, even without employer action, unionization might endanger the firm by making it less flexible or competitive. For example, unionization may impede the firms ability to respond to negative business shocks (Chen et al., 2011). In the event that unionization results in loss of employment, workers will have to find new employment in their industry. In other words, the workers industry contains the outside option in the event of job loss. Therefore, facing higher risk in the industry, workers are less likely to choose unionization. To empirically measure risk in the industry, I use the volatility of the Fama-French industry portfolio. An important empirical concern is that workers endogenously choose unionization. In other words, workers take into account the level of firm and industry risk at the time that they choose unionization. Moreover, at least at the firm level, risk may endogenously respond to unionization. For example, firms increase debt in response to unionization (Matsa, 2010). Therefore, causal inference about the effect of risk on workers demand for unionization requires a plausibly exogenous change in risk. 2
3 To identify the effect of industry volatility on workers decision to unionize, I exploit the institutional details of the process by which workers vote on unionization. In the United States, workers can petition the National Labor Relations Board (NLRB) for an election to decide whether to be unionized or not. There is a waiting period of around two months between the time of the petition and the time the election is held. I measure the response of the vote to industry volatility during the waiting period. The results show that workers are less likely to vote for unionization when there is higher industry volatility. Furthermore, the availability of state unemployment insurance (UI) dampens this sensitivity. That is, more generous state UI benefits lessen the effect of industry volatility on workers decision to unionize. Moreover, there is a significant asymmetry in the results. Large negative returns in the industry portfolio result in workers being significantly less likely to unionize. In terms of magnitude, negative industry returns in excess of 15 percent during the waiting period results in workers being 10 percent less likely to unionize. On the other hand, large positive industry returns during the waiting period yield no significant effects. The results expand our understanding of labor s bargaining power and the firm s risk. Specifically, this paper s experiment captures workers behavior when they are on the cusp of changing bargaining power. The industry volatility that happens to occur in the waiting period provides a plausibly exogenous source of risk. Therefore, the findings suggest that economic events leading to higher levels of risk may have an important side effect, namely, discouraging labor from pursuing expanded bargaining power. This paper studies unionization, which is an observable example of workers seeking bargaining power. However, the implications of the results could extend to other, less measurable forms of bargaining power. 3
4 This paper contributes new evidence to the literature relating finance and unionization. The evidence on the relationship between firm risk and unionization is mixed. For example, Chen et al. (2011) found a positive association between industry equity returns and industry unionization rates, attributing the higher return to a compensation for the added risks that unions impose on firms. In contrast, Lee and Mas (2012) find significantly lower, long-run returns at firms where workers unionize, compared to similar firms. Other research has established that firms increase debt as a strategic response to unionization threats (Bronars and Deere (1991), Matsa (2010)). A side effect of increasing debt is that the firm s equity becomes riskier. The literature in this area mitigates the endogeneity of workers selecting unionization through instrumental variables (Chen et al., 2011), regression discontinuity (Lee and Mas, 2012), and legal heterogeneity (Matsa, 2010). In other words, the literature attempts to use as-if random or exogenous differences in union power to explain firm risk or capital structure. In contrast, this paper explores the effect of risk on workers selection process. This paper continues as follows. Section II describes the data and empirical approach. Section III presents the results. Section IV concludes. II. Data and Empirical Approach Workers can petition to vote on unionization in NLRB representation elections. Over 80 percent of these elections involve non-unionized workers deciding whether or not to unionize (i.e., certify union representation), while the rest involve unionized workers deciding whether or not to abandon unionization (i.e., decertify union representation). The certi- 4
5 fication process begins with a petition, which must show the support of at least 30 percent of the workers. After gaining the required signatures, the workers submit their petition, and a waiting period begins of around two months before the election. Then, if workers vote to unionize, the particular union winning the election will be certified as representing the workers. Unionization election data for the years 1978 through 2010 come from two sources. First, for the years 1978 through 1999, I use a union election dataset from Thomas Holmes (Holmes, 2006). For the years 2000 through 2010, I use raw election XML files obtained online from the NLRB. 1 Industry portfolio returns for the forty-nine Fama-French industries come from Ken French s website. 2 Annual state UI data was provided by David Matsa. 3 The unionization election data provides results from over fifty thousand elections. For each election, the data indicate the type of employee (e.g., clerical, trucker), SIC industry code, size of the bargaining unit, union, state, petition date, election date, and election result. I use elections that had at least 10 voting workers and came after a waiting period of no more than four months. The vast majority occur within about two months, but there can be delays due to disputes. Table I below gives summary statistics. 1 Accessed on data.gov. 2 Accessed at library.html 3 For other uses of UI data in finance, see Agrawal and Matsa (2013) and Hsu et al. (2017). 5
6 Table I: Summary Statistics Mean Median Std Dev 25th Pctle 75th Pctle Observations Waiting Period (days) ,809 Industry Return ,809 Industry Volatility ,809 Votes Cast ,809 Union Victory ,809 Teamsters ,809 AFL-CIO ,809 Log UI Benefits ,809 Union representation election data cover the years and come from Holmes (2006) and the NLRB raw XML files. Waiting period is the number of days from the petition date to the election date. Industry Return is the return on the Fama-French industry portfolio during the waiting period. Industry Volatility is the standard deviation of the daily returns during the waiting period. Union Victory is an indicator variable recording whether the workers voted to be unionized or not. Log UI Benefits is the natural logarithm of the maximum unemployment insurance benefit offered by a given state in a given year. Industry return is the return on the Fama-French industry portfolio during the waiting period, that is, from the petition date to the election date. Industry volatility is the standard deviation of the daily returns during the waiting period. Recall the main focus of the paper: how workers considering collective bargaining power respond to volatility in their industry. Workers would consider the prevailing risks in their industry when deciding whether or not to petition the NLRB for an election. The goal here is to capture their reaction when unforeseen changes occur in the industry. Therefore, I exploit the approximately two-month waiting period between petition and election. The empirical approach is to test how the unionization election outcome responds to industry returns during the waiting period. The motivation for the experiment is that the workers cannot foresee the returns that will occur during the two months following petition. In other words, the experiment involves observing groups of workers that are very similar. The only difference is that most groups vote on unionization following normal waiting periods, while others vote following large positive or negative returns in their industry during the waiting 6
7 period. Table II below reports the worker types in elections that occurred after large industry volatility, compared to other elections. Table II: Worker Types and Industry Shocks No Shock During Large Returns During Worker Type Waiting Period Waiting Period Clerical Craft Department Guard Healthcare Industrial Other Professional or Technical Trucker Total For each NLRB representation election, the data reports the type of workers in that bargaining unit. The types are given by the NLRB. The table above reports the frequency of each worker type, as a percentage of total elections. The distribution is reported for the two different groups in the experiment. First, the table shows those elections that experienced no large industry returns (positive or negative) during the waiting period. Second, the table shows the elections that occurred after large returns. Large returns are defined as those seen in 5 percent of elections, roughly positive or negative 15 percent industry returns during the waiting period. The distributions shown in Table II provide evidence that the same types of voters (e.g, workers) are voting after large industry returns and normal industry returns. This makes sense, as it seems improbable that workers at a given worksite could accurately forecast two-month ahead industry returns and endogenously time their elections. Therefore, I now present the results of the experiment, where I observe how the voting behavior responds to large industry shocks during the waiting period. 7
8 III. Results This section presents the results of the experiment described in Section II. The goal is to relate the election outcome to the industry returns during the waiting period, controlling for known election characteristics. The main regression specification is given below: union victory = β 1 industry shock + β 3 election controls + Fixed Effects + ε The dependent variable is a binary indicator of the union winning the election, i.e., the workers choosing to unionize or keep their union. Election controls include categorical variables indicating the size of the bargaining unit, state, worker type, petition type (i.e., certification or decertification), Fama-French industry, and union (e.g., Teamsters). Fixed effects include state, industry, year, and industry year. I use two main approaches for the industry shock variable. First, I use an indicator variable of a large downward or upward movement in the industry portfolio. I define a large industry return as a waiting period return having magnitude in the top 5 percent of the distribution, which translates to a return of approximately positive or negative 15 percent. Second, I use the industry volatility itself, i.e., the standard deviation of the waiting period returns. Results are given below in Table III. 8
9 Table III: Election Result Responds to Waiting Period Returns Union Victory Union Victory Union Victory Large Negative Return 0.047*** (0.015) Large Positive Return (0.011) Volatility 1.18** (0.482) Major Unions: AFL-CIO (0.014) (0.014) (0.014) Teamsters 0.089*** 0.089*** 0.089*** (0.019) (0.019) (0.019) Constant 1.30*** 1.29*** 1.28*** (0.043) (0.042) (0.043) Election Controls Yes Yes Yes Fixed Effects Yes Yes Yes Adj R-Squared Observations 51,809 51,809 51,809 The dependent variable is an indicator of whether the voters chose unionization in an election. The Fama-French industry returns are measured for the waiting period between the petition date and election date. A large return is one with absolute magnitude in the top 5 percent of waiting period returns, roughly positive or negative 15 percent over a two-month period. Volatility is the standard deviation of the daily returns during the waiting period. The Teamsters and AFL-CIO make up a majority of the elections, and the regression includes indicators for them. Fixed effects include state, industry, year, and industry year. Election controls include worker type, bargaining unit size, and petition type. Errors are clustered at the industry level. 9
10 The results in Table III suggest that workers are less likely to unionize when large downward volatility occurs in their industry. My hypothesis is that the marginal worker is concerned that unionizing (or maintaining a union) could result in job loss. To test this, I run additional regressions including the de-meaned state UI benefits, measured as the natural log of the maximum UI benefit that a given state allows. I include the UI benefit as a regressor and interact it with the industry shock measure. 10
11 Table IV: UI Dampens Sensitivity to Industry Returns Union Victory Union Victory Union Victory Large Negative Return 0.047*** (0.014) Large Negative Return UI 0.074* (0.039) Large Positive Return (0.010) Large Positive Return UI (0.032) Volatility 1.239*** (0.454) Volatility UI 2.009* (1.055) UI (0.032) (0.033) (0.026) Constant 1.299*** 1.302*** 1.297*** (0.045) (0.038) (0.039) Election Controls Yes Yes Yes Fixed Effects Yes Yes Yes Adj R-Squared Observations 51,809 51,809 51,809 The dependent variable is an indicator of whether the voters chose unionization in an election. The Fama-French industry returns are measured for the waiting period between the petition date and election date. A large return is one with absolute magnitude in the top 5 percent of waiting period returns, roughly positive or negative 15 percent over a two-month period. Volatility is the standard deviation of the daily returns during the waiting period. UI is the demeaned natural logarithm of the maximum state unemployment insurance benefit offered by a state in a given year. Fixed effects include state, industry, year, and industry year. Election controls include worker type, bargaining unit size, union, and petition type. Errors are clustered at the industry level. 11
12 The results in Table IV support the hypothesis that the workers shift away from unionization is related to job loss. In particular, more generous UI benefits provide workers with added insurance. In turn, their decision to unionize or not is less sensitive to negative events in their industry. Intuitively, there is no effect from UI benefits for upward, positive industry shocks. An interesting question is whether the change in outcome is due to the pivotal workers changing their minds, or instead, due to participation from workers who would not otherwise have participated. In other words, large industry returns might be shaking voters out of complacency or inattention. Therefore, I use as response variable the participation rate of eligible workers in the bargaining unit. Results are shown in Table V. 12
13 Table V: Participation and Volatility Election Election Election Participation Participation Participation Large Negative Return (0.002) Large Positive Return 0.007*** (0.002) Volatility (0.084) Major Unions: AFL-CIO (0.004) (0.004) (0.004) Teamsters 0.017*** 0.017*** 0.017*** (0.004) (0.004) (0.004) Constant 0.971*** 0.970*** 0.970*** (0.014) (0.013) (0.014) Election Controls Yes Yes Yes Fixed Effects Yes Yes Yes Adj R-Squared Observations 51,809 51,809 51,809 The dependent variable is the percentage of eligible voters who voted in the election. The Fama-French industry returns are measured for the waiting period between the petition date and election date. A large return is one with absolute magnitude in the top 5 percent of waiting period returns, roughly positive or negative 15 percent over a two-month period. Volatility is the standard deviation of the daily returns during the waiting period. The Teamsters and AFL-CIO make up a majority of the elections, and the regression includes indicators for them. Fixed effects include state, industry, year, and industry year. Election controls include worker type, bargaining unit size, and petition type. Errors are clustered at the industry level. 13
14 As shown in Table V, the results suggest that the change in outcome is not due to inattention during normal times. That is, workers participate in about the same rates in volatile and peaceful times. Moreover, participation is typically very high, on average over 90 percent. Therefore, it appears that the same workers are voting after a shock as in normal times, but they are voting differently. Finally, I conduct a falsification test using the industry returns in the two months before the petition. If they are acting rationally, then the petitioners take the industry conditions into account before deciding the time of petition. The workers considering a petition could wait for conditions to improve before petitioning. Note that my data only shows those workers who went ahead with a petition. Assuming petitioners are trying to maximize the chance of winning the election, I expect that the returns before an observed petition should not have a significant impact on the election outcome. As shown in Table VI, the election result is not affected by preperiod returns. 14
15 Table VI: Election Result Not Affected by Pre-period Returns Union Victory Union Victory Union Victory Large Negative Return (0.023) Large Positive Return (0.011) Volatility (0.703) Major Unions: AFL-CIO (0.014) (0.014) (0.014) Teamsters 0.089*** 0.089*** 0.089*** (0.019) (0.019) (0.019) Constant 1.264*** 1.262*** 1.266*** (0.042) (0.043) (0.046) Election Controls Yes Yes Yes Fixed Effects Yes Yes Yes Adj R-Squared Observations 51,809 51,809 51,809 The dependent variable is an indicator of whether the voters chose unionization in an election. The Fama-French industry returns are measured for the pre-period, that is, the two months before petition. A large return is one with absolute magnitude in the top 5 percent of returns, roughly positive or negative 15 percent over a two-month period. Volatility is the standard deviation of the daily returns during the pre-period. The Teamsters and AFL-CIO make up a majority of the elections, and the regression includes indicators for them. Fixed effects include state, industry, year, and industry year. Election controls include worker type, bargaining unit size, and petition type. Errors are clustered at the industry level. 15
16 In summary, the results above show two main findings. First, industry volatility especially downward volatility causes workers to be less likely to vote for unionization. Second, the presence of unemployment insurance dampens this response. In other words, when workers have more protection in the event of job loss, they are less responsive to industry volatility. These findings support the hypothesis that higher risk in an industry heightens workers concerns about job loss, shifting their preferences away from unionization. The key economic implication is that financial volatility impacts workers decisions regarding bargaining power. Note also that unionization is a medium-term to long-term decision. Once a work site is unionized, it tends to stay unionized for years. Therefore, the results show how a sudden shock in the industry during the short waiting period causes workers to back away from bargaining power that could impact their wages for years to come. Hence, the micro-level results in this paper suggest that macro-level volatile events may have significant effects on workers ability to capture profits. Moreover, the evidence shows that the presence of social insurance (e.g., unemployment insurance) makes workers less concerned about volatility when considering bargaining power. Hence, a more generous social safety net results in workers who are more willing to pursue additional bargaining power, even in the face of negative economic conditions. IV. Conclusion This paper examined how industry volatility impacts workers demand for collective bargaining. Using industry volatility during the waiting period between the petition for unionization and the actual election, I find that higher industry volatility causes workers to be less likely 16
17 to select unionization. This is especially true for downside volatility. I hypothesize that this response is due to worker concerns about potential job loss or other negative results of unionization. Supporting this hypothesis, I find that the presence of state unemployment insurance mitigates the workers sensitivity to industry volatility. The evidence suggests that economic events increasing risk in an industry or the economy as a whole may have the effect of discouraging workers from pursuing additional bargaining power. Workers with less bargaining power will be less able to extract rents through increased wages. Hence, this paper provides evidence that financial volatility affects how firm profits are shared between labor and capital. V. References Agrawal, Ashwini, and David Matsa, 2013, Labor Unemployment Risk and Corporate Financing Decisions, Journal of Financial Economics 108, Bronars, Stephen G., and Donald R. Deere, 1991, The Threat of Unionization, the Use of Debt, and the Preservation of Shareholder Wealth, The Quarterly Journal of Economics 106, Chen, Huafeng (Jason), Marcin Kacperczyk, and Hernn Ortiz-Molina, 2011, Labor Unions, Operating Flexibility, and the Cost of Equity, The Journal of Financial and Quantitative Analysis 46, Holmes, Thomas J., 2006, Geographic Spillover of Unionism, Federal Reserve Bank of Minneapolis Staff Report. 17
18 Holmes, Thomas J., 2013, New Manufacturing Investment and Unions, Federal Reserve Bank of Minneapolis Economic Policy Paper. Hsu, Joanne, David Matsa, and Brian Melzer, 2017, Unemployment Insurance as a Housing Market Stabilizer, American Economic Review, forthcoming. Lee, David S., and Alexandre Mas, 2012, Long-Run Impacts of Unions on Firms: New Evidence from Financial Markets, , The Quarterly Journal of Economics 127, Matsa, David A., 2010, Capital Structure as a Strategic Variable: Evidence from Collective Bargaining, The Journal of Finance 65,
Nonprofit organizations are becoming a large and important
Nonprofit Taxable Activities, Production Complementarities, and Joint Cost Allocations Nonprofit Taxable Activities, Production Complementarities, and Joint Cost Allocations Abstract - Nonprofit organizations
More informationDeviations from Optimal Corporate Cash Holdings and the Valuation from a Shareholder s Perspective
Deviations from Optimal Corporate Cash Holdings and the Valuation from a Shareholder s Perspective Zhenxu Tong * University of Exeter Abstract The tradeoff theory of corporate cash holdings predicts that
More information1. Logit and Linear Probability Models
INTERNET APPENDIX 1. Logit and Linear Probability Models Table 1 Leverage and the Likelihood of a Union Strike (Logit Models) This table presents estimation results of logit models of union strikes during
More informationAN ANALYSIS OF THE DEGREE OF DIVERSIFICATION AND FIRM PERFORMANCE Zheng-Feng Guo, Vanderbilt University Lingyan Cao, University of Maryland
The International Journal of Business and Finance Research Volume 6 Number 2 2012 AN ANALYSIS OF THE DEGREE OF DIVERSIFICATION AND FIRM PERFORMANCE Zheng-Feng Guo, Vanderbilt University Lingyan Cao, University
More informationComparison of OLS and LAD regression techniques for estimating beta
Comparison of OLS and LAD regression techniques for estimating beta 26 June 2013 Contents 1. Preparation of this report... 1 2. Executive summary... 2 3. Issue and evaluation approach... 4 4. Data... 6
More informationHow Markets React to Different Types of Mergers
How Markets React to Different Types of Mergers By Pranit Chowhan Bachelor of Business Administration, University of Mumbai, 2014 And Vishal Bane Bachelor of Commerce, University of Mumbai, 2006 PROJECT
More informationOnline Appendix to. The Value of Crowdsourced Earnings Forecasts
Online Appendix to The Value of Crowdsourced Earnings Forecasts This online appendix tabulates and discusses the results of robustness checks and supplementary analyses mentioned in the paper. A1. Estimating
More informationWhat Drives the Earnings Announcement Premium?
What Drives the Earnings Announcement Premium? Hae mi Choi Loyola University Chicago This study investigates what drives the earnings announcement premium. Prior studies have offered various explanations
More informationFinancial liberalization and the relationship-specificity of exports *
Financial and the relationship-specificity of exports * Fabrice Defever Jens Suedekum a) University of Nottingham Center of Economic Performance (LSE) GEP and CESifo Mercator School of Management University
More informationDo Value-added Real Estate Investments Add Value? * September 1, Abstract
Do Value-added Real Estate Investments Add Value? * Liang Peng and Thomas G. Thibodeau September 1, 2013 Abstract Not really. This paper compares the unlevered returns on value added and core investments
More informationFurther Test on Stock Liquidity Risk With a Relative Measure
International Journal of Education and Research Vol. 1 No. 3 March 2013 Further Test on Stock Liquidity Risk With a Relative Measure David Oima* David Sande** Benjamin Ombok*** Abstract Negative relationship
More informationVolatility Appendix. B.1 Firm-Specific Uncertainty and Aggregate Volatility
B Volatility Appendix The aggregate volatility risk explanation of the turnover effect relies on three empirical facts. First, the explanation assumes that firm-specific uncertainty comoves with aggregate
More informationEmpirical Methods for Corporate Finance. Panel Data, Fixed Effects, and Standard Errors
Empirical Methods for Corporate Finance Panel Data, Fixed Effects, and Standard Errors The use of panel datasets Source: Bowen, Fresard, and Taillard (2014) 4/20/2015 2 The use of panel datasets Source:
More informationStock price synchronicity and the role of analyst: Do analysts generate firm-specific vs. market-wide information?
Stock price synchronicity and the role of analyst: Do analysts generate firm-specific vs. market-wide information? Yongsik Kim * Abstract This paper provides empirical evidence that analysts generate firm-specific
More informationManagement Ownership and Dividend Policy: The Role of Managerial Overconfidence
1 Management Ownership and Dividend Policy: The Role of Managerial Overconfidence Cheng-Shou Lu * Associate Professor, Department of Wealth and Taxation Management National Kaohsiung University of Applied
More informationCorporate Leverage and Taxes around the World
Utah State University DigitalCommons@USU All Graduate Plan B and other Reports Graduate Studies 5-1-2015 Corporate Leverage and Taxes around the World Saralyn Loney Utah State University Follow this and
More informationInvestor Reaction to the Stock Gifts of Controlling Shareholders
Investor Reaction to the Stock Gifts of Controlling Shareholders Su Jeong Lee College of Business Administration, Inha University #100 Inha-ro, Nam-gu, Incheon 212212, Korea Tel: 82-32-860-7738 E-mail:
More informationDOES MONEY BUY CREDIT? FIRM-LEVEL EVIDENCE ON BRIBERY AND BANK DEBT
DOES MONEY BUY CREDIT? FIRM-LEVEL EVIDENCE ON BRIBERY AND BANK DEBT Zuzana Fungáčová (Bank of Finland) Anna Kochanova (Max Planck Institute, Bonn) Laurent Weill (University of Strasbourg & Bank of Finland)
More informationAaron Sojourner & Jose Pacas December Abstract:
Union Card or Welfare Card? Evidence on the relationship between union membership and net fiscal impact at the individual worker level Aaron Sojourner & Jose Pacas December 2014 Abstract: This paper develops
More informationPer Capita Housing Starts: Forecasting and the Effects of Interest Rate
1 David I. Goodman The University of Idaho Economics 351 Professor Ismail H. Genc March 13th, 2003 Per Capita Housing Starts: Forecasting and the Effects of Interest Rate Abstract This study examines the
More informationPolicy Uncertainty, Political Capital, and Firm Risk-Taking
Policy Uncertainty, Political Capital, and Firm Risk-Taking Pat Akey University of Toronto Stefan Lewellen London Business School Stigler Center Conference on the Political Economy of Finance 2 June 2017
More informationThe Consistency between Analysts Earnings Forecast Errors and Recommendations
The Consistency between Analysts Earnings Forecast Errors and Recommendations by Lei Wang Applied Economics Bachelor, United International College (2013) and Yao Liu Bachelor of Business Administration,
More informationEquity Sell Disciplines across the Style Box
Equity Sell Disciplines across the Style Box Robert S. Krisch ABSTRACT This study examines the use of four major equity sell disciplines across the equity style box. Specifically, large-cap and small-cap
More informationFiring Costs, Employment and Misallocation
Firing Costs, Employment and Misallocation Evidence from Randomly Assigned Judges Omar Bamieh University of Vienna November 13th 2018 1 / 27 Why should we care about firing costs? Firing costs make it
More informationOptimal Debt-to-Equity Ratios and Stock Returns
Utah State University DigitalCommons@USU All Graduate Plan B and other Reports Graduate Studies 5-2014 Optimal Debt-to-Equity Ratios and Stock Returns Courtney D. Winn Utah State University Follow this
More informationSources of Financing in Different Forms of Corporate Liquidity and the Performance of M&As
Sources of Financing in Different Forms of Corporate Liquidity and the Performance of M&As Zhenxu Tong * University of Exeter Jian Liu ** University of Exeter This draft: August 2016 Abstract We examine
More informationEffects of Managerial Incentives on Earnings Management
DOI: 10.7763/IPEDR. 2013. V61. 6 Effects of Managerial Incentives on Earnings Management Fu-Hui Chuang 1, Yuang-Lin Chang 2, Wern-Shyuan Song 3, and Ching-Chieh Tsai 4+ 1, 2, 3, 4 Department of Accounting
More informationBakke & Whited [JF 2012] Threshold Events and Identification: A Study of Cash Shortfalls Discussion by Fabian Brunner & Nicolas Boob
Bakke & Whited [JF 2012] Threshold Events and Identification: A Study of Cash Shortfalls Discussion by Background and Motivation Rauh (2006): Financial constraints and real investment Endogeneity: Investment
More informationInvestment Platforms Market Study Interim Report: Annex 7 Fund Discounts and Promotions
MS17/1.2: Annex 7 Market Study Investment Platforms Market Study Interim Report: Annex 7 Fund Discounts and Promotions July 2018 Annex 7: Introduction 1. There are several ways in which investment platforms
More informationAre banks more opaque? Evidence from Insider Trading 1
Are banks more opaque? Evidence from Insider Trading 1 Fabrizio Spargoli a and Christian Upper b a Rotterdam School of Management, Erasmus University b Bank for International Settlements Abstract We investigate
More informationLong Run Stock Returns after Corporate Events Revisited. Hendrik Bessembinder. W.P. Carey School of Business. Arizona State University.
Long Run Stock Returns after Corporate Events Revisited Hendrik Bessembinder W.P. Carey School of Business Arizona State University Feng Zhang David Eccles School of Business University of Utah May 2017
More informationFactors in the returns on stock : inspiration from Fama and French asset pricing model
Lingnan Journal of Banking, Finance and Economics Volume 5 2014/2015 Academic Year Issue Article 1 January 2015 Factors in the returns on stock : inspiration from Fama and French asset pricing model Yuanzhen
More informationFinancial Liberalization and Neighbor Coordination
Financial Liberalization and Neighbor Coordination Arvind Magesan and Jordi Mondria January 31, 2011 Abstract In this paper we study the economic and strategic incentives for a country to financially liberalize
More informationLabor unemployment risk and CEO incentive compensation
Labor unemployment risk and CEO incentive compensation Andrew Ellul Indiana University, CEPR, CSEF and ECGI Cong Wang Chinese University of Hong Kong Kuo Zhang Chinese University of Hong Kong April 14,
More informationFirm R&D Strategies Impact of Corporate Governance
Firm R&D Strategies Impact of Corporate Governance Manohar Singh The Pennsylvania State University- Abington Reporting a positive relationship between institutional ownership on one hand and capital expenditures
More informationHedge Funds as International Liquidity Providers: Evidence from Convertible Bond Arbitrage in Canada
Hedge Funds as International Liquidity Providers: Evidence from Convertible Bond Arbitrage in Canada Evan Gatev Simon Fraser University Mingxin Li Simon Fraser University AUGUST 2012 Abstract We examine
More informationContrarian Trades and Disposition Effect: Evidence from Online Trade Data. Abstract
Contrarian Trades and Disposition Effect: Evidence from Online Trade Data Hayato Komai a Ryota Koyano b Daisuke Miyakawa c Abstract Using online stock trading records in Japan for 461 individual investors
More informationChoice Proliferation, Simplicity Seeking, and Asset Allocation. Sheena S. Iyengar Columbia University, Graduate School of Business
Choice Proliferation, Simplicity Seeking, and Asset Allocation Sheena S. Iyengar Columbia University, Graduate School of Business Emir Kamenica University of Chicago, Graduate School of Business April
More informationInternet Appendix to: Common Ownership, Competition, and Top Management Incentives
Internet Appendix to: Common Ownership, Competition, and Top Management Incentives Miguel Antón, Florian Ederer, Mireia Giné, and Martin Schmalz August 13, 2016 Abstract This internet appendix provides
More informationDebt Structure as a Strategic Bargaining Tool
Debt Structure as a Strategic Bargaining Tool Yue Qiu August, 2016 Abstract This paper studies the strategic role of debt structure in improving the bargaining position of a firm s management relative
More informationThe Effects of Increasing the Early Retirement Age on Social Security Claims and Job Exits
The Effects of Increasing the Early Retirement Age on Social Security Claims and Job Exits Day Manoli UCLA Andrea Weber University of Mannheim February 29, 2012 Abstract This paper presents empirical evidence
More informationInternet Appendix: High Frequency Trading and Extreme Price Movements
Internet Appendix: High Frequency Trading and Extreme Price Movements This appendix includes two parts. First, it reports the results from the sample of EPMs defined as the 99.9 th percentile of raw returns.
More informationUnion Power and the Debt Maturity Structure
Union Power and the Debt Maturity Structure Roberto Pinto This version: December 7, 2016 ABSTRACT How do powerful unions affect firms debt maturity structure? I find that firms increase the fraction of
More informationDeterminants of Credit Rating and Optimal Capital Structure among Pakistani Banks
169 Determinants of Credit Rating and Optimal Capital Structure among Pakistani Banks Vivake Anand 1 Kamran Ahmed Soomro 2 Suneel Kumar Solanki 3 Firm s credit rating and optimal capital structure are
More informationWhile real incomes in the lower and middle portions of the U.S. income distribution have
CONSUMPTION CONTAGION: DOES THE CONSUMPTION OF THE RICH DRIVE THE CONSUMPTION OF THE LESS RICH? BY MARIANNE BERTRAND AND ADAIR MORSE (CHICAGO BOOTH) Overview While real incomes in the lower and middle
More informationLabor Unionization and Stock Price Crash Risk
Labor Unionization and Stock Price Crash Risk Abstract This study investigates the impact of labor unionization on a firm s future stock price crash risk. We find that labor unions are negatively associated
More informationR&D and Stock Returns: Is There a Spill-Over Effect?
R&D and Stock Returns: Is There a Spill-Over Effect? Yi Jiang Department of Finance, California State University, Fullerton SGMH 5160, Fullerton, CA 92831 (657)278-4363 yjiang@fullerton.edu Yiming Qian
More informationLabor unemployment risk and CEO incentive compensation
Labor unemployment risk and CEO incentive compensation Andrew Ellul Indiana University, CEPR, CSEF and ECGI Cong Wang Chinese University of Hong Kong Kuo Zhang Chinese University of Hong Kong February,
More informationA Study of Corporate Governance Factors and Earnings Management Behaviors of Taiwan Public Companies
International Journal of Business, Humanities and Technology Vol. 2 No. 5; August 2012 A Study of Corporate Governance Factors and Earnings Management Behaviors of Taiwan Public Companies Dr. Torng-Her
More informationDoes Working Capital Management Affect Profitability of Belgian Firms? Marc Deloof (*)
Does Working Capital Management Affect Profitability of Belgian Firms? Marc Deloof (*) Faculty of Applied Economics UFSIA-RUCA University of Antwerp Prinsstraat 13 2000 Antwerp BELGIUM E-mail: marc.deloof@ua.ac.be
More informationThe Debt-Equity Choice of Japanese Firms
MPRA Munich Personal RePEc Archive The Debt-Equity Choice of Japanese Firms Terence Tai Leung Chong and Daniel Tak Yan Law and Feng Yao The Chinese University of Hong Kong, The Chinese University of Hong
More informationOnline Appendices for
Online Appendices for From Made in China to Innovated in China : Necessity, Prospect, and Challenges Shang-Jin Wei, Zhuan Xie, and Xiaobo Zhang Journal of Economic Perspectives, (31)1, Winter 2017 Online
More informationTrading and Enforcing Patent Rights. Carlos J. Serrano University of Toronto and NBER
Trading and Enforcing Patent Rights Alberto Galasso University of Toronto Mark Schankerman London School of Economics and CEPR Carlos J. Serrano University of Toronto and NBER OECD-KNOWINNO Workshop @
More informationIs there a significant connection between commodity prices and exchange rates?
Is there a significant connection between commodity prices and exchange rates? Preliminary Thesis Report Study programme: MSc in Business w/ Major in Finance Supervisor: Håkon Tretvoll Table of content
More informationDo Mutual Funds Trade Differently at Home and Abroad?
Do Mutual Funds Trade Differently at Home and Abroad? Sandy Lai, Lilian Ng, Bohui Zhang, Zhe Zhang 4 th Conference on Professional Asset Management Rotterdam School of Management Erasmus University March
More informationIn Debt and Approaching Retirement: Claim Social Security or Work Longer?
AEA Papers and Proceedings 2018, 108: 401 406 https://doi.org/10.1257/pandp.20181116 In Debt and Approaching Retirement: Claim Social Security or Work Longer? By Barbara A. Butrica and Nadia S. Karamcheva*
More informationUnion Strikes and the Impact of Non-financial Stakeholders on Capital Structure
Union Strikes and the Impact of Non-financial Stakeholders on Capital Structure Brett W. Myers The Krannert School of Management Purdue University Alessio Saretto The Krannert School of Management Purdue
More informationRole of Foreign Direct Investment in Knowledge Spillovers: Firm-Level Evidence from Korean Firms Patent and Patent Citations
THE JOURNAL OF THE KOREAN ECONOMY, Vol. 5, No. 1 (Spring 2004), 47-67 Role of Foreign Direct Investment in Knowledge Spillovers: Firm-Level Evidence from Korean Firms Patent and Patent Citations Jaehwa
More informationInverse ETFs and Market Quality
Utah State University DigitalCommons@USU All Graduate Plan B and other Reports Graduate Studies 5-215 Inverse ETFs and Market Quality Darren J. Woodward Utah State University Follow this and additional
More information2017 Capital Market Assumptions and Strategic Asset Allocations
2017 Capital Market Assumptions and Strategic Asset Allocations Tracie McMillion, CFA Head of Global Asset Allocation Chris Haverland, CFA Global Asset Allocation Strategist Stuart Freeman, CFA Co-Head
More informationEquity, Vacancy, and Time to Sale in Real Estate.
Title: Author: Address: E-Mail: Equity, Vacancy, and Time to Sale in Real Estate. Thomas W. Zuehlke Department of Economics Florida State University Tallahassee, Florida 32306 U.S.A. tzuehlke@mailer.fsu.edu
More informationResearch Philosophy. David R. Agrawal University of Michigan. 1 Themes
David R. Agrawal University of Michigan Research Philosophy My research agenda focuses on the nature and consequences of tax competition and on the analysis of spatial relationships in public nance. My
More informationUniversal Properties of Financial Markets as a Consequence of Traders Behavior: an Analytical Solution
Universal Properties of Financial Markets as a Consequence of Traders Behavior: an Analytical Solution Simone Alfarano, Friedrich Wagner, and Thomas Lux Institut für Volkswirtschaftslehre der Christian
More informationExchange Rate Exposure and Firm-Specific Factors: Evidence from Turkey
Journal of Economic and Social Research 7(2), 35-46 Exchange Rate Exposure and Firm-Specific Factors: Evidence from Turkey Mehmet Nihat Solakoglu * Abstract: This study examines the relationship between
More informationOwnership Structure and Capital Structure Decision
Modern Applied Science; Vol. 9, No. 4; 2015 ISSN 1913-1844 E-ISSN 1913-1852 Published by Canadian Center of Science and Education Ownership Structure and Capital Structure Decision Seok Weon Lee 1 1 Division
More informationNonlinearities and Robustness in Growth Regressions Jenny Minier
Nonlinearities and Robustness in Growth Regressions Jenny Minier Much economic growth research has been devoted to determining the explanatory variables that explain cross-country variation in growth rates.
More informationThe Role of Credit Ratings in the. Dynamic Tradeoff Model. Viktoriya Staneva*
The Role of Credit Ratings in the Dynamic Tradeoff Model Viktoriya Staneva* This study examines what costs and benefits of debt are most important to the determination of the optimal capital structure.
More informationThe Vasicek adjustment to beta estimates in the Capital Asset Pricing Model
The Vasicek adjustment to beta estimates in the Capital Asset Pricing Model 17 June 2013 Contents 1. Preparation of this report... 1 2. Executive summary... 2 3. Issue and evaluation approach... 4 3.1.
More informationCredit and hiring. Vincenzo Quadrini University of Southern California, visiting EIEF Qi Sun University of Southern California.
Credit and hiring Vincenzo Quadrini University of Southern California, visiting EIEF Qi Sun University of Southern California November 14, 2013 CREDIT AND EMPLOYMENT LINKS When credit is tight, employers
More informationUnion Strikes and the Impact of Non-financial Stakeholders on Capital Structure
Union Strikes and the Impact of Non-financial Stakeholders on Capital Structure Brett W. Myers The Krannert School of Management Purdue University Alessio Saretto The Krannert School of Management Purdue
More informationInterest Rate Pass-Through: Mortgage Rates, Household Consumption, and Voluntary Deleveraging. Online Appendix
Interest Rate Pass-Through: Mortgage Rates, Household Consumption, and Voluntary Deleveraging Marco Di Maggio, Amir Kermani, Benjamin J. Keys, Tomasz Piskorski, Rodney Ramcharan, Amit Seru, Vincent Yao
More informationFurther Evidence on the Performance of Funds of Funds: The Case of Real Estate Mutual Funds. Kevin C.H. Chiang*
Further Evidence on the Performance of Funds of Funds: The Case of Real Estate Mutual Funds Kevin C.H. Chiang* School of Management University of Alaska Fairbanks Fairbanks, AK 99775 Kirill Kozhevnikov
More informationChanges in Local Government Fund Balance During the Recession. By Daniel Baird
Changes in Local Government Fund Balance During the Recession By Daniel Baird A paper submitted to the faculty of The University of North Carolina at Chapel Hill in partial fulfillment of the requirements
More informationCan Tax Drive Capital Investment?
1 Can Tax Drive Capital Investment? Le Phuong Dung RMIT UNIVERSITY Abstract Classical tax systems and imputation systems are used not only to generate government revenue but also to drive economic growth.
More informationCash holdings determinants in the Portuguese economy 1
17 Cash holdings determinants in the Portuguese economy 1 Luísa Farinha Pedro Prego 2 Abstract The analysis of liquidity management decisions by firms has recently been used as a tool to investigate the
More informationDoes Calendar Time Portfolio Approach Really Lack Power?
International Journal of Business and Management; Vol. 9, No. 9; 2014 ISSN 1833-3850 E-ISSN 1833-8119 Published by Canadian Center of Science and Education Does Calendar Time Portfolio Approach Really
More informationCORPORATE CASH HOLDING AND FIRM VALUE
CORPORATE CASH HOLDING AND FIRM VALUE Cristina Martínez-Sola Dep. Business Administration, Accounting and Sociology University of Jaén Jaén (SPAIN) E-mail: mmsola@ujaen.es Pedro J. García-Teruel Dep. Management
More informationDo Domestic Chinese Firms Benefit from Foreign Direct Investment?
Do Domestic Chinese Firms Benefit from Foreign Direct Investment? Chang-Tai Hsieh, University of California Working Paper Series Vol. 2006-30 December 2006 The views expressed in this publication are those
More informationPecuniary Mistakes? Payday Borrowing by Credit Union Members
Chapter 8 Pecuniary Mistakes? Payday Borrowing by Credit Union Members Susan P. Carter, Paige M. Skiba, and Jeremy Tobacman This chapter examines how households choose between financial products. We build
More informationDIVIDEND POLICY AND THE LIFE CYCLE HYPOTHESIS: EVIDENCE FROM TAIWAN
The International Journal of Business and Finance Research Volume 5 Number 1 2011 DIVIDEND POLICY AND THE LIFE CYCLE HYPOTHESIS: EVIDENCE FROM TAIWAN Ming-Hui Wang, Taiwan University of Science and Technology
More informationManagerial compensation and the threat of takeover
Journal of Financial Economics 47 (1998) 219 239 Managerial compensation and the threat of takeover Anup Agrawal*, Charles R. Knoeber College of Management, North Carolina State University, Raleigh, NC
More informationNote on Cost of Capital
DUKE UNIVERSITY, FUQUA SCHOOL OF BUSINESS ACCOUNTG 512F: FUNDAMENTALS OF FINANCIAL ANALYSIS Note on Cost of Capital For the course, you should concentrate on the CAPM and the weighted average cost of capital.
More informationINFORMATION EFFICIENCY HYPOTHESIS THE FINANCIAL VOLATILITY IN THE CZECH REPUBLIC CASE
INFORMATION EFFICIENCY HYPOTHESIS THE FINANCIAL VOLATILITY IN THE CZECH REPUBLIC CASE Abstract Petr Makovský If there is any market which is said to be effective, this is the the FOREX market. Here we
More informationElisabetta Basilico and Tommi Johnsen. Disentangling the Accruals Mispricing in Europe: Is It an Industry Effect? Working Paper n.
Elisabetta Basilico and Tommi Johnsen Disentangling the Accruals Mispricing in Europe: Is It an Industry Effect? Working Paper n. 5/2014 April 2014 ISSN: 2239-2734 This Working Paper is published under
More informationTHE IMPACT OF STOCK MARKET LIQUIDITY ON CORPORATE FINANCE DECISIONS
THE IMPACT OF STOCK MARKET LIQUIDITY ON CORPORATE FINANCE DECISIONS By Mariana Khapko Submitted to Central European University Department of Economics In the partial fulfillment of the requirements for
More informationEffectiveness of macroprudential and capital flow measures in Asia and the Pacific 1
Effectiveness of macroprudential and capital flow measures in Asia and the Pacific 1 Valentina Bruno, Ilhyock Shim and Hyun Song Shin 2 Abstract We assess the effectiveness of macroprudential policies
More informationRisk Tolerance and Risk Exposure: Evidence from Panel Study. of Income Dynamics
Risk Tolerance and Risk Exposure: Evidence from Panel Study of Income Dynamics Economics 495 Project 3 (Revised) Professor Frank Stafford Yang Su 2012/3/9 For Honors Thesis Abstract In this paper, I examined
More informationA SEEMINGLY UNRELATED REGRESSION ANALYSIS ON THE TRADING BEHAVIOR OF MUTUAL FUND INVESTORS
70 A SEEMINGLY UNRELATED REGRESSION ANALYSIS ON THE TRADING BEHAVIOR OF MUTUAL FUND INVESTORS A SEEMINGLY UNRELATED REGRESSION ANALYSIS ON THE TRADING BEHAVIOR OF MUTUAL FUND INVESTORS Nan-Yu Wang Associate
More informationBessembinder / Zhang (2013): Firm characteristics and long-run stock returns after corporate events. Discussion by Henrik Moser April 24, 2015
Bessembinder / Zhang (2013): Firm characteristics and long-run stock returns after corporate events Discussion by Henrik Moser April 24, 2015 Motivation of the paper 3 Authors review the connection of
More informationCHAPTER 2 LITERATURE REVIEW. Modigliani and Miller (1958) in their original work prove that under a restrictive set
CHAPTER 2 LITERATURE REVIEW 2.1 Background on capital structure Modigliani and Miller (1958) in their original work prove that under a restrictive set of assumptions, capital structure is irrelevant. This
More informationDiscussion Reactions to Dividend Changes Conditional on Earnings Quality
Discussion Reactions to Dividend Changes Conditional on Earnings Quality DORON NISSIM* Corporate disclosures are an important source of information for investors. Many studies have documented strong price
More informationMERGERS AND ACQUISITIONS: THE ROLE OF GENDER IN EUROPE AND THE UNITED KINGDOM
) MERGERS AND ACQUISITIONS: THE ROLE OF GENDER IN EUROPE AND THE UNITED KINGDOM Ersin Güner 559370 Master Finance Supervisor: dr. P.C. (Peter) de Goeij December 2013 Abstract Evidence from the US shows
More informationEmployment Effects of Reducing Capital Gains Tax Rates in Ohio. William Melick Kenyon College. Eric Andersen American Action Forum
Employment Effects of Reducing Capital Gains Tax Rates in Ohio William Melick Kenyon College Eric Andersen American Action Forum June 2011 Executive Summary Entrepreneurial activity is a key driver of
More informationOwnership, Concentration and Investment
Ownership, Concentration and Investment Germán Gutiérrez and Thomas Philippon January 2018 Abstract The US business sector has under-invested relative to profits, funding costs, and Tobin s Q since the
More informationLeading Economic Indicators and a Probabilistic Approach to Estimating Market Tail Risk
Leading Economic Indicators and a Probabilistic Approach to Estimating Market Tail Risk Sonu Vanrghese, Ph.D. Director of Research Angshuman Gooptu Senior Economist The shifting trends observed in leading
More informationFiscal Divergence and Business Cycle Synchronization: Irresponsibility is Idiosyncratic. Zsolt Darvas, Andrew K. Rose and György Szapáry
Fiscal Divergence and Business Cycle Synchronization: Irresponsibility is Idiosyncratic Zsolt Darvas, Andrew K. Rose and György Szapáry 1 I. Motivation Business cycle synchronization (BCS) the critical
More informationMacroeconomics I International Group Course
Learning objectives Macroeconomics I International Group Course 2004-2005 Topic 4: INTRODUCTION TO MACROECONOMIC FLUCTUATIONS We have already studied how the economy adjusts in the long run: prices are
More information1) The Effect of Recent Tax Changes on Taxable Income
1) The Effect of Recent Tax Changes on Taxable Income In the most recent issue of the Journal of Policy Analysis and Management, Bradley Heim published a paper called The Effect of Recent Tax Changes on
More informationMonetary Policy, Financial Stability and Interest Rate Rules Giorgio Di Giorgio and Zeno Rotondi
Monetary Policy, Financial Stability and Interest Rate Rules Giorgio Di Giorgio and Zeno Rotondi Alessandra Vincenzi VR 097844 Marco Novello VR 362520 The paper is focus on This paper deals with the empirical
More informationEMPIRICAL ANALYSIS OF RELATIVE MOVEMENT BETWEENRETURN ON BOND INDEX AND STOCK INDEX IN AMERICAN MARKET
EMPIRICAL ANALYSIS OF RELATIVE MOVEMENT BETWEENRETURN ON BOND INDEX AND STOCK INDEX IN AMERICAN MARKET UMASHANKARVATSA*; MINAKSHIKUMARI** * School of Management, State University of New York at Buffalo,
More information