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Craig A. Depken, II


The University of Texas at Arlington


Craig A. Depken, II
Department of Economics
Box 19479 UT Arlington
Arlington, TX 76019
Office: 817.272.3290
Fax: 817.272.3145
Email: depken@uta.edu

Current Research Papers

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A Direct Test of the Homevoter Hypothesis
with Caroyln Dehring and Mike Ward

We propose a methodology that facilitates a direct test of the homevoter hypothesis, which posits that homeowner/voter support for a public good project is positively related to the project’s expected effect on property values. First, we estimate how events that indicate an increasing probability that the public good project will be undertaken impact local residential property values before the referendum is held. These pre-vote impacts are considered noisy signals to homeowners about the market’s assessment of the net marginal benefits of the project. Second, we aggregate these market signals to the precinct level and relate them to precinct-level voting results concerning the proposed project. We apply this method to the 2004 referendum in Arlington, Texas, concerning a publicly subsidized stadium to host the NFL Dallas Cowboys. The analysis supports the homevoter hypothesis and establishes a possible methodology for future evaluations in this small but growing empirical literature.

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The Luck of the Texan: An Empirical Analysis of Texas Lottery Games
with Paul R. Dorasil

This paper provides an empirical analysis of the relationships between three popular lottery games in the state of Texas: Lotto Texas, Texas Two Step, and the multi-state Mega Millions game. The analysis suggests complementarity between the Lotto Texas and Mega Millions; habitual players tend to play relatively safer games; the 2006 Lotto Texas rule change decreased revenue substantially; and that only at low effective ticket prices do players prefer high stakes/low odds games. We simulate the effective prices at which consumers prefer one game over another and find that Mega Millions and Lotto Texas are strictly preferred over Texas Two Step, and that Lotto Texas is preferred to Mega Millions at all feasible price levels. Only at unfeasibly low effective ticket prices would Mega Millions be preferred to Lotto Texas.

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Mega-Events: Is the Texas-Baylor game to Waco what the Super Bowl is to Houston?
with Dennis Coates

This paper analyzes the total sales and sales tax revenue impacts on host communities of a variety of professional and collegiate sporting events. Using monthly data describing 126 jurisdictions in Texas from January, 1990 through April of 2006, the analysis finds that regular season games in the NBA, NFL, NHL, and MLB have widely disparate effects. IN the NBA and NFL, regular season games are net losers of revenue, whereas NHL and MLB games generate additional revenue. Collegiate regular season football games are revenue generators for small cities and towns home to Division IA and Division IAA football, but cities that are home to teams from the old Southwest Conference or the new Big 12 conference do not gain revenues from home contests. Moreover, hosting an NCAA post-season bowl game is not a net tax revenue generator. Finally, the Super Bowl generated over $2 million in tax revenues for Houston, by far the largest revenue boost of any of the events in our data. Given the estimated amount of money Houston spent hosting the event, it seems the Super Bowl might have provided a net gain to the city treasury.

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The Impact of Stadium Announcements on Residential Property Values: Evidence from a Natural Experiment in Dallas-Fort Worth
with Carolyn Dehring and Mike Ward

We investigate the impact of a potential new sports venue on residential property values, focusing on the National Football League's Dallas Cowboys' search for a new host city in the Dallas-Fort Worth area. We find that residential property values in the city of Dallas increased following the announcement of a possible new stadium in the city of Dallas. At the same time, property values fell throughout the rest of Dallas County, which would have paid for the proposed stadium. These patterns reversed when the Dallas stadium proposal was abandoned. Subsequently, a series of announcements regarding a new publicly-subsidized stadium in nearby Arlington, Texas, all had a deleterious effect on residential property values in Arlington. In aggregate, average property values declined approximately 1.5% relative to the surrounding area before stadium construction commenced. This decline was almost equal to the anticipated household sales tax burden, suggesting that the average expected amenity effect of hosting the Cowboys in Arlington was not significantly different from zero.

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Multiproduct Pricing in Major League Baseball: An Empirical Analysis Using Principle Components
with Darren P. Grant
Was: The Empirical Analysis of Multiproduct Pricing Using Principal Components: An Application to Major League Baseball

The empirical analysis of multiproduct pricing suffers from a lack of clear theoretical guidance and appropriate data, limitations which often render traditional regression-based analyses impractical. This paper analyzes ticket, parking, and concession pricing in Major League Baseball for the period 1991-2003 using a new methodology based on principal components, which allows inferences to be formed about the factors underlying price variation without strong theoretical guidance or abundant information about costs and demand. While general demand shifts are the most important factor, they explain only half of overall price variation. Also important are price interactions that derive from demand interrelationships between goods and the desire to maximize the capture of consumer surplus in the presence of heterogenous demand.

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Corruption and Creditworthiness: Evidence from Sovereign Credit Ratings
with Courtney LaFountain and Roger Butters

We estimate the impact of corruption on a country's creditworthiness. Corruption affects creditworthiness through its impact on the size of the formal sector of an economy. We find that creditworthiness, as measured by sovereign credit ratings, is decreasing in corruption. It follows from our benchmark estimates that a one standard deviation decrease in corruption improves sovereign credit ratings by almost a full rating category (e.g. BBB to A). On long term foreign currency denominated debt, this translates into annual savings of roughly $10,100 for every $1 million of debt.

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The Uncertainty of Outcome Hypothesis in Division IA College Football
with Dennis P. Wilson

This paper provides evidence that the uncertainty of outcome, as measured by various indexes of competitive balance, does pertain to Division IA college football. Using aggregated season attendance in an unbalanced panel representing nineteen Division IA college football conferences from 1978-2004, we find that fans have a propensity to attend in fewer numbers when competitive balance declines. However, there are qualitative differences in the impact of the uncertainty of outcome on attendance to smaller and larger conferences. The results provide empirical evidence of a sufficient condition provided in previous theoretical discussions of conference realignment in college sports.

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The Introduction of the Reserve Clause in Major League Baseball:
Evidence of its Impact on Select Player Salaries During the 1880s

with Jennifer K. Ashcraft

his paper investigates the introduction of the reserve clause in Major League Baseball during the 1880s. Taking advantage of a unique data set describing the salaries for twenty nine high-quality players throughout the decade of the 1880s, we investigate the impact of the reserve clause as it evolved from a ``gentleman's agreement'' to a formal contract stipulation. We test three specific hypotheses concerning the reserve clause: its effect on average salaries, on the remuneration to marginal product, and the premium paid to a player for changing teams. The evidence suggests that introducing the reserve clause reduced average salaries and the premium for changing teams; detectable monopsony power was transferred to team owners almost immediately. However, there was no statistically significant impact of the reserve clause on how much players were paid for their marginal product. The empirical results indicate that reserve clause shifted considerable monopsony power to team owners immediately after it was instituted.

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Agency Costs, Executive Compensation and External Monitoring:
A Stochastic Frontier Approach

with Giao Nguyen and Salil Sarkar

This paper investigates the impact of various forms of executive compensation and firm monitoring on agency costs as measured using the stochastic frontier technique. After relating market value for 1,043 firm-year observations to a number of standard covariates in a stochastic frontier framework, the resulting one-sided inefficiency term is interpreted as a proportional proxy for firm-specific agency costs. Following Battese and Coelli (1995) firm-specific agency costs are related to a variety of additional covariates including firm governance structures, firm liquidity, information asymmetry, and various forms of executive compensation. Consistent with agency theory, it is found that cash compensation tends to increase agency conflict while restricted stock incentives and executive stock options tend to lower it. Moreover, firms with high liquidity and low information asymmetry exhibit a lower degree of agency cost.

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Realignment and Profitability in Division IA College Football

This paper provides empirical estimates the optimal size of Division IA football conferences, utilizing data describing conference football revenues and expenditures from the 1990s and early 2000s. The data suggest that the conference size that maximizes football may be approximately twelve teams, consistent with the recent trend in Division IA football towards twelve team conferences. The results suggest that the NCAA’s accommodation of conference realignment supports previous conclusions that the organization operates as a cartel that protects the profit-potential of its membership. Furthermore, the results support intuition provided by other authors about the causes and effects of conference realignment.

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The Impact of Software Piracy on Economic Development
with Trisha Bezmen

This paper investigates the relationship between overall economic development, as measured by the United Nations’ Human Development Index, and software piracy. The question is pertinent because various multinational organizations have implemented intellectual property rights enforcement actions without a clear understanding of how violations of intellectual property rights might contribute to the development of a country, especially one at the low end of the global income distribution. Software piracy might contribute significant public goods or productive capital to a country, which might outweigh the lost revenues the software industry suffers from piracy. Initial evidence suggests that, after controlling for the endogeneity of software piracy, countries with greater levels of software piracy have lower levels of overall economic development. These results support those who argue that intellectual property right enforcement increases economic activity.

Presented at the 2005 Academy of Economics and Finance
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The Cost of Probation in Division IA College Football
with Dennis P. Wilson

This paper presents an empirical investigation into the monetary effect of a football probation and associated penalties, including lost scholarships and post-season bans, on the revenues and expenditures on collegiate sports. Using data from 106 Division IA football programs from 1996-2000, we test the impact of a probation on men’s football revenues and expenditures and find little evidence of a monetary effect. Extending the analysis to men’s and women’s basketball and aggregated men’s and women’s non-revenue sports, we find evidence that suggests women’s sports, and to a lesser extent men’s non-revenue sports, suffer reduced resources during a football probation and associated penalties. We provide possible explanations for this perhaps unintentional consequence of NCAA enforcement in collegiate football.

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New Stadiums and Concession Prices: Evidence from Professional Football and Baseball

This paper investigates the impact of new stadiums on the prices of certain concessions. The question is important given the heated debate over public subsidies for stadium construction. Anti-subsidy activists express concern that increased prices caused by a new stadium might preclude attendance for some who help finance the stadium's construction. However, it is important to identify whether prices increase because of increases in attendance, whether caused by a new stadium or for other reasons such as team quality, or because of the new stadium alone. Using data describing professional football (NFL) and baseball (MLB) teams from 1991 through 2001, it is shown that concession prices tend to increase after a team moves into a new stadium predominantly because of attendance increases. Only in a few cases in either sport can price increases be attributed to the new stadium alone. Ultimately, the impact of the price changes on the total cost of attendance is marginal, yet the impact on team revenues can be substantial.This paper investigates the impact of new stadiums on the prices of certain concessions. The question is important given the heated debate over public subsidies for stadium construction. Anti-subsidy activists express concern that increased prices caused by a new stadium might preclude attendance for some who help finance the stadium's construction. However, it is important to identify whether prices increase because of increases in attendance, whether caused by a new stadium or for other reasons such as team quality, or because of the new stadium alone. Using data describing professional football (NFL) and baseball (MLB) teams from 1991 through 2001, it is shown that concession prices tend to increase after a team moves into a new stadium predominantly because of attendance increases. Only in a few cases in either sport can price increases be attributed to the new stadium alone. Ultimately, the impact of the price changes on the total cost of attendance is marginal, yet the impact on team revenues can be substantial.

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The Impact of Information Technology Transfers: Initial Empirical Evidence
with Trisha L. Bezmen

The United Nations has made access to Information and Communication Technology (ICT) a primary objective for the developing world. Several policies have been implemented to transfer technology from the developed to the developing world, specifically to increase Internet access. Unfortunately, there is little direct evidence that Internet usage has a positive impact on national income. This paper investigates the impact of Internet usage on national income using a cross section of 84 countries from 1999 and 2000. The results indicate that national income has a positive impact on the number of Internet users and the number of Internet users has a positive influence on national income. Using a restricted sample of 22 African countries, it is shown that attempts to exogenously increase an average African countrys access to Information and Communication Technology (ICT), specifically through an increased number of personal computers, are expected to have minimal impacts on national income in the short-run. The estimation results suggest that the short-run net benefits of technology grants are most likely negative, although long-run benefits could be positive.

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Changes in the Law vs. Changes in the Penalties: An Application to Blood Alcohol Content Limits

This paper investigates the impact of lowered BAC limits on alcohol related traffic fatalities. Unlike previous studies that find significant reductions in traffic fatalities after legal limits are reduced, this paper shows that once controlling explicitly for enforcement efforts and the severity of penalties the impact of lowered BAC limits is insignificant. This study is important because national legislation was passed in 2000 requiring all states to have a legal limit of 0.08 BAC by 2004. At the time, proponents of the legislation claimed an estimated 600 lives would be saved nation-wide because of the new legal limits. This study shows that this estimate was most likely overstated.

Presented at the 2002 Southern Economic Association Annual Meetings

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The Inadvertent Red Light Violation: An Economic Anlaysis
with Robert J. Sonora

In recent years, several public policy initiatives have aimed at the increasingly common red light violation. Policies ranging from public service announcements, increased penalties for red light violations and, most strongly debated, the use of red light cameras to ensure near perfect enforcement of red light violations, have been employed across the country. However, these initiatives have failed to reduce the number of red light violations to zero, a situation that has frustrated public policy crafters. This paper suggests that while some drivers may purposefully violate red lights, there are natural conditions under which drivers find themselves involuntarily running red lights. If drivers involuntarily run red lights, the traditional policy tools to combat illegal behavior will be less effective. We show that past public policy initiatives may have focused on an inappropriate source of red light violations, thereby having less success than their proponents had hoped.

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The Strategic Nature of Advertising in Segmented Markets
Formerly: Competition and Firm Size: Evidence from Advertising
with Arthur Snow

In this paper we propose a simple model in which firm-specific advertising has cooperative and predatory effects. Our model is set in a static spatial market in which firms are naturally segmented into two distinct submarkets: several large firms are located in the core, with small firms operating as a fringe. We test the net effect of the offsetting market size and market share effects both fringe and core firm advertising on the advertising decisions of large firms in several U.S. consumer industries. Empirically, advertising by fringe firms leads to an increase in advertising efforts by large firms in the core of an industry, implying that these advertising expenditures are strategic complements. On the other hand, advertising by core firms in an industry decreases advertising expenditures of other core firms, indicating strategic substitutes. Our findings imply that equilibrium levels of advertising by large firms may be greater than those predicted by models with symmetric strategic relationships.

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Time Series Analysis of Market Structure
with William J. Crowder
Formerly: "Time Series Analysis of Market Structure: An Application to OPEC

Previous research on market structure concludes that it is difficult to empirically distinguish between various forms of imperfectly competitive behavior. In this paper, we demonstrate that this `identification' problem can be overcome by analyzing the dynamic relationship between output of firms in a market. Specifically, if output levels are characterized by stochastic trends then collusive firms will exhibit positive long-run cointegration while firms engaged in non-cooperative competition will exhibit negative cointegration. The methodology is applied to OPEC, which has been the subject of numerous analyses concerning its market structure. We find that OPEC has indeed behaved as an output-based cartel (a collusive market structure). A natural extension of the empirical methodology provides interesting insight to the disequilibrium dynamics associated with OPEC's cartel behavior.


ORPHANS


A Measure of Bias in Campaign Fund-Raising for the
Congressional Elections of 1996

Claims of incumbency bias in election results have been supported in previous research, but not investigated in the context of campaign fund-raising. Using a simple measure of bias in campaign contributions, I find that the bias in fund-raising for the Congressional elections of 1996 was towards challengers. The observed increase in fund-raising activities by incumbents reflects a rational response to the bias towards challengers in raising campaign contributions. These results indicate that campaign fund-raising is more competitive than general opinion may suggest.

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Firm Location and Suburbia

In this paper I introduce a suburban market that surrounds the core circular market developed by Salop (1979). The interesting result is that firms which locate in the original city only lead to higher social expenditure than if they have two locations. Furthermore, firms are not guaranteed to make zero or positive profits if they remain in a single location whereas they are guaranteed to make zero profits if they expand to locate in both markets.

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Tuition Subsidies and Bilateral Uncertainty

In this paper I investigate why some U.S. colleges offer positive tuition subsidies while others do not. I develop a model in which students face uncertainty in the quality of education at a school and schools in the quality of students that attend the school. These uncertainties help explain why different tuition subsidies exist. An empirical investigation of 1115 U.S. colleges in 1994 shows that students typically underestimate the quality of education they receive and that schools typically overestimate the ability of students.

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