DO SOCCER ASSOCIATIONS REALLY SPEND ON A GOOD THING? EMPIRICAL EVIDENCE ON HETEROGENEITY IN THE CONSUMER RESPONSE TO MATCH UNCERTAINTY OF OUTCOME

The purpose of this study is to analyze whether previous results describing the effect of uncertainty of outcome on match attendance in team sports have been driven by heterogeneity in fan demand. We apply censored quantile regression methods and place particular emphasis on the relationship between match uncertainty and attendance demand, as previous results are highly ambiguous. This is more surprising, as each season association and league officials continue to spend millions on enhancing this uncertainty. We also control for season ticket holders, who are unlikely to be influenced by match specificities. Based on data from German soccer, our results indicate that fan demand shows heterogeneity across quantiles and that increasing match uncertainty of outcome exclusively benefits teams who already face strong attendance demand. ( JEL D12, C14, C24, L83)     

Uncertainty of outcome or strengths of teams: an economic analysis of attendance demand for international cricket

A significant body of theoretical literature has argued that popular interest in sporting contests between teams is heavily influenced by how difficult it is to predict the result ex-ante. Empirical research has, however, been unable to reach a consensus on the magnitude of uncertainty of outcome on demand. In this article, we seek to resolve this impasse by distinguishing between uncertainty of outcome in the short run and uncertainty of outcome in the long run. We also show that it is important to control for the independent effect of absolute team strength when testing the uncertainty of outcome hypothesis. Using data on over 380 Test cricket matches played in England, Australia and New Zealand since 1980, we find that short-run uncertainty of outcome has a significant impact on attendance demand and that absolute team strength has better explanatory power for attendance demand than does long-run uncertainty of outcome. Our results suggest some policy implications for the management and organization of international cricket.     

Security analyst firm reputation and investors’ response to forecasted stocks in the biotechnology sector

ABSTRACT

Stock analyst reputation bridges the gap between technical knowledge of the high-technology and the investor's response to its stock, implying that the reputation of the stand-alone analyst serves this purpose. However, global firms have a stronger influence on their stock analysts than do small firms with 2 personnel. Does firm reputation affect the individual analyst and attract investor attention to forecasted stocks? Evidence from SAFs (security analyst firms) in the biotechnology sector supports this question and proposition. Four moderators (interactive predictors of organisational reputation) show positive correlations. They are the SAF's age, size, performance, and media coverage. These organisational level measures contribute to the institutional theory compared to the literature that focuses on the individual analyst without their organisations. In line with institutional theory, we make three explicit points. First, high uncertainty in the biotechnology sector turns investors to the organisational legitimacy and reputation of the analyst. Second, the organisational age, size, performance and media coverage of the security firm reduces uncertainty of the investor in the biotechnology sector. Third, the reputation of security firm flow to its individual analysts as well as from the individual analyst to the security firm. Thus, the organisational context matters in a social setting.     

Money and prices: U.S. Data 1869–1914 (A study with directed graphs)

This paper reconsiders empirical evidence on relationships among money, income, nominal prices, and wheat prices. Error correction and directed acyclic graphs are used to study both lagged and contemporaneous relations in late 19^th and early 20^th century U.S. data. We summarize evidence supporting the view that money was a causal actor in price movement in this period. In the long run (at a five year horizon), over twenty percent of the movement in price is explained by earlier movements in money supply; whereas, wheat price accounts for less than ten percent of this movement. There is also evidence that money supply was not exogenous, as it was determined, in contemporaneous time, by movements in the general price level and income. About forty percent of the variation in money is explained by current or lagged prices and income. There remains considerable uncertainty with respect to role of wheat prices in this period. Innovations in wheat price explain over twenty five percent of the uncertainty in real income at the five year forecast horizon – suggesting wheat price as either causal or proxying for more fundamental causal forces in the U.S. economy over our period of analysis. First version received: December 1999/Final version received: February 2001     

The Game is Not the Same: The Demand for Test Match Cricket in Australia

We estimate a cricket demand equation for test matches played in Australia. Consistent with previous studies of the demand for professional sport, demand is specified as a function of both economic factors (such as admission price, income and market size) and match specific factors (such as the uncertainty of outcome, weather conditions and the presence of star players). Our results suggest that match specific factors, rather than economic factors, influence attendance. We compare our results to those of previous studies for Australia and England which estimate the demand for cricket.     

OUTCOME UNCERTAINTY AND THE COUCH POTATO AUDIENCE

Previous studies of attendance demand for professional team sports have failed to yield clear‐cut findings on the importance of outcome uncertainty to consumers. But potentially fewer problems should arise in examining the link between outcome uncertainty and demand in the television market for team sports, which of the case of English Premier League football is in fact a more important component in total club revenue. This study models both the choice of which games to show and the size of audience attracted by each game, exploiting data on audience sizes for games between 1993 and 2002. We propose a new measure of match outcome uncertainty and, from our results, both the broadcaster and the audience appear interested in competitive balance.     

Determinants of long-term growth: New results applying robust estimation and extreme bounds analysis

Two important problems exist in cross-country growth studies: outliers and model uncertainty. Employing Sala-i-Martin’s (1997a,b) data set, we first use robust estimation and analyze to what extent outliers influence OLS regressions. We then use both OLS and robust estimation techniques in applying the Extreme Bounds Analysis (EBA) to deal with the problem of model uncertainty. We find that the use of robust estimation affects the list of variables that are significant determinants of economic growth. Also the magnitude of the impact of these variables differs sometimes under the various approaches.First version received: March 2003 / Final version received: June 2004We like to thank two referees for their very helpful comments on a previous version of this paper. The usual disclaimer applies.     

The Demand for Australian Rules Football*

Declining attendances at Australian Rules football games organized by the VFL recently have become the focus of much concern. An econometric analysis of the demand for football is presented, using annual average attendance data for the years 1950–86. It is found that increases in admission prices had a significant negative effect on demand, and increases in real income a positive impact. Amongst other variables of importance in explaining demand are lagged attendance and uncertainty of outcome. Elasticities of demand are calculated and it is shown how they might be used to predict attendance under different pricing scenarios.     

The demand for standing and seated viewing accommodation in the English Football League

Using match attendance data collected from a postal survey of Football League clubs, separate demand equations are estimated for standing and seated viewing accommodation. Some significant differences between attendance patterns for the two types of accommodation are identified: current form, the championship significance of the match and a geographical distance variable are found to be important determinants of standing attendance, while the club's historical record is of particular importance for seated attendance. The paper also discusses the implications of the results in view of the current moves towards the conversion of stadia to all-seated accommodation.     

The link between inflation and inflation uncertainty: Evidence from G7 countries

In this paper we adopt the Markov-switching heteroscedasticity model to analyse the inflation series for G7 countries and examine the interaction between inflation rate and its uncertainty over both the short- and long-run. It is found that the relationship between inflation and inflation uncertainty depends on whether the shock is permanent or transitory. The relationship also differs from country to country. High uncertainty about long-run inflation is associated with a significant positive shift in inflation for Canada, Germany, and Japan. High uncertainty about short-run inflation is associated with a significant positive shift in inflation for Germany and USA, and a significant negative shift in inflation for Canada. The modelling approach employed in this paper is empirically supported by various diagnostics including the Vuong test. We also derive the two components of the variance of inflation forecast for a particular forecast horizon. It is found that the inflation uncertainty increases at all horizons in the middle of 1970s and return to the low level in the middle of 1980s.First version received: June 2001/Final version received: October 2003We would like to thank three anonymous referees for many helpful comments and suggestions.     

Output gap uncertainty: Does it matter for the Taylor rule?

This paper analyses the effect of measurement error in the output gap on efficient monetary policy rules in a simple estimated model of the US economy. While it is a well-known result that such additive uncertainty does not affect the optimal feedback rule in a linear-quadratic framework, it is shown that output gap uncertainty can have a significant effect on the efficient response coefficients in restricted instrument rules such as the popular Taylor rule. Output gap uncertainty reduces the response to the current estimated output gap relative to current inflation and may partly explain why the parameters in estimated Taylor rules are often much less than what optimal control exercises which assume the state of the economy is known suggest. First version received: September 2000/Final version received: February 2001     

Model Uncertainty, Optimal Monetary Policy and the Preferences of the Fed

Monetary policy in the US is characterized by a substantial degree of inertia. While in principle this may well be the outcome of an optimizing central bank behaviour, the ability of any derived policy rule to match the data relies on so large weights for interest rate smoothing into policy makers' preferences as to be theoretically flawed. In this paper we investigate whether such a puzzle can be interpreted as resulting from the concern of monetary authorities for potential misspecifications of the macroeconomic dynamics. Accordingly, we propose a novel thick modelling approach that incorporates model uncertainty into the identification of central bank's preferences. The thick robust policy rule shows the kind of smoothness observed in the data without resorting to implausible values for the preference parameters.     

Piecewise additivity for non-expected utility

A model of choice under purely subjective uncertainty, Piecewise Additive Choquet Expected utility, is introduced. PACE utility allows for optimism and pessimism simultaneously, but represents a minimal departure from expected utility. It can be seen as a continuous version of NEO-expected utility (Chateauneuf et al. in J Econ Theory 137:538–567, 2007) and, as such, is especially suited for applications with rich state spaces. The main theorem provides a preference foundation for PACE utility in the Savage framework of purely subjective uncertainty with an arbitrary outcome set.     

Testing the effect of an anti-dumping duty: The US salmon market

Anti-dumping measures have been increasingly common. When imposed, the measures will always reduce trade with named countries. Depending on market structure, there can also be price effects and increased imports from non-named countries. In this paper we investigate relationships between prices to obtain information about the market structure. Using only prices will in many cases be an advantage because of the greater availability of price data. An empirical example is provided using the US case against Norwegian salmon. First version received: April 1999/Final version received: May 2000     

Statistical analysis of inequality with decompositions: the Canadian experience

This study carries out a decomposition of Theil-entropy measures into a between-group component, based on factors such as education, age, gender, and marital status, and a component representing inequality within each group. We apply a bootstrapping technique to measures of inequality to enable statistical inference. Trends in household income inequality in Canada are investigated using data from 1991 to 1997 drawn from Survey of Consumer Finance. We find an evident trend toward increasing inequality of household incomes between the years 1991–1997, during which the economy was recovering from a steep recession. Although most of the increase in measured inequality is attributed to the `within-group' component, we find the change in `between-group' inequality to be significant for education, age, and marital status. First version received: May 2001/Final version received: September 2001     

Changing rewards in contests: Has the three-point rule brought more offense to soccer?

In the mid-nineties FIFA decided to increase from two to three the number of points assigned to the winning team of a soccer match played under traditional round-robin national leagues. Since a game of soccer can be regarded as a contest, FIFA's measure provides an interesting case-study for analysing how a change in the system of rewards (from a zero to a non-zero sum rule) may affect the contestants' equilibrium behaviour. In this paper we try to assess, both theoretically and empirically, whether FIFA's new point rule has changed soccer towards a more offensive game, in which teams adopt more risky strategies. In particular, we evaluate the “na?ve hypothesis” according to which the measure would induce every team to play always more offensively, and we explore the extent to which the change in teams' behaviour may be affected by quality differentials between teams. Our most important hypothesis is that when the asymmetry between opposing teams is large enough, an increase in the reward for victory induces the weaker team to play more defensively, rather than the opposite. By looking at a subset of matches held in the Portuguese first division league, which approximate the conditions of our model, we find support for this hypothesis. First version received: July 1999/Final version received: May 2001     

Competition format,championship uncertainty and stadium attendance in European football – a small league perspective

To increase the number of regular season games, small football leagues are often organized as quadruple round robin tournaments with teams playing each other four times. Theoretically, however, the more games played, the less uncertain is the championship race, reducing fan interest in the league. This article uses data from Austria and Switzerland to study the relationship between competition format, championship uncertainty and attendance demand empirically. Results suggest that a team still in contention to win the championship positively affects attendance, while it is not the specificity of the competition format that per se contributes to less championship uncertainty.     

The changing economic status of U.S. disabled men: Trends and their determinants, 1982–1991

We track the level of economic well-being of the population of men who began receiving Social Security Disability Insurance benefits in 1980–81 from the time just after they became beneficiaries (in 1982) to 1991. We present measures of the economic well-being of disabled individuals and their nondisabled peers as indicators of the relative economic position of these two groups. These measures also provide an intertemporal comparison of well-being and hardship as disabled persons and their nondisabled peers age and retire. We first show several economic well-being indicators for new male recipients of disability benefits in 1982 and 1991. We then compare their economic position to that of a matched group of nondisabled males with sufficient work histories to have been disability-insured. Because labor market changes over this decade have led to a relative deterioration in the position of younger and less-educated workers, we compare men with disabilities to those without disabilities and distinguish different age and educational levels within the groups. We conclude by assessing the antipoverty effectiveness of Social Security income support for both younger and older male SSDI recipients. First version received: May 1998/final version received: July 1999     

Edgeworth's conjecture with infinitely many commodities: commodity differentiation

Summary. Convergence of the cores of finite economies to the set of Walrasian allocations as the number of agents grows has long been taken as one of the basic tests of perfect competition. The present paper examines this test in the most natural model of commodity differentiation: the commodity space is the space of nonnegative measures, endowed with the topology of weak convergence. In Anderson and Zame [12], we gave counterexamples to core convergence in L ¹, a space in which core convergence holds for replica economies and core equivalence holds for continuum economies; in addition, we gave a core convergence theorem under the assumption that traders' utility functions exhibit uniformly vanishing marginal utility at infinity. In this paper, we provide two core convergence results for the commodity differentiation model. A key technical virtue of this space is that relatively large sets (in particular, closed norm-bounded sets) are compact. This permits us to invoke a version of the Shapley-Folkman Theorem for compact subsets of an infinite-dimensional space. We show that, for sufficiently large economies in which endowments come from a norm bounded set, preferences satisfy an equidesirability condition, and either (i) preferences exhibit uniformly bounded marginal rates of substitution or (ii) endowments come from an order-bounded set, core allocations can be approximately decentralized by prices. Received: July 29, 1996; revised version: January 14, 1997     

Inequality and the business cycle: A consumption viewpoint

Using Consumer Expenditure Survey data, we obtain summary measures of the distributions of income and consumption for each quarter between 1980 and 1994. We find that the trends in the distribution of income and consumption and the response of these trends to changes in inflation and unemployment were similar during this period. We find that unemployment does not significantly affect the inequality measures and that inflation has a progressive effect, i.e., that a decrease in inflation is associated with an increase in inequality. Finally, we find that the relationship between inequality and macroeconomic variables during the 1990s may be similar to the relationship that existed prior to 1980. First version received: September 1996/final version received: September 1997