Giebeler, Constanze and Rebeggiani, Luca (2019): Who Loves to Gamble? Socio-Economic Factors Determining Gambling Behaviour in Germany.
PDF
MPRA_paper_94735.pdf Download (446kB) |
Abstract
The interest among academics and policy makers in the economics of Gambling has risen substantially. Changes in gambling regulation, the relevance of gambling generated (tax) revenues and the usefulness to other fields of economics, increased the interest in understanding gambling demand. The focus of this paper is to provide one of the first comprehensive analyses of gambling demand in Germany, by studying the socio-demographic and socio-economic factors which influence gambling expenditures using one of the largest data sets available, the official income and consumption survey (Einkommens- und Verbrauchsstichprobe). Applying models suitable for censored data, we identify the factors influencing gambling demand. Some findings are in line with the previous literature on gambling demand, others are quite surprising. They show that female household heads spend less on gambling than their male counterparts. The number of dependants in the household influences gambling behaviour negatively, while married couples have higher expenditures than single person households. We find that while gambling expenditures increase with the age of the household head, they do so at a diminishing rate. Income is also a strong determinant of gambling expenditure. Gambling expenditures rise with the household's income. We find no evidence that expenditures increase regressively. Furthermore, the education and occupation of the Household head influences gambling behaviour. A higher education has a negative effect on the propensity to gamble. We also find that households with privately employed household heads tend to spend more on gambling than those with unemployed or self-employed household heads. On the other hand, a household head who is a civil servant or retired has a positive effect. In contrast to previous literature, we find a negative effect of urbanity on household gambling expenditure. We discuss these and other results in the context of the theory of risk taking preferences and also with a focus on gambling regulation and taxation.
Item Type: | MPRA Paper |
---|---|
Original Title: | Who Loves to Gamble? Socio-Economic Factors Determining Gambling Behaviour in Germany |
Language: | English |
Keywords: | Gambling, Consumer Demand, Risk and Uncertainty |
Subjects: | D - Microeconomics > D1 - Household Behavior and Family Economics > D12 - Consumer Economics: Empirical Analysis D - Microeconomics > D8 - Information, Knowledge, and Uncertainty > D81 - Criteria for Decision-Making under Risk and Uncertainty L - Industrial Organization > L8 - Industry Studies: Services > L83 - Sports ; Gambling ; Restaurants ; Recreation ; Tourism |
Item ID: | 94735 |
Depositing User: | Prof. Dr. Luca Rebeggiani |
Date Deposited: | 11 Jul 2019 15:31 |
Last Modified: | 26 Sep 2019 18:22 |
References: | Afifi, Tracie O., et al. "Demographic and social variables associated with Problem gambling among men and women in Canada." Psychiatry research 178.2 (2010): 395-400. Albers, Norman, and Lothar Hübl. "Gambling market and individual patterns of gambling in Germany." Journal of Gambling Studies 13.2 (1997): 125-144. Arabmazar, Abbas, and Peter Schmidt. "Further evidence on the robustness of the Tobit estimator to heteroskedasticity." Journal of Econometrics 17.2 (1981): 253-258. Arabmazar, Abbas, and Peter Schmidt. "An investigation of the robustness of the Tobit estimator to non-normality." Econometrica: Journal of the Econometric Society (1982): 1055-1063. Aristei, David, and Pieroni, Luca. "A double-hurdle approach to modelling tobacco consumption in Italy." Applied Economics, 40.19 (2008): 2463-2476. Auer, Michael, and Mark D. Griffiths. "Self-reported losses versus actual losses in online gambling: An empirical study." Journal of Gambling Studies 33.3 (2017): 795-806. Beckert, Jens, and Mark Lutter. "The inequality of fair play: Lottery gambling and social stratification in Germany." European Sociological Review 25.4 (2008): 475-488. Becker, Tilman. Soziale Kosten des Glücksspiels in Deutschland. Peter Lang-Verlag, Frankfurt (2011). Borg, Mary O., Paul M. Mason, and Stephen I. Shapiro. "The incidence of taxes on casino gambling: Exploiting the tired and poor." American Journal of Economics and Sociology 50.3 (1991): 323-333. Borg, Mary O., and Paul M. Mason. "The budgetary incidence of a lottery to support education." National Tax Journal (1988): 75-85. Buchinsky, Moshe. "Methodological issues in quantile regression." The theory and practice of quantile regression. Ph.D. dissertation, Harvard University (1991). Casey, David M., et al. "The role of family, religiosity, and behavior in adolescent gambling." Journal of Adolescence 34.5 (2011): 841-851. Castrén, Sari, et al. "The relationship between gambling expenditure, sociodemographics, health-related correlates and gambling behaviour - a crosssectional population-based survey in Finland." Addiction 113.1 (2018): 91-106. Clotfelter, Charles T., and Philip J. Cook. "Implicit Taxation in Lottery Finance." National Tax Journal 40.4 (1987): 533. Clotfelter, Charles T., and Philip J. Cook. "The Demand for Lottery Products." Working Paper, National Bureau of Economic Research (1989). Collins, David, and Helen Lapsley. "The social costs and benefits of gambling: An introduction to the economic issues." Journal of Gambling Studies 19.2 (2003): 123-148. Cragg, John G. "Some statistical models for limited dependent variables with application to the demand for durable goods." Econometrica: Journal of the Econometric Society (1971): 829-844. Crowley, Frank, John Eakins, and Declan Jordan. "Participation, expenditure and regressivity in the Irish lottery: Evidence from Irish household budget survey 2004/2005." The Economic and Social Review 43.2, Summer (2012): 199-225. DHS. "Umsätze auf dem Glücksspiel-Markt in Deutschland von 2005 bis 2016 (in Milliarden Euro)." Statista - Das Statistik-Portal, Statista, de.statista.com/statistik/ daten/ studie/ 5417/umfrage/ umsaetze-auf-dem-gluecksspiel-marktseit-2005/, Accessed 14. Juli 2018. Dickerson, Mark. "Internal and external determinants of persistent gambling: Problems in generalising from one form of gambling to another." Journal of Gambling Studies 9.3 (1993): 225-245. Dohmen, Thomas, et al. "Individual risk attitudes: Measurement, determinants, and behavioral consequences." Journal of the European Economic Association 9.3 (2011): 522-550. Doss, Cheryl R. "Testing among models of intrahousehold resource allocation." World Development 24.10 (1996): 1597-1609. Eisen Nong Lin, Seth A., et al. "Familial influences on gambling behavior: an analysis of 3359 twin pairs." Addiction 93.9 (1998): 1375-1384. Fu, Shengfei and Florkowski, Wojciech J. "Polish Household Consumption of Tobacco and Alcohol: A Censored System" Paper prepared for the Southern Agricultural Economics Association Annual Meeting, 2016. Gandullia, Luca, and Lucia Leporatti. "The demand for gambling in Italian regions and its distributional consequences." Papers in Regional Science (2017). Gupta, Rina, and Jeffrey L. Derevensky. "Adolescent gambling behavior: A prevalence study and examination of the correlates associated with problem gambling." Journal of Gambling Studies 14.4 (1998): 319-345. Greene, William H. Econometric analysis. Pearson Education, (2003). Grote, Kent, and Victor A. Matheson. "The Economics Of Lotteries: A Survey Of The Literature." Working Paper No. 11-09, College of the Holy Cross (2011). Handelsblatt (Handelsblatt Research Institute). "Bruttospielerträge im gesamten Glücksspielmarkt inklusive Schwarzmarkt in Deutschland im Jahr 2015 (in Milliarden Euro)." Statista - Das Statistik-Portal, Statista, de.statista.com/statistik/ daten/ studie/ 753272/ umfrage/ bruttospielertraege-im-deutschengluecksspielmarkt/, Accessed 14. Juli 2018. Hansen, Ann. "The tax incidence of the Colorado state lottery instant game." Public Finance Quarterly 23.3 (1995): 385-398. Harris, Christine R., Michael Jenkins, and Dale Glaser. "Gender Differences in Risk Assessment: Why do Women Take Fewer Risks than Men?" Judgment and Decision Making 1.1 (2006): 48-63. Haß, W., and P. Lang. Glücksspielverhalten und Glücksspielsucht in Deutschland. Ergebnisse des Surveys 2015 und Trends. Forschungsbericht der BZgA. Bundeszentrale für gesundheitliche Aufklärung, Köln (2016). Horowitz, Joel L. "Semiparametric M-estimation of censored linear regression models."Advances in Econometrics 7 (1988): 45-83. Humphreys, Brad R. "Dealing with zeros in economic data." Department of Economics, University of Alberta (2013). IQVIA. "Umsatzentwicklung auf dem deutschen Pharma-Gesamtmarkt von 2006 bis Q1 2018 (in Milliarden Euro)*." Statista - Das Statistik-Portal, Statista, de.statista.com/statistik/daten/studie/158096/umfrage/pharma-gesamtmarktumsatzentwicklung-seit-2006/, Accessed 14. Juli 2018. Kitchen, Harry, and Scott Powells. "Lottery expenditures in Canada: A regional analysis of determinants and incidence." Applied Economics 23.12 (1991): 1845-1852. Kumar, Alok, Jeremy K. Page, and Oliver G. Spalt. "Religious beliefs, Gambling attitudes, and financial market outcomes." Journal of Financial Economics 102.3 (2011): 671-708. Ladouceur, Robert, and Michael Walker. "A cognitive perspective on gambling."Trends in Cognitive and Behavioural Therapies (1996): 89-120. Laitner, John. "Means-tested public assistance and the demand for state lottery tickets." Review of Economic Dynamics 2.1 (1999): 273-290. Layton, Allan, and Andrew Worthington. "The impact of socio-economic factors on gambling expenditure." International Journal of Social Economics 26.1/2/3 (1999): 430-440. MacDonald, Martha, John L. McMullan, and David C. Perrier. "Gambling Households in Canada." Journal of Gambling Studies 20.3 (2004): 187-236. McNeilly, Dennis P., and William J. Burke. "Late life gambling: The attitudes and behaviors of older adults." Journal of Gambling Studies 16.4 (2000): 393-415. Mikesell, John L. "A note on the changing incidence of state lottery finance." Social Science Quarterly 70.2 (1989): 513. Mills, John P. "Table of the ratio: area to bounding ordinate, for any portion of normal curve." Biometrika (1926): 395-400. Mishra, Sandeep, Martin L. Lalumière, and Robert J. Williams. "Gambling as a form of risk-taking: Individual differences in personality, risk-accepting attitudes, and behavioral preferences for risk." Personality and Individual Differences49.6 (2010): 616-621. Pawlowski, Tim, and Breuer, Christoph . "Expenditure Elasticities of the Demand for Leisure Services." Applied Economics 44.26 (2012): 3461-3477. Petersen, Dana, and Donald M. Waldman. "The treatment of heteroskedasticity in the limited dependent variable model." Working Paper, University of North Carolina (1981). Powell, James L. "Least absolute deviations estimation for the censored Regression model." Journal of Econometrics 25.3 (1984): 303-325. Powell, James L. "Censored regression quantiles." Journal of Econometrics 32.1 (1986): 143-155. Powell, Jeff, et al. "Gambling and risk-taking behavior among university students." Substance Use & Misuse 34.8 (1999): 1167-1184. Pregibon, Daryl. "Goodness of link tests for generalized linear models." Applied Statistics (1980): 15-14. Rebeggiani, Luca. Personelle Einkommensverteilung, privater Konsum und Wachstum. Metropolis Verlag, Marburg (2007). Rebeggiani, Luca. Deutschland im Jahr Drei des GlüStV. Reformvorschläge zur Regulierung des deutschen Glücksspielmarktes, Report for the German Private Lottery Association, Hannover (2010). Rebeggiani, Luca. "Regulierung des deutschen Sportwettenmarktes in komparativer Perspektive: Glücksspielgesetze in der Europäischen Union." Sport und Sportgroßveranstaltungen in Europa - Zwischen Zentralstaat und Regionen, Hamburg University Press (2012): 51-78. Rebeggiani, Luca, and Markus Breuer. "Neue Ordnung, neues Glück? Ordnungs- und fiskalpolitische Aspekte des deutschen Sportwettenmarkts." Wirtschaftsdienst 97.9 (2017): 655-663. Rintoul, Angela C., et al. "Modelling vulnerability to gambling related harm: How disadvantage predicts gambling losses." Addiction Research & Theory 21.4 (2013): 329-338. Rogers, William. "Quantile regression standard errors." Stata Technical Bulletin 2.9 (1993). Sawkins, John W., and Valerie A. Dickie. "National lottery participation and expenditure: preliminary results using a two stage modelling approach." Applied Economics Letters 9.12 (2002): 769-773. Scott, Frank, and John Garen. "Probability of purchase, amount of purchase, and the demographic incidence of the lottery tax." Journal of Public Economics 54.1 (1994): 121-143. Slutske, Wendy S., et al. "Local area disadvantage and gambling involvement and disorder: Evidence for gene-environment correlation and interaction." Journal of Abnormal Psychology 124.3 (2015): 606. Smith, Julie. "Gambling taxation: Public equity in the gambling business." Australian Economic Review 33.2 (2000): 120-144. Statistisches Bundesamt. "Umsatz der Lebensmittelindustrie in Deutschland in den Jahren 2008 bis 2017 (in Milliarden Euro)." Statista - Das Statistik-Portal, Statista, de.statista.com/statistik/daten/studie/164959/umfrage/umsatz-dernahrungsmittelindustrie-in-deutschland-seit-2005/, Accessed 14. Juli 2018. Storer, John, Max Abbott, and Judith Stubbs. "Access or adaptation? A metaanalysis of surveys of problem gambling prevalence in Australia and New Zealand with respect to concentration of electronic gaming machines." International Gambling Studies 9.3 (2009): 225-244. Tan, Andrew, Steven T. Yen, and Rodolfo M. Nayga. "Socio-demographic determinants of gambling participation and expenditures: evidence from Malaysia." International Journal of Consumer Studies 34.3 (2010): 316-325. Tobin, James. "Estimation of relationships for limited dependent variables." Econometrica: Journal of the Econometric Society (1958): 24-36. Tourangeau, Roger, Lance J. Rips, and Kenneth Rasinski. The psychology of Survey response. Cambridge University Press, Cambridge (2000). Tukey, J. W. One degree of freedom for non-additivity. Biometrics 5 (1949): 232-242. Volberg, Rachel A., et al. "Prevalence and risks of pathological gambling in Sweden." Acta Psychiatrica Scandinavica 104.4 (2001): 250-256. Walker, Douglas M., and Andy H. Barnett. "The social costs of gambling: An economic perspective." Journal of Gambling Studies 15.3 (1999): 181-212. Wooldridge, Jeffrey. Econometric Analysis of Cross Section and Panel Data. MIT Press, Cambridge (2002). Worthington, Andrew, et al. "Gambling participation in Australia: Findings from the national Household Expenditure Survey." Review of Economics of the Household 5.2 (2007): 209-221. Worthington, Andrew C., et al. "Socioeconomic and demographic determinants of household gambling in Australia." Discussion Paper No. 156, School of Economics and Finance, Queensland University of Technology (2003). Young, Martin, Francis Markham, and Bruce Doran. "Too close to home? The relationships between residential distance to venue and gambling outcomes." International Gambling Studies 12.2 (2012): 257-273. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/94735 |