Adaptive voting: an empirical analysis of participation and choice

Martorana, Marco F. and Mazza, Isidoro (2012): Adaptive voting: an empirical analysis of participation and choice.

Abstract

Dynamic models of learning and adaptation have provided realistic predictions in terms of voting behavior. This study aims at contributing to their empirical verification by investigating voting behavior in terms of participation as well as choice. We test through panel data methods an outcome-based learning mechanism based on the following assumptions: (a) people expect that the party they do not support will be unable to bring economic improvements; (b) they receive a feedback whose impact depends on the consistency between their last voting behavior and personal economic improvements (or worsening) from the last election; (c) they tend to discard choices associated to an inconsistent feedback. Results show that feedbacks of this sort affect persistence of voting behavior, interpreted as participation and voting choice. Age and trade union affiliation reinforce this adaptive behavior. The analysis also investigates the intensity of the learning feedback, differentiating between a strong inconsistent feedback, which leads to a vote switch in favor of the opponent party, and a weak inconsistent feedback, which induces just abstention rather than a vote switch.

• Item Type: MPRA Paper
• Language: English
• Keywords: voting, bounded rationality, learning, political accountability
• Subjects: D - Microeconomics > D0 - General > D03 - Behavioral Microeconomics: Underlying Principles; C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C23 - Panel Data Models ; Spatio-temporal Models; D - Microeconomics > D7 - Analysis of Collective Decision-Making > D72 - Political Processes: Rent-Seeking, Lobbying, Elections, Legislatures, and Voting Behavior; C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C25 - Discrete Regression and Qualitative Choice Models ; Discrete Regressors ; Proportions ; Probabilities

References

Adams J., Merrill S. and Grofman B., 2005. A Unified Theory of Voting. Cambridge, Cambridge University Press.

Aldrich, J. H., 1993. Rational choice and turnout. American Journal of Political Science 37(1), 246-278.

Aldrich, J. H., 1997. When is it rational to vote? In: Mueller D. C. (Ed.), Perspectives on Public Choice: A Handbook. Cambridge, Cambridge University Press, 373-390.

Anderson, C.J., Mendes, S.M., Tverdova, Y.V., 2004. Endogenous economic voting: evidence from the 1997 British election. Electoral Studies 23(4), 683-708.

Bendor, J., 2001. Aspiration-based reinforcement learning in repeated interaction games: an overview. International Game Theory Review 3, 159-174.

Bendor, J., Diermeier D., Ting M., 2003. A behavioral model of turnout. American Political Science Review 97(2), 261-280.

Blais, A., 2000. To Vote or Not to Vote?: The Merits and Limits of Rational Choice Theory. Pittsburgh, PA, University of Pittsburgh Press.

Blais, A., Young R., Lapp M., 2000. The calculus of voting: an empirical test. European Journal of Political Research 37, 181-201.

Buis, M. L., 2010. Inequality of educational outcome and inequality of educational opportunity in the Netherlands during the 20th Century. PhD thesis.

Bush, R. R., Mosteller F., 1955. Stochastic Models of Learning. New York, Wiley.

Chamberlain, G., 1984. Panel data. in Intriligator, S. G. M. (Ed.), Handbook of Econometrics. Amsterdam, North-Holland, pp. 1247–1318.

Coate, S., Conlin, M., 2004. A group rule-utilitarian approach to voter turnout: theory and evidence. American Economic Review 94(5), 1476-1504.

Collins, N. A., Kumar, S., Bendor J., 2009. The adaptive dynamics of turnout. The Journal of Politics 71, 457-472. Conley, J., Toossi, A., Wooders, M., 2006. Memetics and voting: how nature may make us public spirited. International Journal of Game Theory 35(1), 71-90.

Cox, G. D., McCubbins, M. D., 1986. Electoral politics as a redistributive game. Journal of Politics 48, 370-389.

Denny, K., Doyle, O., 2009. Does voting history matter? Analyzing persistence in turnout. American Journal of Political Science 53, 17-35.

Downs, A., 1957. An Economic Theory of Democracy. New York, Harper.

Feddersen, T.J., 2004. Rational choice theory and the paradox of not voting. Journal of Economic Perspectives 18(1), 99-112.

Feddersen, T.J., Sandroni, A., 2006. A theory of participation in elections. American Economic Review 96(4), 1271-1282.

Ferejohn, J. A., Fiorina, M. P., 1974. The paradox of not voting: a decision theoretic analysis. American Political Science Review 68(2), 525-536.

Fort, R., Bunn, D.N., 1998. Whether one votes and how one votes. Public Choice 95, 51-62.

Fowler, J. H., 2005. Turnout in a small world. In: Zuckerman A., (Ed.) Social Logic of Politics. Philadelphia, Temple University Press, pp. 335-344.

Fudenberg, D., Levine, D. K., 1998. The Theory of Learning in Games. Cambridge, MA, The MIT Press.

Gerber, A. S., Green, D. P., Shashar R., 2003. Voting may be habit-forming: evidence from a randomized field experiment. American Journal of Political Science 47, 540-550.

Geys, B., 2006. ‘Rational’ theories of voter turnout: a review. Political Studies Review 4(1), 16-35.

Green, D. P., Shachar R., 2000. Habit formation and political behaviour: evidence of consuetude in voter turnout. British Journal of Political Science 30(4), 561-573.

Greene, W. H., 2009. Discrete choice modeling. In: Mills, T. C., Patterson, K. (Eds.). Palgrave Handbook of Econometrics: Vol. 2, Applied Econometrics. Palgrave Macmillan.

Heckman, J. J., 1981. The incidental parameters problem and the problem of initial conditions in estimating a discrete time-discrete data stochastic process. In: Mansky, C. F., McFadden, D. L. (Eds.). Structural Analysis of Discrete Data with Econometric Analysis. Cambridge, MIT Press, pp. 179–95.

Hillman, A. L., 2010. Expressive behavior in economics and politics. European Journal of Political Economy 26(4), 403-418.

Jennings, C., Hamlin, A., 2011. Expressive political behaviour: foundations, scope and Implications. British Journal of Political Science 41, 645-670.

Jones, P., Hudson, J., 2000. Civic duty and expressive voting: is virtue its own reward? Kyklos 53(1), 3-16.

Kanazawa, S., 1998. A possible solution to the paradox of voter turnout. The Journal of Politics 60, 974-995.

Kanazawa, S., 2000. A new solution to the collective action problem: the paradox of voter turnout. American Sociological Review 65, 433-442.

Ledyard, J., 1984. The pure theory of two candidate elections. Public Choice 44, 7-41.

Lewis-Beck, M. S., Stegmaier, M., 2007. Economic models of voting. In: Dalton, R.J., Klingemann H. (eds.) The Oxford Handbook of Political Behavior. New York, Oxford University Press, pp. 518-537.

Lindbeck, A., Weibull, J., 1987. Balanced budget redistribution as the outcome of political competition. Public Choice 52, 273-297.

Linzer, D., Honaker, J., 2003. A theory of the evolution of voting: turnout dynamics and the importance of groups. Annual meeting of the American Political Science Association. Philadelphia (PA).

Londregan, J., 2006. Political income redistribution. In: Weingast B. R., Wittman, D. A. (Eds.), The Oxford Handbook of Political Economy. New York, Oxford University Press, pp. 84-101.

Macy, M. W., 1990. Learning theory and the logic of critical mass. American Sociological Review 55(6), 809-26.

Macy, M. W., 1993. Backward-looking social control. American Sociological Review 58(6), 819-36.

Macy, M. W., Flache, A., 1995. Beyond rationality in models of choice. Annual Review of Sociology 21, 73-91.

Martorana, M.F., 2012. Material conditions, economic perceptions and voting behavior. mimeo.

Martorana M.F., Mazza, I., 2010. A note on the paradox of voter turnout. mimeo.

Martorana M.F., Mazza, I., 2011. Groups’ participation to voting. mimeo.

Meredith, M., 2009. Persistence in political participation. Quarterly Journal of Political Science 4(3), 186-208.

Mueller, D. C., 2003. Public Choice III. Cambridge, Cambridge University Press.

Mundlak, Y., 1978. On the pooling of time series and cross section data. Econometrica 46(1), 69-85.

Orme, C. D., 2001. The initial conditions problem and two-step estimation in discrete panel data models. Department of Economics Discussion Paper University of Manchester.

Palfrey, T. R., Rosenthal, H. 1983. A strategic calculus of voting. Public Choice 41(1), 7-53.

Palfrey, T. R., Rosenthal, H. 1985. Voter participation and strategic uncertainty. American Political Science Review 79(1), 62-78.

Plutzer, E., 2002. Becoming a habitual voter: inertia, resources, and growth in young adulthood. American Political Science Review 96(1), 41-56.

Poi, B. P., 2004. From the help desk: some bootstrapping techniques. Stata Journal 4(3), 312-328.

Riker, W. H., Ordeshook, P. C., 1968. A theory of the calculus of voting. American Political Science Review 62(1), 25-42.

Schram, A., Sonnemans, J., 1996 a). Voter turnout as a participation game: an experimental investigation. International Journal of Game Theory 25(3), 385-406.

Schram, A., Sonnemans, J., 1996 b). Why people vote: experimental evidence. Journal of Economic Psychology 17(4), 417-422.

Selten, R., 1991. Evolution, learning, and economic behavior. Games and Economic Behavior 3(1), 3-24.

Sieg, G., Schulz, C., 1995. Evolutionary dynamics in the voting game. Public Choice 85(1), 157-172.

Simon, H. A., 1957. Models of Man: Social and Rational. New York, John Wiley and Sons.

Tillman, E. R., 2008. Economic judgments, party choice and voter abstention in cross-national perspective. Comparative Political Studies 41(9), 1290-1309.

Uhlaner, C.J., 1989. Rational turnout: the neglected role of groups. American Journal of Political Science 33 (2), 390-422.

Uhrig, N. S. C., 2008. The nature and the causes of attrition in the British Household Panel Survey. ISER working Paper Colchester, ISER.