Wanna bet there will be war? A time-series analysis of prediction markets during the Libya conflict 2011

Main Article Content

Sebastian Matthias Woerle

Abstract

This paper tests the explanatory power of an online Prediction market on the ousting of Muammar Gaddafi as Libya’s leader during the uprising in 2011. Based on the theory of efficient markets and collective intelligence, it employs a GARCH time-series analysis and an event study of Intrade data to test the impact of events on market performance and trading volume. The market distinguishes sensibly between relevant and irrelevant news for the outcome of the conflict and prices them in at a surprising speed. Some support for short-term anticipative trading and price performance is found. The analyzed market is found to be semi-strong efficient and works as an evaluative tool in international conflict.

Article Details

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Author Biography

Sebastian Matthias Woerle, University of Konstanz Cornell University

M.Sc. Political Economy candidate 2014Department of Economics and Department of Political Science and Public Administration, University of Konstanz

References

Alexander, C. 2001. Market models: a guide to financial data analysis. Chichester: Wiley.

Andersen, T. G. 1996. Return Volatility and Trading Volume: An Information Flow Interpretation of Stochastic Volatility. The Journal of Finance 51 (1): 169-204.

Bechtel, M. M., and Leuffen, D. 2010. Forecasting European Union politics: Real-time forecasts in political time series analysis. European Union Politics 11 (2): 309-327.

Bechtel, M. M., and Schneider, G. 2010. Eliciting Substance from ‘Hot Air’: Financial Market Responses to EU Summit Decisions on European Defense. International Organization 64 (02): 199-223.

Beck, N., King, G., and Zeng, L. 2000. Improving Quantitative Studies of International Conflict: A Conjecture. American Political Science Review 94: 21–36.

Beckmann, K., and Werding, M. 1996. 'Passauer Wahlbörse': Information Processing in a Political Market Experiment. Kyklos 49 (2): 171-204.

Berg, J., Forsythe, R., Nelson, F., and Rietz, T. 2008. "Results from a Dozen Years of Election Futures Markets Research." In Handbook of Experimental Economics Results, eds. R. Plott Charles and L. Smith Vernon: Elsevier. 742-751.

Berneburg, M. 2008. Prediction Markets: Prognosemärkte in Praxis und Theorie: Ein Überblick. Jahrbuch für Wirtschaftswissenschaften / Review of Economics 59 (1): 60-75.

Berry, T. D., and Howe, K. M. 1994. Public Information Arrival. The Journal of Finance 49 (4): 1331-1346.

Bollerslev, T. 1986. Generalized autoregressive conditional heteroskedasticity. Journal of Econometrics 31 (3): 307-327.

Brandt, P. T., Freeman, J. R., and Schrodt, P. A. 2011. Real Time, Time Series Forecasting of Inter- and Intra-State Political Conflict. Conflict Management and Peace Science 28 (1): 41-64.

Brown, S. J., and Warner, J. B. 1980. Measuring security price performance. Journal of Financial Economics 8 (3): 205-258.

Brown, S. J., and Warner, J. B. 1985. Using daily stock returns: The case of event studies. Journal of Financial Economics 14 (1): 3-31.

Buchan, B. 2002. Explaining War and Peace: Kant and Liberal IR Theory. Alternatives: Global, Local, Political 27 (4): 407-428.

Bueno de Mesquita, B. 2002. Predicting politics. Columbus: Ohio State University Press.

Bueno de Mesquita, B. 2011. A New Model for Predicting Policy Choices. Conflict Management and Peace Science 28 (1): 65-87.

Campbell, J. Y., Lo, A. W., and MacKinlay, A. C. 1997. The econometrics of financial markets. Princeton, N.J.: Princeton University Press.

Chen, N.-F., Roll, R., and Ross, S. A. 1986. Economic Forces and the Stock Market. The Journal of Business 59 (3): 383-403.

Cho, Y.-H., Linton, O., and Whang, Y.-J. 2007. Are there Monday effects in stock returns: A stochastic dominance approach. Journal of Empirical Finance 14 (5): 736-755.

Doran, C. F. 1999. Why Forecasts Fail: The Limits and Potential of Forecasting in International Relations and Economics. International Studies Review 1 (2): 11-41.

Ederington, L. H., and Lee, J. H. 1993. How Markets Process Information: News Releases and Volatility. The Journal of Finance 48 (4): 1161-1191.

Engle, R. 1982. Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation. Econometrica 50 (4): 987-1007.

Erikson, R. S., and Wlezien, C. 2008. Are Political Markets Really Superior to Polls as Election Predictors? Public Opinion Quarterly 72 (2): 190-215.

Fahrholz, C., and Schneider, G. 2006. Your Words are in my Wallet! The Impact of EU Summits on the Euro-Dollar Exchange Rate. ACES Cases, No 2006.1.

Fama, E. F. 1970. Efficient Capital Markets: A Review of Theory and Empirical Work. The Journal of Finance 25 (2): 383-417.

Fearon, J. D. 1995. Rationalist Explanations for War. International Organization 49 (3): 379-414.

Forsythe, R., Forrest, N., George, R. N., and Jack, W. 1992. Anatomy of an Experimental Political Stock Market. American Economic Review 82 (5): 1142-1161.

Gartzke, E. 1999. War Is in the Error Term. International Organization 53 (03): 567-587.

Gjerstad, S. 2004. Risk Aversion, Beliefs, and Prediction Market Equilibrium. University of Arizona. Economic Science Laboratory.

Glosten, L. R., Jagannathan, R., and Runkle, D. E. 1993. On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks. The Journal of Finance 48 (5): 1779-1801.

IEM. 2012. "Iowa Electronic Markets. What Is the IEM? .

"http://tippie.uiowa.edu/iem/media/summary.html (4 February 2012).

Intrade. 2011. "Muammar Gaddafi to no longer be leader of Libya before Midnight ET 31 Dec 2011." http://www.intrade.com/v4/markets/contract/?contractId=746813 (3 March 2012).

Knight, B. 2006. Are policy platforms capitalized into equity prices? Evidence from the Bush/Gore 2000 Presidential Election. Journal of Public Economics 90 (4-5): 751-773.

Leigh, A., Wolfers, J., and Zitzewitz, E. 2003. What Do Financial Markets Think of War in Iraq? : National Bureau of Economic Research Working Paper Series No. 9587.

Looney, R. E. 2004. DARPA's Policy Analysis Market for Intelligence: Outside the Box or Off the Wall? International Journal of Intelligence and CounterIntelligence 17 (3): 405-419.

MacKinlay, A. C. 1997. Event Studies in Economics and Finance. Journal of Economic Literature 35 (1): 13-39.

Maloney, M. T., and Mulherin, J. H. 2003. The complexity of price discovery in an efficient market: the stock market reaction to the Challenger crash. Journal of Corporate Finance 9 (4): 453-479.

Manski, C., F. . 2004. Interpreting the Predictions of Prediction Markets. National Bureau of Economic Research Working Paper Series No. 10359.

McKenzie, A. M., Thomsen, M. R., and Dixon, B. L. 2004. The performance of event study approaches using daily commodity futures returns. Journal of Futures Markets 24 (6): 533-555.

Nofsinger, J. R., and Prucyk, B. 2003. Option volume and volatility response to scheduled economic news releases. Journal of Futures Markets 23 (4): 315-345.

Ray, J. L., and Russett, B. 1996. The Future as Arbiter of Theoretical Controversies: Predictions, Explanations and the End of the Cold War. British Journal of Political Science 26 (4): 441-470.

Rhode, P. W., and Strumpf, K. S. 2004. Historical Presidential Betting Markets. The Journal of Economic Perspectives 18 (2): 127-141.

Rummel, R. J. 1969. Forecasting international relations: A proposed investigation of three-mode factor analysis. Technological Forecasting 1 (2): 197-216.

Schneider, G., Bechtel, M., and Fahrholz, C. 2009. Krieg, Kooperation, Kursverlauf: die Internationale Politische Ökonomie von Finanzmärkten. Wiesbaden: VS Verlag für Sozialwissenschaften.

Schneider, G., Gleditsch, N. P., and Carey, S. 2011. Forecasting in International Relations. One Quest, Three Approaches. Conflict Management and Peace Science 28 (1): 5-14.

Schneider, G., and Troeger, V. E. 2006. War and the World Economy: Stock Market Reactions to International Conflicts. The Journal of Conflict Resolution 50 (5): 623-645.

Snowberg, E., Wolfers, J., and Zitzewitz, E. 2011. "How Prediction Markets can Save Event Studies." In Prediction Markets. Theory and Applications, ed. L.V. Williams. London, New York: Routledge. 18-35.

Soroka, S. N. 2006. Good News and Bad News: Asymmetric Responses to Economic Information. Journal of Politics 68 (2): 372-385.

Stiglitz, J. E. 2003. "Terrorism: There's No Futures in It." In Los Angeles Times. Original edition, 31 July 2003.

The Guardian. 5 January 2012. "Arab spring: an interactive timeline of Middle East protests." http://www.guardian.co.uk/world/interactive/2011/mar/22/middle-east-protest-interactive-timeline (17 March 2012 2012).

The Guardian. 10 March 2011. "Gaddafi takes key towns as Nato squabbles over Libya action." http://www.guardian.co.uk/world/2011/mar/10/gaddafi-libya-nato (10 March 2012).

The Guardian. 19 November 2011. "Timeline: Libya's civil war. Key moments in the overthrow of the Gaddafi regime and the transition to the new government." http://www.guardian.co.uk/world/2011/nov/19/timeline-libya-civil-war (3 March 2012).

The New York Times. 16 March 2011. "Security Council Uncertain About Intervening in Libya." http://www.nytimes.com/2011/03/16/world/africa/16nations.html (8 March 2012 2012).

The New York Times. 29 April 2011. "Map of the Rebellion in Libya, Day by Day." http://www.nytimes.com/interactive/2011/02/25/world/middleeast/map-of-how-the-protests-unfolded-in-libya.html (10 March 2012).

Tsay, R. S. 2010. Analysis of Financial Time Series. Hoboken, NJ: John Wiley & Sons.

Tziralis, G., and Tatsiopoulos, I. 2007. Prediction Markets: An Extended Literature Review. The Journal of Prediction Markets 1 (1): 75-91.

Walt, S. M. 2005. The relationship between theory and practice in International Relations. Annual Review of Political Science 8 (1): 23-48.

Wilcoxon, F. 1945. Individual Comparisons by Ranking Methods. Biometrics Bulletin 1 (6): 80-83.

Wolfers, J., and Zitzewitz, E. 2004. Prediction markets. National Bureau of Economic Research Working Paper Series No. 10504.

Wolfers, J., and Zitzewitz, E. 2006a. Five Open Questions About Prediction Markets. National Bureau of Economic Research Working Paper Series No. 12060.

Wolfers, J., and Zitzewitz, E. 2006b. Interpreting Prediction Market Prices as Probabilities. Bonn: Institute for the Study of Labor (IZA).

Wolfers, J., and Zitzewitz, E. 2006c. Prediction markets in theory and practice. Cambridge, Mass.: National Bureau of Economic Research Working Paper Series No. 12083.

Zakoian, J.-M. 1994. Threshold heteroskedastic models. Journal of Economic Dynamics and Control 18 (5): 931-955.

Zivot, E. 2008. Practical Issues in the Analysis of Univariate GARCH Models. University of Washington, Department of Economics.