Betting quotes provide valuable information on market-implied probabilities for outcomes of events like elections or referendums, which may have an impact on exchange rates. We generate exchange rate forecasts around such events based on a model that combines risk-neutral event probabilities implied from betting quotes with risk-neutral exchange rate densities extracted from currency option prices. Its application to predict exchange rates around the Brexit referendum and the U.S. presidential elections shows that these forecasts -conditional on the respective outcomes -were accurate, and markets were able to separate their views on the likelihood and the impact of these events. * Hanke (corresponding author), Michael.Hanke@uni.li, University of Liechtenstein, Institute for Finance, 9490 Vaduz, Liechtenstein; Poulsen, rolf@math.ku.dk, University of Copenhagen, Department of Mathematical Sciences, 2100 Copenhagen, Denmark; Weissensteiner, Alex.Weissensteiner@unibz.it, Free University of Bozen-Bolzano, School of Economics and Management, 39100 Bozen, Italy. We thank Jennifer Conrad (the editor) and an anonymous referee for their helpful comments, and we thank Johannes Sivén, who provided part of the data and commented on earlier versions of the paper. Poulsen was partially supported by the research center HIPERFIT funded by contract number 10-092299 from the Danish Strategic Research Council.
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I IntroductionIn a referendum held on June 23, 2016, 51.9% of the voting population of the United Kingdom voted in favor of leaving the European Union (EU), or Brexit 1 for short. The net economic effects on the United Kingdom caused by this result were predominantly viewed as negative, which explains the weakening of the pound against major world currencies observed in the days and weeks after the referendum. industry, 3 and he would have a wall built along the U.S.-Mexican border. Although observers questioned the credibility of this claim, 4 which was quickly downplayed to "just a fence, not a wall" after the election, 5 remarks like these led many observers to view a 1 Strictly speaking, Brexit is the act or the process of invoking Article 50 in the Lisbon Treaty. When referring specifically to the outcome of the referendum, we will use the terms Leave and Remain.2 See, e.g., articles in the Economist, Feb. 27, 2016, http://tinyurl.com/zs4o84v for a view several months before the referendum, and in The Independent, Aug. 23, 2016, http://tinyurl.com/jyrbwq7for an assessment two months afterwards. Both the Brexit referendum and the U.S. presidential elections are examples of important events with likely consequences on exchange rates. In situations like these, conditional exchange rate forecasts depending on the outcome of the event would be interesting for investors, internationally active companies, central banks, and other financial market participants. In this paper, we present a novel approach to derive such forecasts, which combines data from financial markets with data from betting markets. As a second cont...