Structural Interdependence of Price and Demand in a Model of the Foreign Exchange Market with Heterogeneous Speculators: Evidence from High-frequency Data
{"title":"Structural Interdependence of Price and Demand in a Model of the Foreign Exchange Market with Heterogeneous Speculators: Evidence from High-frequency Data","authors":"Leonardo Bargigli, G. Cifarelli","doi":"10.2139/ssrn.3568786","DOIUrl":null,"url":null,"abstract":"We assume that the variations of the exchange rate depend on the current net demand of the base currency as a consequence of market making, and that the current net demand of the base currency depends on current and past variations of the exchange rate as a consequence of how future price expectations are formed by bounded rational agents. We achieve identification supposing that the structural shocks of price variations and demand follow a GARCH process. Using high-frequency transaction data of the EUR/USD market in 2016, we show that the simultaneous effects of price on demand and vice-versa are both significant and positive. Our estimates suggest that one important source of heterogeneity in demand might be missing from our model, since the structural errors are negatively correlated.","PeriodicalId":391101,"journal":{"name":"Econometric Modeling: International Economics eJournal","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Econometric Modeling: International Economics eJournal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3568786","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We assume that the variations of the exchange rate depend on the current net demand of the base currency as a consequence of market making, and that the current net demand of the base currency depends on current and past variations of the exchange rate as a consequence of how future price expectations are formed by bounded rational agents. We achieve identification supposing that the structural shocks of price variations and demand follow a GARCH process. Using high-frequency transaction data of the EUR/USD market in 2016, we show that the simultaneous effects of price on demand and vice-versa are both significant and positive. Our estimates suggest that one important source of heterogeneity in demand might be missing from our model, since the structural errors are negatively correlated.