2016
DOI: 10.1017/s1365100514000625
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Using Forecasts to Uncover the Loss Function of Federal Open Market Committee Members

Abstract: We revisit the sources of the bias in Federal Reserve forecasts and assess whether a precautionary motive can explain the forecast bias. In contrast to the existing literature, we use forecasts submitted by individual Federal Open Market Committee (FOMC) members to uncover members' implicit loss function. Our key finding is that the loss function of FOMC members is asymmetric: FOMC members incur a higher loss when they underpredict (overpredict) inflation and unemployment (nominal and real growth) as compared … Show more

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Cited by 14 publications
(9 citation statements)
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References 38 publications
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“…McCracken (2010) argues that FOMC members have an incentive to forecast strategically; that is, they submit forecasts in line with their preferences of being either an inflation hawk (higher desired interest rates)-possibly leading to higher individual inflation forecasts-or an inflation "dove" (lower desired interest rates)-possibly leading to lower individual inflation forecasts regardless of the stance of the economy. Pierdzioch, Ruelke, and Tillmann (2013) find an asymmetric loss function among FOMC members derived from individual forecasts. However, they conclude that individual forecasts remain biased even when controlling for a specific functional form.…”
Section: Introductionmentioning
confidence: 86%
“…McCracken (2010) argues that FOMC members have an incentive to forecast strategically; that is, they submit forecasts in line with their preferences of being either an inflation hawk (higher desired interest rates)-possibly leading to higher individual inflation forecasts-or an inflation "dove" (lower desired interest rates)-possibly leading to lower individual inflation forecasts regardless of the stance of the economy. Pierdzioch, Ruelke, and Tillmann (2013) find an asymmetric loss function among FOMC members derived from individual forecasts. However, they conclude that individual forecasts remain biased even when controlling for a specific functional form.…”
Section: Introductionmentioning
confidence: 86%
“…Hence, whenever strategic motives are present, individual forecasts may not be unbiased indications of the "true" preferences of an individual member. A recent paper by Pierdzioch, Ruelke and Tillmann (2013) examines the sources of a forecast bias in the FOMC members' forecasts and finds that the bias is rather persistent, yet unrelated to policymakers' preferences.…”
Section: Forecastsmentioning
confidence: 99%
“…To this end, I build on research by Elliott et al (2005Elliott et al ( , 2008, who study optimal forecasts under asymmetric loss. The seminal work in this field by Granger (1969), Varian (1974), and Zellner (1986) as well as early applications Diebold 1996, 1997) have recently been applied in several fields such as financial forecasting (Aretz et al 2011;Fritsche et al 2015), fiscal forecasting (Artis and Marcellino 2001;Elliott et al 2005), central banking (e.g., Capistrán 2008;Pierdzioch et al 2016a), as well as GDP and inflation forecasting (Christodoulakis and Mamatzakis 2008;Pierdzioch et al 2016b;Sun et al 2018). The basic assumption in this field of research is an asymmetric loss function.…”
Section: Introductionmentioning
confidence: 99%