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Working Paper
Earnings Misperceptions and Household Distress
Sanchez, Juan M.; Song, Stefan (2025-11-03)
Households learn whether income changes are temporary or persistent from their own paychecks. This paper develops a quantitative model of financial distress that incorporates this inference and estimates the extent to which households overweight recent outcomes—diagnostic expectations—using survey data on income beliefs. The model explains distress without assuming extreme impatience and aligns with the observed relationship between income and interest rates. Learning and diagnostic expectations account for about half of delinquencies and one-third of bankruptcies. Diagnostic expectations ...
Working Papers , Paper 2025-030

Report
Central bank transparency and nonlinear learning dynamics
Eusepi, Stefano (2008-09-01)
Central bank communication plays an important role in shaping market participants' expectations. This paper studies a simple nonlinear model of monetary policy in which agents have incomplete information about the economic environment. It shows that agents' learning and the dynamics of the economy are heavily affected by central bank transparency about its policy rule. A central bank that does not communicate its rule can induce "learning equilibria" in which the economy alternates between periods of deflation coupled with low output and periods of high economic activity with excessive ...
Staff Reports , Paper 342

Working Paper
Earnings Misperceptions and Household Distress
Sanchez, Juan M.; Song, Stefan (2025-10-24)
Households learn whether income changes are temporary or persistent from the history of their own paychecks. This paper develops a quantitative model of household financial distress that incorporates this inference and uses survey data on income expectations to estimate the extent to which households overweight recent outcomes—diagnostic expectations. The model improves on the standard full-information, rational-expectations benchmark in two key dimensions: it explains financial distress without assuming extreme impatience, and it more accurately captures the empirical correlation between ...
Working Papers , Paper 2025-030

Working Paper
Labor-Market Uncertainty and Portfolio Choice Puzzles
Chang, Yongsung; Karabarbounis, Marios; Hong, Jay H. (2014-06-14)
The standard theory of household-portfolio choice is hard to reconcile with the following facts: (i) Households hold a small amount of equity despite the higher average rate of return. (ii) The share of risky assets increases with the age of the household. (iii) The share of risky assets is disproportionately larger for richer households. We develop a life-cycle model with age-dependent unemployment risk and gradual learning about the income profile that can address all three puzzles. Young workers, on average asset poor, face larger labor-market uncertainty because of high unemployment risk ...
Working Paper , Paper 14-13

Working Paper
Understanding the Long-Run Decline in Interstate Migration: Online Appendix
Schulhofer-Wohl, Sam; Kaplan, Greg (2015-06-01)
This appendix contains eight sections. Section 1 gives technical details of how we calculate standard errors in the CPS data. Section 2 discusses changes in the ACS procedures before 2005. Section 3 examines demographic and economic patterns in migration over the past two decades, in more detail than in the main paper. Section 4 examines the cross-sectional variance of location-occupation interactions in earnings when we define locations by MSAs instead of states. Section 5 describes alternative methods to estimate the variance of location-occupation interactions in income. Section 6 measures ...
Working Papers , Paper 725

Working Paper
Practice Makes Perfect: Learning Effects with Household Point and Density Forecasts of Inflation
Mitchell, James; Shiroff, Taylor; Braitsch, Hana (2024-11-13)
This paper shows how both the characteristics and the accuracy of the point and density forecasts from a well-known panel data survey of households' inflationary expectations – the New York Fed's Survey of Consumer Expectations – depend on the tenure of survey respondents. Households' point and density forecasts of inflation become significantly more accurate with repeated practice of completing the survey. These learning gains are best identified when tenure-based combination forecasts are constructed. Tenured households on average produce lower point forecasts of inflation, perceive ...
Working Papers , Paper 24-25

Working Paper
Equilibrium Yield Curves with Imperfect Information
Tanaka, Hiroatsu (2022-12)
I study the dynamics of default-free bond yields and term premia using a novel equilibrium term structure model with a New-Keynesian core and imperfect information about productivity. The model generates term premia that are on average positive with sizable countercyclical variation that arises endogenously. Importantly, demand shocks, in addition to supply shocks, play a key role in the dynamics of term premia. This is in sharp contrast to existing DSGE term structure models with perfect information, which tend to rely on large supply shocks to generate timevariation in yields and term ...
Finance and Economics Discussion Series , Paper 2022-086

Working Paper
Learning and Shifts in Long-Run Productivity Growth
Williams, John C.; Laubach, Thomas; Edge, Rochelle M. (2004-03-01)
Shifts in the long-run rate of productivity growth–such as those experienced by the U.S. economy in the 1970s and 1990s–are difficult, in real time, to distinguish from transitory fluctuations. In this paper, we analyze the evolution of forecasts of long-run productivity growth during the 1970s and 1990s and examine in the context of a dynamic general equilibrium model the consequences of gradual real-time learning on the responses to shifts in the long-run productivity growth rate. We find that a simple updating rule based on an estimated Kalman filter model using real-time data ...
Working Paper Series , Paper 2004-04

Working Paper
Avoiding Nash Inflation : Bayesian and Robust Responses to Model Uncertainty
Tetlow, Robert J.; Von zur Muehlen, Peter (2003-04)
We examine learning, model misspecification, and robust policy responses to misspecification in a quasi-real-time environment. The laboratory for the analysis is the Sargent (1999) explanation for the origins of inflation in the 1970s and the subsequent disinflation. Three robust policy rules are derived that differ according to the extent that misspecification is taken as a parametric phenomenon. These responses to drifting estimated parameters and apparent misspecification are compared to the certainty-equivalent case studied by Sargent. We find gains from utilizing robust approaches to ...
Finance and Economics Discussion Series , Paper 2002-09

Working Paper
Short-term Planning, Monetary Policy, and Macroeconomic Persistence
López-Salido, J. David; Gust, Christopher J.; Herbst, Edward (2020-01-08)
This paper uses aggregate data to estimate and evaluate a behavioral New Keynesian (NK) model in which households and firms plan over a finite horizon. The finite-horizon (FH) model outperforms rational expectations versions of the NK model commonly used in empirical applications as well as other behavioral NK models. The better fit of the FH model reflects that it can induce slow-moving trends in key endogenous variables which deliver substantial persistence in output and inflation dynamics. In the FH model, households and firms are forward-looking in thinking about events over their ...
Finance and Economics Discussion Series , Paper 2020-003

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