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Working Paper
Measuring Income and Wealth at the Top Using Administrative and Survey Data
Administrative tax data indicate that U.S. top income and wealth shares are substantial and increasing rapidly (Piketty and Saez 2003, Saez and Zucman 2014). A key reason for using administrative data to measure top shares is to overcome the under-representation of families at the very top that plagues most household surveys. However, using tax records alone restricts the unit of analysis for measuring economic resources, limits the concepts of income and wealth being measured, and imposes a rigid correlation between income and wealth. The Survey of Consumer Finances (SCF) solves the ...
Working Paper
Household Inflation Expectations and Consumer Spending: Evidence from Panel Data
Recent research offers mixed results concerning the relationship between inflation expectations and consumption, using qualitative measures of readiness to spend. We revisit this question using survey panel data of actual spending from the U.S. between 2009 and 2012 that also allows us to control for household heterogeneity. We find that durables spending increases with expected inflation only for selected types of households while nondurables spending does not respond to expected inflation. Moreover, spending decreases with expected unemployment. These results imply a limited stimulating ...
Journal Article
Regional Spotlight: Surveying the South Jersey Economy
After 25 years and two recessions, how well has our South Jersey Business Survey tracked the local economy?
Working Paper
Household Inflation Expectations and Consumer Spending: Evidence from Panel Data
Recent research offers mixed results concerning the relationship between inflation expectations and consumption, using qualitative measures of readiness to spend. We revisit this question using survey panel data from the United States of actual spending from 2009 through 2012 that also allow us to control for household heterogeneity. We find that durables spending increases with inflation expectations only for certain types of households, while nondurables spending does not respond to inflation expectations. Moreover, spending decreases with an expected increase in unemployment. These results ...
Working Paper
Finding Needles in Haystacks: Multiple-Imputation Record Linkage Using Machine Learning
This paper considers the problem of record linkage between a household-level survey and an establishment-level frame in the absence of unique identifiers. Linkage between frames in this setting is challenging because the distribution of employment across establishments is highly skewed. To address these difficulties, this paper develops a probabilistic record linkage methodology that combines machine learning (ML) with multiple imputation (MI). This ML-MI methodology is applied to link survey respondents in the Health and Retirement Study to their workplaces in the Census Business Register. ...
Working Paper
All Forecasters Are Not the Same: Time-Varying Predictive Ability across Forecast Environments
This paper examines data from the European Central Bank’s Survey of Professional Forecasters to investigate whether participants display equal predictive performance. We use panel data models to evaluate point- and density-based forecasts of real GDP growth, inflation, and unemployment. The results document systematic differences in participants’ forecast accuracy that are not time invariant, but instead vary with the difficulty of the forecasting environment. Specifically, we find that some participants display higher relative accuracy in tranquil environments, while others display ...
Working Paper
Survey Data and Subjective Beliefs in Business Cycle Models
This paper develops a theory of subjective beliefs that departs from rational expectations, and shows that biases in household beliefs have quantitatively large effects on macroeconomic aggregates. The departures are formalized using model-consistent notions of pessimism and optimism and are disciplined by data on household forecasts. The role of subjective beliefs is quantified in a business cycle model with goods and labor market frictions. Consistent with the survey evidence, an increase in pessimism generates upward biases in unemployment and inflation forecasts and lowers economic ...
Journal Article
Regional Spotlight: Surveying the South Jersey Economy
After 25 years and two recessions, how well has our South Jersey Business Survey tracked the local economy?
Working Paper
A Comprehensive Empirical Evaluation of Biases in Expectation Formation
We revisit predictability of forecast errors in macroeconomic survey data, which is often taken as evidence of behavioral biases at odds with rational expectations. We argue that to reject rational expectations, one must be able to predict forecast errors out of sample. However, the regressions used in the literature often perform poorly out of sample. The models seem unstable and could not have helped to improve forecasts with access only to available information. We do find some notable exceptions to this finding, in particular mean bias in interest rate forecasts, that survive our ...
Report
Community Education Circles in the Lawrence Public Schools: evaluation design and baseline survey data
This paper describes a plan for evaluating the Community Education Circles (CECs) program that is being implemented in the Lawrence Public Schools as part of an effort to enhance family-school engagement and improve outcomes for both students and parents. The CECs program supports the larger Lawrence Working Families Initiative, which in 2013 was awarded a multiyear grant through the Boston Fed?s Working Cities Challenge. This paper accomplishes several objectives: (1) describe the goals and methods of the CECs program as well as the larger goals of the Lawrence Working Families Initiative; ...