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Author:Shapiro, Matthew D. 

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 Papers , Paper 22-11

Working Paper
Household response to the 2008 tax rebates: survey evidence and aggregate implications

Only about one-fifth of respondents in the Reuters/University of Michigan survey report that the 2008 tax rebates led them to mostly increase spending, while over half said it would lead them to mostly pay off debt. Of those in the mostly-spend category, the response was swift, with over 80 percent reporting increasing their spending within three months of receiving their rebate. Older households, households with higher wealth and higher income, and those expecting future income growth were generally more likely to spend the rebates. A review of other surveys confirms the general pattern of ...
Finance and Economics Discussion Series , Paper 2009-45

Journal Article
Alternative strategies for aggregating prices in the CPI

Review , Issue May , Pages 113-125

Working Paper
Productivity growth in the 1990s: technology, utilization, or adjustment

Measured productivity growth increased substantially during the second half of the 1990s. This paper examines whether this increase owes to an increase in the rate of technological change or whether it can be explained by non-technological factors relating to factor utilization, factor accumulation, or returns to scale. It finds that the recent increase in productivity growth does appear to arise from an increase in technological change. Cyclical utilization raised measured productivity growth relative to technology growth in the first part of the expansion, but lowered it subsequently. ...
Working Paper Series , Paper WP-01-04

Working Paper
Reconsidering the Consequences of Worker Displacements : Firm versus Worker Perspective

Prior literature has established that displaced workers suffer persistent earnings losses by following workers in administrative data after mass layoffs. This literature assumes that these are involuntary separations owing to economic distress. This paper examines this assumption by matching survey data on worker-supplied reasons for separations with administrative data. Workers exhibit substantially different earnings dynamics in mass layoffs depending on the reason for separation. Using a new methodology to account for the increased separation rates across all survey responses during a mass ...
Finance and Economics Discussion Series , Paper 2018-029

Working Paper
Balance-Sheet Households and Fiscal Stimulus: Lessons from the Payroll Tax Cut and Its Expiration

Balance-sheet repair drove the response of a significant fraction of households to fiscal stimulus following the Great Recession. By combining survey, behavioral, and time-series evidence on the 2011 payroll tax cut and its expiration in 2013, this papers identifies and analyzes households who smooth debt repayment. These "balance-sheet households" are as prevalent as "permanent-income households," who smooth consumption in response to the temporary tax cut, and outnumber "constrained households," who temporarily boost spending. The asymmetric spending response of balance-sheet ...
Finance and Economics Discussion Series , Paper 2015-37

Working Paper
Check in the mail or more in the paycheck: does the effectiveness of fiscal stimulus depend on how it is delivered?

Recent fiscal policies have aimed to stimulate household spending. In 2008, most households received one-time economic stimulus payments. In 2009, most working households received the Making Work Pay tax credit in the form of reduced withholding; other households, mainly retirees, received one-time payments. This paper quantifies the spending response to these different policies and examines whether the spending response differed according to whether the stimulus was delivered as a one-time payment or as a flow of payments in the form of reduced withholding. Based on responses from a ...
Finance and Economics Discussion Series , Paper 2010-40

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