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Dynamic Factor Models of Consumption, Hours, and Income

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Author Info
Joseph G. Altonji
Ana Paul Martins
Aloysius Siow

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Abstract

This paper addresses two questions. First, what are the key factors that affect a consumer's lifetime budget constraint and how do they evolve over the lifecycle? Second, how do consumers respond to changes in these factors? We examine the permanent income hypothesis and the Keynesian consumption model using a dynamic factor model of consumption, hours, wages, unemployment, and income. We show that a quarterly dynamic factor model with restrictions on the lag structure nay be used with annual panel data to account for the fact that in many micro panel data sets the variables relevant to a study are measured at different time intervals and/or are aggregates for the calendar year. By using several income indicators we are able to extend the panel data studies of Hall and Mishkin and Bernanke to allow for measurement error. We are also able to study the response of income and consumption to some of the factors which determine them. In addition, we study a dynamic factor representation of a joint lifecycle model of consumption and labor supply. We provide estimates of the effect of wages, unemployment, and other income determinants on the marginal utility of income as well as estimates of the substitution effects of wage change on labor supply and consumption.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 2155.

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Date of creation: Jan 1987
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Handle: RePEc:nbr:nberwo:2155

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  1. Joseph G. Altonji & Lewis M. Segal, 1994. "Small Sample Bias in GMM Estimation of Covariance Structures," NBER Technical Working Papers 0156, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  2. Orazio Attanasio & Margherita Borella, 2006. "Stochastic Components of Individual Consumption: A Time Series Analysis of Grouped Data," NBER Working Papers 12456, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  3. Ivan Vidangos, 2009. "Fluctuations in individual labor income: a panel VAR analysis," Finance and Economics Discussion Series 2009-09, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
  4. Costas Meghir & Luigi Pistaferri, 2001. "Income variance dynamics and heterogenity," IFS Working Papers W01/07, Institute for Fiscal Studies. [Downloadable!]
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  5. Richard Blundell & Luigi Pistaferri & Ian Preston, 2004. "Consumption inequality and partial insurance," IFS Working Papers W04/28, Institute for Fiscal Studies. [Downloadable!]
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  6. Mehmet Caner, 2005. "Nearly Singular design in gmm and generalized empirical likelihood estimators," Working Papers 211, University of Pittsburgh, Department of Economics, revised Jan 2005. [Downloadable!]
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  7. Richard Blundell & Luigi Pistaferri & Ian Preston, 2002. "Partial insurance, information and consumption dynamics," IFS Working Papers W02/16, Institute for Fiscal Studies. [Downloadable!]
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