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Dealing with incomplete household panel data in inequality research

Citation

Frick, Joachim R.; Grabka, Markus M.; & Groh-Samberg, Olaf (2012). Dealing with incomplete household panel data in inequality research. Sociological Methods & Research, 41(1), 89-123.

Abstract

In trying to capture complete within-household heterogeneity, household panel surveys typically try to interview all adult household members. Following from this, such surveys tend to suffer from partial unit nonresponse (PUNR), that is, the nonresponse of at least one member of an otherwise participating household, most likely yielding an underestimation of aggregate household income. Using data from the German Socio-Economic Panel (SOEP), the authors evaluate four different strategies to deal with this phenomenon: (a) ignorance, that is, assuming the missing individual’s income to be zero; (b) adjustment of the equivalence scale to account for differences in household size and composition; (c) elimination of all households observed to suffer PUNR and reweighting of households observed to be at risk of but not affected by PUNR; and (d) longitudinal imputation of the missing income components. The aim of this article is to show how the choice of technique affects substantive results in inequality research. The authors find indications of substantial bias on income inequality and poverty as well as on income mobility.

URL

http:/dx.doi.org/10.1177/0049124112440796

Reference Type

Journal Article

Year Published

2012

Journal Title

Sociological Methods & Research

Author(s)

Frick, Joachim R.
Grabka, Markus M.
Groh-Samberg, Olaf