TY - JOUR
T1 - What did you really earn last year?: explaining measurement error in survey income data
AU - Angel, Stefan
AU - Disslbacher, Franziska
AU - Humer, Stefan
AU - Schnetzer, Matthias
PY - 2019
Y1 - 2019
N2 - The paper analyses the sources of income measurement error in surveys with a unique data set. We use the Austrian 2008–2011 waves of the European Union ‘Statistics on income and living conditions' survey which provide individual information on wages, pensions and unemployment benefits from survey interviews and officially linked administrative records. Thus, we do not have to fall back on complex two‐sample matching procedures like related studies. We empirically investigate four sources of measurement error, namely social desirability, sociodemographic characteristics of the respondent, the survey design and the presence of learning effects. We find strong evidence for a social desirability bias in income reporting, whereas the presence of learning effects is mixed and depends on the type of income under consideration. An Owen value decomposition reveals that social desirability is a major explanation of misreporting in wages and pensions, whereas sociodemographic characteristics are most relevant for mismatches in unemployment benefits.
AB - The paper analyses the sources of income measurement error in surveys with a unique data set. We use the Austrian 2008–2011 waves of the European Union ‘Statistics on income and living conditions' survey which provide individual information on wages, pensions and unemployment benefits from survey interviews and officially linked administrative records. Thus, we do not have to fall back on complex two‐sample matching procedures like related studies. We empirically investigate four sources of measurement error, namely social desirability, sociodemographic characteristics of the respondent, the survey design and the presence of learning effects. We find strong evidence for a social desirability bias in income reporting, whereas the presence of learning effects is mixed and depends on the type of income under consideration. An Owen value decomposition reveals that social desirability is a major explanation of misreporting in wages and pensions, whereas sociodemographic characteristics are most relevant for mismatches in unemployment benefits.
U2 - 10.1111/rssa.12463
DO - 10.1111/rssa.12463
M3 - Journal article
SN - 0964-1998
VL - 182
SP - 1411
EP - 1437
JO - Journal of the Royal Statistical Society: Series A (Statistics in Society)
JF - Journal of the Royal Statistical Society: Series A (Statistics in Society)
IS - 4
ER -