Most cross-sectional data sets collect income in a discrete number of
categories (that is, in grouped form) to simplify the respondent's tas
k and to encourage a response. In spite of such grouped data collectio
n, many respondents refuse to provide information on income. This pape
r develops a method to impute a continuous and reliable value for inco
me from grouped and missing income data.