N. Schenker et al., ANALYSES OF PUBLIC USE DECENNIAL CENSUS-DATA WITH MULTIPLY IMPUTED INDUSTRY AND OCCUPATION CODES, Applied Statistics, 42(3), 1993, pp. 545-556
This paper gives a brief introduction to multiple imputation for handl
ing non-response in surveys. We then describe a recently completed pro
ject in which multiple imputation was used to recalibrate industry and
occupation codes in 1970 US census public use samples to the 1980 sta
ndard. Using analyses of data from the project, we examine the utility
of analysing a large data set having imputed values compared with ana
lysing a small data set having true values, and we provide examples of
the amount by which variability is underestimated by using just one i
mputation rather than multiple imputations.