We suggest various modifications to make scatterplots more informative
when used with data obtained from a sample survey. Aspects of survey
data leading to the plot modifications include the sample weights asso
ciated with the observations, imputed data for item nonresponse, and l
arge sample sizes. Examples are given using data from the 1988 Nationa
l Maternal Infant and Health Survey, the second National Health and Nu
trition Examination Survey, and the epidemiologic follow-up of the fir
st National Health and Nutrition Examination Survey.