Questionnaire Dwelling Unit-Level and Person Pair-Level Sampling ...
Questionnaire Dwelling Unit-Level and Person Pair-Level Sampling ...
Questionnaire Dwelling Unit-Level and Person Pair-Level Sampling ...
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If the attempt to reconcile differences in the household-level person counts between pair<br />
members was unsuccessful, upper <strong>and</strong> lower bounds within which the imputed value must reside<br />
were determined from the counts for each pair member <strong>and</strong> the counts for the screener.<br />
6.4.3 Creation of Imputation-Revised Household-<strong>Level</strong> <strong>Person</strong> Count Variables<br />
Because of the difficulty in definitively determining household-level counts in many<br />
cases, imputation was not an uncommon proposition. As with the imputation of pair relationships<br />
<strong>and</strong> multiplicities, the imputation was conducted using the PMN method described in Appendix<br />
N. In this section, the application of PMN to the imputation of household-level person counts is<br />
described. Since only the household-level person count in the third stage was imputed for each<br />
household, the imputation was univariate in the sense that no sequential models were necessary.<br />
However, in some cases several variables were associated with a single model, as described<br />
below.<br />
6.4.3.1 Setup for Model Building<br />
Household-level person counts of the domains listed in the introduction to Section 6.4<br />
were defined for all respondents, regardless of what pair they belonged to, or even whether they<br />
were within a pair at all. Moreover, since a nonzero count did not depend upon the respondent<br />
being within the relevant age range, no logical constraints on age were necessary. However, the<br />
age of the respondent did have an impact on the final count. The biggest difference in the<br />
presence or absence of particular domains in a household was the presence of youths younger<br />
than 18. This was especially true if there were two or more youths in a household, in which case<br />
the household-level person counts would be considerably different from situations where this<br />
was not the case. As a result, both the pair <strong>and</strong> single-respondent samples were split by age. For<br />
the pairs, both pair members in one sample were younger than 18, <strong>and</strong> the remainder of pairs<br />
were in the other sample. For the single respondents, one sample consisted of respondents<br />
younger than 18, <strong>and</strong> the other consisted of the remainder. Separate imputations were conducted<br />
in the two samples.<br />
Four separate imputations were conducted for the sibling-sibling domains, arising from<br />
four separate models. Unlike the multiplicity counts, no imputations were conducted for the<br />
younger focus sibling-sibling domains. Hence, only two of the sibling-sibling domains had<br />
household-level person counts imputed. However, four separate imputations were required since<br />
the sample was split into two subsamples for both pairs <strong>and</strong> single respondents.<br />
The parent-child domains were hierarchical, so as with the multiplicities, the imputations<br />
could not have been conducted independently if consistency was to be maintained. Hence, like<br />
the multiplicities, only two models were fitted to the child-parent pairs using just the counts for<br />
children (12- to 20-year-olds). One set of models was for the number of the children who had at<br />
least one parent, <strong>and</strong> the other set was for the number of parents who had a child aged 12 to 20.<br />
Using the predicted means from these models, a single donor pair was selected from which the<br />
household-level person counts were determined for 12-to-14, 12-to-17, <strong>and</strong> 12-to-20 child-parent<br />
pair domains. (The household-level person counts for the 15-to-17 child-parent domains were<br />
not determined but could be easily derived.) Since the household-level person counts for specific<br />
domains were not dependent upon the pair relationship, it was not necessary to impute the<br />
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