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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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