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Imputation Method
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Journal Article
Demography (2015) 52 (1): 329–354.
Published: 16 December 2014
...Jennifer Van Hook; James D. Bachmeier; Donna L. Coffman; Ofer Harel Abstract Researchers have developed logical, demographic, and statistical strategies for imputing immigrants’ legal status, but these methods have never been empirically assessed. We used Monte Carlo simulations to test whether...
Journal Article
Demography (2024) 61 (2): 283–306.
Published: 01 April 2024
...Marcelo Castillo; Alexandra Hill; Thomas Hertz Abstract We evaluate the performance of a widely used technique for imputing the legal immigration status of U.S. immigrants in survey data—the logical imputation method. We validate this technique by implementing it in a nationally representative...
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Includes: Supplementary data
Journal Article
Demography (2020) 57 (6): 2327–2335.
Published: 29 October 2020
... depending on the method used to infer legal status in survey data, focusing on two approaches in particular: (1) inferring legal status using a logical imputation method that ignores the existence of legal-status survey questions (logical approach); and (2) defining legal status based on survey questions...
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Includes: Supplementary data
Journal Article
Demography (1999) 36 (3): 399–407.
Published: 01 August 1999
... only of kinship network sizes and intermarriage levels by race. This model allows a crude estimation of the frequency of multiracial kinship networks. Second, I produce more precise empirical estimates using a new hot-deck imputation method for synthesizing kinship networks from household-level survey...
Journal Article
Demography (2018) 55 (4): 1475–1485.
Published: 25 June 2018
... evidence based on U.S. Census data indicates a slowdown in the rate of earnings assimilation. We find that the pace of immigrant wage convergence based on recent data may be understated in the literature as a result of the method used by the census to impute missing information on earnings, which does...
Journal Article
Demography (1991) 28 (2): 249–260.
Published: 01 May 1991
... information. A few authors have mentioned that the methods used to impute this information may have introduced biases in the estimates of premarital fertility (e.g., Eelens and Donne 1985, p.8; Hobcraft and McDonald 1984, p.7), but they did not comment on the direction or the magnitude of these biases...
Journal Article
Demography (2012) 49 (3): 1061–1074.
Published: 15 May 2012
... is a “donor.” If, conditional on X , there are no differences between nonrespondents and respondents in unobservable characteristics that affect the variable being imputed, this method will generate unbiased estimates of the mean of the variable that is being imputed. However, this method will still lead...
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Journal Article
Unwed fathers’ ability to pay child support: New estimates accounting for multiple-partner fertility
Demography (2009) 46 (2): 247–263.
Published: 01 May 2009
..., with improved imputation strategies to produce new estimates of fathers earnings and obligations. The article proceeds as follows. First, we review previous research. Then, we provide an overview of our analytic strategy, followed by a description of the data and methods. Next, we present our results. We...
Journal Article
A practical approach to using Multiple-Race response data: A bridging method for publicuse microdata
Demography (2008) 45 (1): 143–155.
Published: 01 February 2008
... Experience: Racial Borders as the New Frontier . Newbury Park, CA : Sage . Schenker N. , & Parker J.D. ( 2003 ). From Single-Race Reporting to Multiple-Race Reporting: Using Imputation Methods to Bridge the Transition . Statistics in Medicine , 22 , 1571 – 87 . 10.1002/sim.1512...
Journal Article
Trends in Life Expectancy and Lifespan Variation by Educational Attainment: United States, 1990–2010
Demography (2016) 53 (2): 269–293.
Published: 26 January 2016
.... To improve on prior estimates, I develop a unique imputation method to handle missing data in the vital registry, drawing on all available information from observed death records as well as the educational composition of the census (at-risk) population. In summary, I argue that social disparities...
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Includes: Supplementary data
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in Adult Children of the Prison Boom: Family Troubles and the Intergenerational Transmission of Criminal Justice Contact
> Demography
Published: 01 February 2024
Fig. 4 Covariate balance before and after adjustment using the covariate balancing propensity score (CBPS) method. Bars indicate variation across imputations. The dashed vertical line represents the conventional threshold (see online appendix ). PC = primary caregiver. Nhood = neighborhood.
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Journal Article
Demography (2012) 49 (1): 101–124.
Published: 28 December 2011
... of risk. None of these exclusions changed the overall pattern of results for white and black men. This partly reflects the fact that respondents in these institutions composed a small proportion of the entire sample. Our imputation methods assume that fathers with missing information on race (who...
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Journal Article
Demography (2018) 55 (4): 1487–1506.
Published: 25 June 2018
.... These imputation methods have evolved considerably over the last few decades (Passel and Cohn 2009 ; Warren and Warren 2013 ). However, some authors have shown that these imputation methods can lead to large bias in some applications (Van Hook et al. 2015 ). Recent studies have either treated all foreign...
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Journal Article
Demography (2016) 53 (5): 1477–1498.
Published: 16 August 2016
... of immigrant experiences in U.S. schools by including all immigrants but is limited in that some countries’ scores are imputed entirely from demographic and economic development country-level indicators. The subsample ( n = 798) minimizes measurement error introduced via the imputation method...
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Journal Article
Demography (2016) 53 (2): 449–470.
Published: 16 February 2016
... worry that our imputation method drives our results for these wages. We address this concern in two ways. First, we compare in Table 4 the estimated birth order effects on entry wages with and without imputation, showing that results are very similar. The marginal effect of birth order is slightly...
Includes: Supplementary data
Journal Article
Demography (2015) 52 (4): 1295–1320.
Published: 26 June 2015
... of English proficiency. We used an innovative pooled cross-survey multiple imputation method to overcome the limitations in single-survey analyses of small sample sizes of children of immigrants while including in our models the key predictor variable of maternal BMI that was observed in only one of the two...
Journal Article
Demography (1990) 27 (2): 285–302.
Published: 01 May 1990
... 3.8% of the sample had missing data for items needed in matching. Match statuses imputed by the Census Bureau were used for these cases. The imputation method involved statistically linking unresolved cases to similar cases that had been resolved only after the field follow-up. The combination...
Journal Article
Demography (2023) 60 (6): 1903–1921.
Published: 01 December 2023
... characteristics of all other individuals, conditional on the race, ethnicity, and age of the primary respondent. To improve the quality of our race and ethnicity imputations, we used Bayesian Improved Surname Geocoding ( Elliott et al. 2009 ). This method formalizes the observation that knowing a person's name...
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Journal Article
Demography (1986) 23 (1): 53–66.
Published: 01 February 1986
..., and the implication of different methods of imputation for certain kinds of analyses. In our discussion we refer to the final and formal imputation procedure by the DEIR computer program, carried out usually at the host country's central office. The basic method of date imputation was, first, to set a "logical range...
Journal Article
Demography (2017) 54 (6): 2223–2247.
Published: 03 November 2017
...; and production. Results can be found in Online Resource 1 , Table S1 . 8 Data restrictions inhibit us from properly implementing more sophisticated statistical imputation methods. As Van Hook et al. ( 2015 ) noted, the precision of the estimates derived using statistical imputation methods depends...
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Includes: Supplementary data
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