Recently, nonresponse rates in sample surveys have been increasing. Nonresponse bias is a serious concern in the analysis of sample surveys. The calibration and propensity score methods are used to adjust nonresponse bias. The propensity score method uses the weights of the inverse probability of response. The inverse probability of response is estimated by the auxiliary variables observed in respondents and nonrespondents. The calibration method can use additional auxiliary variables observed only in respondents if the population distributions of the variables are known. The calibration method is widely used; however, the theoretical property in the nonresponse situation has not been investigated. This study provides a condition that the calibration weights asymptotically go to the inverse probability of response and clarifies the relationship between the calibration and propensity score methods.
机构:
Univ Nacl Autonoma Mexico, Programa Univ Estudios Desarrollo, Coordinac Humanidades, Ciudad Univ, Mexico City, DF, MexicoUniv Nacl Autonoma Mexico, Programa Univ Estudios Desarrollo, Coordinac Humanidades, Ciudad Univ, Mexico City, DF, Mexico
Huffman, Curtis
van Gameren, Edwin
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El Colegio Mexico AC, Ctr Econ Studies, Mexico City, DF, MexicoUniv Nacl Autonoma Mexico, Programa Univ Estudios Desarrollo, Coordinac Humanidades, Ciudad Univ, Mexico City, DF, Mexico
机构:
Harvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USAHarvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
Logan, Roger W.
Jarrin, Inmaculada
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Inst Salud Carlos III, Natl Ctr Epidemiol, Madrid, SpainHarvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
Jarrin, Inmaculada
Monge, Susana
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Inst Salud Carlos III, Natl Ctr Epidemiol, Madrid, SpainHarvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
Monge, Susana
Hernan, Miguel A.
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Harvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Harvard Mit Div Hlth Sci & Technol, Boston, MA USAHarvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA