GLOBAL ESTIMATION AND SCENARIO-BASED PROJECTIONS OF SEX RATIO AT BIRTH AND MISSING FEMALE BIRTHS USING A BAYESIAN HIERARCHICAL TIME SERIES MIXTURE MODEL
成果类型:
Article
署名作者:
Chao, Fengqing; Gerland, Patrick; Cook, Alex R.; Alkema, Leontine
署名单位:
King Abdullah University of Science & Technology; National University of Singapore; National University of Singapore; University of Massachusetts System; University of Massachusetts Amherst
刊物名称:
ANNALS OF APPLIED STATISTICS
ISSN/ISSBN:
1932-6157
DOI:
10.1214/20-AOAS1436
发表日期:
2021
页码:
1499-1528
关键词:
Son preference
INDIA
decline
CHINA
territories
imbalances
mortality
countries
selection
STATES
摘要:
The sex ratio at birth (SRB) is defined as the ratio of male to female live births. The SRB imbalance in parts of the world over the past several decades is a direct consequence of sex-selective abortion, driven by the coexistence of son preference, readily available technology of prenatal sex determination and fertility decline. Estimation and projection of the degree of SRB imbalance is complicated because of variability in SRB reference levels and because of the uncertainty associated with SRB observations. We develop Bayesian hierarchical time series mixture models for SRB estimation and scenario-based projections for all countries from 1950 to 2100. We model the SRB regional and national reference levels and the fluctuation around national reference levels. We identify countries at risk of SRB imbalances and model both: (i) the absence or presence of sex ratio transitions in such countries and, if present, (ii) the transition process. The transition model of SRB imbalance captures three stages (increase, stagnation and convergence back to SRB baselines). The model identifies countries with statistical evidence of SRB inflation in a fully Bayesian approach. The scenario-based SRB projections are based on the sex ratio transition model with varying assumptions regarding the occurrence of a sex ratio transition in at-risk countries. Projections are used to quantify the future burden of missing female births due to sex-selective abortions under different scenarios.
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