A comprehensive overview of unit-level modeling of survey data for small area estimation under informative sampling
PA Parker, R Janicki, SH Holan - Journal of Survey Statistics and …, 2023 - academic.oup.com
Abstract Model-based small area estimation is frequently used in conjunction with survey
data to establish estimates for under-sampled or unsampled geographies. These models …
data to establish estimates for under-sampled or unsampled geographies. These models …
Comparison of Unit-Level Small Area Estimation Modeling Approaches for Survey Data Under Informative Sampling
PA Parker, R Janicki, SH Holan - Journal of Survey Statistics and …, 2023 - academic.oup.com
Unit-level modeling strategies offer many advantages relative to the area-level models that
are most often used in the context of small area estimation. For example, unit-level models …
are most often used in the context of small area estimation. For example, unit-level models …
Bayesian estimation methods for survey data with potential applications to health disparities research
SM Wu, BJK Stephenson - Wiley Interdisciplinary Reviews …, 2024 - Wiley Online Library
Understanding how and why certain communities bear a disproportionate burden of disease
is challenging due to the scarcity of data on these communities. Surveys provide a useful …
is challenging due to the scarcity of data on these communities. Surveys provide a useful …
A Spatial Variance‐Smoothing Area Level Model for Small Area Estimation of Demographic Rates
PA Gao, J Wakefield - International Statistical Review, 2023 - Wiley Online Library
Accurate estimates of subnational health and demographic indicators are critical for
informing policy. Many countries collect relevant data using complex household surveys, but …
informing policy. Many countries collect relevant data using complex household surveys, but …
Bayesian modeling of spatial ordinal data from health surveys
MÁ Beltrán‐Sánchez, MA Martinez‐Beneito… - Statistics in …, 2024 - Wiley Online Library
Health surveys allow exploring health indicators that are of great value from a public health
point of view and that cannot normally be studied from regular health registries. These …
point of view and that cannot normally be studied from regular health registries. These …
Computationally efficient Bayesian unit-level random neural network modelling of survey data under informative sampling for small area estimation
PA Parker, SH Holan - Journal of the Royal Statistical Society …, 2023 - academic.oup.com
The topic of neural networks has seen a surge of interest in recent years. However, one of
the main challenges with these approaches is quantification of uncertainty. The use of …
the main challenges with these approaches is quantification of uncertainty. The use of …
The Link Between Health Insurance Coverage and Citizenship Among Immigrants: Bayesian Unit-Level Regression Modeling of Categorical Survey Data Observed …
PA Parker, SH Holan, JD Bachmeier… - arXiv preprint arXiv …, 2023 - arxiv.org
Social scientists are interested in studying the impact that citizenship status has on health
insurance coverage among immigrants in the United States. This can be done using data …
insurance coverage among immigrants in the United States. This can be done using data …
Bayesian modeling of spatial ordinal data from health surveys
MÁB Sánchez, MÁM Beneito, AC Vallet - arXiv preprint arXiv:2401.09994, 2024 - arxiv.org
Health surveys allow exploring health indicators that are of great value from a public health
point of view and that cannot normally be studied from regular health registries. These …
point of view and that cannot normally be studied from regular health registries. These …
Small area estimates for Voting Rights Act Section 203 (b) coverage determinations
The Director of the US Census Bureau every five years, under the Voting Rights Act (VRA)
Section 203 (b), determines which states and political subdivisions must provide ballot …
Section 203 (b), determines which states and political subdivisions must provide ballot …
Bayesian Unit-level Models for Longitudinal Survey Data under Informative Sampling: An Analysis of Expected Job Loss Using the Household Pulse Survey
D Vedensky, PA Parker, SH Holan - arXiv preprint arXiv:2304.07897, 2023 - arxiv.org
The Household Pulse Survey (HPS), recently released by the US Census Bureau, gathers
timely information about the societal and economic impacts of coronavirus. The first phase of …
timely information about the societal and economic impacts of coronavirus. The first phase of …