Estimation and sensitivity analysis for causal decomposition in health disparity research
Datos Bibliográficos
| ID | 2331091 |
|---|---|
| Autores | Soojin Park (0000-0003-0288-5589, Graduate School of Education, University of California, Riverside, CA, USA, autor de correspondencia), Xu Qin (0000-0002-5506-0399, University of Pittsburgh), Chioun Lee (0000-0002-6886-8397, Department of Sociology, University of California, Riverside, CA, USA) |
| Año | 2024 |
| Volumen | 53 |
| Número | 2 |
| Páginas | 571-602 |
| Fecha de publicación | 2024-05-01 |
| Peer Reviewed | Sí |
| Open Access | Sí |
| Tipo | ARTICLE |
| Revista | Sociological Methods & Research (JOURNAL) |
| Identificadores de la revista | ISSN: 0049-1241 • E-ISSN: 1552-8294 |
| Editorial | SAGE Publications Inc (PUBLISHER) |
| DOI | 10.1177/00491241211067516 |
| OpenAlex | W4205326275 |
| Idioma | EN |
| Citas recibidas | 9 |
| Referencias citadas | 28 |
In the field of disparities research, there has been growing interest in developing a counterfactual-based decomposition analysis to identify underlying mediating mechanisms that help reduce disparities in populations. Despite rapid development in the area, most prior studies have been limited to regression-based methods, undermining the possibility of addressing complex models with multiple mediators and/or heterogeneous effects. We propose a novel estimation method that effectively addresses complex models. Moreover, we develop a sensitivity analysis for possible violations of an identification assumption. The proposed method and sensitivity analysis are demonstrated with data from the Midlife Development in the US study to investigate the degree to which disparities in cardiovascular health at the intersection of race and gender would be reduced if the distributions of education and perceived discrimination were the same across intersectional groups
Causal inference · Counterfactual thinking · Econometrics · Economics · Estimation · Field (mathematics · Geography · Health equity · Identification (biology · Intersection (aeronautics · Machine learning · Public health · Race (biology · Regression analysis · Sensitivity (control systems · Sociology · Advanced Causal Inference Techniques · Computer Science · Health disparities and outcomes · Mathematics · Medicine · Psychology · Racial and Ethnic Identity Research · Social Psychology
An introduction to causal mediation analysis
The Impact of Omitting Confounders in Parallel Process Latent Growth Curve Mediation Models
Poor Neighborhoods, Bad Schools? A High-Dimensional Model of Place-Based Disparities in Academic Achievement
Causal Estimands and Multiply Robust Estimation of Mediated-Moderation
Identification and Sensitivity Analysis for Teacher Bias Designs Based on Administrative Data
Why Treatment Prevalence Matters
Choosing an Optimal Method for Causal Decomposition Analysis with Continuous Outcomes
Simulation-Based Sensitivity Analysis in Optimal Treatment Regimes and Causal Decomposition With Individualized Interventions
Causal Decomposition Analysis With Time-Varying Mediators
Causal Inference for Statistics, Social, and Biomedical Sciences
Mediation Analysis with Multiple Mediators
Defining and Setting National Goals for Cardiovascular Health Promotion and Disease Reduction
Cardiovascular Health in African Americans
How and for whom? Mediation and moderation in health psychology.
On the Causal Interpretation of Race in Regressions Adjusting for Confounding and Mediating Variables
Identifiability and Exchangeability for Direct and Indirect Effects
Black Feminist Thought
Cardiovascular Health at the Intersection of Race and Gender
Intersectional effects of racial and gender discrimination on cardiovascular health vary among black and white women and men in the Cardia study
The moderator–mediator variable distinction in social psychological research
Identification and Sensitivity Analysis for Multiple Causal Mechanisms
Racial Differences in Physical and Mental Health
Intersectional decomposition analysis with differential exposure, effects, and construct
Epidemiologic analysis of racial/ethnic disparities
Methods for analytic intercategorical intersectionality in quantitative research
| Obras citantes distintas | 9 |
|---|---|
| Citas por año | 4,5 |
| Intervalo de citas | 2024 - 2026 (3) |
| Velocidad de citación | current |
| Altamente citado | No |
| Tipos de cita | Neutras: 9 |