Skip to content

Comprehensive longitudinal analysis of racial health disparities across Alabama counties (2014-2024) using advanced statistical methods and interactive Tableau dashboards

Notifications You must be signed in to change notification settings

S-Weatherby/AL-Health-Disparities-Analysis

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

43 Commits
 
 
 
 

Repository files navigation

Alabama Health Disparities Analysis (2014-2024)

Overview

Comprehensive longitudinal analysis examining racial health disparities across all 67 Alabama counties using 11 years of County Health Rankings data. This project demonstrates advanced statistical analysis, data visualization, and reproducible research practices.

Key Findings

  • Statistically significant worsening of racial disparities over the decade (p < 0.01)
  • Strengthening correlation between poverty and health outcomes over time

Technical Highlights

  • Data Processing: Automated pipeline handling 11 separate datasets with validation protocols
  • Statistical Analysis: ANOVA testing, correlation analysis, time trend regression
  • Visualization: Interactive Tableau dashboards with county-level heat maps
  • Reproducibility: Full documentation and standardized methodology

Repository Structure

  • code/ - R scripts for data processing, analysis, and visualization
  • data/ - Raw and processed datasets (anonymized)
  • outputs/ - Generated figures, tables, and reports
  • documentation/ - Detailed methodology and findings
  • tableau/ - Dashboard screenshots and documentation

Technologies Used

  • R: tidyverse, ggplot2, statistical packages
  • Tableau: Advanced dashboards and interactive visualizations
  • Statistical Methods: ANOVA, regression analysis, correlation matrices

How to Reproduce This Analysis

  1. Clone this repository
  2. Install required R packages: install.packages(c("tidyverse", "ggplot2", "..."))
  3. Run scripts in order: 01_data_cleaning.R02_statistical_analysis.R03_visualizations.R
  4. View outputs in the outputs/ folder

Impact & Applications

This analysis provides actionable insights for:

  • Public health policy development
  • Healthcare resource allocation
  • Health equity initiatives
  • Rural health program planning

Contact

Shelita Smith - [email protected] MPH Health Policy & Organization | Healthcare Analytics Professional

About

Comprehensive longitudinal analysis of racial health disparities across Alabama counties (2014-2024) using advanced statistical methods and interactive Tableau dashboards

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages