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S-E-Scroggins/README.md

๐Ÿ‘‹ Stephen Scroggins, PhD

Epidemiology โ€ข Spatial Data Science โ€ข Bayesian Modeling


๐Ÿง  About Me

I am an epidemiologist and data scientist specializing in spatial analysis, population health, and manchine learning. My work focuses on building reproducible pipelines and identiying meaningful patterns and trends associated with health outcomes.


โš™๏ธ Technical Toolkit

๐Ÿ—บ๏ธ Spatial Analysis & Modeling

Bayesian GeoDa QGIS Esri


๐Ÿงฉ Composite Indices & Exposomics

ExWAS Index Construction PCA CFA


๐Ÿค– Machine Learning & AI

Machine Learning Tree Models Deep Learning LLMs


๐Ÿ“Š Population Health Statistics

Survey Methods Synthetic Population Epidemiology Biostatistics


๐Ÿ“Œ Selected Projects

๐Ÿงฎ Small Area Estimation with INLA

Bayesian spatial models (BYM2) for tract-level rate smoothing with credible intervals and population offsets.

๐Ÿ‘ฅ Synthetic Population Generator (ACS-based)

Generates tract-level populations using ACS tables (B01001, B11016, B19001) with household structure and age distributions.

๐Ÿ“ฆ INXVALID (R Package)

Tools for validating and diagnosing composite index inputs, including correlation screening, PCA summaries, and CFA workflows.

๐Ÿ”ฅ AI Machine Learning Prediction Project


๐ŸŽฏ Current Focus

  • Scaling synthetic population methods to national coverage
  • Improving validation frameworks for composite indices
  • Integrating spatial models with age-adjusted rate estimation

๐Ÿ”— Links


๐Ÿ“ˆ GitHub Stats

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  1. INXVALID INXVALID Public

    INXVALID is an R package for validating composite indices.

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