Propensity-Score Matching

Causal Inference & Survey Analysis

Restricted-data research

A mentored causal-inference analysis on restricted-access vital-statistics data, run in a secure computing environment, supporting a manuscript in preparation.

Overview

A mentored causal-inference analysis using restricted-access vital-statistics data in a secure computing environment. The work emphasizes reproducible, well-documented analytic workflows and is being packaged for a manuscript in preparation.

My contribution

I designed and implemented the analytic workflow end to end, with documented assumptions, reproducible code, and careful handling of restricted data.

Rigor & Reproducibility

  • Worked within the constraints of a secure, restricted-data environment, with a disk-frugal pipeline and per-output persistence.
  • Documented assumptions, exclusions, and analytic decisions to support transparent, reviewable work.
  • Coordinated with a faculty mentor toward a manuscript in preparation.

Technologies & Tools

SASCausal inferencePropensity-score methodsDocumented analytic checksRestricted-data secure computing

Deliverables & outcomes

  • Built a reproducible, well-documented analytic pipeline within a secure restricted-data environment.
  • Includes documented analytic quality checks.
  • Packaged methods toward a manuscript in preparation.