| --- |
| title: RHTP Evaluation Dashboard |
| emoji: 🏥 |
| colorFrom: red |
| colorTo: blue |
| sdk: docker |
| app_port: 8501 |
| tags: |
| - streamlit |
| - rural-health |
| - causal-inference |
| - montana |
| pinned: false |
| short_description: Preregistered causal evaluation of all five RHTP initiatives |
| --- |
| |
| # RHTP Evaluation Dashboard |
|
|
| Interactive dashboard implementing the **RHTP_models_full** modeling playbook for |
| the Montana Rural Health Transformation Program. Six pages: |
|
|
| 1. **Overview** — interactive Montana county map with all 65 hospitals, top-line stats |
| 2. **Initiative 1 — Workforce** — DiD + lagged-intervention TWFE + event study (county-year) |
| 3. **Initiative 2 — Facility Sustainability** — staggered event-study + multi-intervention intensity (facility-quarter) |
| 4. **Initiative 3 — Innovative Care & Payment** — county-quarter + member-month PMPM with risk adjustment |
| 5. **Initiative 4 — Community Prevention** — TWFE with 3-yr smoothing for rare outcomes |
| 6. **Initiative 5 — Technology & Data** — TWFE for direct effects + logit with marginal effects |
|
|
| Every initiative page follows the same three-section pattern: **Data Explorer → |
| Models → Was the initiative successful?** (six-criteria verdict). |
|
|
| ## Run locally |
| ```bash |
| pip install -r requirements.txt |
| python scripts/generate_data.py # one-off, creates /data |
| streamlit run src/streamlit_app.py |
| ``` |
|
|
| ## Run in Docker |
| ```bash |
| docker build -t rhtp-eval . |
| docker run -p 8501:8501 rhtp-eval |
| ``` |
| The Dockerfile generates synthetic data at build time. To run with real data, |
| mount a host directory over `/app/data` containing files of the schema described |
| in [`/data/README.md`](data/README.md) — no code changes needed. |
|
|
| ## Switching from synthetic to real data |
| Every file in `/data/` has a real-world source mapping documented in |
| `/data/README.md`. Drop in a real file with the same column schema and the |
| dashboard works without code changes. |
|
|
