regional

Comparative Causal Metrics

An introduction to regional impact evaluation using modern causal-inference methods with worked examples and publicly available data for full reproducibility.

Difference-in-Differences for Regional Data: Did Medicaid Expansion Reduce Mortality?

A case study on the Affordable Care Act's Medicaid expansion --- working through 2x2 cell-means, TWFE, covariate-adjusted DRDID, 2xT and Callaway-Sant'Anna staggered event studies, and HonestDiD sensitivity --- to show how population weighting changes the target parameter when the units are regions of very different sizes.

Spatial Dynamic Panel Data Modeling in R: Cigarette Demand Across US States

A hands-on guide to spatial panel data modeling using the SDPDmod package in R --- from Bayesian model comparison through static and dynamic SAR/SDM estimation with Lee-Yu bias correction to direct, indirect, and total effect decomposition --- applied to cigarette demand across 46 US states (1963--1992).

Exploratory Spatial Data Analysis: Spatial Clusters and Dynamics of Human Development in South America

An introduction to exploratory spatial data analysis using PySAL, covering choropleth maps, spatial weights, Moran's I, LISA clusters, space-time dynamics, and a Venezuela-Bolivia comparative analysis for 153 South American regions

Multiscale Geographically Weighted Regression: Spatially Varying Economic Convergence in Indonesia

Applying Multiscale Geographically Weighted Regression (MGWR) to reveal how economic catching-up varies across Indonesia's 514 districts, with each variable operating at its own spatial scale

Pooled PCA for Building Development Indicators Across Time

Building a comparable Human Development Index across two time periods using pooled PCA with real sub-national data for 153 South American regions, and contrasting with per-period PCA to show why pooled standardization is essential for temporal comparisons

Introduction to Machine Learning: Random Forest Regression

Predicting municipal development in Bolivia using Random Forest regression on satellite image embeddings

GeoDevelopment Dashboards

Interactive geospatial dashboards for monitoring regional development

DS4Bolivia

A Data Science Repository to Study GeoSpatial Development in Bolivia

GeoDevelopment Observatory of Cambodia

A public access platform for the analysis, monitoring, and evaluation of sustainable regional development in Cambodia