spatial spillovers

Who Are My Neighbors? Bayesian Estimation of Spatial Weight Matrices

Which European regions actually influence each other? Instead of assuming that only bordering regions matter, we let growth data for 90 European regions from 2001 to 2019 reveal who the real neighbors are. This R tutorial comes with an interactive app that runs in your web browser.

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

When a state raises cigarette prices, do smokers simply buy in the state next door? Using cigarette demand in 46 American states from 1963 to 1992, we measure how prices and income affect smoking at home and in neighboring states, and how habits carry over from year to year. This R tutorial comes with an interactive app that runs in your web browser.

Spatial Dynamic Panels with Common Factors in Stata: Credit Risk in US Banking

How does credit risk spread across banks? Using quarterly data on 350 American banks from 2006 to 2014 in Stata, we model bad loans that spill over between similar banks, persist over time and respond to shared economic shocks, and show that ignoring those shocks gives misleading answers. It comes with an interactive app that runs in your web browser.

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

Do regions with high or low human development cluster together on the map of South America, and did those clusters shift between 2013 and 2019? This Python tutorial maps 153 regions and uses spatial statistics to test whether neighbors are more alike than chance would suggest. It comes with an interactive app that runs in your web browser.

Exploratory Spatial Data Analysis (ESDA)

An interactive geocomputational notebook to study spatial clusters and outliers

Construct and export spatial connectivity structures (W)

An introduction to how to construct, explore, and export spatial connectivity structures (W) using Python.

Cross-Sectional Spatial Regression in Stata: Crime in Columbus Neighborhoods

Does crime spill over from one neighborhood to the next? Using data on 49 neighborhoods in Columbus, Ohio, in Stata, we compare models in which crime, income and housing values in nearby areas also matter, and find that higher income lowers crime both in a neighborhood and next door. It comes with an interactive app that runs in your web browser.

Spatial Panel Regression in Stata: Cigarette Demand Across US States

Do cigarette prices in one state change how much people smoke in neighboring states? Using data on 46 American states from 1963 to 1992 in Stata, we model cross-border shopping and smoking habits, and find that ignoring neighbors understates how much prices matter. It comes with an interactive app that runs in your web browser.