Related Experiment Video
Updated: Jan 14, 2026

The Resident-intruder Paradigm: A Standardized Test for Aggression, Violence and Social Stress
Published on: July 4, 2013
The Association Between Vacant Lot Redevelopment and Violent/Firearm Violent Crime: A Difference-in-Difference
Nicole Asa1, Hiwot Y Zewdie1, Ali Rowhani-Rahbar1
1Nicole Asa and Ali Rowhani-Rahbar are with the Department of Epidemiology, School of Public Health, University of Washington, and the Firearm Injury and Policy Research Program, School of Medicine, University of Washington, Seattle. Hiwot Y. Zewdie was with the Department of Epidemiology, School of Public Health, University of Washington, Seattle, at the time of this study. Bradley H. Wagenaar is with the Department of Epidemiology and the Department of Global Health, School of Public Health, University of Washington, Seattle. Stephen J. Mooney is with the Department of Epidemiology, School of Public Health, University of Washington, Seattle.
None:
Objectives. To investigate the association between vacant lot redevelopment and violent crime and firearm violent crime. Methods. We used a quasi-experimental study with a difference-in-difference (DID) design. The study population was 254 vacant lots located in Philadelphia, Pennsylvania. The exposure was redevelopment, defined as repurposing the vacant lot into a permanent structure (e.g., housing) between 2007 and 2023. The outcome was violent crime subtypes and firearm violent crime subtypes reported to the police. Our primary analysis used a staggered DID estimator. Results. We found a negative association between redevelopment and aggravated assault (DID = -56.55 crimes per square mile per year; 95% confidence interval [CI] = -97.86, -15.24), firearm aggravated assault (DID = -35.11 crimes per square mile per year; 95% CI = -55.41, -14.82), and overall firearm violent crime (DID = -27.26 crimes per square mile per year; 95% CI = -52.97, -1.54). We did not find significant associations for the other outcomes tested. Conclusions. Our results support the hypothesis that vacant lot redevelopment may prevent or displace violent crime. Public Health Implications. Built environment investments may prevent or displace violence. (Am J Public Health. 2026;116(1):95-102. https://doi.org/10.2105/AJPH.2025.308269).
Related Concept Videos
Residuals and Least-Squares Property
If the observed data point lies above the line, the residual is positive, and the line underestimates the actual data value for y. If the observed data point lies below the line, the residual is negative, and the line overestimates the actual data value for y.
The process of fitting the best-fit...
Scatter Plot
Group Design
Hazard Ratio
For example, in a clinical trial...
Correlation and Causation
Correlation versus Causation
If the dependent variable increases or decreases when the independent variable increases, there is a positive or negative...
Comparing the Survival Analysis of Two or More Groups

