Pedestrian and bicycle crashes based on traffic analysis zones have been analyzed.
The viability of dual-state models for macro-level crash analysis is evaluated.
Spatial independent variables are introduced for spatial spillover effects.
Many variables in targeted and neighboring traffic analysis zones are significant.
Marginal effects are computed to assess the effect of significant factors.