Built Environment and Traffic Safety

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Presentation transcript:

Built Environment and Traffic Safety Louis A. Merlin, PhD Assistant Professor School of Urban and Regional Planning Florida Atlantic University

Overall Research Question What is the influence of the built environment on traffic safety?

Current Research Efforts Literature review of the built environment and safety Analysis of residential accessibility on traffic safety

Literature Review on Traffic Safety Scope: Reviewed macroscopic studies of traffic safety in the literature Studies of traffic safety at an areal unit – traffic analysis zone, census tract, or census block group Reviewed the range of built environment measures considered for their impacts on traffic safety Focus especially on built environment’s effect on crash risk

Risk vs. Exposure Traffic Injury = Exposure x Risk x Injury Probability Therefore, we can only assess the effect of the built environment on risk if we accurate assess the effect of the built environment on exposure first Unfortunately, we often have poor measures of exposure, especially for bicyclists and pedestrians

Built Environment: Likely Exposure Variables Population Density (+) Employment Density (+) Schools (+) Sprawl (+)

Built Environment: Likely Risk Variables Speed (+) Number of Lanes (+) Sidewalks (-) Traffic Signals (-) Bicycle Paths (-) Safety in Numbers (-)

Built Environment: Ambiguous Variables – Could be Risk or Exposure Number of Intersections (+/-) Mixed Use (+) Commercial Land Use (+) Bus Stops (+) Disadvantaged demographic segments (+/-)

Recommendations for Future Research Explicitly categorize variables at exposure or risk a priori Select the most appropriate exposure variable available Select variables that are as close to the causal action of interest as possible, i.e. if speed is of interest, measure speed Do not over-include variables just because they are available – this can confuse the direction of key relationships Hold critical aspects of the built environment constant, i.e. examining school environments

Analysis of Residential Accessibility as a Factor in Crash Risk The built environment is known to be associated with travel behavior Accessibility has a strong relationship with vehicle miles traveled than other built environment measures Therefore people who live in high accessibility environments may have lower exposure and therefore lower crash rates

Sprawl and Crash Rates Most of the built environment – VMT – crash rate analysis to date has been conducted for county-level measures of sprawl Sprawling counties have higher crash fatalities, but urban counties have higher rates of injury crashes Spill-over problem – where someone lives is not necessarily where they crash Address spill-over problem by identifying residential location of crash victims

Data and Method Link all crashes for Charlotte-Mecklenberg county for 2013 to crash victim’s residential location Predict crash rates as a function of accessibility, density at the residential location as well as demographic controls

Results

Results

Contrary to expectations, accessibility appears to be positively correlated with crash rates, after controlling for population and demographic factors Although people who live in high-accessibility areas may drive less, they may be exposed to other people’s driving more Findings

Limitations Spill-over with people living in Charlotte and crashing elsewhere. Spatial autocorrelation methods should partially address this problem Crash data was for surface streets only. Possible that people in low accessibility areas are crashing more frequently on highways

Questions and Comments? lmerlin@fau.edu