Spatial Panel Analyses of Alcohol Outlets and Motor Vehicle Crashes in California: 1999-2008

Overview

Journal Accid Anal Prev

Specialty Emergency Medicine

Date 2013 Mar 30

PMID 23537623

Citations 26

Authors

William R Ponicki

Paul J Gruenewald

Lillian G Remer

Affiliations

Soon will be listed here.

Abstract

Although past research has linked alcohol outlet density to higher rates of drinking and many related social problems, there is conflicting evidence of density's association with traffic crashes. An abundance of local alcohol outlets simultaneously encourages drinking and reduces driving distances required to obtain alcohol, leading to an indeterminate expected impact on alcohol-involved crash risk. This study separately investigates the effects of outlet density on (1) the risk of injury crashes relative to population and (2) the likelihood that any given crash is alcohol-involved, as indicated by police reports and single-vehicle nighttime status of crashes. Alcohol outlet density effects are estimated using Bayesian misalignment Poisson analyses of all California ZIP codes over the years 1999-2008. These misalignment models allow panel analysis of ZIP-code data despite frequent redefinition of postal-code boundaries, while also controlling for overdispersion and the effects of spatial autocorrelation. Because models control for overall retail density, estimated alcohol-outlet associations represent the extra effect of retail establishments selling alcohol. The results indicate a number of statistically well-supported associations between retail density and crash behavior, but the implied effects on crash risks are relatively small. Alcohol-serving restaurants have a greater impact on overall crash risks than on the likelihood that those crashes involve alcohol, whereas bars primarily affect the odds that crashes are alcohol-involved. Off-premise outlet density is negatively associated with risks of both crashes and alcohol involvement, while the presence of a tribal casino in a ZIP code is linked to higher odds of police-reported drinking involvement. Alcohol outlets in a given area are found to influence crash risks both locally and in adjacent ZIP codes, and significant spatial autocorrelation also suggests important relationships across geographical units. These results suggest that each type of alcohol outlet can have differing impacts on risks of crashing as well as the alcohol involvement of those crashes.

Citing Articles

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References

Cotti C, Walker D . The impact of casinos on fatal alcohol-related traffic accidents in the United States. J Health Econ. 2010; 29(6):788-96. DOI: 10.1016/j.jhealeco.2010.08.002. View

Kelleher K, Pope S, Kirby R, Rickert V . Alcohol availability and motor vehicle fatalities. J Adolesc Health. 1996; 19(5):325-30. DOI: 10.1016/S1054-139X(96)00089-4. View

Lord D, Washington S, Ivan J . Poisson, Poisson-gamma and zero-inflated regression models of motor vehicle crashes: balancing statistical fit and theory. Accid Anal Prev. 2004; 37(1):35-46. DOI: 10.1016/j.aap.2004.02.004. View

Voas R, Romano E, Peck R . Validity of surrogate measures of alcohol involvement when applied to nonfatal crashes. Accid Anal Prev. 2009; 41(3):522-30. PMC: 2776062. DOI: 10.1016/j.aap.2009.02.004. View

McCarthy M, Sheng P, Baker S, Rebok G, Li G . Validity of police-reported alcohol involvement in fatal motor carrier crashes in the United States between 1982 and 2005. J Safety Res. 2009; 40(3):227-32. PMC: 2721688. DOI: 10.1016/j.jsr.2009.04.001. View

Keay K, Simmonds I . The association of rainfall and other weather variables with road traffic volume in Melbourne, Australia. Accid Anal Prev. 2004; 37(1):109-24. DOI: 10.1016/j.aap.2004.07.005. View

Ahmed M, Huang H, Abdel-Aty M, Guevara B . Exploring a Bayesian hierarchical approach for developing safety performance functions for a mountainous freeway. Accid Anal Prev. 2011; 43(4):1581-9. DOI: 10.1016/j.aap.2011.03.021. View

Chaloupka F, Grossman M, Saffer H . The effects of price on the consequences of alcohol use and abuse. Recent Dev Alcohol. 1998; 14:331-46. DOI: 10.1007/0-306-47148-5_15. View

Gruenewald P, Johnson F, Treno A . Outlets, drinking and driving: a multilevel analysis of availability. J Stud Alcohol. 2002; 63(4):460-8. DOI: 10.15288/jsa.2002.63.460. View

10.

Scribner R, MacKinnon D, Dwyer J . Alcohol outlet density and motor vehicle crashes in Los Angeles County cities. J Stud Alcohol. 1994; 55(4):447-53. DOI: 10.15288/jsa.1994.55.447. View

11.

Treno A, Johnson F, Remer L, Gruenewald P . The impact of outlet densities on alcohol-related crashes: a spatial panel approach. Accid Anal Prev. 2007; 39(5):894-901. DOI: 10.1016/j.aap.2006.12.011. View

12.

Gruenewald P, Millar A, Treno A, Yang Z, Ponicki W, Roeper P . The geography of availability and driving after drinking. Addiction. 1996; 91(7):967-83. DOI: 10.1046/j.1360-0443.1996.9179674.x. View

13.

Bernardinelli L, Clayton D, Pascutto C, Montomoli C, Ghislandi M, Songini M . Bayesian analysis of space-time variation in disease risk. Stat Med. 1995; 14(21-22):2433-43. DOI: 10.1002/sim.4780142112. View

14.

Baughman R, Conlin M, Pepper J . Slippery when wet: the effects of local alcohol access laws on highway safety. J Health Econ. 2002; 20(6):1089-96. DOI: 10.1016/s0167-6296(01)00103-5. View

15.

Lapham S, Skipper B, Chang I, Barton K, Kennedy R . Factors related to miles driven between drinking and arrest locations among convicted drunk drivers. Accid Anal Prev. 1998; 30(2):201-6. DOI: 10.1016/s0001-4575(97)00084-5. View

16.

Zhu L, Waller L, Ma J . Spatial-temporal disease mapping of illicit drug abuse or dependence in the presence of misaligned ZIP codes. GeoJournal. 2013; 78(3):463-474. PMC: 3724536. DOI: 10.1007/s10708-011-9429-3. View

17.

Escobedo L, Ortiz M . The relationship between liquor outlet density and injury and violence in New Mexico. Accid Anal Prev. 2002; 34(5):689-94. DOI: 10.1016/s0001-4575(01)00068-9. View

18.

Schulte Gary S, Aultman-Hall L, McCourt M, Stamatiadis N . Consideration of driver home county prohibition and alcohol-related vehicle crashes. Accid Anal Prev. 2003; 35(5):641-8. DOI: 10.1016/s0001-4575(02)00042-8. View

19.

Gruenewald P . Regulating availability: how access to alcohol affects drinking and problems in youth and adults. Alcohol Res Health. 2012; 34(2):248-56. PMC: 3860569. View

20.

Aguero-Valverde J, Jovanis P . Spatial analysis of fatal and injury crashes in Pennsylvania. Accid Anal Prev. 2006; 38(3):618-25. DOI: 10.1016/j.aap.2005.12.006. View