TECHNICAL PAPERS
May 1, 2008

Freeway Work-Zone Crash Analysis and Risk Identification Using Multiple and Conditional Logistic Regression

Publication: Journal of Transportation Engineering
Volume 134, Issue 5

Abstract

Work-zone safety continues to be a priority and a concern for the Federal Highway Association as well as most state departments of transportation. The main objective of this study is to uncover work-zone freeway crash characteristics to help develop countermeasures that limit work-zones’ hazards. The Florida Crash Records Database for years 2002, 2003, and 2004 was utilized for this study. Conditional logistic regression along with stratified sampling and multiple logistic regression models were estimated to unveil work-zone freeway crash traits. According to the models’ results, roadway geometry, weather condition, age, gender, lighting condition, residence code, and driving under the influence of alcohol and/or drugs are significant risk factors associated with work-zone crashes.

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References

Abdel-Aty, M., Uddin, N., Abdalla, F., Pande, A., and Hisa, L. (2004). “Predicting freeway crashes based on loop detector data using matched case-control logistic regression.” Transportation Research Record. 1897, Transportation Research Board, Washington, D.C., 88–95.
Albridge, B., Himmler, M., Aultman-Hall, L., and Stamatiadis, N. (1999). “Impact of passenger on young driver safety.” Transportation Research Record. 1693, Transportation Research Board, Washington, D.C., 25–30.
Anderson, J. A. (1972). “Separate sample logistic discrimination.” Biometrika, 59, 15–18.
Benekohal, R. F., Shim, E., and Resende, P. T. V. (1995). “Truck drivers’ concerns in work zones: Travel characteristics and accident experiences.” Transportation Research Record. 1509, Transportation Research Board, Washington, D.C., 55–64.
Carr, B. R. (1970). “A statistical analysis of rural Ontario traffic crashes using induced exposure data.” Proc., Symp. on the Use of Statistical Methods in the Analysis of Road Accidents, OECD, Paris, 86–72.
Chang, L. (2005). “Analysis of freeway accident frequencies: Negative binomial regression versus artificial neural network.” Safety Sci., 43, 541–557.
Collett, D. (1991). Modeling binary data, Texts in Statistical Science Series, Chapman and Hall/CRC, Boca Raton, Fla.
Cox, D. R. (1966). “Some procedure associated with the logistic qualitative response curves.” Research papers in statistics, D. F. David, ed., Wiley, New York, 55–71.
Daniel, J., Dixon, K., and Jared, D. (2000). “Analysis of fatal crashes in Georgia work zones.” Transportation Research Record. 1715, Transportation Research Board, Washington, D.C., 18–23.
David, W. H., and Lemeshow, S. (1989). Applied logistic regression, Wiley, New York.
Day, N. E., and Kerridge, D. F. (1967). “A general maximum likelihood discriminant.” Biometrics, 23, 313–323.
DeYoung, D. J., Peck, R. C., and Helander, C. J. (1997). “Estimating the exposure and fatal crash rates of suspended/revoked and unlicensed drivers in California.” Accid. Anal Prev., 29(1), 17–23.
“Fatalities from fatality analysis reporting system (FARS).” (2006). ⟨http://wzsafety.tamu.edu/crash_data/fatal.stm⟩ (March 2006).
Garber, N. J., and Woo, T. H. (1990) “Accident characteristics at construction and maintenance zones in urban areas.” Rep. No. VTRC 90-R12, Virginia Transportation Council, Charlottesville, Va.
Garber, N. J., and Zhao, M. (2002a). “Distribution and characteristics of crashes at different work zone locations in Virginia.” Transportation Research Record. 1794, Transportation Research Board, Washington, D.C., 19–25.
Garber, N. J., and Zhao, M. (2002b). “Final report crash characteristics at work zones.” Rep. No. VTRC 02-R12, Virginia Transportation Research Council, Charlottesville, Va.
Ha, T.-J., and Nemeth, Z. A. (1995). “Detailed study of accident experience in construction and maintenance zones.” Transportation Research Record. 1509, Transportation Research Board, Washington, D.C., 38–45.
Haight, F. A. (1973). “Induced exposure.” Accid. Anal Prev., 5, 111–126.
Hall, J. W., and Lorenz, V. M. (1989). “Characteristics of construction-zone accidents.” Transportation Research Record. 1230, Transportation Research Board, Washington, D.C., 20–27.
Hing, J. Y. C., Stamatiadis, N., and Aultman-Hall, L. (2000). “Evaluating the impact of passengers on the safety of old drivers.” J. Safety Res., 34, 343–351.
Jiang, X., and Lyles, R. (2007). “Difficulties with quasi-induced exposure when speed varies systematically by vehicle type.” Accid. Anal Prev., 39, 649–656.
Milton, J., and Mannering, F. (1998). “The relationship among highway geometrics, traffic-related and motor-vehicle accident frequencies.” Transp. J., 25, 395–413.
Ming, Z., and Garber, N. (2001). “Crash characteristics at work zones,” Research Rep. No. UVACTS-15–0-48, Center for Transportation Studies, at Univ. of Virginia, Charlottesville, Va.
National Highway Traffic Safety Administration. (2000). “Traffic safety facts 2000: Young drivers (DOT HS 809 336).” ⟨http://www-nrd.nhtsa.dot.gov/pdf/nrd-30/TSF 2000/ydrive.pdf⟩ (Nov. 21, 2006).
Nemeth, Z. A., and Rathi, A. (1983). “Freeway work zone accident characteristics.” Transp. Q., 37(1), 145–159.
Pigman, J. G., and Agent, K. R. (1990). “Highway accidents in construction and maintenance work zone.” Transportation Research Record. 1270, Transportation Research Board, Washington, D.C., 12–21.
Raub, R. A., Sawaya, O. B., Schofer, J. L., and Ziliaskopoulos, A. (2001). “Enhanced crash reporting to explore work zone crash patterns.” Paper No. 01–0166, Transportation Research Board, Washington, D.C.
Rouphail, N. M., Yang, Z. S., and Frazio, J. (1988). “Comparative study of short-and long term urban freeway work zones.” Transportation Research Record. 1163, Transportation Research Board, Washington D.C., 4–14.
Stamatiadis, N., and Deacon, J. A. (1995). “Trends in highway safety: Effects of an aging population on accident propensity.” Accid. Anal Prev., 29, 37–52.
Stamatiadis, N., and Deacon, J. A. (1997). “Quasi-induced exposure: methodology and insight.” Accid. Anal Prev., 27, 443–459.
Wang, J., Hughes, W. E., Council, F. M., and Paniati, J. F. (1996). “Investigation of highway work zone crashes: What we know and what we don’t know.” Transportation Research Record. 1529, Transportation Research Board, National Research Council, Washington D.C., 54–62.
Yan, X., Radwan, E., and Abdel-Aty, M. (2005). “Characteristics of rear-end accidents at signalized intersections using multiple logistic regression model.” Accid. Anal Prev., 37, 983–995.
Zhao, M. (2001). “Crash characteristics at work zones.” Research Rep. No. UVACTS-15-0-48, U.S. DOT, Washington, D.C.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 134Issue 5May 2008
Pages: 203 - 214

History

Received: Oct 27, 2006
Accepted: Oct 29, 2007
Published online: May 1, 2008
Published in print: May 2008

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Authors

Affiliations

Ph.D. Student, Research Associate, Center for Advanced Transportation Systems Simulation (CATSS), Univ. of Central Florida, Orlando, FL 32816. E-mail: [email protected]
Essam Radwan, Ph.D. [email protected]
P.E.
Professor and CATSS Executive Director, Dept. of Civil and Environmental Engineering, Univ. of Central Florida, Orlando, FL 32816 (corresponding author). E-mail: [email protected]
Xuedong Yan, Ph.D. [email protected]
Research Associate, Center for Advanced Transportation Systems Simulation (CATSS), Univ. of Central Florida, Orlando, FL 32816. E-mail: [email protected]
Anurag Pande, Ph.D. [email protected]
Research Associate, Center for Advanced Transportation Systems Simulation (CATSS), Univ. of Central Florida, Orlando, FL 32816. E-mail: [email protected]
Mohamed Abdel-Aty, Ph.D. [email protected]
P.E.
Professor of Engineering, Dept. of Civil and Environmental Engineering, Univ. of Central Florida, Orlando, FL 32816. E-mail: [email protected]

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