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Title: Omitted Variable Bias in Crash Reduction Factors
Accession Number: 01590402
Record Type: Component
Abstract: Transportation planners and traffic engineers are increasingly turning to crash reduction factors to evaluate changes in road geometric and design features in order to reduce crashes. Crash reduction factors are typically estimated based on segmenting a highway, to associated crashes with geometric features; this allows statistical methods to be applied to the data. Concurrently there is a stream of research that relies on spatial units of analysis to examine crashes; these typically use broad features of the road network combined with socio-economic and demographic factors that are associated with crashes. In this paper, the authors examine whether omission of these other factors in a link-based geometric results in omitted variable bias. The results suggest that there is no change in coefficient signs, but that there is a reduction in the magnitude of estimates. The sign of spatial variables, however, is quite different when combined into a link-based model. The authors also find substantial variability in coefficient estimates, and discuss the implications of these results for the use of crash reduction factors.
Supplemental Notes: This paper was sponsored by TRB committee ANB20 Standing Committee on Safety Data, Analysis and Evaluation.
Monograph Title: Monograph Accession #: 01584066
Report/Paper Numbers: 16-4150
Language: English
Corporate Authors: Transportation Research Board 500 Fifth Street, NW Authors: Noland, Robert BAdediji, YemiPagination: 19p
Publication Date: 2016
Conference:
Transportation Research Board 95th Annual Meeting
Location:
Washington DC, United States Media Type: Web
Features: References
(35)
; Tables
TRT Terms: Subject Areas: Highways; Safety and Human Factors; I82: Accidents and Transport Infrastructure; I85: Safety Devices used in Transport Infrastructure
Source Data: Transportation Research Board Annual Meeting 2016 Paper #16-4150
Files: TRIS, TRB, ATRI
Created Date: Jan 12 2016 5:50PM
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