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<br /> 35 <br />CHAPTER 3. STUDY RESULTS <br /> <br />SIGNIFICANT VARIABLES <br /> <br />Poisson and negative binomial regression models were fit to pedestrian crash data from marked and <br />unmarked crosswalks. These analyses showed that several factors in addition to crosswalk markings were <br />associated with pedestrian crashes. Traffic and roadway factors found to be related to a greater frequency <br />of pedestrian crashes included higher pedestrian volumes, higher traffic ADT, and a greater number of <br />lanes (i.e., multilane roads with three or more lanes had higher pedestrian crash rates than two-lane <br />roads). For this study, a center two-way left-turn lane was considered to be a travel lane and not a <br />median. <br /> <br />Surprisingly, after controlling for other factors (e.g., pedestrian volume, traffic volume, number of lanes, <br />median type), speed limit was not significantly related to pedestrian crash frequency. Certainly, one <br />would expect that higher vehicle speed would be associated with an increased probability of a pedestrian <br />crash (all else being equal). However, the lack of association between speed limit and pedestrian crashes <br />found in this analysis may be due to the fact that there was not much variation in the range of vehicle <br />speed or speed limit at the study sites (i.e., 93 percent of the study sites had speed limits of 40.2 to 56.3 <br />km/h (25 to 35 mi/h). Another possible explanation, as hypothesized by Garder, is that pedestrians may <br />be more careful when crossing streets with higher speed limits; that is, they may avoid short gaps on high- <br />speed roads, which may minimize the effect of vehicle speed on pedestrian crash rates.(30) In terms of <br />speed and crash severity, the analysis showed that speed limits of 56.3 km/h (35 mi/h) and greater were <br />associated with a higher percentage of fatal and type A (serious or incapacitating) injuries (43 percent) <br />compared to sites having lower speed limits (23 percent of the crashes resulting in fatal or type A <br />injuries). <br /> <br />The presence of a raised median or raised crossing island was associated with a significantly lower <br />pedestrian crash rate at multilane sites with both marked and unmarked crosswalks. These results were in <br />basic agreement with a major study by Bowman and Vecellio(31) and also a study by Garder(32) that found <br />safety benefits for pedestrians due to raised medians and refuge islands, respectively. Furthermore, on <br />multilane roads, medians that were painted (but not raised) and center two-way left-turn lanes did not <br />offer significant safety benefits to pedestrians, compared to multilane roads with no median at all. <br /> <br />There did appear to be some regional effect. Marked and unmarked crosswalks in western U.S. cities had <br />a significantly higher pedestrian crash rate than eastern U.S. cities (after controlling for pedestrian <br />exposure, number of lanes, median type, and other site conditions). The reason(s) for these regional <br />differences in pedestrian crash rate is not known, although it could be related to regional differences in <br />driver and pedestrian behavior, higher vehicle speeds in western cities, differences in pedestrian-related <br />laws or enforcement levels, variations in roadway design features, and/or other factors. However, this <br />effect was only marginally significant in the final crash prediction model, and excluding it from the model <br />had little effect on the model results. <br /> <br />All of the variables related to pedestrian crashes (i.e., pedestrian volume, traffic ADT, number of lanes, <br />existence of median and median type, and region of the country) then were included in the models for <br />determining the effects of marked and unmarked sites. Factors having no significant effect on pedestrian <br />crash rate included: area (e.g., residential, central business district (CBD)), location (i.e., intersection <br />versus midblock), speed limit, traffic operation (one-way or two-way), condition of crosswalk marking <br />(excellent, good, fair, or poor), and crosswalk marking pattern (e.g., parallel lines, ladder type, zebra <br />stripes). One may expect that crosswalk marking condition may not necessarily be related to pedestrian <br />crash rate, since the condition of the markings may have varied over the 5-year analysis period, and the <br />condition of the markings was observed only once. Furthermore, in some regions, the crosswalk <br />markings may be less visible during or after rain or snow storms. It is also recognized, however, that