Table 4.
Predictors of bicycle-motor vehicle crashes occurring at non-intersections compared to intersections, Iowa, 2001-2011.
| Multivariable Logistic Regression | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 Person |
Model 2 Person & Crash |
Model 3 Person, Crash, & Environment |
Model 4 Person, Crash, Environment, & Population |
Model 5- Final Model |
||||||
| Variable | N=4437 | N=4437 | N=4405 | N=4291 | N=4405 | |||||
| Person Characteristics | OR | 95% CI | OR | 95% CI | OR | 95% CI | OR | 95% CI | OR | 95% CI |
| Age, bicyclist | ||||||||||
| <10 | 1.9 | 1.4-2.6 | 1.9 | 1.3-2.8 | 1.8 | 1.2-2.5 | 1.8 | 1.2-2.6 | 1.8 | 1.2-2.6 |
| 10-14 | 1.1 | 0.8-1.5 | 1.2 | 0.8-1.7 | 1.1 | 0.8-1.6 | 1.2 | 0.8-1.6 | 1.1 | 0.8-1.6 |
| 15-19 | 0.8 | 0.6-1.2 | 1.0 | 0.7-1.5 | 1.0 | 0.7-1.5 | 1.0 | 0.7-1.5 | 1.0 | 0.7-1.5 |
| 20-29 | 1.0 | 0.7-1.3 | 1.3 | 0.9-1.8 | 1.2 | 0.8-1.7 | 1.3 | 0.9-1.9 | 1.2 | 0.8-1.8 |
| 30-59 | 1.0 | 0.8-1.4 | 1.1 | 0.8-1.6 | 1.1 | 0.8-1.5 | 1.1 | 0.8-1.6 | 1.1 | 0.8-1.5 |
| 60+ | 1.0 | Ref | 1.0 | Ref | 1.0 | Ref | 1.0 | Ref | 1.0 | Ref |
| Unknown | 0.8 | 0.5-1.2 | 0.8 | 0.5-1.3 | 0.8 | 0.5-1.2 | 0.8 | 0.5-1.2 | 0.8 | 0.5-1.2 |
| Gender, bicyclist | ||||||||||
| Female | 1.0 | Ref | 1.0 | Ref | ||||||
| Male | 1.2 | 1.0-1.3 | 1.1 | 1.0-1.3 | ||||||
| Unknown | 1.2 | 0.7-2.2 | 1.2 | 0.6-2.1 | ||||||
| Gender, motorist | ||||||||||
| Female | 1.0 | Ref | 1.0 | Ref | ||||||
| Male | 1.2 | 1.1-1.4 | 1.1 | 1.0-1.3 | ||||||
| Unknown/Not-reported | 1.4 | 1.1-1.7 | 1.1 | 0.9-1.4 | ||||||
| Crash Characteristics | ||||||||||
| Location | ||||||||||
| Rural (outside city limits) | 5.9 | 4.1-8.6 | 5.0 | 3.3-7.5 | 5.9 | 4.0-8.7 | 5.7 | 3.9-8.3 | ||
| Urban (within city limits) | 1.0 | Ref | 1.0 | Ref | 1.0 | Ref | 1.0 | Ref | ||
| Unknown | 1.9 | 1.2-3.2 | 2.0 | 1.2-3.3 | n/a | n/a | ||||
| Contributing circumstances, bicyclist | ||||||||||
| Improper crossing (Ref=no) | 0.5 | 0.3-0.8 | 0.7 | 0.5-1.0 | 0.7 | 0.6-1.0 | 0.7 | 0.5-0.9 | ||
| Darting (Ref=no) | 0.7 | 0.4-1.1 | ||||||||
| Failure to yield right of way (Ref=no) | 0.3 | 0.2-0.5 | 0.4 | 0.3-0.6 | 0.4 | 0.3-0.6 | 0.4 | 0.3-0.6 | ||
| Failure to obey traffic signs/signals/officer (Ref=no) | 0.1 | 0.1-0.2 | 0.1 | 0.1-0.2 | 0.1 | 0.1-1.2 | 0.1 | 0.1-0.2 | ||
| Contributing circumstances, motorist | ||||||||||
| Failure to yield right of way (Ref=no) | 0.4 | 0.3-0.6 | 0.6 | 0.4-0.8 | 0.6 | 0.4-0.8 | 0.6 | 0.4-0.8 | ||
| Swerving/evasive action (Ref=no) | 0.6 | 0.4-1.0 | ||||||||
| Major Cause (from police report) | ||||||||||
| Both bicyclist and motorist | 3.0 | 1.7-5.4 | 1.5 | 1.0-2.2 | 1.6 | 1.1-2.3 | 1.5 | 1.0-2.2 | ||
| Motor vehicle only | 1.8 | 1.2-2.7 | 1.2 | 0.9-1.7 | 1.2 | 0.9-1.7 | 1.2 | 0.9-1.7 | ||
| Bicyclist only | 2.1 | 1.4-3.2 | 1.6 | 1.3-2.1 | 1.6 | 1.3-2.1 | 1.6 | 1.3-2.1 | ||
| Neither | 1.0 | ref | 1.0 | ref | 1.0 | ref | 1.0 | ref | ||
| Motor vehicle action | ||||||||||
| Moving essentially straight | 1.0 | ref | 1.0 | ref | 1.0 | ref | 1.0 | ref | ||
| Turning (L, R, or U-turn) | 0.4 | 0.3-0.4 | 0.4 | 0.3-0.4 | 0.4 | 0.3-0.4 | 0.4 | 0.3-0.4 | ||
| Other/Unknown | 1.3 | 1.1-1.7 | 1.4 | 1.1-1.7 | 1.4 | 1.1-1.7 | 1.4 | 1.1-1.7 | ||
| Environmental Characteristics | ||||||||||
| Posted Speed Limit (mph) | ||||||||||
| 25 & Under | 1.0 | ref | ||||||||
| 30-35 | 0.9 | 0.8-1.1 | ||||||||
| 40-50 | 1.0 | 0.7-1.5 | ||||||||
| 55+ | 1.2 | 0.9-1.6 | ||||||||
| Vision obscurement | ||||||||||
| No | 1.0 | ref | 1.0 | ref | 1.0 | ref | ||||
| Yes | 1.5 | 1.2-1.8 | 1.5 | 1.2-1.9 | 1.5 | 1.2-1.8 | ||||
| Unknown | 1.1 | 0.9-1.4 | 1.2 | 1.0-1.4 | 1.2 | 1.0-1.4 | ||||
| Reduced Lighting | ||||||||||
| No (daylight or lighted roadway) | 1.0 | ref | 1.0 | ref | 1.0 | ref | ||||
| Yes (dusk, dawn, unlighted roadway) | 1.9 | 1.5-2.4 | 1.9 | 1.5-2.5 | 1.9 | 1.5-2.4 | ||||
| Unknown | 1.2 | 0.5-2.8 | 1.1 | 0.5-2.6 | 1.2 | 0.5-2.8 | ||||
| Population Characteristics (based on 2010 census) | ||||||||||
| Population density by zip code (state quartiles) | ||||||||||
| 0-466 | 0.7 | 0.3-1.6 | ||||||||
| 467-1013 | 1.5 | 0.9-2.5 | ||||||||
| 1014-2456 | 0.9 | 0.7-1.1 | ||||||||
| 2457+ | 1.0 | ref | ||||||||
| Median Household Income ($USD) | ||||||||||
| Above state median | 1.0 | 0.9-1.2 | ||||||||
| Below state median | 1.0 | Ref | ||||||||
| % High School Degree or Higher | ||||||||||
| Above state median | 0.9 | 0.8-1.1 | ||||||||
| Below state median | 1.0 | Ref | ||||||||
| % Bachelor's Degree or Higher | ||||||||||
| Above state median | 0.9 | 0.8-1.1 | ||||||||
| Below state median | 1.0 | ref | ||||||||
Notes: All models are adjusted, with all variables in the column included. Ref=referent; mph = miles per hour; $USD = United States dollars.
The sample size, N, decreases in Models 3,4, and 5 due to missing values.
Adjusted R2: Model 1 (0.03), Model 2 (0.20), Model 3 (0.21), Model 4 (0.21), Model 5 (0.21).
Likelihood ratio tests: Model 2 vs. Model 1 (χ2=641.15, df=13, p<0.001), Model 3 vs. Model 2 (χ2=73.75, df=1, p<0.001), Model 4 vs.
Model 3 (χ2=137.02, df=2, p<0.001), Model 4 vs. Model 5 (χ2=140.42, df=5, p<0.001).
Variables included in successive models (2-5) had to meet criteria of p<0.05