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. Author manuscript; available in PMC: 2022 Aug 3.
Published in final edited form as: J Transp Health. 2015;2(2):178–188. doi: 10.1016/j.jth.2014.08.006

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