SLIDE 6 Road and traffic characteristics: Type of bus-lane layout (central PTR, right-side, left-side) Type of area (urban, interurban) Number of traffic lanes in each direction PTR with/without overtaking lane Level of pedestrian activity (low, high) Traffic volumes entering intersection in 14 hours Numbers of buses on the main roads Types of accidents analysed:
- All injury accidents
- Serious and fatal accidents
- Pedestrian accidents
- Accidents with bus involvement
- Accidents with pedestrian and buses
Study 2: Street characteristics examined
- A. Comparison of accident indices by PTR type:
annual number of accidents and accident rates per exposure (10 million vehicles per year, 1 million passing buses) or per section length T = ln(θ)/√(1/N1+1/N2)* where: θ = R1/R2 N1
- total number of accidents per study group
N2 - total number of accidents per comparison group R1 - accident index in study group R2 - accident index in comparison group Ho :θ =1, rejected when p<0.05
- B. Fitting explanatory models to predict the number of accidents at
intersections/sections, using available characteristics Multivariate Analysis of Variance (MANOVA) in SPSS v.22
Study 2: Methods of analysis
* Griffith, M. S. (1999) Statistical Analysis Techniques. Chapter 4 in: Statistical Evaluation in Traffic Safety Studies, Institute of Transportation Engineers
Study 2: Junctions - comparing accident indices by PTR type
Accident rates per 10 million entering vehicles, per junction, per year
Bus-lane type Index Total acc’s Severe acc’s Pedestrian acc’s Bus acc’s Acc’s with pedestrians and buses
Accident rates Central PTR
Mean
2.04 0.35 0.71 0.61 0.38
SD 1.60 0.47 0.86 0.92 0.66
Right bus-lane
Mean
1.03 0.15 0.26 0.06 0.02
SD 0.81 0.20 0.30 0.09 0.05
Left bus-lane
Mean
0.92 0.08 0.25 0.23 0.03
SD 1.17 0.18 0.37 0.27 0.08
Differences between the site groups
Central PTR vs right bus-lane T 8.30 3.98 6.53 8.99 7.22 p-value 0.000 0.000 0.000 0.000 0.000 Central PTR vs left bus-lane T 4.21 1.98 2.62 2.47 2.61 p-value 0.000 0.048 0.009 0.014 0.009
Study 2: Junctions - comparing accident indices by PTR type
Accident rates per 1 million passing busses, per junction, per year
Bus-lane type Index Total acc’s Severe acc’s Pedestrian acc’s Bus acc’s Acc’s with pedestrians and buses
Accident rates Central PTR
Mean
7.69 1.15 2.44 1.94 1.09
SD 7.06 1.34 2.92 2.31 1.63
Right bus-lane
Mean
4.49 0.70 1.11 0.29 0.13
SD 4.27 1.02 1.30 0.47 0.37
Left bus-lane
Mean
4.49 0.28 0.79 0.74 0.09
SD 6.14 0.59 1.17 0.89 0.28
Differences between the site groups
Central PTR vs right bus-lane T 6.53 2.30 5.00 7.35 5.10 p-value 0.000 0.022 0.000 0.000 0.000 Central PTR vs left bus-lane T 2.84 1.97 2.85 2.42 2.49 p-value 0.005 0.049 0.004 0.015 0.013
Study 2: Junctions - comparing accident indices by PTR type
Average accident numbers per junction, per year
Bus-lane type Index Total acc’s Severe acc’s Pedestrian acc’s Bus acc’s Acc’s with pedestrians and buses
Accident rates Central PTR
Mean
2.25 0.38 0.75 0.64 0.40
SD 2.22 0.60 1.12 1.18 0.87
Right bus-lane
Mean
1.55 0.20 0.34 0.09 0.03
SD 1.51 0.30 0.45 0.14 0.08
Left bus-lane
Mean
0.85 0.07 0.23 0.20 0.09
SD 0.93 0.14 0.35 0.27 0.18
Differences between the site groups
Central PTR vs right bus-lane T 4.84 3.16 5.31 8.70 7.09 p-value 0.000 0.002 0.000 0.000 0.000 Central PTR vs left bus-lane T 7.27 4.04 4.67 4.02 3.46 p-value 0.000 0.000 0.000 0.000 0.001
Study 2: Explanatory models for accidents at junctions
Explanatory variables B Sig.
Total accidents
Intercept
.488 Right bus-lane vs. central PTR
.023 Left bus-lane vs. central PTR
.006 Traffic volume on secondary road
↑
.786 .000 No of buses on the main road ↑ .261 .022 Traffic volume on the main road .201 .147 Pedestrian activity (1 – high) .054 .904 Type of area (0 - urban, 1 - interurban)
.312 Number of traffic lanes .047 .918 PTR overtaking lane (1 – yes) .568 .431 Year .092 .344
Pedestrian accidents
Intercept .531 .230 Right bus-lane vs. central PTR
.108 Left bus-lane vs. central PTR
.066 Traffic volume on secondary road ↑ .103 .056 No of buses on the main road .057 .276 Traffic volume on the main road .091 .152 Pedestrian activity (1 – high)
↓
.020 Type of area (0 - urban, 1 - interurban)
↓
.002 Number of traffic lanes
.767 PTR overtaking lane (1 – yes) .234 .480 Year .061 .170