Table 5 Comparison of marginal effects of driver injuries for driving within and beyond the speed limit.

From: Unveiling the risks of speeding behavior by investigating the dynamics of driver injury severity through advanced analytics

 

No injury

Minor injury

Severe injury

 

Within the Speed Limit

Exceeding the Speed Limit

Within the Speed Limit

Exceeding the Speed Limit

Within the Speed Limit

exceeding the Speed Limit

Temporal characteristics

      

Time between 12 AM to 5:59 AM indicator (1 if crashes occurred between 12 AM to 5:59 AM, 0 otherwise)

0.0076

-0.0171

0.0095

Time between 10 AM to 3:59 PM indicator (1 if crashes occurred between 10 AM to 3:59 PM, 0 otherwise)

-0.0082

0.0138

-0.0056

4th quarter indicator (1 if crashes occurred between October to December, 0 otherwise)

0.0101

-0.0039

-0.0062

Analysis Period 2017 indicator (1 if crashes occurred in 2017, 0 otherwise)

-0.0069

-0.0021

0.0090

Ambient weather characteristics

      

Clear weather indicator (1 if crashes occurred in the clear weather, 0 otherwise)

-0.0472

0.0749

-0.0278

Daylight condition indicator (1 if crashes occurred in daylight condition, 0 otherwise)

-0.0293

0.0099

0.0194

Crash characteristics

      

Rollover indicator (1 if crashes were rollover, 0 otherwise)

-0.0248

0.0464

-0.0216

Vehicle running off from the left of the roadway indicator (1 if a vehicle ran off the roadway from the left side of the roadway, 0 otherwise)

-0.0191

-0.0050

0.0241

Vehicle running off the roadway indicator (1 if a vehicle ran off the roadway, 0 otherwise)

-0.0743

-0.0083

0.0827

Tree indicator (1 if crashes involving with trees, 0 otherwise)

-0.0197

-0.0244

-0.0047

-0.0037

0.0244

0.0281

Vehicle characteristics

      

Motorcycle involvement indicator (1 if crashes involving motorcycle, 0 otherwise)

-0.0026

-0.0042

0.0006

0.0002

0.0020

0.0040

Displacement up to 2500 cc indicator (1 if crashes involved with the vehicles for displacement up to 2500 cc, otherwise)

-0.0255

0.0425

-0.0170

Displacement ranging from 5000 to 10,000 cc indicator (1 if crashes involved with the vehicles for displacement from 5000 to 10001 cc, otherwise)

0.0044

-0.0098

0.0054

Newer vehicle indicator (1 if crash involved with vehicles that were manufactured within 5 years from the year of crash, 0 otherwise)

-0.0091

-0.0114

0.0135

0.0243

-0.0043

-0.0129

Vehicles manufactured by Chevy and Ford indicator (1 if crashes involved with vehicles manufactured by Chevrolet and Ford, 0 otherwise)

0.0055

-0.0113

0.0058

Roadway characteristics

      

Non-interstate indicator (1 if crashes occurred on non-interstate, 0 otherwise)

0.0348

0.0041

-0.0388

Two-way with positive median barrier indicator (1 if the crashes occurred on two-way roadway with positive median barrier, 0 otherwise)

-0.0172

-0.0047

0.0219

Two-way undivided roadway indicator (1 if the crashes occurred in two-way undivided roadway, 0 otherwise)

-0.0273

-0.0034

0.0307

Curved roadway indicator (1 if crashes occurred on curved roadways, 0 otherwise)

-0.0145

0.0047

0.0098

Straight roadway indicator (1 if crashes occurred on straight roadways, 0 otherwise)

-0.0180

0.0015

0.0165

Dry surface indicator (1 if crashes occurred on dry surface, 0 otherwise)

-0.0407

-0.0547

0.0149

0.0040

0.0258

0.0507

Wet surface indicator (1 if crashes occurred on wet surface, 0 otherwise)

-0.0053

0.0093

-0.0040

Driver characteristics

      

Male driver indicator (1 if male driver involved in crash, 0 otherwise)

-0.2320

-0.0271

0.2591

Female driver indicator (1 if female driver involved in crash, 0 otherwise)

-0.1047

0.0102

0.0945

Drives age below 26 years (1 if drivers involved in crashes were below 26 years old, 0 otherwise)

0.0053

0.0014

-0.0067

Drives age from 35 to 45 years (1 if drivers involved in crashes were between 35 to 45 years old, 0 otherwise)

-0.0049

-0.0006

0.0055

Reckless driving indicator (1 if crashes occurred due to reckless driving, 0 otherwise)

-0.0074

-0.0023

0.0097

Driving under the influence (1 crashes occurred due to driving under influence, 0 otherwise)

-0.0026

0.0040

-0.0013

No drinking indicator (1 if drivers involved in crashes were not drinking, 0 otherwise)

0.0618

-0.0058

-0.0560

Non-restraint usage indicator (1 if no restraint was used, otherwise)

0.0012

-0.0063

0.0051

Restraint usage indicator (1 if restraint used, otherwise)

0.2241

0.1741

-0.0836

-0.0164

-0.1405

-0.1576

  1. “–” not found statistically significant in the respective models.