Traffic safety culture of drivers in Canada: Implications for new traffic law implementation to enhance traffic safety. (April 2022)
- Record Type:
- Journal Article
- Title:
- Traffic safety culture of drivers in Canada: Implications for new traffic law implementation to enhance traffic safety. (April 2022)
- Main Title:
- Traffic safety culture of drivers in Canada: Implications for new traffic law implementation to enhance traffic safety
- Authors:
- Mishra, Sushreeta
Mehran, Babak - Abstract:
- Abstract: This study investigates Canada's traffic safety culture (TSC) as part of a global research project. The TSC survey data collected by an online survey is used to predict drivers' perception of changes in traffic problems in the past 3 years, driver's support, opposition towards enforcement of additional traffic laws, and drivers' perceived threat towards risky driving behaviors. A two-step procedure is followed to build models. The first step includes feature selection using the chi-square test of independence. The second step comprises building classification models using the Random Forest technique. Results suggest that drivers' personal attributes like the number of accident records, driving frequency, geographic region of nationality, and religion are top predictor variables for drivers' perception towards changes in traffic problems. In addition, compared to others most drivers perceive distracted driving as a major traffic problem today. There is strong disapproval of drivers against the following driving behaviors and strong support to implement laws against it: speeding in school zones, talking on a hand-held cell phone, tying text messages or e-mails, drowsy driving, driving without wearing their seatbelt, drive with passengers not wearing seatbelts, running through red lights, and impaired driving. In contrast, following risky driving behaviors is less of a perceived threat: speeding over limit on a freeway, on a residential street, and in an urban areaAbstract: This study investigates Canada's traffic safety culture (TSC) as part of a global research project. The TSC survey data collected by an online survey is used to predict drivers' perception of changes in traffic problems in the past 3 years, driver's support, opposition towards enforcement of additional traffic laws, and drivers' perceived threat towards risky driving behaviors. A two-step procedure is followed to build models. The first step includes feature selection using the chi-square test of independence. The second step comprises building classification models using the Random Forest technique. Results suggest that drivers' personal attributes like the number of accident records, driving frequency, geographic region of nationality, and religion are top predictor variables for drivers' perception towards changes in traffic problems. In addition, compared to others most drivers perceive distracted driving as a major traffic problem today. There is strong disapproval of drivers against the following driving behaviors and strong support to implement laws against it: speeding in school zones, talking on a hand-held cell phone, tying text messages or e-mails, drowsy driving, driving without wearing their seatbelt, drive with passengers not wearing seatbelts, running through red lights, and impaired driving. In contrast, following risky driving behaviors is less of a perceived threat: speeding over limit on a freeway, on a residential street, and in an urban area and talking on a hands-free cell phone while driving. In addition, a driver's accident record is a significant indicator for a perceived threat towards risky driving behaviors followed by age and accumulated demerit points. The results from this study can be used to guide educational campaigns to transform the traffic safety culture of target groups and make more informed policy decisions. Highlights: Traffic safety culture in Canada was studied using a survey. Chi-square test and Random Forest technique were used for feature selection and model building. Most drivers perceive distracted driving as a major traffic problem today. Driver's accident record, age, and demerit points are main indicators for perceived threat towards risky driving behaviors. Strong support observed for laws against speeding in a school zone, distracted and impaired driving, and seat belt violation. … (more)
- Is Part Of:
- IATSS research. Volume 46:Number 1(2022)
- Journal:
- IATSS research
- Issue:
- Volume 46:Number 1(2022)
- Issue Display:
- Volume 46, Issue 1 (2022)
- Year:
- 2022
- Volume:
- 46
- Issue:
- 1
- Issue Sort Value:
- 2022-0046-0001-0000
- Page Start:
- 82
- Page End:
- 92
- Publication Date:
- 2022-04
- Subjects:
- Traffic safety culture -- Traffic law and violation -- Random Forest -- Chi-square -- Online survey
Traffic safety -- Periodicals
Transportation and state -- Periodicals
Verkeersveiligheid
Internationale organisaties
Traffic safety
Transportation and state
Periodicals
363.1256 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03861112 ↗
http://iatss.or.jp/english/research/research.html ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.iatssr.2021.12.003 ↗
- Languages:
- English
- ISSNs:
- 0386-1112
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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