Cognitive bias analysis of young novice drivers’ observation abilities—A questionnaire-based study
Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the subject self-cognition and objective assessment of driving ability are usually different, especially for the young novice drivers. In this paper...
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Published in | PloS one Vol. 16; no. 5; p. e0251195 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
11.05.2021
Public Library of Science (PLoS) |
Subjects | |
Online Access | Get full text |
ISSN | 1932-6203 1932-6203 |
DOI | 10.1371/journal.pone.0251195 |
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Abstract | Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the subject self-cognition and objective assessment of driving ability are usually different, especially for the young novice drivers. In this paper, drivers’ observation abilities for both static traffic signs and markings and dynamic surrounding vehicles were investigated based on questionnaire data. Effects of gender and driving characteristics (driving year, driving frequency, driving time) on drivers’ observation abilities were verified by ANOVA analysis and structural equation model (SEM) from two aspects: drivers’ self-assessment scores (self-assessment) and mutual assessment scores (evaluated by others). Significant difference could be found between all the factors and drivers’ self-assessment scores, while only driving year had a significant effect on drivers’ mutual assessment scores. Besides, cognitive bias was found between all the driving year groups. It seemed that drivers with driving experience less than one year were always overconfident with their driving abilities. And drivers with driving experience more than three years usually gave the most conservative assessment scores for themselves and others. With more exposures to various traffic conditions, experienced drivers are more aware of their limitations on observing surrounding information, while young novice drivers still not realized their limitations on observing traffic signs and other vehicles in a right way. |
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AbstractList | Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the subject self-cognition and objective assessment of driving ability are usually different, especially for the young novice drivers. In this paper, drivers' observation abilities for both static traffic signs and markings and dynamic surrounding vehicles were investigated based on questionnaire data. Effects of gender and driving characteristics (driving year, driving frequency, driving time) on drivers' observation abilities were verified by ANOVA analysis and structural equation model (SEM) from two aspects: drivers' self-assessment scores (self-assessment) and mutual assessment scores (evaluated by others). Significant difference could be found between all the factors and drivers' self-assessment scores, while only driving year had a significant effect on drivers' mutual assessment scores. Besides, cognitive bias was found between all the driving year groups. It seemed that drivers with driving experience less than one year were always overconfident with their driving abilities. And drivers with driving experience more than three years usually gave the most conservative assessment scores for themselves and others. With more exposures to various traffic conditions, experienced drivers are more aware of their limitations on observing surrounding information, while young novice drivers still not realized their limitations on observing traffic signs and other vehicles in a right way. Young novice drivers have a higher crash risk than all the other driving age due to their lack of driving experience [1, 2]. [...]novice drivers have become an important factor affecting road safety and efficiency due to the great amount and lacking of driving experience [3]. [...]driving is a complex dynamic process-control activity that consists of observation, cognition, thought and decision, and operation functions. For novice drivers, because of insecurity and mental stress, they normally look straight ahead, while some important information around, e.g. traffic signs, and may be ignored. [...]their effective vision fields are narrower than experienced drivers [6]. For drivers’ psychology, accurate perception of own driving skill is especially desirable for traffic safety [19], since by knowing one’s own strengths and weaknesses, one can take efficient compensatory action to reduce collision risk [20]. [...]eliminate cognitive bias or reduce cognitive bias in some extents is of great importance. Young novice drivers have a higher crash risk than all the other driving age due to their lack of driving experience [1, 2]. [...]novice drivers have become an important factor affecting road safety and efficiency due to the great amount and lacking of driving experience [3]. [...]driving is a complex dynamic process-control activity that consists of observation, cognition, thought and decision, and operation functions. For novice drivers, because of insecurity and mental stress, they normally look straight ahead, while some important information around, e.g. traffic signs, and may be ignored. [...]their effective vision fields are narrower than experienced drivers [6]. For drivers’ psychology, accurate perception of own driving skill is especially desirable for traffic safety [19], since by knowing one’s own strengths and weaknesses, one can take efficient compensatory action to reduce collision risk [20]. [...]eliminate cognitive bias or reduce cognitive bias in some extents is of great importance. Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the subject self-cognition and objective assessment of driving ability are usually different, especially for the young novice drivers. In this paper, drivers' observation abilities for both static traffic signs and markings and dynamic surrounding vehicles were investigated based on questionnaire data. Effects of gender and driving characteristics (driving year, driving frequency, driving time) on drivers' observation abilities were verified by ANOVA analysis and structural equation model (SEM) from two aspects: drivers' self-assessment scores (self-assessment) and mutual assessment scores (evaluated by others). Significant difference could be found between all the factors and drivers' self-assessment scores, while only driving year had a significant effect on drivers' mutual assessment scores. Besides, cognitive bias was found between all the driving year groups. It seemed that drivers with driving experience less than one year were always overconfident with their driving abilities. And drivers with driving experience more than three years usually gave the most conservative assessment scores for themselves and others. With more exposures to various traffic conditions, experienced drivers are more aware of their limitations on observing surrounding information, while young novice drivers still not realized their limitations on observing traffic signs and other vehicles in a right way.Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the subject self-cognition and objective assessment of driving ability are usually different, especially for the young novice drivers. In this paper, drivers' observation abilities for both static traffic signs and markings and dynamic surrounding vehicles were investigated based on questionnaire data. Effects of gender and driving characteristics (driving year, driving frequency, driving time) on drivers' observation abilities were verified by ANOVA analysis and structural equation model (SEM) from two aspects: drivers' self-assessment scores (self-assessment) and mutual assessment scores (evaluated by others). Significant difference could be found between all the factors and drivers' self-assessment scores, while only driving year had a significant effect on drivers' mutual assessment scores. Besides, cognitive bias was found between all the driving year groups. It seemed that drivers with driving experience less than one year were always overconfident with their driving abilities. And drivers with driving experience more than three years usually gave the most conservative assessment scores for themselves and others. With more exposures to various traffic conditions, experienced drivers are more aware of their limitations on observing surrounding information, while young novice drivers still not realized their limitations on observing traffic signs and other vehicles in a right way. |
Audience | Academic |
Author | Xue, Qingwan Peng, Qunjie Yu, Ji Liu, Xuemei Hao, Wei Xiang, Wang |
AuthorAffiliation | 2 Shenzhen Transportation Design & Research Institute CO., LTD, Shenzhen, Guangdong, China Tongii University, CHINA 1 Hunan Key Laboratory of Smart Roadway and Cooperative Vehicle-Infrastructure Systems, Changsha University of Science & Technology, Changsha, Hunan, China 3 Beijing Key Laboratory of Urban Intelligent Traffic Control Technology, North China University of Technology, Beijing, China |
AuthorAffiliation_xml | – name: 3 Beijing Key Laboratory of Urban Intelligent Traffic Control Technology, North China University of Technology, Beijing, China – name: 1 Hunan Key Laboratory of Smart Roadway and Cooperative Vehicle-Infrastructure Systems, Changsha University of Science & Technology, Changsha, Hunan, China – name: 2 Shenzhen Transportation Design & Research Institute CO., LTD, Shenzhen, Guangdong, China – name: Tongii University, CHINA |
Author_xml | – sequence: 1 givenname: Wang surname: Xiang fullname: Xiang, Wang – sequence: 2 givenname: Xuemei surname: Liu fullname: Liu, Xuemei – sequence: 3 givenname: Qunjie surname: Peng fullname: Peng, Qunjie – sequence: 4 givenname: Qingwan surname: Xue fullname: Xue, Qingwan – sequence: 5 givenname: Wei surname: Hao fullname: Hao, Wei – sequence: 6 givenname: Ji surname: Yu fullname: Yu, Ji |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33974678$$D View this record in MEDLINE/PubMed |
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Snippet | Observation ability, which is the basis of following decision-making and vehicle manipulation behaviour, is of great importance while driving. However, the... Young novice drivers have a higher crash risk than all the other driving age due to their lack of driving experience [1, 2]. [...]novice drivers have become an... Young novice drivers have a higher crash risk than all the other driving age due to their lack of driving experience [1, 2]. [...]novice drivers have become an... |
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SubjectTerms | Analysis Bias Biology and Life Sciences Cognition Cognition & reasoning Cognitive ability Decision making Demographic aspects Driving ability Engineering and Technology Gender Health risks Infrastructure Laboratories Medicine and Health Sciences Physical Sciences Psychological aspects Psychological stress Psychology Questionnaires Research and Analysis Methods Roads & highways Self evaluation Set (Psychology) Social Sciences Teenage automobile drivers Traffic accidents & safety Traffic control Traffic information Traffic safety Traffic signs Vehicles |
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Title | Cognitive bias analysis of young novice drivers’ observation abilities—A questionnaire-based study |
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