pre crash contributing factors

Pre-crash contributing factors and crash causation: the human, vehicle, and environmental factors in the moments leading to a crash — driver-error taxonomies, critical-reason analysis, the causal chain before impact. What caused the crash, distinct from how crashes are categorised (crash_typology).

358 paper(s) · ranked by relevance to this topic

1. Developing a Taxonomy of Human Errors and Violations That Lead to Crashes · 2019 · Khattak, Asad et al. · archived
2. A study of precrash factors involved in traffic accidents ↗ · 1980 · Treat, J R · indexed
3. Critical Reasons for Crashes Investigated in the National Motor Vehicle Crash Causation Survey ↗ · 2015 · Singh, Santokh · indexed
4. Examination of Crash Contributing Factors Using National Crash Databases · 2003 · Campbell, Brittany N. et al. · archived
5. A Human Error Analysis of U.S. Fatal Highway Crashes 1990–2004 ↗ · 2006 · Iden, Rebecca et al. · indexed
6. Causation analysis of crashes and near crashes using naturalistic driving data ↗ · 2022 · Wang, Xuesong et al. · indexed
7. COMPARATIVE ASSESSMENT OF CRASH CAUSAL FACTORS AND IVHS COUNTERMEASURES ↗ · 1994 · Najm, W. C. et al. · indexed
8. The Relative Frequency of Unsafe Driving Acts in Serious Traffic Crashes [Final Report] · 2001 · Hendricks, Donald L. et al. · archived
9. Identifying the causes of road crashes in Europe. ↗ · 2013 · Thomas, Pete et al. · indexed
10. Tri-level Study of the Causes of Traffic Accidents. Volume 1, Causal Factor Tabulations and Assessments · 1977 · Treat, John R. et al. · archived
11. Methodology of the Large Truck Crash Causation Study · 2005 · Blower, Daniel et al. · archived
12. Aggregating Case Studies of Vehicle Crashes by Means of Causation Charts: An Evaluation and Revision of the Driving Reliability and Error Analysis Method ↗ · 2008 · Sandin, Jesper · indexed
13. Description of light-vehicle pre-crash scenarios for safety applications based on vehicle-to-vehicle communications · 2013 · Najm, Wassim G. et al. · archived
14. Highway Safety: Research Continues on a Variety of Factors That Contribute to Motor Vehicle Crashes · 2003 · NHTSA · archived
15. Human factors contributing to the road traffic accident occurrence ↗ · 2020 · Bucsuházy, Kateřina et al. · indexed
16. Comparative assessment of crash causal factors and IVHS countermeasures · 1994 · Najm, W. C. et al. · archived
17. Naturalistic Driving Study for Understanding Human Error in Major Crash Types in Japan ↗ · 2009 · Uchida, Nobuyuki et al. · indexed
18. An investigation of factors contributing to major crash types in Japan based on naturalistic driving data ↗ · 2010 · Uchida, Nobuyuki et al. · indexed
19. Driver Crash Causation Study by Gender—Missouri, Iowa, and Illinois Comparison · 2018 · Bernard Bracy, Jill M et al. · archived
20. Comparative Analysis of the Large Truck Crash Causation Study and Naturalistic Driving Data · 2016 · Bocanegra, Joseph L et al. · archived
21. Multidisciplinary Accident Investigation, Single Vehicle Accident Study. Volume II. Technical Report · 1977 · Kurucz, Charles, 1940- et al. · archived
22. TRI-LEVEL STUDY OF THE CAUSES OF TRAFFIC ACCIDENTS. VOLUME I: CASUAL FACTOR TABULATIONS AND ASSESSMENTS ↗ · 1977 · Treat, J R et al. · indexed
23. Analysis of Target Crashes and ITS/Countermeasure Actions · 1995 · Najm, Wassim G et al. · archived
24. Analysis Of Target Crashes And ITS Countermeasure Actions · 1995 · NHTSA · archived
25. Using Naturalistic Driving Data to Assess Vehicle-to-Vehicle Crashes Involving Fleet Drivers · 2015 · AAA Foundation for Traffic Safety · archived
26. Identification of Human Driver Critical Behaviors and Related Reliability Evaluation in Real Time · 2022 · He, Chao et al. · archived
27. Identification of Human Driver Critical Behaviors and Related Reliability Evaluation in Real Time · 2022 · He, Chao et al. · archived
28. The interaction between driver mental and physical conditions and errors causing traffic accidents: An analytical approach ↗ · 1978 · Shinar, David et al. · indexed
29. Crash Data Safety Factors Evaluation · 2017 · Donnell, Eric T. et al. · archived
30. Exploring rear-end roadway crashes from the driver's perspective · 1998 · Kostyniuk, Lina P. et al. · archived
31. Investigation on the wrong way driving crash patterns using multiple correspondence analysis · 2017 · Das, Subasish · archived
32. Investigating the Interrelationships among Factors Associated with Automated Vehicle Crashes Using Analytic Hierarchy Process · 2025 · Huang, Chunxi et al. · archived
33. Which factors lead to driving errors? A structural equation model analysis through a driving simulator experiment ↗ · 2019 · Papantoniou, Panagiotis et al. · indexed
34. Proportion-Based Analytical Hierarchy Process for Determining Prominent Reasons Causing Severe Crashes ↗ · 2023 · Islam, Md Kamrul et al. · indexed
35. Error analysis and in-depth accident studies ↗ · 1990 · Malaterre, G · indexed
36. A comparison of patterns and contributing factors of ADAS and ADS involved crashes · 2024 · Yan, Song et al. · archived
37. The 100-Car Naturalistic Driving Study · 2005 · NHTSA · archived
38. Human Error and Road Transport: Phase One – Literature Review ↗ · 2005 · Salmon, Paul M. et al. · indexed
39. Human Error and Road Transport: Phase One – Literature Review ↗ · 2005 · Salmon, Paul M. et al. · indexed
40. Analysis of light vehicle crashes and pre-crash scenarios based on the 2000 General Estimates System · 2003 · Najm, W G et al. · archived
41. Causes and Effects of Autonomous Vehicle Field Test Crashes and Disengagements Using Exploratory Factor Analysis, Binary Logistic Regression, and Decision Trees ↗ · 2022 · Houseal, Lucas A. et al. · indexed
42. Run-Off-Road Collision Avoidance Countermeasures Using IVHS Countermeasures, Task 1, Volume 1: Technical Findings, Final Report · 1994 · NHTSA · archived
43. Understanding the causation of single-vehicle crashes: a methodology for in-depth on-scene multidisciplinary case studies ↗ · 2007 · Sandin, Jesper et al. · indexed
44. Synthesis Report: Examination of Target Vehicular Crashes and Potential ITS Countermeasures · 1995 · Najm, Wassim et al. · archived
45. Incorporating systems thinking approach in a multilevel framework for human-centered crash analysis ↗ · 2019 · Adanu, Emmanuel Kofi et al. · indexed
46. The Role Of Driver Inattention In Crashes; New Statistics From The 1995 Crashworthiness Data System · 1996 · NHTSA · archived
47. Traffic Crash Variables in Wisconsin [Research Brief] · 2019 · Qin, Xiao · archived
48. Light Vehicle-Heavy Vehicle Interaction Data Collection and Countermeasure Research Project · 2016 · Hickman, Jeffery S. et al. · archived
49. Problem area descriptions : motor vehicle crashes - data analysis and IVI program analysis · 1999 · NHTSA · archived
50. The 100-Car Naturalistic Driving Study, Phase II - Results of the 100-Car Field Experiment · 2006 · Dingus, Thomas A. et al. · archived
51. Ivi Problem Areas Description: Motor Vehicle Crashes - Data Analyses And Ivi Program Emphasis · 1999 · NHTSA · archived
52. Factors Involved in Fatal Vehicle Crashes · 2010 · NHTSA · archived
53. Contributing Factors for Young At Fault Drivers in Fatal Traffic Crashes in Florida ↗ · 2009 · Alam, Bhuiyan Monwar et al. · indexed
54. Traffic Accidents with Autonomous Vehicles: Type of Collisions, Manoeuvres and Errors of Conventional Vehicles’ Drivers ↗ · 2020 · Petrović, Đorđe et al. · indexed
55. Detecting motor vehicle crash blackspots based on their underlying behavioural, engineering, and spatial causes ↗ · 2019 · Afghari, Amir Pooyan · indexed
56. An Examination of Fault, Unsafe Driving Acts, and Total Harm in Car-Truck Collisions · 2004 · NHTSA · archived
57. The Pattern of Road Traffic Crashes in South East Iran · 2016 · Rad, Mahdieh et al. · archived
58. Human Factors Design Issues for Crash Avoidance Systems ↗ · 1998 · Dingus, Thomas A. · indexed
59. A scientometric analysis and bibliometric review of driver injury severity crashes studies · 2023 · Das, Subasish · archived
60. Naturalistic Driving Database Development and Analysis of Crash and near-Crash Traffic Events in Honolulu · 2021 · Prevedouros, Panos D et al. · archived
61. Errors and violations on the roads: a real distinction? ↗ · 1990 · Reason, James et al. · indexed
62. Driving errors, driving violations and accident involvement ↗ · 1995 · Parker, Dianne et al. · indexed
63. Aberrant driving as mediator: driving anger patterns and crashes in taxi drivers · 2023 · Hussain, Zahid et al. · archived
64. The 100-Car Naturalistic Driving Study: A Descriptive Analysis of Light Vehicle-Heavy Vehicle Interactions from the Light Vehicle Driver's Perspective · 2006 · Hanowski, R. J. et al. · archived
65. Use of Fatal Real-Life Crashes to Analyze a Safe Road Transport System Model, Including the Road User, the Vehicle, and the Road ↗ · 2008 · Stigson, Helena et al. · indexed
66. Driver distraction and inattention in the USA large truck and national motor vehicle crash causation studies ↗ · 2009 · Craft, R et al. · indexed
67. DRIVER INATTENTION ↗ · 2004 · Richard, TAY et al. · indexed
68. Breaking Down Commercial Motor Vehicle Crashes: What Are the Main Causes? · 2025 · Ridgeway, Christie et al. · archived
69. Analysis of Contributing Factors in Crashes Involving Electric Vehicles and Vehicles with Automated Features · 2025 · Harper, Corey et al. · archived
70. Taxonomy, Open Challenges, Motivations, and Recommendations in Driver Behavior Recognition: A Systematic Review ↗ · 2024 · al-qaysi, ziadoon · indexed
71. In-Depth Understanding of Near-Crash Events Through Pattern Recognition ↗ · 2022 · Das, Subasish · indexed
72. Heavy Vehicle Crash Characteristics in Oman : 2009–2011 · 2015 · Al-Bulushi, Islam et al. · archived
73. Interaction of road environment, vehicle and human factors in the causation of pedestrian accidents ↗ · 2005 · Lenard, James et al. · indexed
74. Large Truck Crash Causation Study: Analytical User's Manual · 2006 · NHTSA · archived
75. CH-LSTTM: A Taxonomy of Traffic Hazards · 2024 · Yan, Song et al. · archived
76. The Role of Driver Distraction in Traffic Crashes · 2001 · Stutts, Jane C. et al. · archived
77. Investigating the Effects of Driver Factors on Crash Involvement using SHRP2 Naturalistic Driving Study Dataset ↗ · 2022 · Du, Na et al. · indexed
78. Problem Definition for Pre-Crash Sensing Advanced Restraints · 2009 · Eigen, Ana Maria et al. · archived
79. from lane. · 2010 · Sears, Justine et al. · archived
80. Road Transport Accident Analysis from A System-Based Accident Analysis Approach Using Swiss Cheese Model · 2019 · Akuh, Raymond et al. · archived
81. Extremely serious crashes on urban roadway networks: Patterns and trends · 2020 · Das, Subasish et al. · archived
82. From emotion to safety-critical events: The temporal causal pathways in naturalistic driving ↗ · 2026 · Jiang, B et al. · indexed
83. Development of a Speeding-Related Crash Typology · 2010 · Council, Forrest M. et al. · archived
84. Contribution of Behavioral Aspects of Older Drivers to Fatal Traffic Crashes in Florida ↗ · 2008 · Alam, Bhuiyan Monwar et al. · indexed
85. The role of driver distraction in traffic crashes · 2001 · Stutts, Jane C. et al. · archived
86. Effects of Human-Centered Factors on Crash Injury Severities ↗ · 2017 · Adanu, Emmanuel Kofi et al. · indexed
87. Observed and unobserved correlation between crash avoidance manoeuvers and crash severity ↗ · 2015 · Kaplan, Sigal et al. · indexed
88. Driver’s Mental Models of Advanced Vehicle Technologies: A Proposed Framework for Identifying and Predicting Operator Errors · 2021 · Pradhan, Anuj K. et al. · archived
89. From traffic conflict simulation to traffic crash simulation: introducing traffic safety indicators based on the explicit simulation of potential driver errors · 2018 · Astarita, Vittorio et al. · archived
90. Modeling Crashes Severity Using Ensemble Techniques · 2023 · ALHADIDI, Taqwa et al. · archived
91. Rail Highway Crossing Accident Causation Study: Volume 1. Executive Summary. · 1982 · Knoblauch, Karl et al. · archived
92. Sociocultural factors affecting the incidence of road traffic crashes among drivers: An exploratory qualitative study · 2025 · Masoumi, Gholamreza et al. · archived
93. IVHS Technologies Applied To Collision Avoidance: Perspectives On Six Target Crash Types & Countermeasures, Technical Paper Presented At Safety & Human Factors Session Of 1993 IVHS America Annual Meeting · 1993 · NHTSA · archived
94. Pedestrian safety, the identification of precipitating factors and possible countermeasures : appendices. · 1971 · Snyder, Monroe B. et al. · archived
95. Pedestrian and Bicycle Crash Types of the Early 1990’s · 1996 · Hunter, William W. et al. · archived
96. Method for Identifying Factors Contributing to Driver-Injury Severity in Traffic Crashes ↗ · 2000 · Chen, Wan-Hui et al. · indexed
97. Identifying Highly Correlated Variables Relating to the Potential Causes of Reportable Wisconsin Traffic Crashes · 2019 · Qin, Xiao et al. · archived
98. Characteristics and Contributory Causes Related to Large Truck Crashes (Phase I) - Fatal Crashes · 2010 · Dissanayake, Sunanda et al. · archived
99. DEVELOPMENT OF TEST SCENARIOS FOR OFF-ROADWAY CRASH COUNTERMEASURES BASED ON CRASH STATISTICS ↗ · 2002 · Najm, Wassim G et al. · indexed
100. Crash Studies of Driver Distraction ↗ · 2008 · Gordon, Craig · indexed
101. How Perceptual and Cognitive Factors are Involved in a Car Accident: A Case Study ↗ · 2011 · Dominguez, Vanessa et al. · indexed
102. Traffic Violations Versus Driving Errors of Older Adults: Informing Clinical Practice ↗ · 2010 · Classen, Sherrilene et al. · indexed
103. The Safe System Approach – A Road Safety Strategy Based on Human Factors Principles · 2013 · Larsson, Peter et al. · archived
104. Editorial: Cognitive Mechanisms for Safe Road Traffic Systems · 2022 · Vecchiato, Giovanni et al. · archived
105. Pedal Application Errors · 2012 · Lococo, Kathy H. et al. · archived
106. Simulation of driver, vehicle and environmental aspects of crash initiation, a new method to improve integrated safety effectiveness ↗ · 2003 · Wood, R.L. et al. · indexed
107. Investigating Critical Incidents, Driver Restart Period, Sleep Quantity, and Crash Countermeasures in Commercial Vehicle Operations Using Naturalistic Data Collection · 2016 · Blanco, Myra et al. · archived
108. Novice driver crashes: The relation between putative causal factors, countermeasures, real world impacts ↗ · 2024 · Pradhan, Anuj K. · indexed
109. Causative Factors and Countermeasures for Rural and Suburban Pedestrian Accidents: Accident Data Collection and Analysis–Appendices · 1977 · Knoblauch, Richard L. et al. · archived
110. How to explain technological accidents? The “Human Factor”, Social Constructivism, and the Ontological Turn in Exploring the Uncertainties of Autonomous Vehicles ↗ · 2025 · Kuznetsov, Andrey G. et al. · indexed
111. 100-car naturalistic study · 2005 · NHTSA · archived
112. Braking News ↗ · 2012 · Kaplan, Sigal et al. · indexed
113. Identification of factors associated with road crashes among functionally classified transport modes in Namibia ↗ · 2020 · Adanu, Emmanuel Kofi et al. · indexed
114. Exploring the heterogeneous relationship between abnormal driving events and freeways crash risk: A two stage analysis framework integrating causal inference and random parameters logit ↗ · 2026 · Zhou, Mo et al. · indexed
115. Analysis of Nighttime Vehicular Collisions and the Application of Human Factors: An Integrated Approach ↗ · 2014 · Sprague, James K. et al. · indexed
116. Human factors and road safety in the 2nd international traffic safety conference ↗ · 2023 · Alhajyaseen, Wael · indexed
117. Factors influencing the patterns of wrong-way driving crashes on freeway exit ramps and median crossovers: Exploration using ‘Eclat’ association rules to promote safety · 2018 · Das, Subasish et al. · archived
118. The Road Traffic Crashes as a Neglected Public Health Concern; An Observational Study From Iranian Population ↗ · 2014 · Bakhtiyari, Mahmood et al. · indexed
119. Analysis of Injury Severity of Drivers Involved Different Types of Two-Vehicle Crashes Using Random-Parameters Logit Models with Heterogeneity in Means and Variances · 2023 · Wu, Qiang et al. · archived
120. Examining the Characteristics of Fatal Pedestrian Crashes · 2016 · Burbidge, Shaunna K. · archived
121. Remedies for Driver Error · 2004 · Hutabarat, R. S. et al. · archived
122. Revised Estimates Of The U.S. Drowsy Driver Crash Problem Size Based On General Estimates System Case Reviews · 1995 · NHTSA · archived
123. Near miss road traffic accidents and associated factors among truck drivers in Gamo zone, southern Ethiopia by using a contributory factors interaction model · 2024 · Bekelcho, Tariku et al. · archived
124. A study predicting crashes among a sample of fleet drivers ↗ · 2006 · Davey, Jeremy D. et al. · indexed
125. Pedestrian and Bicycle Crash Analysis Tool (PBCAT): Version 2.0 Application Manual · 2006 · Harkey, David L. et al. · archived
126. Investigating Factors Affecting the Occurrence and Severity of Rear-End Crashes ↗ · 2017 · Shawky, Mohamed et al. · indexed
127. A comprehensive joint econometric model of motor vehicle crashes arising from multiple sources of risk · 2018 · Afghari, Amir Pooyan et al. · archived
128. The ‘Saw but Forgot’ error: A role for short-term memory failures in understanding junction crashes? · 2019 · Robbins, Chloe J. et al. · archived
129. The Role of Journey Purpose in Road Traffic Injuries: A Bayesian Network Approach · 2019 · Febres, Juan Diego et al. · archived
130. Unlocking Forensics Data for Vehicles Involved in Motor Vehicle Crashes · 2025 · Grasso III, Charles et al. · archived
131. Pedestrian Safety: The Identification of Precipitating Factors and Possible Countermeasures. Volume 1 · 1971 · Snyder, Monroe B. et al. · archived
132. Investigation of emergency vehicle crashes in the state of Michigan · 2009 · Savolainen, Peter T. et al. · archived
133. Human and Vehicle Factors in Motor Vehicle Crashes and Severity of Related Injuries in South East Iran ↗ · 2012 · Mohammadi, Mahdi et al. · indexed
134. Using CHAID Decision Trees to Evaluate Severities of Missouri Truck Crashes · 2018 · Bernard Bracy, Jill M · archived
135. Factors contributing to the severity of intersection crashes ↗ · 2007 · Tay, Richard et al. · indexed
136. The difference in quasi-induced exposure to crashes involving various hazardous driving actions · 2023 · Zhang, Guopeng et al. · archived
137. Driving with Influence: Exploring Crash Factors of Automated Systems in Different Roadway Contexts ↗ · 2026 · Astle, W. Abram et al. · indexed
138. Investigation of Factors Associated with Heavy Vehicle Crashes in Iran (Tehran–Qazvin Freeway) ↗ · 2023 · Kashani, Ali Tavakoli et al. · indexed
139. Investigation of contributing factors regarding wrong-way driving on freeways. · 2012 · Zhou, Huaguo et al. · archived
140. Factors Associated with Human-Controlled Motor Vehicle Fatal Crashes in Urban Area Using Fatality Ratio · 2025 · Akuh, Raymond et al. · archived
141. An analysis of influential factors associated with rural crashes in a developing country: A case study of Iran · 2022 · Sheykhfard, Abbas et al. · archived
142. Inattention and distraction in fatal road crashes – Results from in-depth crash investigations in Norway ↗ · 2019 · Sundfør, Hanne Beate et al. · indexed
143. Analyzing Vehicle Operator Deviations · 2008 · Pounds, Julia et al. · archived
144. Vehicle-Based Countermeasures for Signal and Stop Sign Violations: Task 1. Intersection Control Violation Crash Analyses: Task 2. Top-Level System and Human Factors Requirements · 2004 · Lee, S. E. et al. · archived
145. Can Knowledge of Taxi Drivers’ Intentions to Commit Traffic Violations Predict Crash Frequency? ↗ · 2026 · Behnood, Hamid Reza et al. · indexed
146. Comparison between Two Quasi-Induced Exposure Methods for Studying Risk Factors for Road Crashes ↗ · 2005 · Pablo Lardelli‐Claret et al. · indexed
147. Association knowledge for fatal run-off-road crashes by Multiple Correspondence Analysis ↗ · 2015 · Das, Subasish et al. · indexed
148. Multidimensional prediction of work traffic crashes among Spanish professional drivers in cargo and passenger transportation ↗ · 2022 · Useche, Sergio A. et al. · indexed
149. Identification of Specific Problems and Countermeasures Targets for Reducing Alcohol Related Casualties [1978] · 1978 · Perchonok, Kenneth · archived
150. Uncovering Deep Structure of Determinants in Large Truck Fatal Crashes · 2020 · Das, Subasish et al. · archived
151. Traffic Safety and the Driver ↗ · 1992 · Shea, Andy et al. · indexed
152. Driver model for the analysis of pre-accident situations ↗ · 2009 · Jurecki, R. et al. · indexed
153. Improvement of Fatal Crash Analysis and Follow-Up · 2018 · Staats, William Nicholas et al. · archived
154. Creating Pedestrian Crash Scenarios in a Driving Simulator Environment ↗ · 2015 · Chrysler, Susan T. et al. · indexed
155. Using Cluster Correspondence Analysis to Explore Rainy Weather Crashes in Louisiana ↗ · 2022 · Rahman, M. Ashifur et al. · indexed
156. Safety of Mixed Traffic · 2025 · Huang, Chunxi et al. · archived
157. Questionnaire based study of drivers’ error and violation at four-legged signalized intersection ↗ · 2021 · Sahu, Prasanta K. et al. · indexed
158. Effect of driver, roadway, collision, and vehicle characteristics on crash severity: a conditional logistic regression approach ↗ · 2014 · Kadılar, Gamze Özel · indexed
159. The 100-Car Naturalistic Driving Study: Phase II - Results of the 100-Car Field Experiment ↗ · 2006 · Dingus, Thomas A. et al. · indexed
160. Analysis of Fatal Truck-Involved Work Zone Crashes in Florida: Application of Tree-Based Models ↗ · 2021 · Gupta, Rajesh et al. · indexed
161. Identifying Behaviors and Situations Associated With Increased Crash Risk for Older Drivers · 2009 · Stutts, Jane et al. · archived
162. Effect of Socioeconomic Factors on Crash Occurrence · 2020 · Stamatiadis, Nikiforos et al. · archived
163. Modeling Automated Vehicle Crashes with a Focus on Vehicle At-Fault, Collision Type, and Injury Outcome ↗ · 2022 · Kutela, Boniphace et al. · indexed
164. Risk Factors for Young Drivers in Fatal and Non-Fatal Crashes: Supplementary Report · 2022 · Mastromatto, Tia et al. · archived
165. Driver Inattention: A Contributing Factor to Crashes and Near-Crashes ↗ · 2005 · Klauer, Sheila G. et al. · indexed
166. Book Review · 2005 · Brookhuis, Karel · archived
167. Mining patterns of autonomous vehicle crashes involving vulnerable road users to understand the associated factors · 2021 · Das, Subasish · archived
168. Factors Affecting Crash Severity among Elderly Drivers: A Multilevel Ordinal Logistic Regression Approach · 2022 · Alrumaidhi, Mubarak et al. · archived
169. Factors Influencing Multi-vehicle Collisions Following Sudden Fatal Health Problems in Drivers · 2025 · Kataoka, Hitomi et al. · archived
170. The effects of drivers’ behavior on driver-injury severities in Iran: An application of the mixed-logit model ↗ · 2016 · Behnood, Ali et al. · indexed
171. The Epidemiology of Motor Vehicle Accidents ↗ · 1962 · McFarland, Ross A. · indexed
172. THE ROLE OF MEDICAL CONDITIONS IN HIGH-SPEED CRASHES ↗ · 1993 · Dischinger, Patricia C. et al. · indexed
173. Classification of Driver Injury Severity for Accidents Involving Heavy Vehicles with Decision Tree and Random Forest ↗ · 2022 · Azhar, Aziemah et al. · indexed
174. Severity Analysis of Crashes on Multilane Arterials Using Conditional Inference Forests ↗ · 2009 · Das, Abhishek et al. · indexed
175. The human factor in driving accidents An overview of approaches and problems ↗ · 1982 · McKenna, Frank · indexed
176. Ascertainment of On-Road Safety Errors Based on Video Review · 2009 · Dawson, Jeffrey D et al. · archived
177. Differences in frequency of occurrence, event characteristics, and pre-impact vehicle kinematics between crashes, near-crashes, and single vehicle conflicts in a large-scale naturalistic driving study ↗ · 2022 · Pérez, Miguel A. et al. · indexed
178. Predictive analysis techniques for road accident injuries: A survey ↗ · 2017 · Chaudhary, Roopal et al. · indexed
179. Analysis of driver injury severity in single-vehicle crashes on rural and urban roadways ↗ · 2016 · Wu, Qiong et al. · indexed
180. An Analysis of Factors Influencing Accidents outside Urban Areas in Sistan and Baluchestan Province ↗ · 2024 · Mardanian, Siroos et al. · indexed
181. Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
182. Using linked data to evaluate motor vehicle crashes involving elderly drivers in Connecticut : Crash Outcome Data Evaluation System (CODES) linked data demonstration project · 1999 · Jacobs, G. Z. L. et al. · archived
183. The MUARC-TAC Enhanced Crash Investigation Study: using event data recorders and simulated crash reconstructions in the analysis of crash causation · 2015 · Peiris, Sujanie et al. · archived
184. Topic Models from Crash Narrative Reports of Motorcycle Crash Causation Study · 2021 · Das, Subasish et al. · archived
185. Accident investigations for active safety at CHALMERS – new demands require new methodologies ↗ · 2007 · Ljung, Mikael et al. · indexed
186. Analysis of fatal crashes due to signal and stop sign violations · 2004 · Campbell, Brittany N. et al. · archived
187. A Systematic Literature Review of Driver’s Sociocultural Factors Predisposing to Road Traffic Crashes · 2022 · Haghdoust, Zahra et al. · archived
188. Investigation of Gender Differences in Large-Truck Crash Injury Severity in Missouri · 2018 · Bernard Bracy, Jill M et al. · archived
189. Safety on the Italian Highways: Impacts of the Highway Chauffeur System · 2019 · Agriesti, Serio et al. · archived
190. Examining the Pre-Crash Circumstances Leading to Pedestrian Fatalities · 2025 · AAA Foundation for Traffic Safety · archived
191. Analysis of Naturalistic Driving Event Data ↗ · 2011 · Jovanis, Paul P. et al. · indexed
192. Aberrant driving behaviour: errors and violations ↗ · 1995 · Blockey, Paul et al. · indexed
193. An Approach for the Selection and Description of Elements Used to Define Driving Scenarios – Part II · 2023 · Rao, Sughosh J. et al. · archived
194. Accident severity analysis using ordered probit model ↗ · 2007 · Rifaat, Shakil Mohammad et al. · indexed
195. Identification of Specific Problems and Countermeasures Targets for Reducing Alcohol Related Casualties [1975] · 1975 · Perchonok, Kenneth · archived
196. Psychosocial Identification of Drivers Responsible for Fatal Vehicular Accidents in Boston · 1976 · Sterling-Smith, Robert S. · archived
197. Learning about crash causation from countermeasure evaluation: The example of the Queensland minimum passing distance rule ↗ · 2023 · Haworth, Narelle · indexed
198. Cross Sectional Crash Severity Analysis among Various Vehicle Driver Characteristics · 2018 · Rassafi, Amir Abbas et al. · archived
199. Age-Related Functional Limitations, Countermeasures, and Crash Risks [Traffic Tech] · 2012 · NHTSA · archived
200. Application of Extremely Randomised Trees for exploring influential factors on variant crash severity data · 2022 · Afshar, Farshid et al. · archived
201. Development and application of a risk analysis methodology for road traffic accidents ↗ · 2025 · Abdulrahman, Radfan et al. · indexed
202. Results of Event Data Recorders Pre-Crash Duration Study: A Report to Congress · 2022 · NHTSA · archived
203. The Manchester driver behaviour questionnaire: self-reports of aberrant behaviour among Czech drivers · 2014 · Šucha, Matúš et al. · archived
204. Comparison of Factors Associated With Run-Off-Road and Non-Run-Off-Road Crashes in Kansas · 2012 · Roy, Uttara et al. · archived
205. IVHS TECHNOLOGIES APPLIED TO COLLISION AVOIDANCE: PERSPECTIVES ON SIX TARGET CRASH TYPES AND COUNTERMEASURES ↗ · 1993 · Knipling, R R · indexed
206. Fatal Wrong-Way Crashes on Divided Highways, United States, 2014-2023 · 2026 · AAA Foundation for Traffic Safety · archived
207. Analysis of Naturalistic Driving Data ↗ · 2008 · Shankar, Venky et al. · indexed
208. Effect of Socioeconomic and Demographic Factors on Crash Occurrence ↗ · 2021 · Sagar, Shraddha et al. · indexed
209. Bioinjury Implications of Pre-crash Safety Modeling and Intervention Investigators · 2018 · Bolte, John et al. · archived
210. Analysis of Factors Contributing to Hit-and-Run Crashes Involved with Improper Driving Behaviors ↗ · 2016 · Zhou, Bei et al. · indexed
211. Investigation of the Technical Defects Causing Motor Vehicle Accidents ↗ · 1985 · Grandel, J · indexed
212. Identification and Quantification of Hazardous Scenarios for Automated Driving · 2020 · Kramer, Birte et al. · archived
213. Evaluation and Analysis of Factors Affecting Road Traffic Accidents in Tripoli-Libya ↗ · 2018 · Elturki, Faris Ahmed Abdulfatah et al. · indexed
214. A Landscape of Research on Bus Driver Behavior: Taxonomy, Open Challenges, Motivations, Recommendations, Limitations, and Pathways Solution in Future ↗ · 2021 · Mohammed, Ali et al. · indexed
215. Analyzing the time-varying patterns of contributing factors in work zone-related crashes ↗ · 2023 · Das, Subasish et al. · indexed
216. Severity Analysis of Large-Truck Wrong-Way Driving Crashes in the State of Florida ↗ · 2022 · Anam, Salwa et al. · indexed
217. Factors Contributing to Crashes among Young Drivers ↗ · 2014 · Bates, Lyndel et al. · indexed
218. Analysis of Risk Factors in Severity of Rural Truck Crashes · 2016 · Vachal, Kimberly · archived
219. Connected and Automated Vehicles and Safety of Vulnerable Road Users: A Systems Approach · 2018 · McDonald, Noreen C et al. · archived
220. Highway Safety: Factors Contributing to Traffic Crashes and NHTSA’s Efforts to Address Them: Statement of Peter Guerrero, Director, Physical Infrastructure Issues · 2003 · Guerrero, Peter · archived
221. Holistically Identifying Road Complexity and Relating It to Fatal Crashes · 2025 · Wang, Meng et al. · archived
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224. General Estimates System Coding Manual 1995 · 1995 · NHTSA · archived
225. Patterns of near-crash events in a naturalistic driving dataset: Applying rules mining · 2021 · Das, Subasish · archived
226. Quantitative Human Error Model and Analysis of Rational Driver · 2006 · Kumamoto, Hiromitsu et al. · archived
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231. Driver crash risk factors and prevalence evaluation using naturalistic driving data ↗ · 2016 · Dingus, Thomas A. et al. · indexed
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235. Factors associated with traffic crashes on urban freeways ↗ · 2020 · Kassu, Aschalew et al. · indexed
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237. Human Factors in Driving ↗ · 2023 · Donmez, Birsen et al. · indexed
238. Impact of Wind Turbine Distraction on Crash Severity: Assessment and Prediction Study · 2025 · Alhomaidat, Fadi et al. · archived
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241. Analysis of severe and non-severe traffic crashes on wet and dry highways ↗ · 2019 · Kassu, Aschalew et al. · indexed
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245. Application Edge Designs to Study The Actual Causes That Led to The Frequent Traffic Accidents ↗ · 2021 · Abdulrahman, Alanazi Talal · indexed
246. A Human Factors Investigation Into the Unavailability of Active Warnings at Railway Level Crossings ↗ · 2012 · Gildersleeve, Matthew et al. · indexed
247. Feasibility of Driver Judgment as Basis for a Crash Avoidance Database ↗ · 2002 · Smith, David L. et al. · indexed
248. Traffic Accident Human Error Quantification Considering “Yes-No” Type and “Unknown” Type Danger ↗ · 2005 · Kumamato, Hiromitsu et al. · indexed
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250. A Comprehensive Study of Single and Multiple Truck Crashes Using Violation and Crash Data · 2018 · Mashhadi, Mohammad Mahdi Rezapour et al. · archived
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254. Characteristics of Police-reported road traffic crashes in Ethiopia over a six year period ↗ · 2013 · Tulu, Getu Segni et al. · indexed
255. Investigating older driver crashes on high-speed roadway segments: a hybrid approach with extreme gradient boosting and random parameter model ↗ · 2024 · Das, Subasish · indexed
256. Investigation of factors associated with truck crash severity in Nebraska. · 2012 · Khattak, Aemal et al. · archived
257. Crashes and Injuries on Rural Roads in Alaska – Toward a Better Understanding of Rural Safety Issues Through Linked Data and Environmental Factors Task B: Environmental and Geometric Safety Factors of Rural Crashes · 2025 · Vasudevan, Vinod · archived
258. Traffic Safety Factors in the Qassim Region of Saudi Arabia ↗ · 2020 · Al-Tit, Ahmad Adnan et al. · indexed
259. Vehicle Automation and Transportability of Crash Modification Factors · 2019 · Davis, Gary et al. · archived
260. Investigation of Rural Roadway Departures · 2022 · Burbidge, Shaunna K. et al. · archived
261. Aging Road User Survey and Crash Analysis to Identify Issues and Applicable Improvement Strategies for Kansas Conditions · 2018 · Dissanayake, Sunanda et al. · archived
262. Exploration on prior driving modes for automated vehicle collisions ↗ · 2022 · Das, Subasish · indexed
263. Applying Mambaattention, Tabpfn, and Tabtransformers to Classify Sae Automation Levels in Crashes · 2025 · Das, Subasish et al. · archived
264. Pedestrians under influence (PUI) crashes: Patterns from correspondence regression analysis · 2020 · Das, Subasish et al. · archived
265. Evaluation of Injury Severity for Pedestrian–Vehicle Crashes in Jordan Using Extracted Rules ↗ · 2019 · Mujalli, Randa Oqab et al. · indexed
266. Modeling Injury Severity of Vehicular Traffic Crashes ↗ · 2017 · Mujalli, Randa Oqab et al. · indexed
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270. Impact of Road Environment on Occurrence and Injury Severity in Hit-And-Run Crash · 2023 · Wei, Bai · archived
271. Prevalence and Factors Associated with Road Traffic Crash among Taxi Drivers in Mekelle Town, Northern Ethiopia, 2014: A Cross Sectional Study · 2015 · Asefa, Nigus Gebremedhin et al. · archived
272. Fatal hit-and-run crashes: Factors associated with leaving the scene ↗ · 2021 · Benson, Aaron et al. · indexed
273. Road traffic crashes and risk groups in India: Analysis, interpretations, and prevention strategies ↗ · 2011 · Ponnaluri, Raj · indexed
274. In-Depth Investigation of Contributing Factors to Car-Motorcycle Accidents in Budapest City · 2019 · Danish, Farooq et al. · archived
275. Investigating Factor Associations in Barrier Crashes through Cluster Correspondence Analysis ↗ · 2024 · Das, Subasish · indexed
276. Data-Mining Techniques for Exploratory Analysis of Pedestrian Crashes ↗ · 2011 · Montella, Alfonso et al. · indexed
277. Influence of Level 1 and Level 2 Automated Vehicles on Fatal Crashes and Fatal Crash Occurrence [Summary] · 2022 · Gajera, Hardik et al. · archived
278. Applying Bayesian data mining to measure the effect of vehicular defects on crash severity · 2019 · Das, Subasish et al. · archived
279. Toward Understanding On-Road Interactions of Male and Female Drivers ↗ · 2011 · Sivak, Michael et al. · indexed
280. Designing Safe Road Systems: A Human Factors Perspective ↗ · 2012 · Theeuwes, Jan et al. · indexed
281. Application of a novel hybrid multigroup statistical approach to investigate the factors affecting crash severity ↗ · 2025 · Jafari, Mahsa et al. · indexed
282. Examining injury severity in left turning crashes at intersections · 2011 · Wang, Yonggang et al. · archived
283. Crashes Involving Animals: Prevalence and Characteristics · 2026 · AAA Foundation for Traffic Safety · archived
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285. Exploring interacting effects of risk factors on run-off-road crash severity: An interpretable machine learning model joint with latent class clustering ↗ · 2024 · Samerei, Seyed Alireza et al. · indexed
286. Discovering Insightful Rules among Truck Crash Characteristics using Apriori Algorithm ↗ · 2020 · Hong, Jungyeol et al. · indexed
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290. The role of human factor in incidence and severity of road crashes based on the CART and LR regression: a data mining approach ↗ · 2011 · Pakgohar, Alireza et al. · indexed
291. ANALYSIS OF LANE CHANGE CRASHES ↗ · 2003 · Sen, Burak et al. · indexed
292. Safety impacts of reduced visibility in inclement weather. · 2017 · Das, Subasish et al. · archived
293. BUS CRASH SITUATION IN THAILAND: CASE STUDIES ↗ · 2015 · Taneerananon, Pichai et al. · indexed
294. A survey of the relationship between the mental workload and cognitive failure in taxi drivers, 2017 ↗ · 2017 · Kazemi, Reza et al. · indexed
295. Epidemiology of pedestrian–MVCs by road type in Cluj, Romania ↗ · 2015 · Hamann, Cara et al. · indexed
296. Comparison of Risk Factors Associated with Older and Other Drivers in Single-Vehicle Fatal Intersection Crashes ↗ · 2022 · Alshehri, Abdulaziz et al. · indexed
297. Analysis of Driver Evasive Maneuvering Prior to Intersection Crashes Using Event Data Recorders ↗ · 2015 · Scanlon, John M. et al. · indexed
298. Integrating Empirical and Subjective Evidence on Young Drivers’ Risk Perceptions and Crash Factors ↗ · 2025 · Das, Subasish · indexed
299. Commercial Motor Vehicle Collisions ↗ · 2005 · Wylie, D K · indexed
300. Determinants that Lead Drivers into Traffic Accidents: A Case of Arba Minch City, South Ethiopia ↗ · 2017 · Zewde, Tesfahun · indexed
301. Motor vehicle driver injury severity analysis utilizing a random parameter binary probit model considering different types of driving licenses in 4-legs roundabouts in South Australia ↗ · 2020 · Das, Subasish · indexed
302. Simulator Study of Primary and Precipitating Factors in Work Zone Crashes ↗ · 2011 · McAvoy, Deborah S. et al. · indexed
303. Temporal dynamics in barrier-involved crashes: Determining shifts in driving behavior and injury risk across multi-year periods. · 2026 · Barua, S et al. · archived
304. Risk Perception, Traffic Attitudes and Behaviour among Pedestrians and Commercial Minibus Drivers in Ghana: A Case Study of Manya Krobo District ↗ · 2011 · Teye‐Kwadjo, Enoch · indexed
305. Drivers with Dementia: Environment, Errors and Performance Outcomes · 2007 · Berndt, Angela et al. · archived
306. Involvement of Road Users from the Productive Age Group in Traffic Crashes in Saudi Arabia: An Investigative Study Using Statistical and Machine Learning Techniques ↗ · 2022 · Islam, Md Kamrul et al. · indexed
307. Analysis of Factors Affecting Injury Severity in Traffic Crashes on Arizona Tribal Lands ↗ · 2019 · James, Emmanuel et al. · indexed
308. Fatal Wrong-Way Crashes on Divided Highways · 2021 · AAA Foundation for Traffic Safety · archived
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313. Driver Behavior in Forward Collision and Lane Departure Scenarios ↗ · 2016 · Gaspar, John et al. · indexed
314. Strategies to Mitigate Wrong-way Driving Incidents on Arterials · 2019 · Alluri, Priyanka et al. · archived
315. Investigating patterns of freeway crashes in Jordan: Findings from a text mining approach ↗ · 2025 · Jaradat, Shadi et al. · indexed
316. Contributory factors to truck crashes considering enforcement types, accounting for the enforcement endogeneity ↗ · 2023 · Rezapour, Mahdi et al. · indexed
317. A Data-Driven Approach to Implementing Wrong-Way Driving Countermeasures · 2018 · Alluri, Priyanka et al. · archived
318. Characteristics of Rear-End Collisions: A Comparison between Automated Driving System-Involved Crashes · 2024 · Huang, Chunxi et al. · archived
319. Severity of Pedestrian Crashes in Developing Countries: Analysis and Comparisons Using Decision Tree Techniques ↗ · 2022 · Jaber, Ahmed et al. · indexed
320. Drivers of partially automated vehicles are blamed for crashes that they cannot reasonably avoid · 2022 · Abbink, David A. · archived
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323. An Analysis of Drivers Most Responsible for Fatal Accidents versus a Control Sample [1976] · 1976 · NHTSA · archived
324. Understanding Driving Behaviors and Traffic Crashes among University Commuter Drivers ↗ · 2025 · Alshehri, Abdulaziz H. · indexed
325. Freeways’ Road Safety Analysis Through Accident Database and Human Behavior ↗ · 2025 · Brasile, Claudia et al. · indexed
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327. Temporal instability assessment of injury severities of motor vehicle drivers at give-way controlled unsignalized intersections: A random parameters approach with heterogeneity in means and variances ↗ · 2021 · Das, Subasish · indexed
328. Severity Prediction of Highway Crashes in Saudi Arabia Using Machine Learning Techniques ↗ · 2022 · Aldhari, Ibrahim et al. · indexed
329. Road Traffic Accidents Fatality and Associated Factors in Southwest Shoa, Central Ethiopia ↗ · 2020 · Geleta, Dagne et al. · indexed
330. Identification of determinant factors for crash severity levels occurred in Addis Ababa City, Ethiopia, from 2017 to 2020: using ordinal logistic regression model approach · 2023 · Bekelcho, Tariku et al. · archived
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332. Analysis of Single-Vehicle Roadway Departure Crashes on Rural Curved Segments Accounting for Unobserved Heterogeneity ↗ · 2020 · Islam, Mouyid et al. · indexed
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334. Structural Equation Modeling to Investigate Behavioral Factors Contributing to Crash Involvement: A Systematic Review ↗ · 2025 · Jafari, Mahsa et al. · indexed
335. Application of Multinomial Regression Model to Identify Parameters Impacting Traffic Barrier Crash Severity · 2019 · Rezapour, Mahdi et al. · archived
336. Discovering Indirect Associations in Crash Data through Probe Attributes ↗ · 2008 · Pande, Anurag et al. · indexed
337. Investigation of the Relationship between Rainfall and Fatal Crashes in Texas, 1994–2018 ↗ · 2020 · Han, Zhongyu et al. · indexed
338. Risk Analysis of Autonomous Vehicles in Mixed Traffic Streams · 2017 · Dey, Kakan Chandra et al. · archived
339. Enhancing Connecticut’s Crash Data Collection for Serious Injury and Fatal Motor Vehicle Collisions · 2018 · Jackson, Eric D. et al. · archived
340. Wyoming's 2009 Report on Traffic Crashes · 2010 · NHTSA · archived
341. A study on road traffic crashes and injuries in Qatar as reported by drivers ↗ · 2012 · Bener, Abdulbari · indexed
342. Severity analysis of road transport accidents of hazardous materials with machine learning ↗ · 2021 · Shen, Xiaoyan et al. · indexed
343. Influential Factors on Injury Severity for Drivers of Light Trucks and Vans with Machine Learning Methods ↗ · 2020 · Pillajo-Quijia, Giovanny et al. · indexed
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345. Disengagement Cause-and-Effect Relationships Extraction Using an NLP Pipeline · 2022 · Zhang, Yangtao et al. · archived
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347. Identification of Factors that Cause Severity of Road Accidents in Ghana: A Case Study of the Northern Region. ↗ · 2012 · Haadi, Abdul-Rahaman · indexed
348. Barriers and Accident Prevention ↗ · 2016 · Hollnagel, Erik · indexed
349. Risk Analysis of Autonomous Vehicles in Mixed Traffic Streams ↗ · 2017 · Bhavsar, Parth et al. · indexed
350. The Relationship of Sector Characteristics to Operational Errors · 1998 · Rodgers, Mark D. et al. · archived
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355. Analyzing the Key Contributing Factors to Traffic Accidents in Jordan · 2025 · Sami Ayyad · archived
356. ASSESSMENT OF FACTORS CONTRIBUTING TO ROAD TRAFFIC ACCIDENTS IN OSUN STATE, NIGERIA ↗ · 2025 · AKINBULUMA, Ayodeji T. et al. · indexed
357. Speaking of human factors: an interview study on the causes and prevention of runway incursions with aviation professionals ↗ · 2025 · Yan, Yan et al. · indexed
358. ANALYSIS OF PERIODICAL TECHNICAL INSPECTION SYSTEMS IN AUTOMOTIVE TRANSPORT. THE EXPERIENCES OF POLAND AND RUSSIA ↗ · 2017 · Filipczyk, Jan et al. · indexed