Methodological Resource
dataset resource
A dataset described as a resource for others: naturalistic driving study data descriptions such as SHRP 2 or 100-Car documentation, crash database descriptions, benchmark dataset papers, data dictionaries and collection summaries published so others can analyze the data.
1231 paper(s) · newest first · see also all information types
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Usage Guidelines of SHRP 2 Naturalistic Driving Study Data for Nevada · 2016 · Xu, Hao et al. · archived
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The 100-Car Naturalistic Driving Study: Phase II - Results of the 100-Car Field Experiment ↗ · 2006 · Dingus, Thomas A. et al. · indexed
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SHRP2 naturalistic driving study, phase I summary : State College, Pennsylvania data collection site. · 2013 · Fraser, Janet L. et al. · archived
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THE 100 CAR NATURALISTIC DRIVING STUDY, PHASE I - EXPERIMENTAL DESIGN ↗ · 2002 · Neale, Vicki L. et al. · indexed
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Exploring Naturalistic Driving Study (NDS) Data and Roadway Information Database (RID) for Emerging Applications in Traffic Safety · 2016 · Ishak, Sherif et al. · archived
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Analysis of Existing Data: Prospective Views on Methodological Paradigms ↗ · 2012 · Jovanis, Paul P. et al. · indexed
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Behavior-based Predictive Safety Analytics - Pilot Study [supporting datasets] · 2018 · Engström, Johan et al. · archived
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Assessment of Variation in Driving Distraction Risk by Age, Gender, and Driving Area using SHRP 2 Naturalistic Driving Study ↗ · 2017 · Pérez, Miguel A. et al. · indexed
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Exploration of the SHRP2 naturalistic driving study data to identify factors related to the selection of freeway ramp design speed. · 2017 · Brewer, Marcus A. et al. · archived
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Evaluate Impact of Sleep Habit on Driving Fatigue and Safety Risk using SHRP 2 Naturalistic Driving Study ↗ · 2017 · Pérez, Miguel A. et al. · indexed
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Application of naturalistic driving data: A systematic review and bibliometric analysis · 2023 · Alam, Md Rakibul et al. · archived
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Evaluation of Work Zone Mobility by Utilizing Naturalistic Driving Study Data [supporting dataset] · 2020 · Zhou, Huaguo Hugo et al. · archived
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The 100-Car Naturalistic Driving Study, Phase II - Results of the 100-Car Field Experiment · 2006 · Dingus, Thomas A. et al. · archived
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The study design of UDRIVE: the naturalistic driving study across Europe for cars, trucks and scooters · 2016 · Barnard, Yvonne et al. · archived
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Exploring naturalistic driving data for distracted driving measures : [research project capsule]. · 2015 · Ishak, Sherif · archived
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MIT Advanced Vehicle Technology Study: Large-Scale Naturalistic Driving Study of Driver Behavior and Interaction With Automation · 2019 · Fridman, Lex et al. · archived
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A Naturalistic Driving Study Across the Lifespan. Final Report · 2014 · Stavrinos, Despina et al. · archived
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Feasibility of Using In-Vehicle Video Data to Explore How to Modify Driver Behavior That Causes Nonrecurring Congestion · 2011 · Katz, Bryan et al. · archived
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Naturalistic Driving Database Development and Analysis of Crash and near-Crash Traffic Events in Honolulu · 2021 · Prevedouros, Panos D et al. · archived
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TrafficNet: An open naturalistic driving scenario library · 2017 · Zhao, Ding et al. · archived
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Dataset Construction from Naturalistic Driving in Roundabouts · 2020 · Cuenca, Laura García et al. · archived
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Using the New SHRP2 Naturalistic Driving Study Safety Databases to Examine Safety Concerns for Older Drivers · 2019 · Knodler, Michael A. et al. · archived
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Using Naturalistic Data to Develop Simulator Scenarios · 2017 · Gaspar, John et al. · archived
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Summary of Projects Funded by the Federal Highway Administration for The National Surface Transportation Safety Center for Excellence from July 2006 to June 2014 · 2016 · Hankey, Jonathan M. et al. · archived
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Analysis of SHRP2 Speeding Data: Methods Used to Conduct the Research · 2020 · Brown, James L. et al. · archived
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A Multivariate Analysis of Crash and Naturalistic Driving Data in Relation to Highway Factors ↗ · 2013 · Gordon, Timothy et al. · indexed
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Exploring Naturalistic Driving Data for Distracted Driving Measures · 2017 · Ishak, Sherif S. et al. · archived
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Investigating the Effects of Driver Factors on Crash Involvement using SHRP2 Naturalistic Driving Study Dataset ↗ · 2022 · Du, Na et al. · indexed
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Potential Uses of Reduced Datasets from the Roadway Information Database: A White Paper · 2019 · Porter, Richard J. et al. · archived
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Findings of a large-scale European naturalistic driving study: the i-DREAMS project. ↗ · 2025 · Al Haddad, Christelle et al. · indexed
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Modeling 100-car safety events: a case-based approach for analyzing naturalistic driving data: final report · 2009 · Guo, Feng et al. · archived
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A multimodal driver monitoring benchmark dataset for driver modeling in assisted driving automation · 2024 · Nobari, Khazar Dargahi et al. · archived
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Replication Data for: Evaluation of Autonomous Vehicles and Smart Technologies for Their Impact on Traffic Safety and Traffic Congestion [supporting datasets] · 2020 · Miles, James et al. · archived
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Connected and Automated Vehicle (CAV) Data Infrastructure and Access Phase 1 and 2 · 2021 · Spradlin, Helen K et al. · archived
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Use of Naturalistic Driving Studies for Identification of Vehicle Dynamics · 2021 · Reicherts, Sebastian et al. · archived
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Driver performance and behavior in adverse weather conditions : an investigation using the SHRP2 naturalistic driving study data—phase 1. · 2015 · Ahmed, Mohamed M. et al. · archived
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The highD Dataset: A Drone Dataset of Naturalistic Vehicle Trajectories on German Highways for Validation of Highly Automated Driving Systems · 2018 · Krajewski, Robert et al. · archived
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Deep InSight: A Driver-State Estimation Platform for Processing Naturalistic Driving Data · 2024 · Sharma, Anuj et al. · archived
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Automated Vehicle Crash Rate Comparison Using Naturalistic Data · 2016 · Blanco, Myra et al. · archived
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Driver Training Research and Guidelines for Automated Vehicle Technology [supporting datasets] · 2018 · Manser, Michael P. et al. · archived
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Naturalistic Driving Data Baseline for Automated Driving System-Equipped Commercial Motor Vehicles · 2021 · Krum, Andrew et al. · archived
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Utilizing various data sources for surface transportation human factors research : workshop summary report, November 6-7, 2013 · 2014 · Romo, Alicia et al. · archived
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Older Driver Performance across Six Naturalistic Studies [Traffic Tech] · 2021 · Staplin, L. et al. · archived
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Automated video feature extraction : workshop summary report October 10-11 2012. · 2012 · Morton, Tom · archived
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Behavior-Based Predictive Safety Analytics Phase II · 2023 · Miller, Andrew et al. · archived
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AAA Longitudinal Research on Aging Drivers (LongROAD) Data User Guide · 2024 · AAA Foundation for Traffic Safety · archived
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Comparative Analysis of the Large Truck Crash Causation Study and Naturalistic Driving Data · 2016 · Bocanegra, Joseph L et al. · archived
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An EEG dataset for understanding driving expertise from naturalistic urban road experiments. · 2026 · Gong J et al. · archived
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100-car naturalistic study · 2005 · NHTSA · archived
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Modeling 100-car safety events: a case-based approach for analyzing naturalistic driving data: final report ↗ · 2009 · Guo, Feng et al. · indexed
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A multimodal physiological dataset for driving behaviour analysis · 2024 · Tao, Xiaoming et al. · archived
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Evaluation of Data Needs, Crash Surrogates, and Analysis Methods to Address Lane Departure Research Questions Using Naturalistic Driving Study Data ↗ · 2011 · National Academies of Sciences, Engineering, and Medicine · indexed
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Results of Event Data Recorders Pre-Crash Duration Study: A Report to Congress · 2022 · NHTSA · archived
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Road Hazard Stimuli: Annotated naturalistic road videos for studying hazard detection and scene perception · 2023 · Song, Jiali et al. · archived
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Lankershim Boulevard Dataset : [fact sheet] · 2007 · NHTSA · archived
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Using SHRP2-Nds Data to Investigate Freeway Operations, Human Factors, and Safety: Final Report · 2018 · Avelar, Raul Eduardo et al. · archived
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Identifying High-Risk Roadways for Infrastructure Investment Using Naturalistic Driving Data · 2015 · Wolshon, Brian et al. · archived
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GIS Mapping of Driving Behavior Based on Naturalistic Driving Data · 2019 · Balsa-Barreiro, José et al. · archived
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Advanced Driver Assistance System-Equipped Vehicle Datasets Collected in Central Ohio: Final Report · 2024 · Seitz, Timothy et al. · archived
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Driving Behavior Analysis Guidelines for Intelligent Transportation Systems ↗ · 2021 · Azadani, Mozhgan Nasr et al. · indexed
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Using Naturalistic Driving Data to Assess Vehicle-to-Vehicle Crashes Involving Fleet Drivers · 2015 · AAA Foundation for Traffic Safety · archived
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MIMIC — Multidisciplinary Initiative on Methods to Integrate and Create Realistic Artificial Data · 2023 · Edara, Praveen K. et al. · archived
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When to use what data set for your self-driving car algorithm: An overview of publicly available driving datasets ↗ · 2017 · Yin, Hang et al. · indexed
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A dataset on the physiological state and behavior of drivers in conditionally automated driving ↗ · 2023 · Meteier, Quentin et al. · indexed
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Near Crashes as Crash Surrogate for Naturalistic Driving Studies ↗ · 2010 · Guo, Feng et al. · indexed
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Empirical Research for Mixed Traffic Research · 2025 · He, Dengbo et al. · archived
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Driver Performance and Behavior in Adverse Weather Conditions: An Investigation Using the SHRP2 Naturalistic Driving Study Data—Phase 2 · 2018 · Ahmed, Mohamed et al. · archived
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1 year, 1000 km: The Oxford RobotCar dataset · 2016 · Maddern, Will et al. · archived
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Using Video Analytics to Automatically Annotate Driver Behavior and Context in Naturalistic Driving Data · 2024 · Sarkar, Abhijit et al. · archived
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Data collection with "UYANIK": too much pain; but gains are coming ↗ · 2007 · Abut, H. et al. · indexed
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Exploratory Advanced Research Program : Video Analytics Research Projects · 2015 · NHTSA · archived
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Automated Vehicle Driver Monitoring Dataset from Real-World Scenarios · 2024 · Sabry, Mohamed et al. · archived
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The inD Dataset: A Drone Dataset of Naturalistic Road User Trajectories at German Intersections · 2020 · Bock, Julian et al. · archived
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Is it Safe to Drive? An Overview of Factors, Metrics, and Datasets for Driveability Assessment in Autonomous Driving ↗ · 2019 · Guo, Junyao et al. · indexed
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Integrating Human Behavior Toward the Development of Safer Cooperative Automated Transportation: Implementation of SHRP2 Naturalistic Driving Study · 2023 · Ahmed, Mohamed et al. · archived
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Multidisciplinary Initiative to Create and Integrate Realistic Artificial Datasets · 2023 · Edara, Praveen K. et al. · archived
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Light Vehicle-Heavy Vehicle Interaction Data Collection and Countermeasure Research Project · 2016 · Hickman, Jeffery S. et al. · archived
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Application of global positioning system and questionnaires data for the study of driver behaviour on two‐lane rural roads ↗ · 2013 · Ana María Pérez‐Zuriaga et al. · indexed
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Comparison of SHRP 2 Naturalistic Driving Data to Geometric Design Speed Characteristics on Freeway Ramps · 2020 · Brewer, Marcus A. et al. · archived
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Screening Naturalistic Driving Study Data for Safety-Critical Events ↗ · 2013 · Wu, Kun-Feng et al. · indexed
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The 100-Car Naturalistic Driving Study · 2005 · NHTSA · archived
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US-Japan Collaborative Research on Probe Data: Assessment Report · 2013 · Vasudevan, Meenakshy et al. · archived
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Big Data Visualization and Spatiotemporal Modeling of Risky Driving · 2020 · Jahangiri, Arash et al. · archived
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Patterns of near-crash events in a naturalistic driving dataset: Applying rules mining · 2021 · Das, Subasish · archived
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Behavior-based Predictive Safety Analytics – Pilot Study · 2019 · Engström, Johan et al. · archived
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Linking Oregon Driver Records and Crash Data to Evaluate Interventions and Mitigate Driver Risk · 2026 · Hurwitz, David et al. · archived
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Interstate 80 Freeway Dataset : [fact sheet] · 2006 · NHTSA · archived
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Driver crash risk factors and prevalence evaluation using naturalistic driving data ↗ · 2016 · Dingus, Thomas A. et al. · indexed
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Evaluating the Influence of Crashes on Driving Behavior using Naturalistic Driving Study Data · 2015 · Guo, Feng et al. · archived
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Analysis of SHRP2 Data to Understand Normal and Abnormal Driving Behavior in Work Zones · 2019 · Flannagan, Carol A. et al. · archived
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Evaluating the relationship between the driver and roadway to address rural intersection safety using the SHRP 2 naturalistic driving study data. · 2016 · Oneyear, Nicole et al. · archived
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Naturalistic Driving Study for Understanding Human Error in Major Crash Types in Japan ↗ · 2009 · Uchida, Nobuyuki et al. · indexed
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A review of best practices, standards, and approaches for transportation safety data and driver state prediction ↗ · 2023 · Nartey, David et al. · indexed
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The Longitudinal Research on Aging Drivers (LongROAD) Study: Understanding the Design and Methods · 2017 · AAA Foundation for Traffic Safety · archived
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Exploratory Advanced Research (EAR) Program: Compendium of Papers from Funded Research Projects · 2023 · NHTSA · archived
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Driver Distraction in NHTSA Databases · 2010 · Ascone, Debra · archived
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Realistic Artificial Datasets: Objective Evaluation of Data-Driven Safety Analysis Models · 2020 · NHTSA · archived
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A Simulator Dataset to Support the Study of Impaired Driving · 2025 · Gideon, John et al. · archived
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Assessment Report of US-Japan-Europe Collaborative Research on Probe Data International Probe Data Work Group Phase 2. · 2016 · McGurrin, Michael et al. · archived
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Designing a Study to Investigate Older Novice Drivers · 2023 · Wright, Tim et al. · archived
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Semiparametric Bayesian models for evaluating time‐variant driving risk factors using naturalistic driving data and case‐crossover approach ↗ · 2017 · Guo, Feng et al. · indexed
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Training to Improve Drivers’ Behavior When Partial Driving Automation Fails [supporting datasets] · 2022 · Roberts, Shannon C et al. · archived
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Investigation of Design Speed Characteristics on Freeway Ramps using SHRP2 Naturalistic Driving Data · 2019 · Brewer, Marcus A. et al. · archived
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Comprehensive image dataset of flexible pavement: Alligator cracks and edge-breaks from national highway (N6) of urban areasZenodoZenodo ↗ · 2026 · Hossain, Md. Nayem et al. · indexed
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Event Data Recorder Duration Study [Appendix to a Report to Congress. Report No. DOT HS 813 082B] · 2022 · Chen, Rong Jackey et al. · archived
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Naturalistic driving data for the analysis of car-following models. · 2013 · Rakha, Hesham et al. · archived
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Objective Driving Data in the LongROAD Study: An Overview of Changes to Data Collection Procedures from a Datalogger to a Travel App · 2021 · AAA Foundation for Traffic Safety · archived
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Multitasking additional-to-driving: Prevalence, structure, and associated risk in SHRP2 naturalistic driving data · 2020 · Bálint, András et al. · archived
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Third Generation Simulation Data (TGSIM): A Closer Look at The Impacts of Automated Driving Systems on Human Behavior · 2024 · Talebpour, Alireza et al. · archived
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SafeTrip 21 initiative : networked traveler foresighted driving field experiment, final report. · 2011 · Nowakowski, Christopher et al. · archived
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Advancing the Behavioral Safety Analytic Tools Capabilities of the Connecticut Department of Transportation · 2021 · Wang, Kai et al. · archived
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Improving Roadside Responder Crash Data: Outcomes from an Expert Roundtable Discussion · 2021 · AAA Foundation for Traffic Safety · archived
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Naturalistic Study of Level 2 Driving Automation Functions · 2018 · Russell, Sheldon M. et al. · archived
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A Framework for Building Comprehensive Driver Profiles ↗ · 2022 · Payyanadan, Rashmi P. et al. · indexed
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An Approach for the Selection and Description of Elements Used to Define Driving Scenarios – Part II · 2023 · Rao, Sughosh J. et al. · archived
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DivNEDS: Diverse Naturalistic Edge Driving Scene Dataset for Autonomous Vehicle Scene Understanding · 2024 · Duah, John Owusu et al. · archived
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Development of collision avoidance for light vehicles : near-crash/crash event data recorders · 2006 · da Silva, Marco P. et al. · archived
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Using Driver State Detection in Automated Vehicles [supporting dataset] · 2019 · Gaspar, John et al. · archived
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AI-based framework for automatically extracting high-low features from NDS data to understand driver behavior ↗ · 2023 · Aboah, Armstrong · indexed
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Evaluation of Work Zone Mobility by Utilizing Naturalistic Driving Study Data, Phase II · 2022 · Zhou, Huaguo Hugo et al. · archived
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Safety Data Management and Analysis: Addressing the Continuing Education Needs for the Pacific Northwest (Phase 2) · 2018 · Chang, Kevin et al. · archived
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US Highway 101 Dataset : [fact sheet] · 2007 · NHTSA · archived
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HARMONY: A Human-Centered Multimodal Driving Study in the Wild · 2021 · Tavakoli, Arash et al. · archived
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Longitudinal Research on Aging Drivers (LongROAD): study design and methods · 2017 · Li, Guohua et al. · archived
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In-Depth Understanding of Near-Crash Events Through Pattern Recognition ↗ · 2022 · Das, Subasish · indexed
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An overview of Virginia's computerized crash records systems. · 1995 · Miller, John S · archived
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Pilot Study on Improving Crash Data Accuracy in Kentucky through University Collaboration · 2024 · Fields, Michael A. et al. · archived
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An investigation of factors contributing to major crash types in Japan based on naturalistic driving data ↗ · 2010 · Uchida, Nobuyuki et al. · indexed
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Uncovering variability in human driving behavior through automatic extraction of similar traffic scenes from large naturalistic datasets · 2022 · Abbink, David A. · archived
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Real-World Use of Automated Driving Systems and their Safety Consequences: A Naturalistic Driving Data Analysis · 2020 · Kim, Hyungil et al. · archived
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Analysis of SHRP2 Speeding Data [Traffic Tech] · 2020 · NHTSA · archived
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Research Utilizing SHRP2 Data to Improve Highway Safety: Development of Speed—Safety Relationships · 2020 · Hutton, Jessica M. et al. · archived
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Evaluating the influence of crashes on driving risk using recurrent event models and Naturalistic Driving Study data · 2016 · Chen, Chen et al. · archived
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Uncovering Variability in Human Driving Behavior Through Automatic Extraction of Similar Traffic Scenes from Large Naturalistic Datasets · 2023 · Abbink, David A. · archived
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Using Naturalistic Driving Performance Data to Develop an Empirically Defined Model of Distracted Driving · 2016 · Bingham, C. Raymond et al. · archived
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State-of-the-art review on sustainable driving behavior: trade-offs between road safety, fuel consumption and emissions ↗ · 2026 · Petraki, Virginia et al. · indexed
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An examination of driver distraction as recorded in NHTSA databases · 2009 · Ascone, Debra et al. · archived
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enviroCar - Crowd Sourced Traffic and Environment Data for Sustainable Mobility ↗ · 2013 · Jirka, Simon et al. · indexed
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Driver Impairment Detection and Safety Enhancement Through Comprehensive Volatility Analysis · 2020 · Khattak, Asad J. et al. · archived
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A novel approach to set driving simulator experiments based on traffic crash data ↗ · 2020 · Bobermin, Mariane Paula et al. · indexed
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Crash Risk of Cell Phone Use While Driving: A Case-Crossover Analysis of Naturalistic Driving Data · 2018 · AAA Foundation for Traffic Safety · archived
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Centric: June-September 1977 · 1977 · NHTSA · archived
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Driving the analysis: An exciting opportunity for statistical innovation in driving research ↗ · 2018 · Albert, Paul S. · indexed
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Investigating Relationship Between Driving Patterns and Traffic Safety Using Smartphones Based Mobile Sensor Data · 2016 · Sahin, Olcay et al. · archived
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The Interrelationships between Speed Limits, Geometry, and Driver Behavior · 2018 · Savolainen, Peter T. et al. · archived
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Analysis of Naturalistic Driving Study Data: Safer Glances, Driver Inattention, and Crash Risk ↗ · 2014 · Victor, Trent et al. · indexed
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Advancing Crash Investigation With Connected and Automated Vehicle Data – Phase 2 · 2023 · Khattak, Asad J. et al. · archived
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Driver behavior in traffic. · 2012 · Abbas, Montasir et al. · archived
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Highway Safety: Research Continues on a Variety of Factors That Contribute to Motor Vehicle Crashes · 2003 · NHTSA · archived
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Analysis of SHRP2 Speeding Data · 2020 · Richard, Christian M. et al. · archived
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Micro DAS: In-Vehicle Portable Data Acquisition System ↗ · 1999 · Barickman, Frank S. et al. · indexed
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Characteristics of 1977 Licensed Drivers and Their Travel: 1977 Nationwide Personal Transportation Study: Report 1 · 1980 · Asin, Ruth H. · archived
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Examining Seniors’ Adaptation to Mixed Function Automated Vehicles: Analysis of Naturalistic Driving Data · 2021 · Liang, Dan et al. · archived
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Traffic safety measures using multiple streams real time data : final report · 2017 · Jafari, Mohsen · archived
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Automated Video Analysis: Analyzing Large Quantities of Transportation Research Data · 2015 · Cobb, Lincoln · archived
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EAR Program Research Results: Updated through 2016 · 2016 · NHTSA · archived
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Driving Etiquette · 2019 · Peng, Huei et al. · archived
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Large Truck Crash Causation Study: Analytical User's Manual · 2006 · NHTSA · archived
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Towards Building a Naturalistic Cycling Dataset Capturing Bicycle/Car Interactions ↗ · 2022 · Alazemi, Fahd et al. · indexed
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Developing a Taxonomy of Human Errors and Violations That Lead to Crashes · 2019 · Khattak, Asad et al. · archived
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Roadway safety analysis methodology for Utah : final report. · 2016 · Schultz, Grant G. et al. · archived
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Enhancing Crash Data Reporting to Highway Safety Partners in Wyoming by Utilizing Big Data Analysis and Survey Techniques · 2022 · Farid, Ahmed et al. · archived
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Vehicle Occupants and Driver Behavior: A Novel Data Approach to Assessing Speeding · 2019 · Martin, Michael W et al. · archived
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Innovative modeling of naturalistic driving data: Inference and prediction ↗ · 2017 · Albert, Paul S. · indexed
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Automated Video Analysis - Analyzing Large Quantities Of Transportation Research Data · 2015 · NHTSA · archived
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Real-world perceptions of emerging event data recorder (EDR) technologies · 2002 · Kowalick, T. M. · archived
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Evaluation of Driver Behavior at Railroad-Highway Grade Crossings Using Naturalistic Driving Study Data · 2021 · Lautala, Pasi Tapio et al. · archived
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Argos: An Advanced In-Vehicle Data Recorder on a Massively Sensorized Vehicle for Car Driver Behavior Experimentation ↗ · 2010 · Perez, Antonio et al. · indexed
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Aerial video & trajectory dataset of vehicles on circular road ↗ · 2025 · Riehl, Kevin et al. · indexed
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Modeling Naturalistic Driving Environment with High-Resolution Trajectory Data · 2023 · Feng, Shuo et al. · archived
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Evaluation of Work Zone Mobility by Utilizing Naturalistic Driving Study Data · 2019 · Zhou, Huaguo Hugo et al. · archived
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Problems, solutions and recommendations for implementing CODES (Crash Outcome Data Evaluation System) · 2001 · NHTSA · archived
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Exploring Crowdsourced Hard—Acceleration and Braking Event Data for Evaluating Safety Performance of Low-Volume Rural Highways in Iowa · 2023 · Mahmud, Shoaib et al. · archived
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IAP Project: Driver Behavior and Performance in the Vicinity of Closely Spaced Interchange Ramps on Urban Freeways - Proof of Concept ↗ · 2015 · Strayer, David L. · indexed
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Crash Risk of Cell Phone Use While Driving: Case-Crossover Study of SHRP 2 Naturalistic Driving Data · 2018 · Owens, Justin M. et al. · archived
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Performance Assessment of an Onboard Monitoring System for Commercial Motor Vehicle Drivers: A Field Operational Test · 2016 · Boyle, Linda Ng et al. · archived
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Framework for Highway Traffic Profiling Using Connected Vehicle Data · 2022 · Zhong, Zijia et al. · archived
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The Influence of Unmanned Aerial Systems on Driving Performance [supporting dataset] · 2020 · Fitzpatrick, Cole et al. · archived
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Creating a driving profile for older adults using GPS devices and naturalistic driving methodology ↗ · 2016 · Babulal, Ganesh M. et al. · indexed
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Safety-Critical Learning for Long-Tail Events: The TUM Traffic Accident Dataset · 2025 · Zimmer, Walter et al. · archived
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Horizontal Curve Safety Performance Evaluation Based on the Naturalistic Driving Study Lane Position Data · 2024 · Claros, Boris et al. · archived
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Validating the representativeness assumption of the quasi-induced exposure method using a national representative field observation survey ↗ · 2021 · Shen, Sijun et al. · indexed
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A study on traffic accidents involving pedestrians facing the backward by using driving simulator and near-miss incident database · 2017 · TSUTSUMI, Shigeyoshi et al. · archived
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Driver Behavior in Forward Collision and Lane Departure Scenarios ↗ · 2016 · Gaspar, John et al. · indexed
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Over 60,000 km in a year: remotely collecting large-volume high-quality data from a logistics truck · 2022 · Berger, Christian et al. · archived
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Development and interval testing of a naturalistic driving methodology to evaluate driving behavior in clinical research ↗ · 2016 · Babulal, Ganesh M. et al. · indexed
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Feasibility of Driver Judgment as Basis for a Crash Avoidance Database ↗ · 2002 · Smith, David L. et al. · indexed
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Fast Lane - Exploring Human Behavior - Volume 14 · 2021 · NHTSA · archived
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On-Road Vehicle Trajectory Collection and Scene-Based Lane Change Analysis: Part I ↗ · 2017 · Zhao, Huijing et al. · indexed
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Novice Teen Driver Education Data Collection Guide · 2024 · NHTSA · archived
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Data Necessary to Develop a Sentinel Surveillance System for Drug Use by Drivers in Crashes: A Review of the Existing Landscape · 2019 · AAA Foundation for Traffic Safety · archived
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Using Naturalistic Driving Data to Develop a Typology of Speeding Episodes ↗ · 2017 · Richard, Christian M. et al. · indexed
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Intelligent Data Acquisition for Intelligent Transportation Research ↗ · 1998 · Barickman, Frank S. · indexed
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Third Annual Report of the Crash Avoidance Metrics Partnership, April 2003 – March 2004 · 2005 · Deering, Richard K. et al. · archived
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The PREVENTION dataset: a novel benchmark for PREdiction of VEhicles iNTentIONs ↗ · 2019 · Izquierdo, R. et al. · indexed
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Advanced operations focused on connected vehicles/infrastructure (CVI-UTC). · 2015 · Smith, Brian L. et al. · archived
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A Comprehensive Examination of Naturalistic Lane-Changes ↗ · 2004 · Lee, Suzanne E. et al. · indexed
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Public Roads Vol. 75 No. 3 · 2011 · Brumfield, Ryan et al. · archived
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Scalability in Perception for Autonomous Driving: Waymo Open Dataset · 2020 · Sun, Pei et al. · archived
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A data–information–knowledge cycle for modeling driving behavior · 2022 · Al Haddad, Christelle et al. · archived
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The Relationship between the Driver Behavior Questionnaire, Sensation Seeking Scale, and Recorded Crashes: A Brief Comment on Martinussen et al. (2017) and New Data from SHRP2 · 2018 · de Winter, J C F et al. · archived
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Crash Avoidance Performance History (CAPH): Safety Performance Measures for UDOT Regions & Divisions · 2004 · Anderson, Doug et al. · archived
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2013–2014 National Roadside Study of Alcohol and Drug Use by Drivers: Methodology · 2016 · Kelley-Baker, Tara et al. · archived
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Race-Car Instrumentation for Driving Behavior Studies ↗ · 2011 · Katzourakis, Diomidis et al. · indexed
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EAR Program Research Results - Updated Through 2018 : [brochure] · 2018 · NHTSA · archived
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Exploratory Analysis of Automated Vehicle Crashes Using an NLP Pipeline ↗ · 2023 · Jayaraman, Suresh Kumaar et al. · indexed
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Using Naturalistic Driving Data to Examine Teen Driver Behaviors Present in Motor Vehicle Crashes, 2007-2015 · 2016 · AAA Foundation for Traffic Safety · archived
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doScenes: An Autonomous Driving Dataset with Natural Language Instruction for Human Interaction and Vision-Language Navigation · 2025 · Roy, Parthib et al. · archived
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Public Roads Vol. 88 No. 2 · 2024 · NHTSA · archived
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Compendium Of Human Factors Projects Supporting The Intelligent Vehicle Initiative · 1999 · NHTSA · archived
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Enhancing Connecticut’s Crash Data Collection for Serious Injury and Fatal Motor Vehicle Collisions · 2018 · Jackson, Eric D. et al. · archived
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Driving risk assessment based on naturalistic driving study and driver attitude questionnaire analysis ↗ · 2020 · Wang, Jianqiang et al. · indexed
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Data-driven Robust Scoring Approach for Driver Profiling Applications ↗ · 2018 · Abdelrahman, Abdalla et al. · indexed
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An Approach for the Selection and Description of Elements Used to Define Driving Scenarios · 2021 · Rao, Sughosh J. et al. · archived
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USRAP Pilot Program Phase II · 2008 · AAA Foundation for Traffic Safety · archived
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Verification and Calibration of Microscopic Traffic Simulation Using Driver Behavior and Car-Following Metrics for Freeway Segments · 2024 · Medina, Juan C. et al. · archived
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A Statistical and Machine Learning Approach to Assess Contextual Complexity of the Driving Environment Using Autonomous Vehicle Data— Technology Transfer Activities · 2024 · Ogle, Jennifer H et al. · archived
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Detecting Early-Stage Dementia Using Naturalistic Driving · 2023 · Wotring, Brian M et al. · archived
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Evaluation of the Mack Intelligent Vehicle Field Operational Test: September 2006 · 2006 · NHTSA · archived
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Driver Impairment Detection & Safety Enhancement Through Comprehensive Volatility Analysis [Slides] · 2021 · Khattak, Asad J. et al. · archived
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Consumer Complaints and Traffic Fatalities: Insights from the NHTSA Vehicle Owner’s Complaint Database ↗ · 2012 · Ghazizadeh, Mahtab et al. · indexed
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Data Mining and Gap Analysis for Weather Responsive Traffic Management Studies · 2010 · Krechmer, Daniel et al. · archived
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FURTHER ON-THE-ROAD TESTS OF DRIVER INTERFACES : EXAMINATION OF A ROUTE GUIDANCE SYSTEM AND A CAR PHONE ↗ · 1993 · Green, Paul et al. · indexed
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Using National Behavioral Data on Commercial Traffic for Local and Regional Applications: Experiences from Germany with Data Sources and Gaps, Opportunities and Limits ↗ · 2006 · Steinmeyer, Imke et al. · indexed
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Comparative Analysis of Interpretable Data‐Driven and Analytical Car‐Following Models on Highways: Robustness, Sensitivity and Transferability ↗ · 2026 · Adamidis, Filippos et al. · indexed
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Introduction to special issue—Emerging applications of road incidents and driver behaviour data analysis in road safety modelling and evaluation ↗ · 2025 · Mehran, Babak et al. · indexed
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Review of Studies on Older Drivers’ Behavior and Stress—Methods, Results, and Outlook ↗ · 2021 · Zhao, Yanning et al. · indexed
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Human Factors Study to Understand Driver Behavior on Managed Lane Facilities · 2025 · Alluri, Priyanka et al. · archived
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Examination of Limitations Associated with Observing Driver Distraction ↗ · 2014 · Wenners, Keith E. et al. · indexed
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An Examination of Fault, Unsafe Driving Acts, and Total Harm in Car-Truck Collisions · 2004 · NHTSA · archived
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Will Ride-Hailing Enhance Mobility for Older Adults? A California Survey [supporting dataset] · 2020 · Shirgaokar, Manish et al. · archived
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Low-Cost Strategies to Reduce Speed and Crashes on Curves · 2007 · Hallmark, Shauna et al. · archived
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Comparison between Two Quasi-Induced Exposure Methods for Studying Risk Factors for Road Crashes ↗ · 2005 · Pablo Lardelli‐Claret et al. · indexed
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Drowsy Driving in Fatal Crashes, United States, 2017–2021 · 2024 · AAA Foundation for Traffic Safety · archived
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Phase II : operational and safety-based analyses of varied toll lane configurations. · 2016 · Valdes, Didier et al. · archived
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Problem Definition for Pre-Crash Sensing Advanced Restraints · 2009 · Eigen, Ana Maria et al. · archived
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Multiple Medications and Vehicle Crashes: Analysis of Databases · 2008 · LeRoy, Aida A. et al. · archived
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Safety Assessment of New England Roadways During the COVID-19 Pandemic · 2023 · Shirazi, Mohammadali et al. · archived
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Hazard-Based Model of Activity Generation Using Vehicle Trajectory Data · 2020 · Enam, Annesha et al. · archived
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Guidelines for Evaluating Safety Using Traffic Encounters: Proactive Crash Estimation on Roadways with Conventional and Autonomous Vehicle Scenarios · 2023 · Tarko, Andrew P. et al. · archived
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Exploration on prior driving modes for automated vehicle collisions ↗ · 2022 · Das, Subasish · indexed
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North Dakota Statewide Traffic Safety Survey, 2021: Traffic Safety Performance Measures for State and Federal Agencies · 2021 · Vachal, Kimberly et al. · archived
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Safety Benefits of Speed Limiters in Commercial Motor Vehicles Using Carrier-Collected Crash Data ↗ · 2012 · Hickman, Jeffrey S. et al. · indexed
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Relationship between Road Network Characteristics and Traffic Safety · 2018 · Sharif, Hatim et al. · archived
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Eco-Driving and Its Impacts on Fuel Efficiency: An Overview of Technologies and Data-Driven Methods ↗ · 2020 · Fafoutellis, Panagiotis et al. · indexed
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Driving Performance, Alignment Consistency, and Road Safety ↗ · 2009 · Cafiso, Salvatore et al. · indexed
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Adaptive Individual-Level Cognitive Driving Anomaly Detection Model Exclusively Using BSMs ↗ · 2023 · Wu, Di et al. · indexed
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Analysis of Road-User Interaction by Extraction of Driver Behavior Features Using Deep Learning · 2020 · Bichicchi, Arianna et al. · archived
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The effects of demographics, functioning, and perceptions on the relationship between self-reported and objective measures of driving exposure and patterns among older adults ↗ · 2018 · Molnar, Lisa J. et al. · indexed
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Conflict-Based Real-Time Road Safety Analysis: Sensitivity to Data Collection Duration and its Implications for Model Resilience ↗ · 2023 · Orsini, Federico et al. · indexed
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Rural traffic characteristics using field data and the developed simulation model ↗ · 2020 · Al-Jameel, Hamid Athab et al. · indexed
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First Annual Report: Automotive Collision Avoidance System Field Operational Test · 2002 · NHTSA · archived
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Application of the Induced Exposure Method to Compare Risks of Traffic Crashes among Different Types of Drivers under Different Environmental Conditions ↗ · 2001 · Redondo-Calderon, J. L. · indexed
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Highway safety performance metrics and emergency response in an advanced transportation environment : final report. · 2016 · Majka, Kevin · archived
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Are we ready for autonomous driving? The KITTI vision benchmark suite ↗ · 2012 · Geiger, Andreas et al. · indexed
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Performance Evaluation of Safe Mobility for Life Coalition’s Outreach Activities to Benefit Aging Road Users · 2025 · Alluri, Priyanka et al. · archived
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Expanding the Oregon Motor Carrier Safety Action Plan: Best Return on Investment · 2022 · Hernandez, Salvador et al. · archived
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Examination of the Traffic Safety Environment During the Second Quarter of 2020: Special Report · 2020 · Wagner, Essie et al. · archived
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Naturalistic Spatial Road Safety Analysis: The SmartMaps Project · 2026 · Nikolaou, Dimitrios et al. · archived
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KNOWLEDGE DISCOVERY FROM ROAD TRAFFIC ACCIDENT DATA IN ETHIOPIA: DATA QUALITY, ENSEMBLING AND TREND ANALYSIS FOR IMPROVING ROAD SAFETY · 2012 · Beshah, Tibebe et al. · archived
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0-7033: Defining Operational Design Domains (ODDs) for the Safe Blending of Levels 0-4 Connected and Autonomous Vehicles (CAVs) in the Traffic Streams · 2023 · Chin, Kristie et al. · archived
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Analyzing Traffic Accidents based on the Integration of Official and Crowdsourced Data ↗ · 2017 · dos Santos, Salatiel Ribeiro et al. · indexed
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DATA COLLECTION STUDY: DEATHS AND INJURIES RESULTING FROM CERTAIN NON-TRAFFIC AND NON-CRASH EVENTS ↗ · 2004 · Hardie, Kate et al. · indexed
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Drug and Alcohol Crash Risk: A Case-Control Study · 2016 · Lacey, John H. et al. · archived
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Behavior Measurement, Analysis, and Regime Classification in Car Following · 2007 · Ma, Xiaoliang et al. · archived
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Passing Zone Behavior and Sight Distance on Rural Highways: Evaluation of Crash Risk and Safety under Different Geometric Conditions · 2018 · Belz, Nathan et al. · archived
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Classification of Level 2 Driving Automation Events Observed on Public Roads – Part 2 · 2021 · Snyder, Andrew C. et al. · archived
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Statistical Analysis of Driver Behavior Data in Different Regimes of the Car-Following Stage ↗ · 2007 · Ma, Xiaoliang et al. · indexed
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Effects of Partial and Total Sleep Deprivation On Driving Performance · 1999 · Peters, Robert D. et al. · archived
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Effects of Defensive Vehicle Handling Training on Novice Driver Safety: Phase 1. Preparation for Advanced Driving Training · 2006 · Kelly, Michael J. · archived
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Evaluation of Naturalistic Driving Behavior Using In-Vehicle Monitoring Technology in Preclinical and Early Alzheimer’s Disease · 2020 · Davis, Jennifer et al. · archived
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THE DATA-DRIVEN PATTERN FOR HEALTHY BEHAVIORS OF CAR DRIVERS BASED ON DAILY RECORDS OF TRAFFIC COUNT DATA FROM 2018 TO 2019 NEAR AIRPORTS: A FUNCTIONAL DATA ANALYSIS · 2020 · Fayaz, Mohammad et al. · archived
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Drivers’ Speeding Behavior on Expressway Curves: Exploring the Effect of Curve Radius and Desired Speed ↗ · 2018 · Dias, Charitha et al. · indexed
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Burden of Road Traffic Injuries in the Eastern Mediterranean Region · 2021 · Sengoelge, Mathilde et al. · archived
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Driver Behavior Profiling Using Smartphones: A Low-Cost Platform for Driver Monitoring ↗ · 2015 · Castignani, German et al. · indexed
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A Combined Index of Proactive and Reactive Data for Rating the Safety of Road Sections · 2024 · AsadAmraji, Morteza et al. · archived
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Bayesian Hierarchical Poisson Regression Models: An Application to a Driving Study With Kinematic Events ↗ · 2013 · Kim, Sungduk et al. · indexed
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An Exploratory Analysis of Curve Trajectories on Two-Lane Rural Highways ↗ · 2018 · Mauriello, Filomena et al. · indexed
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The Relation Between the Driver Behavior Questionnaire, Demographics, and Driving History · 2017 · Donmez, Birsen et al. · archived
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An Exploration of the Use of Artificial Intelligence for Enhanced Traffic Management, Operations and Safety · 2024 · Juri, Natalia Ruiz et al. · archived
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Freeways’ Road Safety Analysis Through Accident Database and Human Behavior ↗ · 2025 · Brasile, Claudia et al. · indexed
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Extremely serious crashes on urban roadway networks: Patterns and trends · 2020 · Das, Subasish et al. · archived
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Field Implementation and Evaluation of Low-Cost Countermeasures for Wrong-Way Driving Crashes in Alabama · 2020 · Zhou, Huaguo et al. · archived
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The Prevalence of Motor Vehicle Crashes Involving Road Debris, United States, 2011-2014 · 2016 · AAA Foundation for Traffic Safety · archived
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Highway Safety Improvement Program Assessment Toolbox: 2nd Edition · 2015 · Tang, Eric · archived
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Crash Avoidance Research: Enhancing Vehicle Safety Through Advanced Technology · 1999 · NHTSA · archived
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Aggressive driving in ride-hailing: Work hours and road conditions ↗ · 2025 · Lee, Eun Hak et al. · indexed
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2002 Michigan Traffic Crash Facts · 2003 · NHTSA · archived
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Driving Behaviour Analysis Using Machine and Deep Learning Methods for Continuous Streams of Vehicular Data ↗ · 2021 · Peppes, Nikolaos et al. · indexed
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Motivations for Speeding - Additional Data Analysis [Traffic Tech] · 2016 · NHTSA · archived
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Characterizing phone usage while driving: Safety impact from road and operational perspectives using factor analysis ↗ · 2021 · Das, Subasish · indexed
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American Driving Survey, 2015 – 2016 · 2018 · AAA Foundation for Traffic Safety · archived
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Commercial Motor Vehicle (CMV) Driver Restart Study: Final Report · 2017 · Dinges, David F. et al. · archived
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Machine Learning Framework for Real-Time Assessment of Traffic Safety Utilizing Connected Vehicle Data ↗ · 2022 · Mussah, Abdul Rashid et al. · indexed
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Analysis of Driver’s Socioeconomic Characteristics Relating to Speeding Behavior and Crash Involvement: A Case Study in Lahore ↗ · 2022 · Javid, Muhammad Ashraf et al. · indexed
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Optimizing Test Case Sampling for Safety Validation of Automated Driving System with Naturalistic Driving Study · 2025 · Guo, Feng et al. · archived
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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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An investigation of older driver freeway needs and capabilities : summary report · 1998 · NHTSA · archived
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Driver Behavior Characteristics of Teenage Drivers and Older Drivers · 1999 · Parham, Angelia H. et al. · archived
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Safe Imitation Learning on Real-Life Highway Data for Human-like Autonomous Driving · 2021 · Acerbo, Flavia Sofia et al. · archived
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Initial Framework for Improving the Traffic Safety Culture in Kansas ↗ · 2015 · Bruner, Allison · indexed
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Understanding the drowsy driving crash patterns from correspondence regression analysis ↗ · 2022 · Das, Subasish · indexed
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Investigation of horizontal alignment data extraction methodologies in terms of cost and time ↗ · 2023 · Atif, Mohd et al. · indexed
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Evaluation of Errors in Road Signs in a Long Roadwork Zone Using a Naturalistic Driving Study ↗ · 2025 · Pashkevich, Anton et al. · indexed
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Learning salient representation of crashes and near-crashes using supervised contrastive variational autoencoder ↗ · 2025 · Jiang, Boyu et al. · indexed
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Application of Google-based Data for Travel Time Analysis: Kaunas City Case Study · 2017 · Dumbliauskas, Vytautas et al. · archived
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Impact of energy sector growth on perceived transportation safety in the seventeen-county oil region of western North Dakota : a follow-up study. · 2014 · Kubas, Andrew et al. · archived
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Risk Factors Associated With Crash Injury Severity Involving Trucks · 2022 · Pulugurtha, Srinivas S. et al. · archived
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Dynamic Traffic Scene Classification with Space-Time Coherence · 2019 · Narayanan, Athma et al. · archived
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AutonoVi-Sim: Autonomous Vehicle Simulation Platform with Weather, Sensing, and Traffic Control ↗ · 2018 · Best, Andrew et al. · indexed
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2001 Michigan Traffic Crash Facts · 2002 · NHTSA · archived
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Two decades of nonfatal injury data: a scoping review of the National Electronic Injury Surveillance System-All Injury Program, 2001–2021 · 2023 · Navon, Livia et al. · archived
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Measuring Young Drivers’ Behaviors during Complex Driving Situations ↗ · 2013 · Pradhan, Anuj K. et al. · indexed
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Barrier Striping for the Reduction of Accidents · 2026 · Kutela, Boniphace et al. · archived
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Design Consistency on Corridors · 2022 · Cunningham, Christopher M. et al. · archived
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Roadway Safety Information Analysis: A Manual for Local Rural Road Owners ↗ · 2011 · Golembiewski, Gary et al. · indexed
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Phase 1 Participant Training and Stakeholder Education Plan— ARC ITS4US Deployment Project · 2021 · Wakhisi, Kofi et al. · archived
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Vision-Based Sensor System for Site Monitoring: Wrong-Way Driving, Phase 1 · 2020 · Lasky, Ty A. et al. · archived
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Bioinjury Implications of Pre-crash Safety Modeling and Intervention Investigators · 2018 · Bolte, John et al. · archived
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GPS Data Analysis for Understanding Urban Goods Movement ↗ · 2012 · Pluvinet, Pascal et al. · indexed
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Frequency of work zone accidents on construction projects : final report. · 2005 · Qi, Yi et al. · archived
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National Survey of Speeding and Unsafe Driving Attitudes and Behavior: 2002: Volume II: Findings · 2004 · Royal, Dawn · archived
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An Impact of Traffic Characteristics on Crash Frequency · 2023 · Al-Nuaimi, Atheer et al. · archived
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COVID-19 Impacts on Speed and Safety for Minnesota Roads and Work Zones · 2021 · Hawkins, Neal et al. · archived
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Increasing Accessibility of Driver Training Through Scholarships and Technological Intervention · 2025 · Ryerson, Megan S et al. · archived
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A longitudinal car-following risk assessment model based on risk field theory for autonomous vehicles ↗ · 2020 · Wu, Bing et al. · indexed
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Evaluation of Geometric Design Needs of Freeway Systems Based on Traffic and Geometric Data · 2013 · Teng, Hualiang (Harry) · archived
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Surrogate Safety Assessment Model and Validation: Final Report · 2008 · Gettman, Douglas{31309} et al. · archived