The US Transportation Collection consists of documents from across all transportation modes with specific focus on research reports from US DOT, state DOTs, and other transportation organizations.
Bookmark this collection: https://rosap.ntl.bts.gov/collection_ust or https://doi.org/10.21949/1530857.
Maintaining the functionality of the transportation infrastructure depends on the successful management of aging bridge assets. Departments of Transportation rely on the load rating process to evaluate the sufficiency of the bridge structures in their state, and post load restrictions if the capacity of a bridge does not meet the maximum load effec
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Hueste, M. B., Hurlebaus, S., Mander, J., Paal, S., Terzioglu, T., Stieglitz, M., & Kabir, N. (2022). Development of a Strategy To Address Load Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 3: Refined Load Rating Recommendations and Examples (Report No. FHWA/TX-19/0-6955-R1-Vol3). Texas A&M Transportation Institute. https://rosap.ntl.bts.gov/view/dot/64273
Hueste, Mary Beth, Stefan Hurlebaus, John Mander, Stephanie Paal, Tevfik Terzioglu, Matthew Stieglitz, and Nuzhat Kabir. Development of a Strategy To Address Load Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 3: Refined Load Rating Recommendations and Examples. Report no. FHWA/TX-19/0-6955-R1-Vol3. Texas A&M Transportation Institute, 2022. https://rosap.ntl.bts.gov/view/dot/64273.
Hueste, Mary Beth, et al. Development of a Strategy To Address Load Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 3: Refined Load Rating Recommendations and Examples. Texas A&M Transportation Institute, 2022, Report no. FHWA/TX-19/0-6955-R1-Vol3, ROSA P. https://rosap.ntl.bts.gov/view/dot/64273.
Ground tire rubber (GTR) from scrap tires is used in asphalt mixtures (rubber modified asphalt [RMA]) for improving the performance of pavements. There are different ways to add GTR in asphalt mixtures, but the two primary methods are referred to as the “wet” and “dry” processes. The dry process incorporates GTR directly into the asphalt mixture du
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Nair, H., & Hossain, S. (2022). Performance of Ground Tire Rubber Modified Asphalt Mixture Overlays Over Jointed Concrete Pavements on US 60 in the Virginia Department of Transportation’s Richmond District (Report No. VTRC 23-R1). Virginia Transportation Research Council (VTRC). https://rosap.ntl.bts.gov/view/dot/63594
Nair, Harikrishnan and Shabbir Hossain. Performance of Ground Tire Rubber Modified Asphalt Mixture Overlays Over Jointed Concrete Pavements on US 60 in the Virginia Department of Transportation’s Richmond District. Report no. VTRC 23-R1. Virginia Transportation Research Council (VTRC), 2022. https://rosap.ntl.bts.gov/view/dot/63594.
Nair, Harikrishnan, and Shabbir Hossain Performance of Ground Tire Rubber Modified Asphalt Mixture Overlays Over Jointed Concrete Pavements on US 60 in the Virginia Department of Transportation’s Richmond District. Virginia Transportation Research Council (VTRC), 2022, Report no. VTRC 23-R1, ROSA P. https://rosap.ntl.bts.gov/view/dot/63594.
Roadway departure crashes are a leading cause of fatal and severe injury crashes on high-speed roadways. The objective of this project was to evaluate the safety benefits of contrast pavement markings and to develop a benefit-cost analysis tool for use in project selection. A nationwide survey was developed and deployed to departments of transporta
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Williamson, M., & Singh, S. (2022). Crash Modification Factors for Contrast Pavement Markings on Light-Colored Pavement (Report No. FHWA-ICT-22-010). Illinois Center for Transportation. https://doi.org/10.36501/0197-9191/22-010
Williamson, Michael and Sumit Singh. Crash Modification Factors for Contrast Pavement Markings on Light-Colored Pavement. Report no. FHWA-ICT-22-010. Illinois Center for Transportation, 2022. https://doi.org/10.36501/0197-9191/22-010.
Williamson, Michael, and Sumit Singh Crash Modification Factors for Contrast Pavement Markings on Light-Colored Pavement. Illinois Center for Transportation, 2022, Report no. FHWA-ICT-22-010, ROSA P. https://doi.org/10.36501/0197-9191/22-010.
The impacts of COVID-19 on public transit have been substantial. The public transit agencies are facing unprecedented challenges, including operator absenteeism, a sharp decline in ridership, new disinfection practices, and the maintenance of personal protective equipment (PPE) for the safety of operators and riders. Meanwhile, public transit is cr
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Qi, Y., Liu, J., Tao, T., Zhao, Q., Wali, M. M., Li, J., & Azimi, M. (2022). Impacts of COVID-19 on Public Transit Ridership (Report No. CAMMSE-UNCC-2021-UTC-Project-09). University of North Carolina at Charlotte. Center for Advanced Multimodal Mobility Solutions and Education. https://rosap.ntl.bts.gov/view/dot/64495
Qi, Yi, Jinli Liu, Tao Tao, Qun Zhao, Mustafa Muhammad Wali, Juan Li, and Mehdi Azimi. Impacts of COVID-19 on Public Transit Ridership. Report no. CAMMSE-UNCC-2021-UTC-Project-09. University of North Carolina at Charlotte. Center for Advanced Multimodal Mobility Solutions and Education, 2022. https://rosap.ntl.bts.gov/view/dot/64495.
Qi, Yi, et al. Impacts of COVID-19 on Public Transit Ridership. University of North Carolina at Charlotte. Center for Advanced Multimodal Mobility Solutions and Education, 2022, Report no. CAMMSE-UNCC-2021-UTC-Project-09, ROSA P. https://rosap.ntl.bts.gov/view/dot/64495.
The purpose of the research project is to evaluate the Speed Limit Setting Procedure (SLS-Procedure) found in National Cooperative Highway Research Program (NCHRP) Project 17-76 for implementation on Utah roadways with the goal of aiding the agency in overall road safety surrounding speed limits. The Speed Limit Setting Tool (SLS-Tool) automates th
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Schultz, G. G., Ward, C. K., & Andersen, S. (2022). An Evaluation of the Safe Speed Limit Setting Procedure and Tool for Utah (Report No. UT- 22.17). Utah. Dept. of Transportation. Research Division. https://rosap.ntl.bts.gov/view/dot/64463
Schultz, Grant G., Cory K Ward, and Shannon Andersen. An Evaluation of the Safe Speed Limit Setting Procedure and Tool for Utah. Report no. UT- 22.17. Utah. Dept. of Transportation. Research Division, 2022. https://rosap.ntl.bts.gov/view/dot/64463.
Schultz, Grant G., et al. An Evaluation of the Safe Speed Limit Setting Procedure and Tool for Utah. Utah. Dept. of Transportation. Research Division, 2022, Report no. UT- 22.17, ROSA P. https://rosap.ntl.bts.gov/view/dot/64463.
A comprehensive study was performed to evaluate mitigation options to reduce premature expansion due to alkali-silica reaction (ASR) for selected Wyoming aggregates. State-of-the-art and standardized test methods were performed, and results were used to compare expansion levels. Two different fly-ash sources were tested using the Concrete Prism Tes
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Hossain, M. T., Pachel, C., & Tanner, J. E. (2022). Evaluation of Mitigation Measures and Development of an Ultra-Accelerated Test to Evaluate Alkali Silica Reaction Potential in Concrete (Report No. FHWA-WY-2203F). Wyoming. Department of Transportation. https://rosap.ntl.bts.gov/view/dot/64431
Hossain, Md Tarik, Caleb Pachel, and Jennifer Eisenhauer Tanner. Evaluation of Mitigation Measures and Development of an Ultra-Accelerated Test to Evaluate Alkali Silica Reaction Potential in Concrete. Report no. FHWA-WY-2203F. Wyoming. Department of Transportation, 2022. https://rosap.ntl.bts.gov/view/dot/64431.
Hossain, Md Tarik, et al. Evaluation of Mitigation Measures and Development of an Ultra-Accelerated Test to Evaluate Alkali Silica Reaction Potential in Concrete. Wyoming. Department of Transportation, 2022, Report no. FHWA-WY-2203F, ROSA P. https://rosap.ntl.bts.gov/view/dot/64431.
Caltrans Division of Research Innovation and System Information (DRISI) initiated the Fish Passage Engineering Project with the objective of evaluating the implementation of recent fish passage road crossings. Crossings that span the bankfull channel width, referred to as full span crossings, were of primary interest given their recognized benefits
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Lang, M., & Love, M. L. (2022). Fish Passage Engineering Research (Report No. CA22-3233). California. Department of Transportation. Department of Research, Innovation and System Information. https://rosap.ntl.bts.gov/view/dot/79201
Lang, Margaret and Michael L. Love. Fish Passage Engineering Research. Report no. CA22-3233. California. Department of Transportation. Department of Research, Innovation and System Information, 2022. https://rosap.ntl.bts.gov/view/dot/79201.
Lang, Margaret, and Michael L. Love Fish Passage Engineering Research. California. Department of Transportation. Department of Research, Innovation and System Information, 2022, Report no. CA22-3233, ROSA P. https://rosap.ntl.bts.gov/view/dot/79201.
Florida State University researchers evaluated RSU-OBU communications that deliver signal phase and timing (SPaT) data and roadway geometry data (MAP) to OBU-equipped vehicles via digital short-range communications (DSRC), for both the efficacy of the system and for improvements in the efficiency and safety of road users along a corridor of signali
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Moses, R. (2022). Evaluation of Connected Vehicle Applications on Mahan Corridor, Phase II [Summary] (Report No. BDV30-977-23). Florida. Department of Transportation. https://rosap.ntl.bts.gov/view/dot/64133
Moses, Ren. Evaluation of Connected Vehicle Applications on Mahan Corridor, Phase II [Summary]. Report no. BDV30-977-23. Florida. Department of Transportation, 2022. https://rosap.ntl.bts.gov/view/dot/64133.
Moses, Ren Evaluation of Connected Vehicle Applications on Mahan Corridor, Phase II [Summary]. Florida. Department of Transportation, 2022, Report no. BDV30-977-23, ROSA P. https://rosap.ntl.bts.gov/view/dot/64133.
There are currently a variety of materials from which noise walls can be constructed, but there has been limited research on vinyl noise walls, so this project studied the acoustic, aesthetic, and cost benefits of vinyl materials to guide future noise mitigation implementation strategies. The research team studied vinyl noise walls to determine if
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Burton, K., Agarwal, R., Buettner, K., Carr, R., Leonard, D., Mansfield, A., Morris, B., Pinckney, E., Sharrett, M., & Robbins, S. (2022). Acoustic Effectiveness of Vinyl Fence Noise Walls (Report No. FHWA/OH-2022-21). Ohio. Department of Transportation. Office of Statewide Planning and Research. https://rosap.ntl.bts.gov/view/dot/73226
Burton, Kimberly, Ruchi Agarwal, Kevin Buettner, Richard Carr, Don Leonard, Amelia Mansfield, Brett Morris, Elvin Pinckney, Mary Sharrett, and Samantha Robbins. Acoustic Effectiveness of Vinyl Fence Noise Walls. Report no. FHWA/OH-2022-21. Ohio. Department of Transportation. Office of Statewide Planning and Research, 2022. https://rosap.ntl.bts.gov/view/dot/73226.
Burton, Kimberly, et al. Acoustic Effectiveness of Vinyl Fence Noise Walls. Ohio. Department of Transportation. Office of Statewide Planning and Research, 2022, Report no. FHWA/OH-2022-21, ROSA P. https://rosap.ntl.bts.gov/view/dot/73226.
According to the 2016 National Bridge Inventory data, the state of Texas houses over 2100 bridges posted at load levels below the legal limit. While load postings are generally a management issue, there can be commerce, traffic, and emergency egress issues. For this reason, removing postings is always of interest. Posted structures come in all shap
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Hueste, M. B. D., Hurlebaus, S., Mander, J. B., Paal, S., Terzioglu, T., Stieglitz, M., & Kabir, N. (2022). Development of a Strategy To Address Load-Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 1: Basic Load Rating (Report No. FHWA/TX-19/0-6955-R1-Vol1). Texas A&M Transportation Institute. https://rosap.ntl.bts.gov/view/dot/64271
Hueste, Mary Beth D., Stefan Hurlebaus, John B. Mander, Stephanie Paal, Tevfik Terzioglu, Matthew Stieglitz, and Nuzhat Kabir. Development of a Strategy To Address Load-Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 1: Basic Load Rating. Report no. FHWA/TX-19/0-6955-R1-Vol1. Texas A&M Transportation Institute, 2022. https://rosap.ntl.bts.gov/view/dot/64271.
Hueste, Mary Beth D., et al. Development of a Strategy To Address Load-Posted Bridges Through Reduction in Uncertainty in Load Ratings—Volume 1: Basic Load Rating. Texas A&M Transportation Institute, 2022, Report no. FHWA/TX-19/0-6955-R1-Vol1, ROSA P. https://rosap.ntl.bts.gov/view/dot/64271.
New Jersey. Department of Transportation. Bureau of Research
2022-08-01
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With the assumption that transit ridership decline can be addressed by retaining current riders and attracting new riders, this research seeks to examine the needs and barriers of current riders and potential riders in the context of NJ TRANSIT’s local bus service. The potential riders for this research are the riders who stopped riding the bus for
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New Jersey. Department of Transportation. Bureau of Research (2022). Understanding the Needs of Current and Potential Bus Transit Riders [Technical Brief] (Report No. FHWA-NJ-2022-003). New Jersey. Department of Transportation. Bureau of Research. https://rosap.ntl.bts.gov/view/dot/64679
New Jersey. Department of Transportation. Bureau of Research. Understanding the Needs of Current and Potential Bus Transit Riders [Technical Brief]. Report no. FHWA-NJ-2022-003. New Jersey. Department of Transportation. Bureau of Research, 2022. https://rosap.ntl.bts.gov/view/dot/64679.
New Jersey. Department of Transportation. Bureau of Research Understanding the Needs of Current and Potential Bus Transit Riders [Technical Brief]. New Jersey. Department of Transportation. Bureau of Research, 2022, Report no. FHWA-NJ-2022-003, ROSA P. https://rosap.ntl.bts.gov/view/dot/64679.
In the context of the pre-COVID local bus ridership decline for NJ TRANSIT, this research began with two primary objectives: (a) identify the needs of the current and potential bus riders, and (b) identify strategies to address the ridership decline with an understanding of those needs. Because this research began before the COVID-19 pandemic, its
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Deka, D. (2022). Understanding the Needs of Current and Potential Bus Transit Riders (Report No. FHWA-NJ-2022-003). New Jersey. Department of Transportation. Bureau of Research. https://rosap.ntl.bts.gov/view/dot/64680
Deka, Devajyoti. Understanding the Needs of Current and Potential Bus Transit Riders. Report no. FHWA-NJ-2022-003. New Jersey. Department of Transportation. Bureau of Research, 2022. https://rosap.ntl.bts.gov/view/dot/64680.
Deka, Devajyoti Understanding the Needs of Current and Potential Bus Transit Riders. New Jersey. Department of Transportation. Bureau of Research, 2022, Report no. FHWA-NJ-2022-003, ROSA P. https://rosap.ntl.bts.gov/view/dot/64680.
The statewide driver traffic safety survey provides baseline metrics for the Safety Division and others to use in understanding perceptions and self-reported behaviors related to focus issues. A core set of questions addresses nationally agreed upon priorities, including seat belts, impaired driving, and speeding. In addition to the core issues, qu
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Vachal, K., & Kubas, A. (2022). North Dakota Statewide Traffic Safety Survey, 2022: Traffic Safety Performance Measures for State and Federal Agencies (Report No. DP-316). Upper Great Plains Transportation Institute. https://rosap.ntl.bts.gov/view/dot/64464
Vachal, Kimberly and Andrew Kubas. North Dakota Statewide Traffic Safety Survey, 2022: Traffic Safety Performance Measures for State and Federal Agencies. Report no. DP-316. Upper Great Plains Transportation Institute, 2022. https://rosap.ntl.bts.gov/view/dot/64464.
Vachal, Kimberly, and Andrew Kubas North Dakota Statewide Traffic Safety Survey, 2022: Traffic Safety Performance Measures for State and Federal Agencies. Upper Great Plains Transportation Institute, 2022, Report no. DP-316, ROSA P. https://rosap.ntl.bts.gov/view/dot/64464.
If a design engineer can show that a project site will produce non-erosive sheet flow, the cost and complexity of stormwater control measures that must be built for that site can be significantly reduced. However, the criteria for establishing non-erosive sheet flow are not well defined in the Virginia Department of Transportation (VDOT) Drainage M
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Goodall, J. L., Nelson, J. D., & Lloyd, L. N. (2022). Determining Design Criteria for Land and Flow Characteristics That Produce Non-Erosive Sheet Flow (Report No. FHWA/VTRC 23-R4). Virginia Transportation Research Council (VTRC). https://rosap.ntl.bts.gov/view/dot/64089
Goodall, Jonathan L., Jake D Nelson, and Lewis N. Lloyd. Determining Design Criteria for Land and Flow Characteristics That Produce Non-Erosive Sheet Flow. Report no. FHWA/VTRC 23-R4. Virginia Transportation Research Council (VTRC), 2022. https://rosap.ntl.bts.gov/view/dot/64089.
Goodall, Jonathan L., et al. Determining Design Criteria for Land and Flow Characteristics That Produce Non-Erosive Sheet Flow. Virginia Transportation Research Council (VTRC), 2022, Report no. FHWA/VTRC 23-R4, ROSA P. https://rosap.ntl.bts.gov/view/dot/64089.
Traditional, single-discipline highway safety approaches can be augmented through multidisciplinary approaches that consider both engineering and behavioral interventions (e.g., education, enforcement, public outreach campaigns). Leveraging a systems-based conceptual framework of roadway safety, multiple forms of statistical and geospatial analysis
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Blandford, B., Souleyrette, R., Pope, C., Fields, T., & Lammers, E. (2022). Combined Behavioral and Engineering Approach to Preventing Highway Fatalities (Report No. KTC-23-01/SPR21-601-1F). University of Kentucky Transportation Center. https://doi.org/10.13023/ktc.rr.2023.01
Blandford, Benjamin, Reginald Souleyrette, Catlin Pope, Tony Fields, and Erin Lammers. Combined Behavioral and Engineering Approach to Preventing Highway Fatalities. Report no. KTC-23-01/SPR21-601-1F. University of Kentucky Transportation Center, 2022. https://doi.org/10.13023/ktc.rr.2023.01.
Blandford, Benjamin, et al. Combined Behavioral and Engineering Approach to Preventing Highway Fatalities. University of Kentucky Transportation Center, 2022, Report no. KTC-23-01/SPR21-601-1F, ROSA P. https://doi.org/10.13023/ktc.rr.2023.01.
According to the National Highway Traffic Safety Administration (NHTSA), during 2016 there were 7,277,000 vehicle crashes nationally. Among them, approximately 70% happened during the daytime and around 30% of crashes occurred during the nighttime. There were 11,375 nighttime fatal crashes that account for about 48% of total fatal crashes (23,714).
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Hu, X., Bao, J., Jiang, Y., & Li, S. (2022). Highway Lighting Test Bed on INDOT Facility (Off-Roadway) (Report No. FHWA/IN/JTRP-2022/21). Purdue University. Joint Transportation Research Program. https://doi.org/doi.org/10.5703/1288284317384
Hu, Xiaoqiang, Jieyi Bao, Yi Jiang, and Shuo Li. Highway Lighting Test Bed on INDOT Facility (Off-Roadway). Report no. FHWA/IN/JTRP-2022/21. Purdue University. Joint Transportation Research Program, 2022. https://doi.org/doi.org/10.5703/1288284317384.
Hu, Xiaoqiang, et al. Highway Lighting Test Bed on INDOT Facility (Off-Roadway). Purdue University. Joint Transportation Research Program, 2022, Report no. FHWA/IN/JTRP-2022/21, ROSA P. https://doi.org/doi.org/10.5703/1288284317384.
In efforts to predict the long-distance travel impacts (for passengers and freight) of self-driving cars and trucks across Texas and the US, researchers estimated models for long-distance domestic passenger and freight trips before and after the introduction of autonomous vehicles (AVs) and applied the passenger models to a 10%synthetic US populati
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Kockelman, K., Huang, Y., Fakhrmoosavi, F., Perrine, K. A., Paithankar, P., Hawkins, J., Zuniga-Garcia, N., & Vellimana, M. (2022). Understanding the Impact of Autonomous Vehicles on Long-Distance Passenger and Freight Travel in Texas: Final Report (Report No. FHWA/TX-23/0-7081-1). University of Texas at Austin. Center for Transportation Research. https://rosap.ntl.bts.gov/view/dot/68788
Kockelman, Kara, Yantao Huang, Fatemeh Fakhrmoosavi, Kenneth A. Perrine, Priyanka Paithankar, Jason Hawkins, Natalia Zuniga-Garcia, and Maithreyi Vellimana. Understanding the Impact of Autonomous Vehicles on Long-Distance Passenger and Freight Travel in Texas: Final Report. Report no. FHWA/TX-23/0-7081-1. University of Texas at Austin. Center for Transportation Research, 2022. https://rosap.ntl.bts.gov/view/dot/68788.
Kockelman, Kara, et al. Understanding the Impact of Autonomous Vehicles on Long-Distance Passenger and Freight Travel in Texas: Final Report. University of Texas at Austin. Center for Transportation Research, 2022, Report no. FHWA/TX-23/0-7081-1, ROSA P. https://rosap.ntl.bts.gov/view/dot/68788.
This report presents results from the 2021 National Occupant Protection Use Survey (NOPUS) Controlled Intersection Study, the only nationwide probability-based occupant restraint use survey. NHTSA's National Center for Statistics and Analysis conducts this survey annually. The 2021 NOPUS found no significant changes in seat belt use in rear seats f
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Boyle, L. L. (2022). Occupant Restraint Use in 2021: Results from the NOPUS Controlled Intersection Study (Report No. DOT HS 813 344). United States. Department of Transportation. National Highway Traffic Safety Administration. https://rosap.ntl.bts.gov/view/dot/80037
Boyle, Lacey L. Occupant Restraint Use in 2021: Results from the NOPUS Controlled Intersection Study. Report no. DOT HS 813 344. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022. https://rosap.ntl.bts.gov/view/dot/80037.
Boyle, Lacey L Occupant Restraint Use in 2021: Results from the NOPUS Controlled Intersection Study. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022, Report no. DOT HS 813 344, ROSA P. https://rosap.ntl.bts.gov/view/dot/80037.
A previous NHTSA study in 2013 reported that females have a higher estimated fatality risk than males in comparable crashes (i.e., from similar physical impacts) as front row occupants when the full history of all fatal crashes are considered. This report updates NHTSA's previous analysis to examine the effect of sex on driver-side or right-front p
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Noh, E. Y., Atwood, J. R. E., Lee, E., & Craig, M. J. (2022). Female Crash Fatality Risk Relative to Males for Similar Physical Impacts (Report No. DOT HS 813 358). United States. Department of Transportation. National Highway Traffic Safety Administration. https://rosap.ntl.bts.gov/view/dot/80035
Noh, Eun Young, Jonathan Richard Edward Atwood, Ellen Lee, and Matthew J Craig. Female Crash Fatality Risk Relative to Males for Similar Physical Impacts. Report no. DOT HS 813 358. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022. https://rosap.ntl.bts.gov/view/dot/80035.
Noh, Eun Young, et al. Female Crash Fatality Risk Relative to Males for Similar Physical Impacts. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022, Report no. DOT HS 813 358, ROSA P. https://rosap.ntl.bts.gov/view/dot/80035.
United States. Department of Transportation. National Highway Traffic Safety Administration
2022-08-01
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The percentage of passenger vehicle drivers talking on handheld phones decreased from 2.6 percent in 2020 to 2.5 percent in 2021 (Figure 1 and Table 1). The percentage of drivers speaking with visible headsets while driving remained unchanged from the previous year's level of 0.4 percent (Figure 1 and Table 2). Drivers' visible manipulation of hand
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United States. Department of Transportation. National Highway Traffic Safety Administration (2022). Traffic Safety Facts: Driver Electronic Device Use in 2021 (Report No. DOT HS 813 357). United States. Department of Transportation. National Highway Traffic Safety Administration. https://rosap.ntl.bts.gov/view/dot/80038
United States. Department of Transportation. National Highway Traffic Safety Administration. Traffic Safety Facts: Driver Electronic Device Use in 2021. Report no. DOT HS 813 357. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022. https://rosap.ntl.bts.gov/view/dot/80038.
United States. Department of Transportation. National Highway Traffic Safety Administration Traffic Safety Facts: Driver Electronic Device Use in 2021. United States. Department of Transportation. National Highway Traffic Safety Administration, 2022, Report no. DOT HS 813 357, ROSA P. https://rosap.ntl.bts.gov/view/dot/80038.
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