Understanding Motor Vehicle Crash Disparities Across Driver Demographics: The Role of Federally Mandated Rearview Cameras

dc.contributor.authorNoyola, Jacqueline Gabrielaen
dc.contributor.committeechairPerez, Miguel A.en
dc.contributor.committeememberKlauer, Sheila G.en
dc.contributor.committeememberCurry, Allison E.en
dc.contributor.committeememberNussbaum, Maury A.en
dc.contributor.departmentIndustrial and Systems Engineeringen
dc.date.accessioned2025-06-10T08:03:30Zen
dc.date.available2025-06-10T08:03:30Zen
dc.date.issued2025-06-09en
dc.description.abstractMotor vehicle crashes remain a major public health concern, with disparities in motor vehicle crashes observed across race/ethnicity and socioeconomic factors. Advanced driver assistance systems (ADAS) have the potential to reduce crash risks, but disparities in access and associated outcomes remain underexplored. This dissertation focuses on rearview cameras—the most recently federally mandated ADAS required in passenger vehicles — as a case study to examine accessibility and crash odds across demographic groups using a holistic approach. Three analyses are presented. First, a longitudinal analysis of national crash data examines trends in motor vehicle fatality rates by race/ethnicity, behavioral, and socioeconomic factors over an 11-year period, providing fundamental context on long-standing disparities. Second, a novel method based on public vehicle information is to determine rearview camera presence, in conjunction with New Jersey police-reported crash data to evaluate the relationship between rearview cameras and backing crash odds. Third, disparities in access and crash odds are explored by assessing whether the presence of rearview cameras—and the associated odds of being involved in a backing crash—differs by drivers' race/ethnicity and ZIP-code-based income. A central contribution of this work is the development of a macroergonomic framework for evaluating ADAS technologies. This framework incorporates not only vehicle-level factors, but also systemic inequities, demographic factors, and policy contexts. Unlike previous studies that rely on proprietary manufacturer data or insurance records, this research demonstrates a method to assess ADAS access and outcomes using public data sources. Importantly, it fills a gap in the literature by examining whether observed safety outcomes vary across race/ethnicity and income groups. This dissertation advances the understanding of how ADAS technologies—specifically rearview cameras—are distributed and associated with crash odds, helping to inform more equitable transportation safety policies.en
dc.description.abstractgeneralMotor vehicle crashes are a leading cause of injury and death in the United States, but not all communities experience them equally. Research has shown that racial, ethnic, and socioeconomic disparities exist in crash rates and outcomes, meaning some populations face higher risks on the road. At the same time, advanced driver assistance systems (ADAS), such as rearview cameras, are being introduced to prevent crashes. However, these technologies are not available in all vehicles, and access may be uneven across different demographic and income groups. This dissertation examines disparities in access to federally mandated rearview cameras, to understand whether their benefits associated with crash prevention are experienced equally across populations. This research first explores national trends in motor vehicle fatalities over an 11-year period, highlighting differences by race/ethnicity and crash-related risks. It then investigates the relationship between rearview cameras and backing crashes using public vehicle information. Finally, it assesses whether rearview cameras provide the same level of access and crash reduction benefits across different demographic groups. Unlike previous studies that rely on car manufacturers or insurance data, this research uses publicly available crash data to ensure broader accessibility for future studies. By identifying gaps in access to vehicle safety technologies, this research provides insights that can help policymakers, researchers, and industry leaders to create more actionable transportation policies. The ultimate goal is to ensure that as safety technology evolves and becomes more available, they benefit all drivers—regardless of race/ethnicity or income—so that roadways are safer for everyone.en
dc.description.degreeDoctor of Philosophyen
dc.format.mediumETDen
dc.identifier.othervt_gsexam:43915en
dc.identifier.urihttps://hdl.handle.net/10919/135441en
dc.language.isoenen
dc.publisherVirginia Techen
dc.rightsIn Copyrighten
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/en
dc.subjectMotor vehicle crashesen
dc.subjectrearview camerasen
dc.subjectadvanced driver assistance systems (ADAS)en
dc.subjectaccessibility disparitiesen
dc.titleUnderstanding Motor Vehicle Crash Disparities Across Driver Demographics: The Role of Federally Mandated Rearview Camerasen
dc.typeDissertationen
thesis.degree.disciplineIndustrial and Systems Engineeringen
thesis.degree.grantorVirginia Polytechnic Institute and State Universityen
thesis.degree.leveldoctoralen
thesis.degree.nameDoctor of Philosophyen

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