Perceptions and Understanding of Advanced Driver Assistance Systems and Vehicle Automation

AAA Foundation for Traffic Safety · 2026 · AAA Foundation for Traffic Safety

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Abstract

This project will develop and field a set of surveys designed to measure public knowledge of new vehicle technologies, assess how drivers interact with them, and capture their perceptions and trust toward these systems. The effort expands on a previous work by the AAA Foundation for Traffic Safety in this domain. Findings from this project will help industry stakeholders and the public better understand how perceptions of these technologies are evolving, identify barriers to adoption, and inform future technology development in ways that advance safe and effective mobility for all road users. Additionally, information learned from this research could form the basis of a periodic (e.g., annual) survey effort to track knowledge, usage, and attitudes over time. © 2026 AAA Foundation for Traffic Safety | AAAFoundation.org Project Team AAA Foundation for Traffic Safety Rebecca Steinbach, PhD (Principal Investigator) Xi Zhang, PhD (Co-Principal Investigator) Period of Performance Q1 2026 – Q2 2027

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StageOutcomeToolModelPromptAttemptsCompleted
discover success AAA Foundation for Traffic Safety 1 2026-06-06
archive success canonical_url 7 2026-06-09
extract success cached 361 2026-06-20
enrich skipped 3 2026-07-02
promote success 1 2026-06-06
summarize skipped llm qwen3.6-27b-prismaquant summ-v5 360 2026-06-20
tag success vector_similarity 15 2026-06-11

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