Siddhant Singh

Researcher @The B. John Garrick Institute For The Risk Sciences At Ucla

Los Angeles, CA, US

Developing a Safety-Centric Framework for the Integration of Autonomous Vehicles in Local Jurisdictions, in collaboration with the San Francisco County Transportation Authority (SFCTA), to benchmark AV performance using measurable safety metrics, hazard-based validation, and real-world deployment data in support of informed local policymaking and risk acceptance-Analyzed AV data reporting from NHTSA SGO, DMV testing collisions/disengagements, and CPUC quarterly reports to identify performance tracking gaps by comparing recorded metrics against industry standards and academic research-Developed and actively refining a library of 40+ AV surrogate safety metrics aligned with STPA-based hazard modeling-Leveraged the Waymo Open Dataset (End-to-End, Perception, Motion) and vehicle schematics to link system architecture with perception, planning, and motion performance for benchmarking safety metrics-Developing a modular risk scoring function by refining metric definitions and integrating real-world AV performance data.

University of California, Los Angeles

Bachelor of Engineering - BE

Venkateshwar International School - India

12th