
Walking Defensively - Subjective and Objective Assessments of Safety
Paired large perception survey with a predictive crash-risk model and a concordance-discordance framework to compare actual and perceived safety.
Projects
Odara Mobility brings together planning, demand modeling, behavioral research, and project delivery expertise across public transportation systems and mobility services.
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Highlights

Paired large perception survey with a predictive crash-risk model and a concordance-discordance framework to compare actual and perceived safety.

Developed bus stop safety typologies to predict crash risk and design targeted safety interventions.

Introduced integrated decision-making and energy modeling framework to inform route and fleet deployment.

Modeled account-linked mobile ticketing data to forecast ridership, revenue, product switching, and equity impacts to guide transit fare-capping policy.

Evaluated mobility management programs to reduce transportation barriers to healthcare while addressing language, affordability, and wellbeing constraints.

Developed rapid-screening planning tool to estimate ridership, financial, and economic performance for proposed intercity passenger and freight rail networks.
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