Conducted an empirical investigation into Road User Charging (RUC) across Glasgow, Bristol-Bath, and Birmingham.

Understanding how urban populations adapt travel choices under road pricing required rigorous behavioral modeling.
Conducted an empirical investigation into Road User Charging (RUC) across Glasgow, Bristol-Bath, and Birmingham.
Policy-relevant insights on mode switching and demand elasticities across income tiers.
For my MSc dissertation at Imperial College London, I investigated the behavioral impacts of RUC across three UK agglomerations.












Evaluated SP survey data across Glasgow, Bristol-Bath, and Birmingham.
Calibrated Multinomial Logit and discrete choice models.
Analyzed how income and vehicle ownership moderate sensitivity to pricing.
SP matrices visualized in Power BI, with Sankey diagrams mapping transition paths.
Discrete choice routines using R apollo across alternatives (Car+RUC, PT, Cycling, Walking).
Convergence outputs and t-ratios quantifying elasticities across income tiers.