Furqon E. Muhammad← Portfolio
Case Study 24 / 27Transport Engineering & Economics / Discrete Choice Modeling / Stated Preference Analysis

Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging

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

25 — Engineering & AcademicMaster’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging
Imperial College London · United Kingdom · 2024
Problem

Understanding how urban populations adapt travel choices under road pricing required rigorous behavioral modeling.

Solution

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

Impact

Policy-relevant insights on mode switching and demand elasticities across income tiers.

Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging24 / 27
A Executive Summary

Overview

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Project No.
25
Client / Org
Imperial College London
Role
MSc Researcher
Year
2024
Location
United Kingdom
Discipline
Engineering & Academic

For my MSc dissertation at Imperial College London, I investigated the behavioral impacts of RUC across three UK agglomerations.

Overview — Project Exhibits2 images · add up to 25.12
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.1
Imperial College London · 2024 · Exhibit 25.1
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.2
Imperial College London · 2024 · Exhibit 25.2
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.3
Imperial College London · 2024 · Exhibit 25.3
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.4
Imperial College London · 2024 · Exhibit 25.4
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.5
Imperial College London · 2024 · Exhibit 25.5
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.6
Imperial College London · 2024 · Exhibit 25.6
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.7
Imperial College London · 2024 · Exhibit 25.7
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.8
Imperial College London · 2024 · Exhibit 25.8
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.9
Imperial College London · 2024 · Exhibit 25.9
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.10
Imperial College London · 2024 · Exhibit 25.10
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.11
Imperial College London · 2024 · Exhibit 25.11
Master’s Dissertation: Travel Behavior & Stated Preference Impacts of Road User Charging — exhibit 25.12
Imperial College London · 2024 · Exhibit 25.12
Executive Summary24 / 27
B Outcomes

Strategic Business Impact

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01

Multi-City Behavioral Comparison

Evaluated SP survey data across Glasgow, Bristol-Bath, and Birmingham.

02

Choice Modeling Architecture

Calibrated Multinomial Logit and discrete choice models.

03

Socio-Economic Elasticity Mapping

Analyzed how income and vehicle ownership moderate sensitivity to pricing.

Strategic Business Impact24 / 27
C Delivery

End-to-End Ownership & Technical Execution

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01

SP Survey Design & Visualization

SP matrices visualized in Power BI, with Sankey diagrams mapping transition paths.

02

Econometric Modeling in R (Apollo)

Discrete choice routines using R apollo across alternatives (Car+RUC, PT, Cycling, Walking).

03

Sensitivity & Elasticity Analysis

Convergence outputs and t-ratios quantifying elasticities across income tiers.

Discrete ChoiceStated PreferenceR ApolloPower BIElasticities
Technical Execution24 / 27
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