Introduction: The Commuting Dilemma In the sprawling landscape of the National Capital Region (NCR), particularly in Ghaziabad, commuting has become an integral part of daily life for many residents. The allure of job opportunities in Delhi often draws individuals to settle in Ghaziabad, despite the city’s distance from the capital. [...]