An efficient transportation system is crucial for the growth of cities like Ahmedabad in India. Understanding how people choose their mode of travel is important for planning. The Multinomial Logit Model is used to analyze different factors that influence mode choice, such as travel time, cost, length, and income. The model helps estimate the likelihood of using different modes of transport in urban areas. The study found that private vehicle ownership is increasing rapidly, impacting travel efficiency within the city. By considering socio-economic factors and trip information, planners can develop utility functions to improve transportation planning decisions.