This paper presents a comprehensive study on transportation and urban mobility optimization by synthesizing and analyzing a collection of relevant research papers. The selected papers cover a wide range of topics, including air corridor evaluation, sentiment analysis in electric vehicle discussions, fluid simulation parallelization, integration of urban air mobility, ridership and operations visualization, economies of scale in mobility sharing markets, prediction of last-mile delivery routes, and machine learning in choice analysis and travel behavior prediction.The research findings highlight the significance of purpose-specific metrics in evaluating air corridors for urban air mobility operations, providing insights for safe and efficient integration. Additionally, sentiment analysis reveals positive attitudes towards electric vehicles, supporting strategies for promoting their adoption. The parallelization of fluid simulation offers improved computational modeling capabilities, benefiting industries such as aerospace and manufacturing.Integration of urban air mobility into existing transportation systems requires coordinated planning, addressing infrastructure, airspace management, and regulatory challenges. The introduction of visualization tools aids in understanding transit performance and optimizing passenger journeys. Analysis of mobility sharing markets highlights the importance of balanced growth and mitigating operational complexities and regulatory compliance.Prediction of last-mile delivery routes using advanced neural networks enables efficient logistics operations. The comparative analysis demonstrates the potential of machine learning classifiers in accurately predicting travel behavior. The results contribute to decision-making processes for policymakers, urban planners, and industry stakeholders in enhancing transportation systems' efficiency, sustainability, and user satisfaction.This study consolidates research findings, identifies research gaps, and provides valuable insights for future exploration in the field of transportation and urban mobility optimization. The comprehensive analysis serves as a resource for researchers, practitioners, and policymakers seeking to improve transportation systems and address emerging challenges in the dynamic urban environment.