Ethical considerations in transportation modeling include ensuring equitable access to transportation services, minimizing environmental impact, addressing the needs of marginalized communities, maintaining transparency in decision-making processes, considering the social and economic implications of transportation projects, and ensuring compliance with regulatory standards to promote safety and fairness in transportation systems.