This textbook introduces probabilistic and statistical modeling to risk management and decision making in the face of uncertainty and applies this especially to transportation systems. From basic concepts and methods in probability and statistics (descriptive and inferential), it develops to cover more advanced topics in discrete choice and count econometric models, particularly for transport systems and frameworks for risk analysis and management. Concepts relate to practice and to professional skills so that real-world problems are explored in a structured way.