This edition emphasizes an application-based approach, guiding students to work with data to make informed business decisions. It introduces the 4M Analytics decision-making strategy—Motivation, Method, Mechanics, and Message—to help students understand how business contexts drive statistical processes and how results inform actions. Each chapter includes hints on using software tools like Excel, Minitab Express, and JMP for calculations, providing students with practical guidance for data analysis.