For over three decades, this text has enabled business and social science students (particularly non-statisticians) to understand and apply advanced multivariate techniques in real-world contexts. The 8th edition introduces updated methods and perspectives, including new chapters on PLS-SEM, Big Data implications, multilevel models, and causal inference strategies. Each chapter uses “Rule of Thumb” features, simplified language, and software-based examples to emphasize practical understanding.