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In an era where data reigns supreme, the ability to extract meaningful insights from complex datasets is not just a valuable skill; it's an imperative for effective decision-making. Enter the world of regression analysis, a formidable tool that empowers managers with the capacity to decipher the intricate relationships within data. This case study is very useful for guiding managers through the world of data analysis. It is designed to enhance your understanding of regression analysis, providing valuable insights into real-world applications and practical mini-case studies. Each one presents the obtained results after applying a regression analysis technique. The aim is to unravel the hidden stories within the data. By the end, you will emerge with the ability to confidently interpret SPSS outputs, transforming data into actionable insights that fuel success.