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IBM SPSS Statistics has long been a cornerstone in statistical analysis, offering a user-friendly interface for complex tasks like regression analysis, hypothesis testing, and predictive modeling. Version 31 builds on this legacy with innovations that cater to modern data challenges: leading to data loss