Enhancing corporate bankruptcy prediction and customer relationship sustainability through CNN-based financial feature transformation.

Statistical analysis revealed highly significant differences between bankrupt and healthy companies across multiple financial dimensions ( p < 0.001 across all key features), with effect sizes reaching Cohen’s d = 0.307 for company size.

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