Cash on delivery (COD) remains a popular payment method for online shoppers, particularly in regions where credit card penetration is low. However, COD orders are also more prone to returns, leading to increased costs and operational challenges for ecommerce businesses. To effectively manage COD returns and optimize their profitability, businesses