The software engineering researchers have worked on different dimensions to facilitate better software effort estimates. including those focusing on dataset quality improvement. In this research. we specially investigated the effectiveness of outlier removal to improve estimation performance of 5 machine learning (ML) methods (Support Vector Regression. https://parlorcityfurniturers.shop/product-category/accessibility-equipment-accessories/