Integrating Machine Learning Techniques in the Evaluation of Management Control Systems for Enhanced Predictive Analytics

this data was use to analize the transformative role of machine learning (ML) techniques in refining Management Control Systems (MCS) to bolster predictive analytics capabilities within varied organizational contexts. Utilizing a mixed-methods approach, this research synthesizes a comprehensive quantitative analysis of Bloomberg's extensive dataset, encompassing 4,500 companies across multiple industries from 2015 to 2023