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Effective Working Capital Management Using Machine Learning (ML)

Author(s): A.N. Srinivasan, M. Shanmuga Sundaram, Sayan Ray


Working capital plays a vital role in the company’s financial management. Working Capital helps to streamline operations and improve the company’s earnings and profitability by minimizing the cost. Dynamic Discounting is a part of Working Capital management which helps company(buyer) for efficient cash management. This paper aims to increase the return on Cash deployed by 5% and also to generate risk free EBIDTA which is Earnings before interests, Taxes, Depreciation and Amortization for the Manufacturing Organization.

This will be achieved by analyzing and identifying the potential suppliers(vendors) who will probably join the Dynamic Discounting process and provide discounts on specific instruments or bills of their choice to the organization or entire payment of their Invoices will be paid by a banker and then banker gives enhanced credit period for the Manufacturing Organization so that working capital can be improved.

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