Finance use case monitored to ensure that a company meets its corporate, financial objectives. Among others, this enable the finance department to track and optimize expenses, sales, profit, and cash flow.

Problem Statement

  1. How do you optimize your operating expenses?
  2. How well your company increases its net profit?
  3. Is your company in stable financial health?
  4. How fast can you convert resources into cash?
  5. Is your budgeting accurate and realistic?
  6. How much profit do you generate for shareholders?

Key Machine Learning Models

  1. High-Frequency Trading (HFT)
  2. Fraud Detection
  3. Risk Management
  4. Trade Settlements

Key Business KPIs

  1. Operating Expense Ratio
  2. Net Profit Margin
  3. Quick Ratio / Acid Test
  4. Accounts Payable/ReceivableTurnover
  5. Budget Variance
  6. Return on Assets/Equity

Data Sources

  1. Financial databases
  2. Company reports
  3. SAP financial services
  4. ERP Finance
  5. Excel/CSV Reports