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
- How do you optimize your operating expenses?
- How well your company increases its net profit?
- Is your company in stable financial health?
- How fast can you convert resources into cash?
- Is your budgeting accurate and realistic?
- How much profit do you generate for shareholders?
Key Machine Learning Models
- High-Frequency Trading (HFT)
- Fraud Detection
- Risk Management
- Trade Settlements
Key Business KPIs
- Operating Expense Ratio
- Net Profit Margin
- Quick Ratio / Acid Test
- Accounts Payable/ReceivableTurnover
- Budget Variance
- Return on Assets/Equity
Data Sources
- Financial databases
- Company reports
- SAP financial services
- ERP Finance
- Excel/CSV Reports