Alpha Vantage

Step 1: Retrieve real-time stock prices using the Alpha Vantage API.

Step 2: Calculate technical indicators such as moving averages and RSI.

Step 3: Define trading rules based on indicator values.

Step 4: Execute trades automatically when rules are triggered.

Step 1: Retrieve historical stock prices for assets in the portfolio.

Step 2: Calculate portfolio returns over time.

Step 3: Compare portfolio performance against benchmark indices.

Step 4: Rebalance portfolio based on performance and risk tolerance.

Step 1: Access historical market data for various assets and time periods.

Step 2: Analyze data to identify patterns and correlations.

Step 3: Develop statistical models to predict future price movements.

Step 4: Test models using backtesting and validation techniques.

Step 1: Retrieve fundamental data for companies of interest.

Step 2: Analyze financial statements to assess profitability and solvency.

Step 3: Calculate key financial ratios such as P/E and debt-to-equity.

Step 4: Make investment recommendations based on financial analysis.

Step 1: Access historical economic indicators such as GDP and inflation.

Step 2: Analyze data to identify trends and cycles.

Step 3: Develop econometric models to forecast future economic growth.

Step 4: Use forecasts to make informed business and investment decisions.