Automated Startup Valuation and Investment Risk Assessment

Build a Python-based financial modeling tool that performs comprehensive startup valuation using multiple methodologies including discounted cash flow, comparable company analysis, and venture capital methods. Integrate web scraping for real-time financial data, create Monte Carlo simulation for risk assessment, and develop a dashboard using Dash or Streamlit that visualizes potential investment scenarios. The script should generate probabilistic investment risk scores and provide detailed markdown reports for venture capital decision-making.