Reverse Portfolio Optimizer by Chosen Homeland Solutions brings institutional-grade portfolio optimization to your mobile device. With a clean, intuitive interface you simply select your desired annual return and acceptable volatility, and our back end instantly delivers the optimal three-stock allocation from the S&P 500 that best matches your financial goals. Powered by Azure Functions, Databricks, and the Nobel Prize–winning Markowitz Efficient Frontier theory, we run hundreds of thousands of Monte Carlo simulations on real market data—then ship you a personalized portfolio in milliseconds.

Key Features:
• Personalized Targets
Use slick sliders to set your target return and risk tolerance. See your selections reflected in real time before you commit.
• Advanced Data Pipeline
We pull minute-by-minute and historical quotes from FMP, Alpha Vantage, and SEC EDGAR, transform them into Parquet files in Azure Storage, then precompute optimal portfolios in Databricks for lightning-fast results.
• Interactive Visuals
Explore your allocation with a dynamic pie chart—each slice labeled with the exact ticker and percentage weight. Drill down to inspect every data point.
• Comprehensive Analytics
View expected return, volatility, and risk-adjusted Sharpe ratio at a glance. Compare multiple scenarios to understand how changing targets impacts your outcome.
• Dark & Light Modes
Match your device’s appearance or use our manual toggle to switch between themes for optimal readability anytime.
• Built-In Education
Our Explore section walks you through goal setting, simulation, and optimization—demystifying the mathematics so you can invest with confidence.

How It Works:

Define Your Goals
Slide to set the annual return percentage you seek and the level of volatility you’re comfortable accepting.

Cloud-Scale Simulation
Azure Functions orchestrate data ingestion and cleaning, storing Parquet snapshots in Azure Storage. Databricks then runs tens of thousands of simulations using the Monte Carlo–Black-Scholes method.

Efficient Frontier Calculation
We map the S&P 500 universe onto an efficient frontier and locate the single three-asset combination closest to your targeted point—balancing reward and risk optimally.

Instant Visualization
The optimized result is returned as JSON to your app, which renders interactive charts and cards with clear metrics so you can make informed decisions instantly.

Why Choose Reverse Portfolio Optimizer?
Unlike black-box robo-advisors, our app hands you full transparency and control. You set the parameters, and we reveal the precise portfolio that sits at your chosen point on the Efficient Frontier. Our enterprise-grade cloud architecture and award-winning financial models bring institutional analytics straight to your pocket—securely and privately, with no personal data ever stored on our servers.

Security & Privacy
• All processing happens in our Azure cloud; only anonymized portfolio data is sent to your device.
• We never store personal identifiers—your preferences and results remain yours and yours alone.
• We use TLS encryption for all data transfers, ensuring complete confidentiality.

About Chosen Homeland Solutions
At Chosen Homeland Solutions, we believe financial empowerment begins with knowledge and control. Our mission is to democratize sophisticated wealth-management tools—bridging the gap between academic theory and real-world application for individual investors.

Disclaimer & Get Started
Reverse Portfolio Optimizer is for educational and informational purposes only and does not constitute financial advice. Past performance is no guarantee of future results. Consult a qualified financial advisor before making investment decisions. Download now to take control of your financial future with data-driven, customizable portfolios tailored to your goals and comfort with risk.