Investment Portfolio Analytics Lab

:chart_increasing: Portfolio-Analytics-Lab: Professional Risk & Performance Engine

Hello World! :waving_hand:

Iโ€™m excited to share my Portfolio-Analytics-Lab, an interactive application designed to help investors reconstruct, evaluate, and understand their portfolios through a professional-grade analytics pipeline.

:magnifying_glass_tilted_left: What the app does

Users can manually input transactions or bulk upload datasets using a provided template. The system then rebuilds holdings, valuations, performance attribution, and risk metrics from first principles.

:rocket: Key Capabilities:

  • Deep Construction: Understand exactly how your portfolio is built.

  • Accurate Measurement: Measure performance correctly (Time-Weighted vs Money-Weighted).

  • Alpha Identification: Pinpoint exactly where your returns are coming from.

  • Risk Evaluation: Assess diversification and volatility metrics.

  • Financial Intuition: Interactive tools to build a better โ€œfeelโ€ for market structures.

:hammer_and_wrench: Tech Stack:

  • Frontend: Streamlit

  • Visuals: Plotly (Interactive) & Matplotlib (Static)

  • Compute: NumPy & SciPy (Heavy-duty financial math)


:link: Live App: portfolio-analytics-lab.streamlit.app :laptop: GitHub: Dame-Sky/Portfolio-Lab

Iโ€™d love to hear your thoughts or feedback on the analytics!