Investing

Finance

Backtested: 16 years, $320k invested. The Magic Formula still has an edge.

How I built a Magic Formula value investing pipeline using Python, Medallion Architecture, and DuckDB, with a 16-year backtest.

May 4, 2026 · 20 min read · Quant, Investing, Magic formula, Python, Medallion architecture, Pydantic, Optuna, ETL, Strategy, Backtesting

Finance

My lessons learned in investing via a Limited company

1. The goal of this article Investing may be fun. However, starting is always challenging. This article may suggest some questions you should ask yourself before your …

Sep 23, 2022 · 10 min read · Investing