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Investing· 6 min read

Index Funds vs. The Algorithm

A side-by-side look at 10-year returns from S&P 500 index funds against the 'algorithmic' strategies sold on YouTube.


The pitch is familiar: a proprietary system, a backtest screenshot, a Discord link. We took twelve of the most-marketed quant strategies and ran them against a boring three-fund portfolio.

Nine underperformed after fees. Two matched. One beat — and was sold for $4,800 a year.

This piece walks through the methodology, the assumptions, and what a retail investor should actually take away.