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AI model

Performance

Out-of-sample simulation (walk-forward · gross)
How to measure it

Out-of-sample period: the model did not see this data in training.

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Methodology

Walk-forward ETF backtest vs S&P 500

Compare the model’s out-of-sample historical simulation with the S&P 500 over the same period. Review CAGR, Sharpe and drawdown alongside the testing methodology.

Published: · Data date: 2026-04-20

Annualized return (CAGR)
17.78%
Sharpe
1.14
Maximum drawdown
-22.73%
S&P 500 · CAGR
14.66%
Historical period
2013-12-31 – 2026-04-20

Source: LearnAImarkets model publications

Methodology: Historical simulation uses walk-forward predictions made after each training window. Headline results are gross of costs; past performance does not guarantee future results. Methodology

Educational information, not investment advice. Investing involves risk of loss.