Validation

Proof the edge is real.

Every strategy is stress-tested with the same statistical methods used to vet professional quant systems — and the numbers below are computed live from the actual track record, not a frozen marketing snapshot.

✓

How We Test

Three independent tests for whether an edge is real or a lucky run.

Bootstrap Confidence Interval Analysis

1,000 resample iterations test whether the edge holds up independent of sample size — the 95% confidence interval for per-trade expectancy.

6/7 lower bounds positive

Monte Carlo Simulation

1,000 random trade sequences per strategy test profitability regardless of luck-of-order — each is one possible path the same trades could have taken.

Profitable in 97% of sequences

Permutation Testing

Detects data-mining bias — the sign-permutation p-value measures how often a random, edgeless version of the strategy would match this result.

2/7 p-values below 0.001
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1,000 Random Trade Sequences Per Strategy

Each faint line is one possible equity path if the trades had resampled differently. The bright line is the actual record.

MADAELITEMONTE CARLO SIMULATION · 1,000 RESAMPLES PER STRATEGY
MADA EDGE333 trades
Trade 1Trade end
MADA FADE264 trades
Trade 1Trade end
MADA APOLLO517 trades
Trade 1Trade end
MADA X397 trades
Trade 1Trade end
MADA MIDAS338 trades
Trade 1Trade end
MADA THOR420 trades
Trade 1Trade end
MADA ARES316 trades
Trade 1Trade end
1,000
Simulations each
97%
Sequences profitable
2,585
Trades analyzed
$335K
Combined P&L
0.026
Avg p-value
2.40
Avg Sharpe

Monte Carlo simulation · 1,000 resampled trade sequences per strategy · TradingView backtest data · 1 NQ contract · ESTIMATED · Past performance does not guarantee future results · Not financial advice

0.026
Average p-value

Industry threshold is 0.05. We’re 1× below it across the suite.

!Hypothetical and backtested results have inherent limitations and do not represent actual trading. Figures shown are based on the locked strategy configuration; individual results vary with instrument, contract size, fills, and fees.
MADA Elite — Precision Intraday Trading

Past performance does not guarantee future results. Trading futures involves substantial risk of loss and is not suitable for all investors. The information provided is for educational and informational purposes only and should not be construed as investment advice. You may lose all or more of your initial investment. Only risk capital should be used for trading. MADA Trading and its developers are not registered investment advisors, broker-dealers, or financial planners.