Spot Curve-Fitted EAs Fast — 3 Tests to Avoid Over-Optimisation Disaster

Spot Curve-Fitted EAs Fast — 3 Tests to Avoid Over-Optimisation Disaster

13 July 2025, 17:00
Diego Arribas Lopez
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That 99 % modelling-quality back-test might be a ticking time-bomb. Here’s how to defuse it in 15 minutes—before it blows a hole in your live account.

1 — Why Curve-Fitting Destroys Real-Money Performance

Over-optimisation is the digital version of hindsight trading: you keep tweaking parameters until the past looks perfect. But the market never repeats the exact same sequence. When conditions shift, the “perfect” EA has no edge—just a fragile memory of the data it already saw.

Classic symptom: equity curve looks like stairs up in 2001–2025 back-test… then falls off a cliff in the first live month.


2 — Test #1: Walk-Forward Validation (WFV)

  1. Split historical data into alternating in-sample (train) and out-of-sample (test) segments.
  2. Optimise only on the train slices.
  3. Run on the unseen test slices.
  4. Pass mark: profit factor & drawdown within 20 % of train results.

WFV reveals EAs that only memorise data instead of capturing a genuine edge.


3 — Test #2: Out-of-Sample “Future” Year

Take the last 12 months out of your optimisation entirely. If the EA can’t survive untouched in the newest data, it won’t survive tomorrow.

(Insert small equity-curve screenshot here: back-test vs. untouched 2024-25 forward.)

Red flag: performance drops > 40 % vs. in-sample—likely curve-fitted.


4 — Test #3: Monte Carlo Parameter Shuffle

Randomly perturb entry rules, slippage, and spreads for 500 runs.

Look for median equity curve.
If half the simulations crash into > 30 % drawdown, the strategy is too fragile.


5 — Emotional Toll of the “Perfect” Back-Test

Curve-fitting breeds over-confidence. Traders crank lot size because the back-test never dipped 5 %. When the first live drawdown hits, panic resets risk-management habits and the account implodes.


6 — From Fragile to Robust: A Quick Framework

Step Action Result
1 Run the three tests above Filters 80 % of curve-fitted bots
2 Check real forward data (MyFxBook) Confirms edge in live fills
3 Enforce daily equity cap 3–5 % Stops death spirals

DoIt GBP Master — Live Proof of Robust Design

+91 % gain, < 12 % max drawdown, verified on MyFxBook over multiple volatility regimes. Built with fixed-lot recovery, ATR trailing, and a configurable daily loss cap—no martingale, no curve-fitting tricks.


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Download the 7-question checklist I use to eliminate weak bots before risking live money.

✅ Brutal yes/no filters
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Internal Deep Dive

Want the full back-test vs. live blueprint? Read Why Back-Tests Often Lie — And How to Fix Them ».


7 — Try a Robust EA in 5 Minutes

  1. Open MT5 Strategy Tester
  2. Download FREE Demo of DoIt GBP Master
  3. Forward-test on your broker for a week
  4. Compare results to your current back-test hero

8 — Decision Time

Path Likely Outcome
Ignore the tests Perfect curve in Tester, blown live account
Run the tests Weed out fragile bots, keep your capital intact

🎯 Ready to trade reality over fantasy charts?
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Trade edges, not illusions.


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