I have a confession to make.
Over the past two years I've done something most people would consider insane. I tested 200 trading strategies. Systematically. With real data. Over 6 years.
195 of them were garbage.
But the worst part? The first 50 mistakes were my OWN. Not because the data was bad. But because I was stupid.
Like a scientist who sabotages his own experiments. Like a chef who doesn't follow the recipe and wonders why the souffle collapses.
Why am I telling you this?
Because these mistakes didn't just happen to me. They happen to everyone. Including you. Including the YouTube gurus with their 100,000 subscribers.
In this article I'll show you:
- The 7 dumbest mistakes I made in 200 backtests
- Why a "perfect" 97% strategy was still garbage
- And which ONE cognitive error kills 80% of all trading strategies
Let's go.
Mistake #1: The Parameter Paradise Trap
It was mistake number 12. A moving average crossover strategy. 5-day MA crosses 20-day MA.
Result: +23% in 6 years.
"Okay," I thought. "What happens with 7 and 21 days?"
+31%.
"And 9 and 23?"
+38%.
"And 11 and 24?"
+47%.
I was in paradise. I'd found the sweet spot! 11 and 24 — that had to be the magic formula.
Then I tested the strategy with new data.
-19%.
Remember this: Any number that worked perfectly in the past is a trap. You're not optimizing. You're fitting a suit on a dead body.
That's called parameter overfitting. Like a bespoke suit for a person who doesn't exist.
Mistake #2: The Survivor's Trick
Mistake number 27. I was testing "buy the dip" strategies.
My rule: buy when Bitcoin has fallen 20%.
I looked at 10 cases. 7 of them were profitable. 70% hit rate!
"This has to work," I thought.
But I had only looked at the pretty cases.
The other 3? Bitcoin had fallen another 40% after the 20% dip. Total loss.
I'd committed survivorship bias. Like a pilot who only analyzes surviving planes and wonders why his crash rate seems so low.
Remember this: Your brain is a liar. It only shows you the winners.
Mistake #3: The "Logic" Fallacy
"Buy the dip makes sense," I thought. "Everything that falls comes back up."
Sounds logical, right?
Let's look at the numbers:
295 buy-the-dip trades in 5 years of Bitcoin. Result?
-51%.
Not -5%. Not -15%.
Minus. Fifty-one. Percent.
Your "logical" investment cuts your money in half.
Why? Because markets aren't logical. They're psychological. When something falls, it can keep falling. And falling. And falling.
Remember this: "Logical" and "profitable" have nothing to do with each other.
Mistake #4: The RSI Fraud
RSI below 30? "Oversold!" RSI above 70? "Overbought!"
That's what every trading book says.
I tested it 73 times with Bitcoin.
Win rate: 28%.
Twenty-eight. Percent.
That's worse than flipping a coin. Worse than buying blind. Worse than your grandma investing by moon phases.
But wait. It gets worse.
Of the 28% winners, 85% were random hits. Tiny 2-3% gains that got eaten by fees.
Remember this: RSI is a fever thermometer that confuses a cold with cancer.
Mistake #5: The Time Travel Bug
Mistake number 89. My most complex strategy to date.
17 indicators. 8 filters. 97% accuracy in backtesting.
I was proud as a peacock.
Then I noticed my mistake.
I'd used future data. My strategy already "knew" on Monday what would happen on Friday.
Like a betting cheat who already knows the result.
That's called look-ahead bias. You think you've cracked the system. But you've just fired up the time machine.
Remember this: If your strategy looks too good, it's too good to be true.
Mistake #6: Going Live Without a Parachute
I was convinced. Strategy number 127 worked.
4 weeks of backtesting. +19%. Clean.
"Time for real trading," I thought.
3 days later: -8%.
1 week later: -23%.
I'd gone live without validation.
Like a pilot who goes straight from the flight simulator to flying an Airbus. No test flight. No stopover.
4 weeks of backtesting is nothing. That's a lucky streak. A warm summer rain in the Sahara.
Remember this: Before you go live, test at least 6 months. Different market phases. Bull. Bear. Sideways.
Mistake #7: The Complexity Obsession
My "masterpiece": strategy number 183.
42 indicators. RSI, MACD, Bollinger Bands, Stochastic, Williams %R, Commodity Channel Index, Rate of Change, Money Flow Index...
A monument to complexity.
Result: +2% in 6 years.
Then I tested something else.
3 simple filters:
- Price above long-term trend
- Volume above average
- No major news
Result: +47% in 6 years.
Three beats 42.
Simple beats complex. Always.
Remember this: Complexity is the enemy of clarity. And clarity is the friend of profit.
The Bottom Line
200 strategies. 2 years. Countless hours.
What I learned:
Most strategies don't work because we BREAK them through optimization. We search for the perfect formula when all we need is a robust one.
We trust our eyes more than the numbers.
We confuse complicated with clever.
The 5 strategies that survived all have the same thing:
They're simple. They're robust. They work across different market phases.
And they DON'T do what seems "logical."
Your Turn
Which of these 7 mistakes are you making right now?
Are you optimizing parameters to perfection? Only looking at winning strategies? Trusting RSI like an oracle?
→ Backtesting: How to Test Strategies the RIGHT Way — The methodology behind my 200 tests
→ RSI: Why the Most Popular Indicator Fails — One of the 195 that were garbage
→ Is Your Trading Worth It? — Calculate your expected value
→ Our 3 Bots — The 5 strategies that survived
→ What Does the Bot Say Right Now? — Current signal
Your Dominic, the guy who threw 195 strategies in the trash so you don't have to.




