50% Win Rate, Still Profitable
"The strategy is simple. The hard part is execution."
Through the first three parts of this series, we derived the optimal strategies using theory and data. For 1x: buy and hold. For 2x: 10-week MA with a 15% stop-loss. For 3x: 5-week MA with a 10% stop-loss. Mathematically, it's airtight.
But knowing the theory and executing it in practice are two entirely different things. How exactly do you calculate the 10-week moving average? After checking Friday's close, what precisely do you do on Monday? When your finger hovers over the sell button at a stop-loss trigger, how do you keep your nerve? In this final Part 4, we convert the strategy into a hands-on trading manual.
We will analyze actual trade records from our backtesting. We'll learn from the winning trades, and draw lessons from the losing ones.
QLD 2x: Practical Trading Guide
Calculating the 10-Week Moving Average
The 10-week moving average is the simple arithmetic mean of the closing prices over the last 10 weeks. The calculation itself is straightforward.
10-Week MA = (W1 Close + W2 Close + W3 Close + ... + W10 Close) / 10
Example: Last 10 weekly closes: $100, $102, $105, $103, $107, $110, $108, $112, $115, $113 10-Week MA = ($100+$102+$105+$103+$107+$110+$108+$112+$115+$113) / 10 = $1,075 / 10 = $107.5
Most brokerage apps and charting tools like TradingView will display it automatically when you set MA(10) or SMA(10). You'll rarely need to calculate it manually. That said, understanding the mechanics is essential for correctly interpreting the signals.
Entry and Exit Rules
The QLD 2x strategy has only two rules.
QLD 2x: Entry Rules
- Condition 1
- Friday's closing price is above the 10-week MA
- Condition 2
- This week's close is higher than last week's close (weekly uptrend)
- Execution
- Buy at market open the following Monday
- Position Size
- 100% of allocated capital (or the full designated amount)
QLD 2x: Exit Rules
- Exit Condition 1
- Friday's close drops below the 10-week MA -> Sell entire position the following Monday
- Exit Condition 2
- Price drops 15% or more from the peak (highest price while holding) -> Sell entire position the following Monday
- Priority
- Exit immediately if either condition is met
- Absolute Rule
- Never ignore an exit signal. No exceptions.
A Typical Trade Cycle
Let's walk through how a single trade progresses in a typical cycle.
Weekly Checklist
This is a checklist you can complete in 5 minutes after Friday's market close.
QLD Weekly Checklist (Every Friday)
- STEP 1
- Check QLD's Friday closing price
- STEP 2
- Check the 10-week MA value (set MA(10) in your charting app)
- STEP 3
- Close > 10-week MA? -> YES: hold or evaluate entry / NO: exit
- STEP 4
- If holding: calculate the drawdown from peak (highest price)
- STEP 5
- Drawdown >= 15%? -> YES: stop-loss / NO: continue holding
- Time Required
- About 5 minutes
Stop-Loss Calculation Example
The stop-loss is based on the peak price (highest price while holding), not the entry price. This is the critical point.
Peak (highest price): $120 Stop-loss level: $120 x (1 - 0.15) = $102
Current price $105 -> Above stop-loss level $102 -> Continue holding Current price $101 -> Below stop-loss level $102 -> Execute stop-loss
Even if entry price was $100, the reference is $102 (15% below the peak of $120). Advantage of this method: It protects accumulated gains while the position is profitable.
TQQQ 3x: Practical Trading Guide
Calculating the 5-Week Moving Average
The 5-week MA is more responsive than the 10-week MA. It uses only the last 5 weekly closes.
5-Week MA = (W1 Close + W2 Close + W3 Close + W4 Close + W5 Close) / 5
Example: Last 5 weekly closes: $50, $52, $55, $53, $57 5-Week MA = ($50+$52+$55+$53+$57) / 5 = $267 / 5 = $53.4
Five weeks corresponds to roughly 1.2 months. It detects trend changes approximately twice as fast as the 10-week MA. This speed is necessary to keep up with the rapid volatility of a 3x leveraged ETF.
Entry and Exit Rules
TQQQ 3x: Entry Rules
- Condition 1
- Friday's closing price is above the 5-week MA
- Condition 2
- This week's close is higher than last week's close (weekly uptrend)
- Execution
- Buy at market open the following Monday
- Key Point
- The 5-week MA moves faster than the 10-week MA, so entry opportunities occur more frequently
TQQQ 3x: Exit Rules
- Exit Condition 1
- Friday's close drops below the 5-week MA -> Sell entire position the following Monday
- Exit Condition 2
- Price drops 10% or more from the peak -> Sell entire position the following Monday
- Absolute Rule
- Delaying a stop-loss on a 3x ETF is fatal. One week of hesitation can mean an additional 15-20% loss
- Mindset
- A stop-loss is not a failure; it's capital preservation for the next opportunity
Why the 10% Stop-Loss Must Be Stricter
The 2x ETF uses a 15% stop-loss; the 3x ETF uses 10%. The 5 percentage point difference has a dramatic impact on outcomes.
QQQ -3.3% -> TQQQ approx. -10% (can hit stop-loss in a single week) QQQ -5.0% -> TQQQ approx. -15% (already past the 10% stop-loss) QQQ -10.0% -> TQQQ approx. -30% (requires +43% to recover)
If you applied a 15% stop-loss instead: While QQQ drops -5%, TQQQ is already down -15% -> At 15%, you're already too late. 10% is the maximum threshold.
Actual Trade Record Analysis: QLD 2x
Over 5.8 years, QLD generated 43 trades. Win rate: 52.4%, with 11 wins and 10 losses (remaining trades still open at backtest end). Total return: 336%. Behind these numbers are specific trades.
QLD Trade Record: All 22 Round-Trip Trades Visualized (Weekly)
Weekly candlestick chart. Refer to the analysis below to identify each trade on the chart. Green = buy, Red = sell.
QLD Key Winning Trades
| Buy Date | Buy Price | Sell Date | Sell Price | Held | Return | Sell Reason |
|---|---|---|---|---|---|---|
| 2020-05-08 | $30.70 | 2020-09-11 | $43.40 | 18 wks | +41.4% | 15% stop-loss |
| 2023-03-17 | $44.88 | 2023-08-11 | $62.62 | 21 wks | +39.5% | 10-week MA breach |
| 2023-11-03 | $61.85 | 2024-04-12 | $84.95 | 23 wks | +37.3% | 10-week MA breach |
| 2021-05-28 | $63.69 | 2021-10-01 | $73.75 | 18 wks | +15.8% | 10-week MA breach |
| 2024-11-01 | $99.65 | 2024-12-13 | $116.88 | 6 wks | +17.3% | 10-week MA breach |
QLD Key Losing Trades
| Buy Date | Buy Price | Sell Date | Sell Price | Held | Return | Sell Reason |
|---|---|---|---|---|---|---|
| 2020-10-09 | $48.24 | 2020-10-30 | $42.75 | 3 wks | -11.4% | 10-week MA breach |
| 2022-11-11 | $41.56 | 2022-12-16 | $37.26 | 5 wks | -10.3% | 10-week MA breach |
| 2025-02-07 | $112.15 | 2025-02-28 | $105.29 | 3 wks | -6.1% | 10-week MA breach |
| 2024-08-23 | $98.23 | 2024-08-30 | $96.55 | 1 wk | -1.7% | 10-week MA breach |
QLD Trade Pattern Analysis
There are clear patterns between winning and losing trades.
QLD Trade Patterns: Winners vs. Losers
Characteristics of winning trades:
- Average holding period of approximately 15 weeks (3.5 months)
- Average return of +23%
- Rode the trend above the 10-week MA
- Patience was the key ingredient
Characteristics of losing trades:
- Average holding period of approximately 3 weeks
- Average loss of -8%
- Exited quickly on a 10-week MA breach
- Fast stop-losses preserved capital
The key takeaway is clear. Hold long when you're winning, and get out fast when you're losing. The 10-week MA strategy achieves this automatically. When the trend is alive, prices stay above the MA, keeping you in the position. When the trend breaks, prices fall below the MA, giving you the exit signal.
Actual Trade Record Analysis: TQQQ 3x
TQQQ generated 67 trades over the same period. Win rate: 54.5%, with 18 wins and 15 losses. Total return: 583%. More frequent, and far more dramatic.
TQQQ Trade Record: All 34 Round-Trip Trades Visualized (Weekly)
Weekly candlestick chart. Refer to the analysis below to identify each trade on the chart. Green = buy, Red = sell.
TQQQ Key Winning Trades
| Buy Date | Buy Price | Sell Date | Sell Price | Held | Return | Sell Reason |
|---|---|---|---|---|---|---|
| 2020-04-09 | $13.66 | 2020-07-24 | $26.57 | 15 wks | +94.5% | 10% stop-loss |
| 2025-04-25 | $53.86 | 2025-08-01 | $82.92 | 14 wks | +54.0% | 5-week MA breach |
| 2023-04-28 | $28.25 | 2023-08-04 | $41.14 | 14 wks | +45.6% | 5-week MA breach |
| 2024-05-03 | $56.70 | 2024-07-19 | $71.06 | 11 wks | +25.3% | 10% stop-loss |
| 2024-01-05 | $45.98 | 2024-01-19 | $54.54 | 2 wks | +18.6% | Holding period expiry |
TQQQ Key Losing Trades
| Buy Date | Buy Price | Sell Date | Sell Price | Held | Return | Sell Reason |
|---|---|---|---|---|---|---|
| 2022-05-27 | $33.29 | 2022-06-10 | $26.79 | 2 wks | -19.5% | 10% stop-loss |
| 2024-08-16 | $68.64 | 2024-09-06 | $56.99 | 3 wks | -17.0% | 10% stop-loss |
| 2023-09-01 | $42.29 | 2023-09-22 | $35.62 | 3 wks | -15.8% | 10% stop-loss |
| 2021-02-05 | $52.65 | 2021-02-26 | $44.61 | 3 wks | -15.3% | 10% stop-loss |
| 2024-11-08 | $82.75 | 2024-11-15 | $74.27 | 1 wk | -10.2% | 10% stop-loss |
TQQQ Trade Pattern Analysis
The TQQQ trade statistics are particularly revealing.
| Metric | Value |
|---|---|
| Total Trades | 67 |
| Win Rate | 54.5% (nearly half were losses) |
| Avg. Holding Period | ~5-6 weeks |
| Large Winners (+40% or more) | 3 (4.5% of all trades) |
| 10% Stop-Loss Triggered | 18 (27% of all trades) |
Here's the striking insight: Just 3 outsized winning trades (a mere 4.5% of all trades) accounted for the bulk of total returns. +94.5%, +54.0%, +45.6%. Had you missed those three trades, the total return would have been cut by more than half.
And to capture those three opportunities, you had to mechanically execute the other 64 trades. Including 18 stop-losses.
The Power of Stop-Losses: Capital Preservation Creates Re-Entry Opportunities
A stop-loss is not a defeat. It's capital preservation for the next opportunity. Let's look at real trade records that prove this.
Case Study 1: Successful Re-Entry After a Stop-Loss (TQQQ)
What if you hadn't taken the stop-loss? You would have ridden the decline from $68.64 all the way down to $56.99 (-17%), then waited for the recovery to $70.93. That's roughly 7 weeks with capital locked up, missing other opportunities along the way.
Case Study 2: A Quick Stop-Loss Avoids a Major Decline (QLD)
Locking in a 6.1% loss may have felt painful at the time. But had you continued holding, the loss would have ballooned to over 17%. Accepting a small loss is the only way to avoid a catastrophic one.
The Statistical Power of Stop-Losses
Looking at the complete trade records for both QLD and TQQQ, here's the quantified impact of the stop-loss system.
Stop-Loss System Performance
- QLD Avg. Loss
- -8.02% (fast exits via 10-week MA breach)
- QLD Avg. Gain
- +23.01% (maximized by riding the trend)
- QLD Win/Loss Ratio
- 2.87x: each win earns roughly 3x what each loss costs
- TQQQ Avg. Loss
- -10.5% (capped by the 10% stop-loss)
- TQQQ Avg. Gain
- +16.8% (trend-following on the 5-week MA)
- TQQQ Win/Loss Ratio
- 1.6x: frequent trades where small edges compound
The key insight: Even with a win rate hovering around 50%, the secret to profitability is winning big when you win, and losing small when you lose. The stop-loss system achieves this automatically.
Pattern Analysis: The Structural Difference Between Wins and Losses
The Relationship Between Holding Period and Returns
Analyzing QLD's trade records by holding period reveals a clear pattern.
QLD: Holding Period vs. Return
Trades held for 1-3 weeks averaged a -5.2% loss. These are cases where the trend reversed immediately after entry. The 10-week MA quickly generated an exit signal, capping the damage to a small loss.
Conversely, trades held for 15 weeks or longer averaged +28% or more in returns. When the trend remains intact, prices stay above the 10-week MA, keeping you invested, and it's that time in the market that generates the profits.
This is the essence of a moving average strategy. Cut losses short and let profits run.
TQQQ Trading Frequency Patterns
Over 5.8 years, TQQQ generated 67 trades, roughly 11.5 per year, or about one per month.
| Year | Trades | Net Return | Notes |
|---|---|---|---|
| 2020 | 12 | +150%+ | Captured the V-shaped recovery after the COVID crash |
| 2021 | 10 | +40%+ | Bull market continuation, high win rate |
| 2022 | 8 | -20%+ | Bear market, frequent stop-losses |
| 2023 | 12 | +80%+ | Recovery market, outsized winning trades |
| 2024 | 14 | +60%+ | Captured the AI rally |
| 2025 | 11 | +50%+ | High-volatility market |
The strategy still worked during the 2022 bear market. It didn't generate profits, but the 10% stop-loss preserved capital, which is precisely what enabled the outsized gains in the 2023 recovery. Surviving the bear market is the prerequisite for profiting in the bull market.
Psychological Management: The Hardest Battle
Five Moments When Emotions Destroy Your Strategy
The strategy is simple. What undermines execution is always emotion.
Dangerous Moments When Emotions Take Over
- Moment 1: Right Before a Stop-Loss
- 'If I just wait a little longer, it'll bounce back...' -> Moving your stop from 10% to 15% can be fatal
- Moment 2: Consecutive Stop-Losses
- 'Another stop-loss? Again?' -> After 3 consecutive losses, you start doubting the strategy
- Moment 3: Rally Right After Selling
- 'It went up right after I sold!' -> Next time, you ignore the exit signal
- Moment 4: Sitting on Big Gains
- 'It's going higher, why should I sell?' -> You hold through a 10-week MA breach
- Moment 5: Market Panic
- 'This time is different, it won't recover' -> You abandon the strategy entirely
Principles for Mechanical Execution
There is only one way to overcome these emotions. Make your decisions in advance.
Check the numbers on Friday and execute on Monday. Don't give yourself time to "think" in between.
Emotion-Elimination System
- Principle 1
- Complete your assessment within 5 minutes of Friday's close (just compare the numbers)
- Principle 2
- Place a market order at Monday's open (no limit orders; eliminate room for second-guessing)
- Principle 3
- Close the app after placing the order (confirm the fill, then stop looking at charts)
- Principle 4
- Keep a trading journal (record based on rules, not emotions)
- Principle 5
- Review the strategy once a month (no strategy changes during the week)
Developing the Mindset for Consecutive Stop-Losses
In the backtesting data, the QLD strategy experienced up to 3 consecutive stop-losses. TQQQ saw as many as 4 in a row.
Here's the approximate cumulative loss from 3 consecutive stop-losses:
| Consecutive Losses | QLD (avg. -8%) | TQQQ (avg. -10.5%) |
|---|---|---|
| 1 | -8% | -10.5% |
| 2 | -15.4% | -19.9% |
| 3 | -22.1% | -28.3% |
With TQQQ, $100,000 becomes roughly $71,700 after 3 consecutive stop-losses. This is the moment your faith in the strategy is truly tested.
But the data tells the story. Those outsized winning trades (+94.5%, +54.0%) came right after these streaks of consecutive losses. If you had stopped taking the stop-losses and abandoned the strategy, you would have missed those gains forever.
Trading Journal Template
A weekly trading journal is the most powerful tool for controlling your emotions.
Weekly Trading Journal (Sample Entry)
- Date
- Friday, September 13, 2024
- ETF / Current Price
- TQQQ / $67.35
- 5-Week MA
- $62.50
- Assessment
- Close $67.35 > 5-Week MA $62.50 -> Entry signal
- Previous Trade
- Stopped out on 9/6 (-17.0%)
- Emotional State
- Anxious after the last stop-loss, but entering per the rules
- Action
- Placing market buy order on Monday
- Outcome (filled in later)
- Sold 11/1, +5.3% gain
Recording your "emotional state" is critical. When you look back, you'll realize there's no correlation between how you felt and the actual outcome. Trades entered out of anxiety sometimes win, and trades entered with total confidence sometimes lose. As these experiences accumulate, ignoring your emotions becomes second nature.
Charting Platform Setup Guide
You don't need to calculate anything by hand. A few settings in your brokerage app or charting platform are all it takes.
Chart Setup Instructions
- QLD Chart
- Add MA(10) moving average to the weekly chart
- TQQQ Chart
- Add MA(5) moving average to the weekly chart
- How to Check
- Visually confirm whether Friday's close is above or below the moving average line
- Alert Setup
- If available, set price alerts near the MA line
TradingView (free tier) provides the most accurate setup. Go to Indicators > Moving Average, then set the Length to 10 (for QLD) or 5 (for TQQQ).
Key Risk Scenarios and Responses
Scenario 1: Market Crash (A Repeat of the 2022 Nasdaq Meltdown)
In 2022, the Nasdaq fell -33% over the course of a year. TQQQ plummeted as much as -79%.
Crash Response
- 5-Week MA Protection
- In 2022, TQQQ had 8 trades with frequent stop-losses preserving capital
- Expected Loss
- Approximately -20 to -25% for the year (far better than -79% with buy-and-hold)
- Core Principle
- In a crash, the goal is not to make money; it's to preserve capital
- Response
- Do not change your strategy. Follow stop-loss rules even more strictly
Scenario 2: Sideways Market
A sideways (range-bound) market is the greatest weakness of a moving average strategy. Price oscillates above and below the MA line, triggering repeated entries and stop-losses.
For the QLD strategy, such choppy conditions can produce 2-3 consecutive stop-losses. Cumulative loss: approximately 15-22%. This cost is recovered when the next genuine trend begins and produces an outsized winning trade.
The critical thing is not to abandon the strategy during a sideways market. A trend will inevitably follow a period of consolidation. If you have no position when it begins, it doesn't matter.
Scenario 3: Gap Down (Monday Opens Sharply Lower)
Sometimes you confirm a signal based on Friday's close, but over the weekend bad news breaks and Monday opens with a significant gap down.
Even in this case, execute at market price. If you use a limit order, it may not fill, leaving your position in an unintended state. The slippage cost of a market order (0.1-0.3%) is far smaller than the cost of a position management failure.
Final Checklists
QLD 2x: Complete Checklist
- Review Frequency
- Every Friday after market close
- Items to Check
- QLD close vs. 10-week MA, drawdown from peak
- Entry
- Close > 10-week MA AND weekly gain -> Buy at market on Monday
- Hold
- Above 10-week MA + less than -15% from peak -> Continue holding
- Exit
- Below 10-week MA OR -15% from peak -> Sell at market on Monday
- Re-Entry
- After exiting, re-enter immediately once conditions are met again
TQQQ 3x: Complete Checklist
- Review Frequency
- Every Friday after market close
- Items to Check
- TQQQ close vs. 5-week MA, drawdown from peak
- Entry
- Close > 5-week MA AND weekly gain -> Buy at market on Monday
- Hold
- Above 5-week MA + less than -10% from peak -> Continue holding
- Exit
- Below 5-week MA OR -10% from peak -> Sell at market on Monday (no delays)
- Key Point
- With a 3x ETF, the speed of your stop-loss determines your survival
Conclusion: The Strategy Is Simple; The Hard Part Is Execution
Through this series, we've covered the structural pitfalls of leveraged ETFs (Part 1), proof of strategic edge (Part 2), optimal strategy derivation (Part 3), and this practical trading guide (Part 4).
Our final word is this: This strategy has been validated across 5.8 years and 300 weeks of data, but it does not guarantee future results. What is certain, however, is that "following data-driven rules" is overwhelmingly superior to "trading on gut feeling."
If you've chosen this strategy, all that remains is execution. Five minutes every Friday: that's all it takes. Check the numbers, place the order according to the rules, close the app, and go back to your life.
The most important skill in leveraged ETF investing is not analytical ability. It's the discipline to follow the rules.