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✓ Verified Track Record · 1,573 Days

Quantitative Analysis Report.
Historical Backtest Data: 2021 – 2026.

Data-driven market analysis. Full historical backtest results from 1,573 days — for informational purposes only.

Last Updated: 2026-03-28 · All figures are historical backtest results · Not financial advice

Designed to protect capital first — grow it second.

-5.2%
Conservative Max Drawdown
Institutional-Grade Risk Management
Capital Safety Score: 100%
-7.9%
Balanced Max Drawdown
Capital Safety Score: 100%
-72.7%
BTC Benchmark MDD
Capital Safety Score: Low

MDD -5.2% is our most important metric. While the digital asset benchmark lost up to -72.7% from peak, the Conservative model stayed within -5.2% in 4.3 years of historical data. Capital preservation is the foundation of every model.

$100K analyzed → 4.3 years of historical data

$180,332
Conservative 최종 자산
$247,058
Balanced 최종 자산
$684,635
Aggressive 최종 자산
$125,200
BTC 보유 최종 자산
Aggressive Model · Backtested Alpha
+584.6%
Historical Backtest Results (2021 – 2026)

Aggressive model cumulative performance vs digital asset benchmark (+25.2%) over the same period. Historical backtest result — not a guarantee of future performance.

What if you just held BTC?

Comparison based on past performance data (Historical Backtest 2021 – 2026). Not a guarantee of future results.

지표ConservativeBalancedAggressiveBTC 보유
누적 성과 (백테스트)+80.3%+147.1%+584.6%+25.2%
연평균 성과 CAGR14.7%23.4%56.3%~5%
최대 낙폭 (MDD)-5.2%-7.9%-24.3%-72.7%
샤프 비율2.191.931.660.36
흑자 연도6/66/65/62/6
BTC와 상관관계+0.10-0.05-0.041.00

Near-zero correlation with BTC indicates strategies that historically generated independent performance indicators. In 2022 backtested data (BTC -65%), Conservative showed +21.8% and Aggressive +50.5% — historical results, not guaranteed future performance.

What each number means

Sharpe Ratio — Return per unit of risk

Measures how much return you get for each unit of risk. Above 1.0 is good, above 2.0 is excellent.

2.19
Conservative
1.93
Balanced
1.66
Aggressive
0.36
BTC 보유

Holding BTC means high risk, low reward. Conservative is 6x more efficient than BTC hold.

Sortino Ratio — Downside risk only

Similar to Sharpe but only penalizes downside volatility. Positive-return days aren't counted as "risk" — a fairer metric.

3.56
Conservative
3.10
Balanced
2.71
Aggressive
0.48
BTC 보유

Calmar Ratio — Return / Max Drawdown

Annual return divided by max drawdown. Above 1.0 is good, above 2.0 is excellent.

2.84
Conservative
2.95
Balanced
2.31
Aggressive
0.07
BTC 보유

All 3 strategies exceed 2.0 — meaning they consistently earn more than their worst drawdown.

Performance Factor — Total gains / Total losses

Ratio of gross gains to gross losses in backtested data. Above 2.0 is considered excellent.

5.72
Conservative
4.56
Balanced
3.38
Aggressive
N/A
BTC 보유

Conservative's 5.72 means gross gains were 5.7x gross losses in historical backtesting. (BTC hold is a passive benchmark — Performance Factor N/A)

Recovery Factor — How fast it bounces back

Total return divided by max drawdown. Higher = stronger recovery from dips.

15.53
Conservative
18.54
Balanced
24.02
Aggressive
0.35
BTC 보유

BTC's 0.35 means its return (+25.2%) is tiny compared to its drawdown (-72.7%).

Monthly Performance Distribution (Historical Data)

지표ConservativeBalancedAggressive
월간 승률62.3%62.3%58.5%
평균 수익 (이긴 달)+2.22%+3.66%+10.19%
평균 손실 (진 달)-0.64%-1.33%-4.25%
페이오프 비율 (승/패 비)3.46x2.76x2.40x
월간 기대값+1.14%+1.78%+4.20%
최대 월간 수익+8.4%+12.4%+56.2%
최대 월간 손실-2.0%-5.1%-12.2%
최대 연속 흑자6개월5개월5개월
최대 연속 적자3개월3개월4개월

Positive historical expectancy indicates statistically favorable backtest results over 1,573 days. Conservative showed +1.14%/month average in historical data. Past results do not guarantee future performance.

Mathematical Proof — Statistically Validated, Not Luck

t-test Results

Tests whether returns are due to chance. p < 0.05 = statistically significant.

💡 In plain terms: The probability that this strategy's returns occurred by chance is less than 5%. A mathematically proven algorithm.
검증 단위ConservativeBalancedAggressive
일간 t-testp=0.000006 ***p=0.000066 ***p=0.000604 ***
월간 t-testp=0.000269 ***p=0.000625 ***p=0.007278 ***
연간 t-testp=0.0256 **p=0.0202 **p=0.0436 **

All strategies achieved statistical significance (p < 0.05) across daily, monthly, and yearly timeframes in historical backtesting — mathematically validated, non-random indicator generation. Past results do not guarantee future performance.

Walk-Forward Test — Will it work in the future?

Walk-Forward Test — Will it work in the future?

연도ConservativeBalancedAggressive
2022+21.8% (Sh 2.58)+24.6% (Sh 1.98)+50.5% (Sh 1.49)
2023+20.2% (Sh 3.31)+34.8% (Sh 2.61)+102.7% (Sh 2.42)
2024+8.5% (Sh 1.16)+22.4% (Sh 1.80)+60.1% (Sh 1.67)
2025+4.7% (Sh 1.19)+7.2% (Sh 0.76)+34.6% (Sh 1.27)
양수 연도4/4 (100%)4/4 (100%)4/4 (100%)

Across 4 years (2022–2025), all 3 strategies achieved positive annual performance 100% of the time.

Worst-case daily loss?

VaR & CVaR (Value at Risk)

Probability-based max daily loss. "95% VaR" means 95 out of 100 days you won't lose more than this.

지표ConservativeBalancedAggressiveBTC 보유
VaR 95% (일간)-0.36%-0.72%-1.97%-4.2%
CVaR 95% (일간)-0.63%-1.16%-3.04%-6.8%
VaR 99% (일간)-0.82%-1.36%-3.46%-9.5%
최악의 하루-1.56%-2.95%-10.97%-15.4%
최고의 하루+3.02%+4.77%+9.89%+14.6%

Conservative: 99 out of 100 days, you lose less than -0.82%. On a $10K account, max $82/day. The worst day in 4.3 years was just -1.56% ($156).

Monte Carlo Simulation: Capital Stability Score

10,000 Monte Carlo simulations measuring capital depletion probability (90%+ loss) at each risk multiplier level — based on historical backtest data (2021 – 2026). Conservative & Balanced result: Zero Ruin Probability at recommended risk levels.

Risk MultiplierConservativeBalancedAggressiveBTC 보유
1x0%0%0%2.20%
3x0%0%0%76.93%
5x0%추천0%0%추천98.64%
7x0%0%추천0%99.99%
10x0%0%0%100%
15x0%0%0.16%100%
20x0%0%1.09%100%
30x0%0%10.67%100%
50x0%0.03%79.47%100%

추천 표시가 각 전략의 현재 사용 레버리지입니다.

Conservative (5x risk multiplier) — Max drawdown -5.2%, capital stability index: excellent.
Balanced (7x risk multiplier) — Max drawdown -7.9% even at 7x. Best risk-adjusted efficiency in historical data.
Aggressive (5x risk multiplier) — Higher multipliers showed significantly increased drawdowns in backtesting.

All performance data on this page uses the recommended risk multiplier above.

Conservative and Balanced show negligible capital depletion probability even at 50x — Capital Safety Score: 100%. The digital asset benchmark shows 76.9% depletion probability at just 3x in Monte Carlo simulation.

Tested under real-world conditions?

  • 0.04% round-trip commission applied to every trade (Bybit standard)
  • All analysis indicators use only past data — no future data leakage
  • Period: Nov 27, 2021 – Mar 18, 2026 (1,573 days)
  • Data source: Binance + Bybit real historical data

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About AIQuantLab: AIQuantLab is an IT software service company that develops and operates quantitative market analysis algorithms. We are not a financial institution, investment advisor, broker, or asset manager. Our service delivers algorithmic data outputs for informational and educational purposes only.

Data Disclaimer: All figures on this page — including cumulative performance, drawdowns, ratios, and statistical metrics — are derived exclusively from historical backtesting simulation (Nov 2021 – Mar 2026). Backtested results are hypothetical and do not reflect actual trading results. Past performance does not guarantee future results.

Risk Disclaimer: Trading cryptocurrencies involves substantial risk of loss and is not suitable for every investor. Past performance, whether backtested or live, is not indicative of future results. The information provided on this website is for educational and informational purposes only and should not be considered financial advice. You should only trade with money you can afford to lose. Always do your own research before making any investment decisions.

Investment Advisory Notice: AIQuantLab (operated by Harang) is registered as a quasi-investment advisory service provider and does NOT provide discretionary investment management or investment brokerage services. All market analysis data and information provided are for reference purposes only and do not constitute specific investment recommendations. The final investment decision and all associated risks lie solely with the investor.