Strategies: HiddenQuant MOM Strategy

Tearsheet (generated by QuantStats)

Today, let us introduce the HiddenQuant Momentum Strategy, a cross-sectional multi-factor strategy. This approach systematically selects two groups of cryptocurrencies from the entire market: one to go long on with strong momentum and another to short with weak momentum, aiming to capitalize on the profit differential between the two. Due to the short hedging, the overall drawdown is relatively low. The performance report below employs a leverage of two times:

HiddenQuant MOM Strategy

Backtest Range: 31 Dec, 2020 - 10 Oct, 2024


2024-10-11T09:55:52.681139 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:52.935037 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:53.179263 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:53.337821 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:53.496070 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:53.742579 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:53.993562 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:56.268055 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:57.268103 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:57.550810 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:58.121999 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/
2024-10-11T09:55:58.819317 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/

Key Performance Metrics

Metric Strategy
Risk-Free Rate 0.0%
Time in Market 100.0%
Cumulative Return 54,830.58%
CAGR﹪ 216.99%
Sharpe 0.63
Prob. Sharpe Ratio 100.0%
Smart Sharpe 0.62
Sortino 1.02
Smart Sortino 1.0
Sortino/√2 0.72
Smart Sortino/√2 0.71
Omega 1.14
Max Drawdown -30.26%
Longest DD Days 66
Volatility (ann.) 8.16%
Calmar 7.17
Skew 2.56
Kurtosis 46.53
Expected Daily 0.02%
Expected Monthly 14.37%
Expected Yearly 253.15%
Kelly Criterion 6.06%
Risk of Ruin 0.0%
Daily Value-at-Risk -0.82%
Expected Shortfall (cVaR) -0.82%
Max Consecutive Wins 17
Max Consecutive Losses 14
Gain/Pain Ratio 0.74
Gain/Pain (1M) 18.03
Payoff Ratio 1.11
Profit Factor 1.14
Common Sense Ratio 1.27
CPC Index 0.64
Tail Ratio 1.12
Outlier Win Ratio 4.72
Outlier Loss Ratio 4.24
MTD -2.24%
3M 20.88%
6M 42.34%
YTD 119.35%
1Y 200.77%
3Y (ann.) 97.59%
5Y (ann.) 216.99%
10Y (ann.) 216.99%
All-time (ann.) 216.99%
Best Day 12.67%
Worst Day -4.8%
Best Month 184.52%
Worst Month -16.64%
Best Year 4166.49%
Worst Year 0.0%
Avg. Drawdown -1.99%
Avg. Drawdown Days 3
Recovery Factor 22.28
Ulcer Index 0.07
Serenity Index 4.22
Avg. Up Month 22.38%
Avg. Down Month -6.4%
Win Days 50.65%
Win Month 86.96%
Win Quarter 93.75%
Win Year 100.0%

EOY Returns

Year Return Cumulative
2020 0.0% 0.0%
2021 400.94% 4166.49%
2022 89.13% 128.9%
2023 100.77% 156.42%
2024 83.39% 119.35%

Worst 10 Drawdowns

Started Recovered Drawdown Days
2022-12-18 2023-02-21 -30.26 65
2021-04-16 2021-06-02 -24.32 48
2021-02-19 2021-03-12 -19.42 21
2023-03-08 2023-04-01 -17.33 25
2022-05-11 2022-06-13 -17.16 33
2024-04-27 2024-06-01 -15.84 36
2023-11-29 2023-12-31 -15.35 33
2021-08-05 2021-10-02 -15.25 58
2021-01-08 2021-01-17 -14.99 10
2022-06-13 2022-07-28 -13.36 46

Disclaimer: All information provided by HiddenQuant.com is intended solely for the purpose of studying topics related to crypto trading and is in no way intended as a specific investment or trading recommendation. We are not a registered broker or investment advisor. I mention specific financial products, especially cryptocurrencies, always and only for the purpose of studying crypto trading. We are not responsible for the specific decisions of individual readers of this presentation. Trading and investing in financial instruments (and cryptocurrencies in particular) is high risk. The decision to trade cryptocurrencies is the responsibility of each individual and only they are fully responsible for their decisions. Never engage in trades that you do not fully understand the merits of. Remember, the crypto exchange has rules that you need to understand before risking your own money!