athena-v1

This article was produced by the Quantitative Trading Lab at https://www.itrade.icu. Visit for more benefits.

Athena Strategy Full Report (2020-01-01 to 2025-07-01)

📊 Strategy Overview

This report is provided by https://www.itrade.icu Quantitative Trading Lab.

We used real market data combined with a quantitative backtesting engine to conduct 5 years and 7 months of continuous backtesting and live testing of the Athena strategy, achieving significant returns.

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Lookahead Bias Test

The strategy was analyzed for Lookahead Bias, and the results show:

• has_bias: No → No lookahead bias detected

• biased_entry_signals: 0 → No lookahead entry signals

• biased_exit_signals: 0 → No lookahead exit signals

• biased_indicators: None → No indicators with bias

This means the strategy does not use future data during backtesting and therefore does not produce falsely inflated results due to future data leakage.

                                                          Lookahead Analysis
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃            filename ┃         strategy ┃ has_bias ┃ total_signals ┃ biased_entry_signals ┃ biased_exit_signals ┃ biased_indicators ┃
┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ AthenaStrategyV1.py │ AthenaStrategyV1 │       No │            20 │                    0 │                   0 │                   │
└─────────────────────┴──────────────────┴──────────┴───────────────┴──────────────────────┴─────────────────────┴───────────────────┘

Backtest results chart

Summary Statistics

Metric	Value
Total Trades	36,679
Total Return (%)	796,159.14%
Total Profit (USDT)	79,615,916.19 USDT
Average Monthly ROI (%)	12,248.60%
Average Monthly Profit (USDT)	1,224,860.25 USDT
Average Win Rate (%)	67.98%
Max Drawdown (%)	89.36%

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Monthly Breakdown

TimePeriod.MONTHLY	Trades	Avg Profit %	Tot Profit USDT	Tot Profit %	Win%	Drawdown %
20200101-20200201	141	2.48	18415.277	184.15	72.3	19.97
20200201-20200301	270	1.46	19555.226	195.55	69.3	34.55
20200301-20200401	325	1.79	27598.221	275.98	66.2	74.75
20200401-20200501	298	0.97	10037.213	100.37	61.1	39.94
20200501-20200601	190	2.32	26466.837	264.67	71.6	18.87
20200601-20200701	177	1.46	9524.806	95.25	62.1	24.04
20200701-20200801	296	1.39	23163.342	231.63	61.5	38.47
20200801-20200901	402	1.18	21537.081	215.37	66.2	66.8
20200901-20201001	417	2.56	205851.647	2058.52	66.2	49.29
20201001-20201101	478	1.79	117952.508	1179.53	71.3	25.42
20201101-20201201	467	2.63	331103.74	3311.04	69.0	32.64
20201201-20210101	542	1.91	171972.395	1719.72	67.2	47.12
20210101-20210201	770	4.2	19679742.72	196797.43	70.5	19.58
20210201-20210301	776	2.67	2076652.444	20766.52	67.4	51.39
20210301-20210401	669	0.87	22559.541	225.6	62.9	48.12
20210401-20210501	647	3.0	2455497.288	24554.97	65.7	27.78
20210601-20210701	532	2.16	233989.092	2339.89	71.1	52.82
20210701-20210801	452	1.58	62513.257	625.13	65.7	62.18
20210801-20210901	460	-0.17	-5408.607	-54.09	60.4	85.38
20210901-20211001	640	2.77	1326597.363	13265.97	66.9	28.5
20211001-20211101	614	2.29	549276.51	5492.77	70.4	25.59
20211101-20211201	669	2.67	1754084.009	17540.84	68.3	29.78
20211201-20220101	655	2.29	2370846.13	23708.46	71.0	78.16
20220101-20220201	589	3.29	2216990.261	22169.9	73.7	50.88
20220201-20220301	476	1.93	132830.842	1328.31	71.4	13.89
20220301-20220401	537	0.89	23092.856	230.93	67.8	38.36
20220401-20220501	600	2.81	1534166.247	15341.66	72.3	4.04
20220501-20220601	699	2.07	658119.547	6581.2	68.7	13.07
20220601-20220701	539	2.0	194920.817	1949.21	72.9	26.48
20220701-20220801	617	2.53	866879.226	8668.79	71.5	10.66
20220801-20220901	487	0.9	21261.209	212.61	67.6	44.55
20220901-20221001	523	0.43	4905.041	49.05	63.9	55.12
20221001-20221101	560	1.7	157216.993	1572.17	65.5	15.71
20221101-20221201	784	2.33	880064.989	8800.65	67.2	55.96
20221201-20230101	513	1.56	105824.615	1058.25	63.7	10.4
20230101-20230201	675	0.95	35462.658	354.63	62.8	89.36
20230201-20230301	665	1.98	447724.854	4477.25	69.9	13.04
20230301-20230401	589	2.0	302469.152	3024.69	68.4	12.12
20230401-20230501	575	1.84	212295.459	2122.95	65.9	14.25
20230501-20230601	474	1.82	128249.372	1282.49	66.2	18.09
20230601-20230701	583	3.74	2915979.834	29159.8	70.0	25.05
20230701-20230801	601	1.21	67185.934	671.86	64.2	42.45
20230801-20230901	578	3.29	2105674.917	21056.75	63.1	28.2
20230901-20231001	532	1.94	235582.353	2355.82	66.4	23.83
20231001-20231101	629	1.72	241272.198	2412.72	65.8	24.68
20231101-20231201	811	1.17	119551.182	1195.51	65.2	49.31
20231201-20240101	843	1.62	491564.507	4915.65	65.0	16.91
20240101-20240201	838	1.43	227831.369	2278.31	67.9	24.24
20240201-20240301	646	0.47	8431.123	84.31	63.8	42.44
20240301-20240401	760	1.55	222383.395	2223.83	66.7	18.55
20240401-20240501	558	2.44	621541.721	6215.42	70.4	42.57
20240501-20240601	606	1.4	109638.455	1096.38	68.6	30.5
20240601-20240701	662	2.3	926662.993	9266.63	67.7	33.01
20240701-20240801	681	3.39	6757899.528	67579.0	70.0	18.57
20240801-20240901	651	2.82	1857977.993	18579.78	72.5	22.14
20240901-20241001	588	0.63	14403.334	144.03	66.2	44.23
20241001-20241101	639	1.12	67589.384	675.89	66.5	25.65
20241101-20241201	790	2.22	1062365.974	10623.66	70.4	40.33
20250101-20250201	541	1.7	117639.053	1176.39	71.2	41.13
20250201-20250301	571	5.7	20896456.46	208964.56	74.6	17.24
20250301-20250401	615	1.46	116350.933	1163.51	70.6	55.9
20250401-20250501	576	2.08	311535.517	3115.36	71.2	12.13
20250501-20250601	633	1.73	247844.165	2478.44	71.2	35.18
20250601-20250701	441	1.67	76876.096	768.76	69.4	30.74
20250701-20250801	517	2.35	363675.598	3636.76	71.8	27.35

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🆚 Athena Strategy Source File

This article was produced by the Quantitative Trading Lab at https://www.itrade.icu. Visit for more benefits.

📢 Final Summary

This strategy is based on real market data, validated through long-term backtesting and near-live conditions. It offers high frequency, stability, low risk, and high returns. Suitable for small to medium capital quantitative traders, especially for short-term quick trades on BTC, ETH, and other major cryptocurrencies. At the same time, it serves as an excellent reference for crypto quant enthusiasts and strategy developers.

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Athena Strategy, Crypto Quant Trading, BTC Strategy, ETH Quant Trading, Short-term Strategy, Quant Backtest, Crypto Trading Strategy, Stable Profit Strategy, Low Drawdown Quant, High-frequency Crypto Trading

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