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NotAnotherSMAOffsetStrategyLite Strategy Analysis

Chapter 1: Strategy Overview​

1.1 Background​

NotAnotherSMAOffsetStrategyLite is a lightweight quantitative trading strategy based on SMA Offset technology. The "Lite" designation indicates a simplified version — keeping core trading logic while optimizing parameter complexity and computational requirements.

1.2 Core Philosophy​

The strategy applies the offset mechanism concept: instead of waiting for price to cross the MA, it sets a discount threshold and buys when price falls below MA by a set percentage. Combined with EWO for trend confirmation, it seeks "trend pullback" opportunities.

1.3 Applicable Scenarios​

  • 5-minute cryptocurrency trading
  • Moderate volatility markets
  • Trend markets with clear pullbacks
  • Liquid trading pairs

Chapter 2: Technical Indicators​

2.1 EMA System​

  • Buy EMA: base_nb_candles_buy default 14, range 5-80
  • Sell EMA: base_nb_candles_sell default 24, range 5-80
  • Offset buy: low_offset default 0.975 (buy when price < EMA's 97.5%)
  • Offset sell: high_offset default 0.991 (sell when price > EMA's 99.1%)

2.2 EWO​

EWO = (EMA_fast - EMA_slow) / Close × 100

Parameters: fast=50, slow=200. EWO > 0 confirms uptrend for buy conditions.

2.3 RSI System​

  • RSI(14): Standard
  • RSI(4): Fast for entry
  • RSI(20): Slow for confirmation

Chapter 3: Entry Logic​

3.1 Entry Conditions​

Three conditions must ALL be met:

  1. Price below offset: close < EMA × low_offset (0.975)
  2. EWO positive: ewo > 0 (uptrend confirmation)
  3. Volume positive: volume > 0

3.2 Logic​

Captures "trend pullback" opportunities. Uptrend exists (EWO > 0) but price temporarily below EMA → buy at discount.

Chapter 4: Exit Logic​

4.1 Exit Condition​

close > EMA × high_offset (0.991) AND volume > 0

Simpler than entry — price returns to near baseline = take profit.

4.2 Profit Protection​

  • sell_profit_only = True: Only sell when profitable
  • sell_profit_offset = 0.01: Minimum 1% profit before sell signals work

Chapter 5: Risk Management​

5.1 Fixed Stop-Loss​

stoploss = -0.1  # 10%

5.2 Dynamic Stop-Loss​

if current_profit < -0.05 and holding_time > 720 minutes:
    return -0.01  # Tighten to -1%

After 12 hours at >5% loss, tighten stop to -1%.

5.3 ROI​

minimal_roi = {'0': 0.025}  # 2.5% minimum

Chapter 6: Time Frame​

timeframe = '5m'
startup_candle_count = 200

Chapter 7: Pros & Cons​

7.1 Advantages​

  • Clear, simple logic
  • Trend confirmation via EWO
  • Offset-based dynamic entry
  • Complete risk control
  • Highly optimizable

7.2 Limitations​

  • Long only, no shorting
  • Parameter sensitivity
  • Slippage impact
  • Overfitting risk
  • Ranging market underperformance

Chapter 8: Summary​

NotAnotherSMAOffsetStrategyLite is a well-designed lightweight strategy. Core philosophy: "buy cheap during uptrends, sell when recovered." Three-entry/one-exit logic with stop-loss protection. Suitable for users seeking simplicity with effectiveness. Success requires understanding principles, proper parameter tuning, and strict risk control.