Q FUND

Rule-Based Theory

This strategy achieves higher returns compared to a buy-and-hold strategy of the QQQ ETF, while mitigating downside risk by dynamically switching between QQQ, SPY, and cash based on momentum and technical indicators.

Strategy Rules

Momentum Calculation

Relative Momentum: Compare the total return of QQQ and SPY over a specified period (momentum window).

Calculate the momentum for QQQ and SPY using the formula:

Momentum = (Close Price (today) / Close Price (n days ago)) - 1

Optimized momentum window: 9 months (189 trading days).

Technical Indicators

Relative Strength Index (RSI)

  • • Calculate RSI using a 14-day window.
  • • RSI upper threshold: 75
  • • RSI lower threshold: 35

Moving Average Convergence Divergence (MACD)

  • • Short window: 9 days
  • • Long window: 18 days
  • • Signal window: 7 days
  • • MACD > MACD Signal indicates a bullish signal.

Investment Decisions

Q

Invest in QQQ if:

  • QQQ momentum is greater than SPY momentum.
  • QQQ momentum is positive.
  • QQQ RSI is below 75 (not overbought).
  • QQQ MACD is above its signal line (bullish signal).
S

Invest in SPY if:

  • SPY momentum is greater than QQQ momentum.
  • SPY momentum is positive.
  • SPY RSI is below 75 (not overbought).
  • SPY MACD is above its signal line (bullish signal).
$

Move to Cash if:

  • Both QQQ and SPY momentum are negative.
  • Indicators do not align (e.g., overbought or bearish signals).

Portfolio Rebalancing

  • Rebalance the portfolio at the end of each trading day based on the above rules.
  • Allocate 100% to the selected asset (QQQ, SPY, or cash) based on the decision rules.

Strategy Allocation

Portfolio Allocation

  • QQQ: 41.0% - Tech-focused growth exposure
  • SPY: 48.6% - Broad market exposure
  • Cash: 10.4% - Capital preservation during downturns

Historical Data

  • Data Source: SPY and QQQ ETFs from 2004 to the present.
  • Technical Indicators: Relative Strength Index (RSI) and Moving Average Convergence Divergence (MACD).
  • Momentum Calculation: Based on the closing prices over a 9-month window.

Performance Metrics and Results

Annualized Return
23.04%
SPY: 10.02%
QQQ: 14.09%
Annualized Volatility
8.47%
SPY: 18.87%
QQQ: 21.42%
Maximum Drawdown
-23.57%
SPY: -55.19%
QQQ: -53.40%
Sharpe Ratio
2.48
SPY: 0.42
QQQ: 0.56

Maximum Drawdowns During Market Crises

This chart compares the maximum drawdowns experienced by the Q Fund, SPY, and QQQ during three major market downturns. Lower values indicate better downside protection.

Investment Performance Comparison (2004-2024)

This chart shows the growth of $100,000 invested in three different approaches from 2004 to 2024: Q Fund (Navy Blue), QQQ (Medium Blue), and SPY (Light Blue).

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Past Performance Is Not Indicative Of Future Results.