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The week's question
In March 2025, in the thread "Re: OT, out", Umm asked the members: "Do you think it is because America is made up of magical soil that makes businesses based in America magically profitable?" This week it is put to everyone again. The button below opens the small thread re-asking it - read what others have said so far, then give your own answer as an ordinary reply.
Answer this questionContinue to Shrewd'mThis note won't appear again
Investment Strategies / Mechanical Investing
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Author: musselmant ✧☼  😊 😞
Number: of 6244 
Subject: Re: NDX 100 Momentum Strategy - Code Repository
Date: 04/11/26 10:06 PM
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No. of Recommendations: 3
Start of live Nasdaq-100 strategy testing: 1993-10-01
Momentum lookback: 252 trading days
Base rebalance schedule for the reposted core results: first trading day of each calendar month
Friction: 0.1% of traded notional at each rebalance
Timing filter: hold cash for the next period whenever SPY is below its 325-day moving average on the rebalance date
Beta and Treynor are measured versus SPY daily returns
Sharpe and Sortino use 0% risk-free rate

momentum
look
back Top5 CAGR Sharpe Max DD 5timed timed Shrp timed Max DD
3M 21.1% 0.708 -81.9% 19.1% 0.722 -53.7%
6M 23.0% 0.742 -81.8% 25.0% 0.847 -58.9%
9M 25.8% 0.789 -70.2% 27.1% 0.870 -55.6%
12M 23.8% 0.742 -69.7% 23.6% 0.790 -50.7%
18M 13.6% 0.518 -87.3% 17.5% 0.640 -63.2%
So 9 month momentum look back for highest CAGR; 12 month gave a bit better on max DD.

For holding periods 1 month was best:
Hold	5 CAGR	5 Shrp	5 MaxDD	5timed 5timedShrp 5timed Max DD
2 weeks 21.2% 0.690 -78.9% 25.8% 0.859 -54.3%
1 month 23.8% 0.742 -69.7% 23.6% 0.790 -50.7%
2 month 17.7% 0.611 -82.4% 19.3% 0.686 -50.8%
3 month 18.4% 0.621 -88.8% 19.7% 0.686 -67.3%
6 month 13.4% 0.515 -83.3% 9.5% 0.432 -77.3%
For the continuous monthly-schedule runs, profit concentration looked like this:

Scenario
Top 1% of winning positions Top 5% 10%
Mom 1 4.9% 20.6% 35.7%
Mom 1 timed 5.5% 22.4% 37.2%
Mom 5 8.0% 24.3% 36.6%
Mom 5 timed 8.1% 24.3% 37.1%
Mom 10 9.4% 27.0% 39.3%
Mom 10 timed 9.1% 26.7% 39.2%

The strategy does not look like “one freak winner carries everything.” Missing 1 wouldn't destroy your return, but missing more of the top winners would. Missing 10% of your best winners would hurt more.

A 10-stock strategy with the timing rule is the best on 5 and 10 year horizons of all the versions, beating the S&P over the worst 2,3,5, and 10 year stretches, and coming close on the worst 1 and 2 year stretches for the S&P500 timed version itself:
What if someone started at a bad (the single worst) time?:

Worst rolling CAGR by horizon:
Scenario	Worst 1Y  2Y	  3Y	  5Y	10Y
NDX Mom 1 -70.3% -42.1% -28.3% -12.9% -1.0%
Mom 1timed -48.6% -27.3% -18.0% - 2.3% 4.4%
NDX Mom 5 -46.0% -20.8% -12.6% - 2.4% 2.8%
Mom 5timed -28.4% -12.3% - 6.3% 0.8% 5.0%
Mom 10 -38.7% -17.0% - 9.5% - 0.8% 2.5%
Mom 10timed -25.5% -10.2% - 4.8% 1.8% 5.1%
SPY -43.3% -23.3% -14.5% - 2.3% 1.2%
SPYtimed -22.0% - 7.8% - 2.7% 2.3% 4.9%
QQQ -67.6% -38.0% -25.0% - 9.4% 0.7%
QQQtimed -35.0% -16.1% - 9.0% - 0.7% 3.8%
First-trading-day-of-month start sensitivity:
This is the “what if I happened to begin on the first trading day of any month?” test:

Scenario
# Starts AvgStartCAGR Worst AvgShrpe AvgSortino AvgBeta AvgTreynor Avg Start Max DD
Mom 1 378 22.9% -1.5% 0.674 0.951 1.383 0.179 -78.7%
Mom 1timed 378 28.0% 3.8% 0.761 0.938 1.096 0.284 -70.2%
Mom 5 378 18.8% 3.9% 0.612 0.848 1.170 0.165 -55.4%
Mom 5timed 378 18.2% 6.4% 0.663 0.793 0.799 0.229 -44.1%
Mom 10 378 16.8% 3.3% 0.586 0.791 1.110 0.156 -50.6%
Mom 10timed 378 16.9% 7.1% 0.653 0.759 0.775 0.223 -39.9%
SPY 378 11.3% 4.1% 0.661 0.859 0.924 0.123 -41.8%
SPYtimed 378 9.8% 4.9% 0.699 0.776 0.565 0.177 -31.3%
QQQ 312 11.3% -0.5% 0.526 0.699 0.964 0.129 -42.3%
QQQtimed 312 11.0% 3.8% 0.613 0.701 0.617 0.188 -28.4%What that says: The top-1 version is still the best return engine, but starting-month luck matters a lot.
The timing filter materially improved the worst starting experience.
Top-10 +325DMA looks like the most forgiving momentum version by average drawdown

Core continuous results from the earliest start:
Scenario	CAGR	Vol	Sharpe	Sortino	Beta	Treynor	Max DD	Avg Turnover
Mom 1 33.7% 65.6% 0.780 1.121 1.544 0.322 -81.2% 83.3%
Mom 1timed 37.0% 56.9% 0.855 1.082 1.250 0.471 -76.0% 64.9%
Mom 5 23.8% 40.0% 0.742 1.041 1.329 0.219 -69.7% 70.6%
Mom 5timed 23.6% 33.5% 0.790 0.965 0.885 0.306 -50.7% 58.1%
Mom 10 21.2% 34.7% 0.735 1.002 1.267 0.198 -71.6% 62.0%
Mom 10timed 21.8% 29.4% 0.813 0.962 0.887 0.288 -48.0% 50.9%
SPY 10.5% 18.7% 0.626 0.798 0.892 0.117 -55.2% 0.3%
SPYtimed 9.4% 14.0% 0.706 0.783 0.541 0.174 -33.7% 6.4%
QQQ 10.0% 24.6% 0.488 0.645 0.900 0.111 -83.0% 0.3%
QQQtimed 10.9% 18.0% 0.621 0.704 0.567 0.192 -46.6% 5.9%
My read from that set:

Best raw return: NDX Mom 1 +325DMA
Best balanced momentum version: NDX Mom 5 +325DMA or NDX Mom 10 +325DMA
Best plain ETF drawdown control: SPY +325DMA
The 325DMA filter helped drawdowns a lot, but did not always improve CAGR.
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