Research

Do Classic Stock Signals Beat The Market? We Tested Eight

Published October 19, 2026 ยท 6 min read ยท Data: 2013โ€“2026, 164 monthly tests on about 2,200 liquid stocks

The Short Answer

No signal we tested picked winning stocks reliably. For all eight, the top-ranked 10% of stocks returned about the same as the average liquid stock, well within the range of luck. The one pattern that showed up was at the other end: the worst-ranked stocks did badly, so avoiding them helped slightly.

Share X LinkedIn
On This Page
  1. How We Tested
  2. The Eight Signals
  3. The Results
  4. The One Pattern: Avoid The Bottom
  5. What This Means For Investors
  6. Limits Of This Test
0 of 8
signals reliably beat the average liquid stock
+0.49%
average liquid stock, per 21-day hold, after costs
-0.34%
worst-ranked group on the combined score, per 21-day hold
~1.5%
a year added by skipping that worst group (hypothesis)

How We Tested

  • Stocks: US stocks priced at least $5 that trade at least $2 million a day, about 2,235 names a month on average.
  • Schedule: rank the stocks on the last day of each month, buy the top 10% at the next open and hold 21 trading days. That gave 164 monthly tests from January 2013 to August 2026.
  • Costs: 0.30% per month, which assumes the whole portfolio turns over every month.
  • Yardstick: the same-universe average return, which was +0.49% per 21 days after costs. SPY returned +1.24%, so the average liquid stock trailed the index.
  • Rules fixed in advance: we judged each signal on 2013โ€“2019 first. A signal only counted if it did better than average there and held up in 2020โ€“2026, which it had never been tuned on.

The Eight Signals

The eight signals and what each buys
SignalBuys Stocks With
MOM_12_1The best return over the past 12 months, skipping the latest month
MOM_6_1The best return over the past 6 months, skipping the latest month
REV_1MThe worst return last month (short-term reversal)
LOWVOLThe lowest price volatility
NEAR52Prices closest to their 52-week high
TREND200Prices furthest above their 200-day average
ATTNRecent volume lowest relative to the 60-day average (low attention)
COMBOThe best average rank across MOM_12_1, NEAR52 and LOWVOL

The Results

Extra return per 21-day hold from the top 10%, compared with the average liquid stock, over all 164 months. Whiskers show the 95% range. A signal with an edge would sit clearly to the right of zero.

Top-10% Excess Return Per 21-Day Hold, 2013โ€“2026

Excess over the average liquid stock, after a 0.30% cost. Gray bars have ranges that include zero.

Top-10% excess return per 21-day hold, by period
Signal2013โ€“20192020โ€“2026All Months95% Range
MOM_12_1+0.09%+0.35%+0.22%-0.31% to +0.74%
MOM_6_1+0.13%-0.18%-0.02%-0.51% to +0.49%
REV_1M+0.05%-0.97%-0.45%-1.02% to +0.15%
LOWVOL+0.09%-0.17%-0.04%-0.56% to +0.46%
NEAR52-0.12%+0.17%+0.02%-0.36% to +0.39%
TREND200-0.15%+0.16%0.00%-0.48% to +0.52%
ATTN-0.02%-1.28%-0.64%-1.01% to -0.30%
COMBO+0.12%+0.01%+0.07%-0.42% to +0.52%

Every range includes zero except ATTN, which was reliably worse than average. Only REV_1M passed the first stage in 2013โ€“2019, and in 2020โ€“2026 it reversed to -0.97%, so it failed the test. The famous momentum signals did not beat the average either.

The One Pattern: Avoid The Bottom

Splitting stocks into ten score groups shows a shape that repeats across signals. The middle of the pack earns roughly +0.7% to +1.2% per 21 days, while the single worst-ranked group earns far less.

Average Return By Combined-Score Group, 21-Day Hold (Group 1 = Best)

All 164 months. The best group does not beat the middle, and the worst group lags it.

Average 21-day return by score group for four signals
Score GroupMOM_12_1LOWVOLNEAR52COMBO
1 (best)+1.01%+0.75%+0.81%+0.85%
2+1.02%+0.91%+1.06%+1.01%
3+0.93%+1.02%+1.04%+1.03%
4+0.96%+0.97%+1.09%+1.17%
5+0.94%+1.02%+1.03%+1.06%
6+0.90%+0.99%+0.99%+1.04%
7+0.93%+1.01%+0.93%+0.84%
8+0.81%+0.87%+0.84%+0.65%
9+0.69%+0.82%+0.52%+0.56%
10 (worst)-0.30%-0.49%-0.43%-0.34%

In plain terms, stocks that are volatile, far below their highs and have weak momentum lag the rest. That suggests a screen that skips the worst group instead of hunting for the best. Dropping the worst group added only about +0.1% to +0.14% per month, roughly 1.5% a year. For the combined score it was +0.13% per month with a range of +0.03% to +0.22%.

Combined Score: Worst Group Minus The Rest, By Year (21-Day Hold)

Red bars are years when the worst-ranked group lagged. It lagged in 10 of 14 years, and 2020 reversed sharply.

Treat this as a hypothesis. We found the pattern by looking at the whole data set, then tested it on the same data. Only the ATTN version held in both halves on its own. It has to prove itself on new data before we rely on it.

What This Means For Investors

  • A simple ranking rule on public price data is unlikely to beat the market after costs. Any site that says otherwise should show a test like this one.
  • Avoiding speculative, high-volatility stocks matters more than finding the next winner. That fits our other result: buying top-gainer lists lost money.
  • For most people, a diversified fund is a reasonable benchmark. See What Is An ETF?

Limits Of This Test

How We Tested This, And What It Can't Tell You
  • Survivorship. The universe is today's listings, so failed companies are mostly missing. We measure against the same universe, which partly cancels this but does not remove it.
  • Eight signals. With eight tests, an isolated strong result can be luck, so we only trusted results that held in both periods.
  • Before tax, simple costs. Real costs and taxes depend on the account and the order size.
  • Not advice. This is research on past data, not a recommendation to buy or sell any stock.

Related Reading

This is research on past data and not a recommendation to buy, sell or short any security. Past results do not predict future returns.

Frequently Asked Questions

Does momentum investing beat the market?

Not in our test. Buying the top 10% of liquid US stocks by 12-month momentum earned +0.22% per month more than the average liquid stock, with a 95% range of -0.31% to +0.74%, so we cannot tell it apart from luck.

Which stock signals did you test?

Twelve- and six-month momentum, one-month reversal, low volatility, nearness to the 52-week high, distance above the 200-day average, low recent volume, and a combined score of momentum, 52-week high and low volatility.

What did work?

A small effect at the other end. The worst-ranked 10% of stocks lagged the rest, and skipping them added about 0.1% to 0.14% per month, roughly 1.5% a year. We treat this as a hypothesis that still needs forward testing.

Is this investment advice?

No. It is research on historical data and not a recommendation to buy or sell any security.