Quant Memo

Paper Explained

Winners Keep Winning: the Momentum Effect

The paper that showed stocks which have gone up recently tend to keep going up, a stubborn pattern that shouldn't exist if markets were perfectly efficient.

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Quant Memo

July 6, 2026

The paper

Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency

Narasimhan Jegadeesh and Sheridan Titman · 1993

There's an old piece of Wall Street advice: "the trend is your friend." Buy what's going up. To most academics in the early 1990s, that sounded like superstition. The Efficient Market Hypothesis said past prices can't predict future prices, any pattern that obvious would already be traded away. So if you bought last year's hot stocks, you should do no better than chance.

In 1993, Narasimhan Jegadeesh and Sheridan Titman ran the numbers carefully and found something that shouldn't have been there: stocks that had done well over the past several months kept doing well over the next several months, and past losers kept losing. The trend really was your friend, at least for a while. This pattern, momentum, became one of the most stubborn, well-documented, and genuinely puzzling facts in all of finance.

The problem: can yesterday's winners predict tomorrow's?

The test they ran is refreshingly simple, and you could almost do it yourself:

  1. Look back over the past 6 months and rank every stock by how much it went up or down.
  2. Buy the top group (the "winners") and short-sell the bottom group (the "losers").
  3. Hold that combination for the next 6 months, then re-rank and repeat.

If markets were efficient in the strict sense, this strategy should earn nothing beyond normal risk. Past returns are old news; they can't tell you anything about the future.

Except they could. The winners kept beating the losers, on average, month after month, for about 3 to 12 months into the future. The gap was large enough to be a real, tradable profit, not a fluke, not a rounding error. Buying winners and shorting losers made money with unsettling consistency across decades of data.

The key idea via analogy: news soaks in slowly

Why would this happen? The most popular explanation is about human psychology, specifically, that people are slow to fully react to news.

Picture a company that reports genuinely great results. In a perfectly efficient market, the price jumps instantly to its correct new level and stops. But humans don't work that way. We're cautious and a little skeptical; we update our beliefs gradually. So the price drifts upward over time as more and more investors slowly come around to the good news, some react today, some next week, some only after they see others buying. The good news soaks into the price like water into a sponge, not like a lightbulb switching on.

That gradual soaking-in is exactly what creates momentum: a stock that got good news is likely to keep rising as the crowd slowly catches up, so recent winners keep winning. The mirror image happens with bad news, people are reluctant to accept it, so losers keep sagging as denial gives way to acceptance.

There's a second, almost opposite psychological story that also feeds momentum: the bandwagon. As a stock rises, it attracts attention and trend-chasers pile in, pushing it up further, feeding on itself for a while. Underreaction to news gets the trend started; the bandwagon can extend it. Both are very human, and both push in the same direction: what's been moving tends to keep moving.

The plain-English summary: markets don't digest information all at once, they chew on it, and momentum is the profit sitting in that slow chewing.

Why "for a while" is the crucial catch

Momentum is not "trends last forever." The effect has a specific lifespan, and getting the timing wrong flips it upside down:

  • Over the very short term (days to a week or two), stocks tend to reverse, a sharp pop often bounces back. Buy-the-winner over a few days can lose.
  • Over the medium term (roughly 3 to 12 months) is where momentum lives, winners keep winning. This is the sweet spot Jegadeesh and Titman found.
  • Over the long term (3 to 5 years), prices tend to reverse again, today's high-flyers become tomorrow's laggards as the crowd overshoots and reality eventually pulls prices back. (This long-run reversal was documented by De Bondt and Thaler.)

So the same stock can show reversal, then momentum, then reversal again depending on your horizon. Momentum only works in that specific middle window, a detail that trips up people who assume "trend-following" is one simple thing.

Why it mattered so much

This paper landed like a rock through the window of efficient-market theory, and its ripples are everywhere.

  • It was a serious challenge to market efficiency. Weak-form efficiency specifically claims you cannot profit from studying past prices. Momentum is a profit from studying past prices. It's one of the cleanest, hardest-to-dismiss pieces of evidence that markets aren't perfectly efficient, even Fama, efficiency's champion, called momentum the "premier anomaly" that his models struggled to explain.
  • It became a core factor. Momentum joined market, size, and value as one of the headline factors in quantitative investing. Carhart's famous four-factor model (used to grade mutual funds) added momentum precisely because it was too important to ignore. Today it's a standard building block in factor funds and quant portfolios worldwide.
  • It generalized far beyond stocks. Later research found the same "winners keep winning" pattern in commodities, currencies, bonds, and entire country indexes, and even in combining asset classes (trend-following managed-futures funds are built on it). Few anomalies travel across markets as robustly as momentum does. That universality is a big part of why people take it seriously.

The honest limitations

Momentum is real and stubborn, but it is also genuinely dangerous, and it comes with big warnings.

  • It occasionally crashes, hard. Momentum's returns are usually steady and then, every so often, catastrophic. The worst moments come at sharp market turning points: after a crash, beaten-down "loser" stocks rocket back fastest, so a strategy that's short the losers gets slammed. In 2009, momentum suffered a brutal crash exactly this way. It's a strategy that earns quiet profits for years and then can hand back a chunk in weeks.
  • It's expensive to run. Momentum requires constant re-ranking and frequent trading as winners and losers rotate. Those trading costs eat into the paper profits, and for small or illiquid stocks they can eat the profit entirely. The strategy looks better on paper than in a real, cost-laden account.
  • Nobody fully agrees on why it works. Is it a reward for some hidden risk, or is it a behavioral mistake the market makes? The honest answer is that the debate isn't settled, and if it's a mistake, it could in principle be arbitraged away as more people exploit it. So far it has been remarkably persistent, but "it worked before" is never a guarantee.
  • It can get crowded. Because momentum is now famous and widely traded, everyone tends to own the same winners at the same time, which can make the eventual unwind more violent when the crowd rushes for the exit together.

The one-line takeaway

Jegadeesh and Titman showed that recent winners tend to keep winning and losers keep losing for months at a time, probably because humans absorb news slowly, a stubborn, profitable, and slightly terrifying pattern that markets aren't supposed to have, and one of the strongest cracks ever found in the efficient-market story.

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