Investor Muse

Loss Aversion in Investing: A Contested Idea You Can Still Use

By Marcus Rivera · October 16, 2026

Category: market-psychology-behavioral-finance

Loss Aversion in Investing: A Contested Idea You Can Still Use

Losses are said to hurt about twice as much as equal gains. That ratio has been seriously challenged. Here is what survives, and what to do with it.

Key takeaways

  1. The problem Holding on to losing positions gets blamed on a built-in two-to-one pain ratio, and that ratio is genuinely contested in the research literature.

  2. Core insight Gal and Rucker's 2018 review argues the evidence does not support losses being more impactful than gains on balance, and Jason Collins's assessment points to inertia as a competing explanation, while Barber and Odean's account data show the most active fifth of households earned 10.0 per cent net against a market index at 17.1 per cent gross.

  3. Practical outcome Write a hold-or-sell rule in advance that ignores the purchase price, rather than treating activity as the cure for an uncomfortable feeling.

The most quoted sentence in behavioural finance says a loss stings roughly double what an equal gain pleases. It explains why investors sit on losers, why they take small profits early, and why nobody enjoys looking at a portfolio in a bad month. It is tidy, memorable, and considerably less settled than most writing on the subject admits.

The behaviour is not in doubt. The explanation is.

The Habit Every Investor Recognises

Hand hovering over a printed brokerage statement with positions circled in red pen, resting on a cluttered wooden desk.

Picture a holding bought at a hundred that now sits at seventy. Selling converts a paper number into an admitted mistake, so the position stays, pending a recovery to the purchase price. Meanwhile another holding is comfortably up, and taking that profit feels responsible. The portfolio ends up stuffed with the things that have gone wrong and thinned of the things that have gone right.

Notice what the purchase price is doing in that story. It is functioning as a line that separates success from failure, despite being nothing more than a record of what somebody paid on one particular day. The company does not know it. The market does not know it. The only place it exists is in the account history.

Where the Two-to-One Figure Came From

The term originates with Amos Tversky and Daniel Kahneman, who introduced it in 1979 as a component of prospect theory. Their framing was about reference points: outcomes are judged as gains or losses relative to a starting position rather than in absolute terms, and the response to a loss is stronger than the response to an equivalent gain. Wikipedia's account of the literature records that losses are handled empirically as though they carried roughly double the weight of an equivalent gain, and that the same pair extended the idea to riskless choices in 1991.

From there the concept spread into almost everything. The endowment effect, status quo bias and the equity premium puzzle were all explained using it. That spread is exactly what drew the criticism.

The 2018 Challenge, and What It Actually Says

In 2018 a review by Derek Rucker and David Gal appeared in Journal of Consumer Psychology, with a working version posted on SSRN. Its conclusion, stated in the abstract, is that the available evidence does not support the view that losses are on balance more impactful than gains, and the paper goes on to ask why belief in the principle has persisted among researchers regardless.

The behavioural economist Jason Collins, who wrote a detailed assessment of the paper, sets out the structure of the argument. He distinguishes a strong version where losses always loom larger, a weak version where they loom larger on balance, and a contextual version where the weighting depends on circumstances, with the authors landing firmly on the contextual reading.

Collins adds a critique with real force behind it. Loss aversion is a label stuck on an observed pattern rather than an account of why it happens, and using the label as the explanation is circular. The endowment effect gets offered as evidence for the bias, and the bias gets offered as the cause of the endowment effect. His own summary of where the evidence lands is that much of it is weak or ambiguous, that inertia is an alternative explanation for the endowment effect and status quo bias, and that a conditional effect appears most reliably when declining a bet is not the default and the stakes are material.

None of that makes behavioural finance fake, and Collins is explicit that the response to risky bets is where the better evidence sits. What collapses is the universal constant. A ratio that holds everywhere is a law. A ratio that appears under specific conditions is a finding you have to check against your own situation.

What Is Left Standing

Strip out the contested part and three things remain, all of them useful.

  • Reference points drive behaviour. Whatever the true pain ratio, outcomes get judged against a starting figure, and the purchase price is the starting figure investors reach for.

  • Selling feels like a verdict. The act of closing a position converts an estimate into a decision somebody has to own. That is an administrative fact about how brokerage accounts work, not a cognitive bias.

  • Inertia is powerful on its own. If doing nothing explains much of what gets attributed to loss aversion, then the default setting on a portfolio deserves far more attention than it usually gets.

That third point is the one with teeth, because inertia is fixable by design. A portfolio with no written rule for when it gets reviewed will drift, and the drift will be mistaken for conviction. Setting the review in advance is the whole argument behind deciding rebalancing frequency before you need it.

Argue About the Ratio Later. Write the Rule First.

The standard prescription for loss aversion is to trade your way around it: set stop-losses, cut losers quickly, impose discipline through activity. That advice has a cost nobody attaches to it, and the cost is measurable.

Brad Barber and Terrance Odean studied account records for over 60,000 households at a discount brokerage between February 1991 and December 1996. Their finding is that the average household earned an annualised gross return of 17.7 per cent against 17.1 per cent for the value-weighted market index, a net return of 15.3 per cent after costs, and that the most active fifth of households earned 10.0 per cent net. Their own one-line summary is that trading is hazardous to your wealth. That study is old, and it is still cited because account-level data on this scale is rare and nothing with a comparable sample has replaced it.

Put the two literatures side by side and the priority changes. The size of the pain ratio is academically unresolved and practically irrelevant. The cost of frequent activity is well documented and large. So the useful response to a feeling of dread about a losing position is not a stop-loss that converts dread into turnover. It is a rule written down in advance, in calm conditions, that says what has to be true for a holding to stay and what would make it go, with the purchase price playing no part in either test.

One piece of evidence would retire this argument. If a study with a modern sample showed that disciplined stop-loss rules improved net returns for retail investors after costs and taxes, the activity objection would fall away and the standard advice would deserve its place. The evidence available points the other way, and the cheapest intervention remains a decision made before the emotion arrives, which is the pattern across most of the behavioural traps that cost real money.

A rule that works has three parts and none of them mention the entry price. It names the thing you believed about the business when you bought it. It names the observable event that would show the belief was wrong, a second year of falling margins, the loss of the contract the whole case rested on, a dividend cut. And it names when you will next look, so the review is a date rather than a reaction to a price move. Written that way, a bad month is simply not a trigger, because nothing in the rule refers to the price. That removes the decision from the moment when it would be hardest to make well, which is the only reliable edge available here. The same discipline is what separates buying weakness from chasing it, as the record on buying a dip shows.

Before the Next Bad Month

A verified ratio is not required in order to know that closing a position at a loss feels bad. Write the rule while nothing hurts, and the rule will outlast the mood. What a falling price does and does not tell you about a business is a separate question, worked through in the arithmetic of a large drawdown.

This article is for educational and informational purposes only. It is not financial advice, and Investor Muse is not a registered investment advisor. Historical figures describe the past and do not predict future results. Speak with a qualified professional before you make decisions about your money.

Frequently Asked Questions

What is loss aversion in investing?

It is the idea that a loss is felt more strongly than a gain of the same size, which is used to explain why investors hold losing positions and sell winners early. The term comes from Tversky and Kahneman's 1979 work on prospect theory, and losses have often been described as feeling about twice as large as equivalent gains.

Has loss aversion been debunked?

It is contested rather than settled. A 2018 review by David Gal and Derek Rucker in the Journal of Consumer Psychology argues the evidence does not support losses being more impactful than gains on balance, and proposes a contextual reading instead. Other researchers defend the original account, so the debate remains open.

Why does the debate matter for an ordinary investor?

Because the prescription changes. If the cause is a fixed pain ratio, the remedy is emotional discipline. If a large share of the behaviour is inertia, the remedy is structural: a written rule and a scheduled review, which is a much easier thing to fix.

Do stop-loss rules fix loss aversion?

They convert a feeling into trading activity, and activity has a documented cost. Barber and Odean's study of more than 60,000 brokerage households found the most active fifth earned 10.0 per cent annualised net, well below the market index. A rule written in advance about what would change your view is cheaper than a rule that forces transactions.