neur.ro

Opportunity cost

mental model · origin: study · evidence: strong

In short

Every choice means giving something else up: money, time or attention put in one place can’t be put in another. Opportunity cost is the value of the best alternative you give up. The idea comes from economics. Decision psychology has shown that people often neglect this cost. When they buy something, they weigh the price against the product, but they don’t spontaneously think about what else they could do with the money. And when they are reminded, their decisions change.

What it says

Opportunity cost neglect. Frederick, Novemsky, Wang, Dhar and Nowlis (2009) start from the observation that, to take opportunity cost into account, you have to actively imagine the alternatives you give up, and people often don’t. They tested the idea with minimal wording changes that add no new information:

The authors note that if people thought about the alternatives on their own, such rewordings would have no effect. The effects also appeared when participants were prompted to think harder about the decision.

Frederick et al. (2009): 75% buy the DVD when declining is worded “Not buy”, but 55% when it is worded “Keep the $14.99 for other purchases”. Among iPod buyers, 37% pick the cheaper model, and 73% when “leaving you $100 in cash” is added. Study 1A: a $14.99 DVD how many buy, depending on how declining is worded “Not buy” 75% “Keep the $14.99 for other purchases” 55% Study 1B: two iPods how many pick the cheaper model, among buyers price difference left implicit 37% “…leaving you $100 in cash” 73% Naming the leftover money changes the choice
Frederick et al. (2009), Studies 1A (150 students) and 1B (196 participants). Coloured bars: the version that reminds people what else the money could buy.

How big the effect really is. Maguire, Persson and Tinghög (2023) gathered 39 experiments, published and unpublished, with 14,005 participants in total. They found a robust, statistically significant effect, but a much smaller one than in the original study: d = 0.22, against the 0.45–0.85 reported by Frederick et al. The phenomenon is real, but more modest than the first results suggested.

Even economists don’t agree. Ferraro and Taylor (2005) put a textbook question to about 200 economists. You have won a free ticket to an Eric Clapton concert. Bob Dylan is playing the same night, and a ticket costs $40, though you would be willing to pay up to $50. What is the opportunity cost of the Clapton concert? The authors consider “$10” (50 minus 40) the correct answer. Only 21.6% of the 199 respondents chose it, and the answers were spread almost evenly across the four options. Potter and Sanders (2012), however, challenged that conclusion: they show that, depending on how you account for the cost, every one of the answers can be defended. The practical lesson is that, although the idea is simple, the concrete calculation depends on what you count as the “alternative”.

Example

The example Frederick et al. open with comes from one of the authors’ own experience. He couldn’t decide between a $1,000 Pioneer stereo and a $700 Sony. The salesman asked: “Would you rather have the Pioneer or the Sony and $300 worth of CDs?” The decision that had seemed hard suddenly became easy, and the Sony was at the till moments later. Subtracting 700 from 1,000 was obvious. What was missing was a concrete picture of the $300.

An example built for this text: a free evening. You can spend it scrolling on your phone, and it seems to cost nothing. The opportunity cost is the best thing you would otherwise have done: a book, a walk, a conversation with someone close.

How to apply it

The steps below are a practical approach we propose. The only thing tested in the studies is that spelling out the alternative changes the choice.

  1. Put the alternative into words. Instead of “do I buy this or not?”, ask “do I buy this or keep the money for X?”, where X is something concrete you actually want. That is exactly the manipulation that changed choices in Frederick et al.’s studies.
  2. Translate the price difference into something else. When choosing between an expensive and a cheap option, say the difference out loud: “the cheaper option leaves me 300 for…”.
  3. Apply it to time too. An hour spent in a pointless meeting is an hour that can’t go into something else. Opportunity cost isn’t measured only in money.
  4. Don’t turn everything into a calculation. Not every small decision deserves analysis. See the entry on maximizing and satisficing.

Limits and nuances

Sources

See also: Cost of action vs cost of inaction, Maximizing vs satisficing, Sunk cost