Intersecting: Life, Marketing, & Influence

Prospect Theory, Marketing & Influence

Written by David C Aaronson | Nov 12, 2026, 12:47:12 AM

You explain the benefits, provide clear pricing, and answer a potential customer's questions. They still hesitate. What feels like a sensible purchase to you may feel like a risk to them.

Prospect theory offers a useful way to understand that hesitation. It also helps you recognize how pricing, offers, and presentation can influence your own buying decisions. The starting point is not a more persuasive sales pitch. It is understanding what someone believes they stand to gain or lose.

The origins of prospect theory

In their 1979 paper, Prospect Theory: An Analysis of Decision under Risk, Daniel Kahneman and Amos Tversky challenged expected utility theory as a description of how people actually choose under risk. Their research showed that people evaluate gains and losses relative to a reference point, rather than considering final wealth alone.

That distinction matters when you communicate value. A buyer may judge your offer against their current spending, an earlier quote, or the results they expected. Before recommending a change, you need to understand that comparison.

Three concepts that help explain buying decisions

1. Reference points and the value function

A reference point is the baseline someone uses to judge a change. Imagine you expect a service to cost $500. A $450 quote may feel like a saving. If you expected to pay $400, the same quote may feel like an added expense. These are hypothetical figures, but the comparison illustrates why price alone does not tell the whole story.

Kahneman and Tversky described a value function that is generally S-shaped: sensitivity to additional gains and losses diminishes as their size increases, and the loss side is typically steeper. In practical terms, the buyer's starting point matters as much as the change you are presenting.

2. Loss aversion

Loss aversion describes the tendency for a loss to carry more psychological weight than an equivalent gain. A customer considering a new service may focus on the money, time, or familiar process they could lose, even when they understand the potential benefits.

This does not mean people always avoid risk. Kahneman and Tversky also found that people can prefer a risky option when the alternative is accepting a sure loss. Treat loss aversion as a useful lens, not a rule that predicts every purchase.

3. Probability weighting

In prospect theory, the influence a probability has on a decision does not necessarily match its numerical size. Small probabilities can receive disproportionate weight, while certainty can carry particular importance compared with an outcome that is merely probable.

For your business, the practical question is what uncertainty the buyer is responding to. Are they concerned about implementation, ongoing costs, or whether the service will fit their needs? Explain what is known, what remains uncertain, and what evidence supports your claims.

Applying prospect theory in marketing and pricing

1. Diagnose the hesitation before changing the message

If someone does not move forward, avoid assuming that the price is too high or that they need a stronger incentive. Ask what they are comparing your offer with and what concerns them about making a change. A discount does not resolve a concern about disruption or an unclear scope of work.

Use what you learn to improve your content. For example, a service comparison could explain the work included, the customer's responsibilities, and the transition process. That gives the buyer information they can use rather than another claim to evaluate.

2. Present gains and trade-offs clearly

How you present a choice can affect how it is evaluated. Explain both the potential benefit and the associated cost or limitation. If a lower-priced plan removes a feature, make that change just as visible as the saving.

A reference point is not simply a higher price placed next to a lower one. Focus on the comparison the buyer actually uses: their current plan, previous spending, or expected outcome. Any price comparison should be accurate and relevant to that decision.

3. Reduce uncertainty with specific terms

A warranty, trial, or guarantee may help address a genuine concern, but only if the terms are clear and your business can honor them. Explain eligibility, exclusions, timing, and any obligations before the customer commits.

Keep profitability in view when evaluating promotions. More purchases do not automatically mean better ROI. Consider margin, delivery costs, and customer fit alongside conversion rates and qualified leads.

Practical examples in personalized marketing

The following examples are hypothetical applications, not evidence of a guaranteed customer response.

1. Compare an offer with relevant previous spending

An online retailer knows that a customer previously paid $80 for running shoes. It recommends a comparable pair for $65 and explains the $15 difference. The previous purchase provides a relevant reference point, provided the comparison is accurate and the products are genuinely comparable.

As a buyer, check the product details as well as the saving. A lower price is useful only if the alternative meets your needs.

2. Explain a genuine rewards expiration

A loyalty program reminds a customer: “Your $20 in earned rewards expires on Friday.” Because the customer may regard the rewards as something they already have, losing them may feel different from missing a new discount.

The reminder should communicate a real deadline and explain how the rewards can be used. It should not manufacture urgency or encourage a purchase that offers little value to the customer.

Using the same principles in user experience

1. Show subscription changes against the current plan

A software platform labels the customer's existing subscription “Your current plan.” A lower-priced alternative saves $10 per month but removes advanced reporting. Showing both changes helps the customer compare the gain in savings with the loss of a feature.

Keep the comparison balanced. Do not hide the lower-cost option or make cancellation harder to find.

2. Protect work without restricting choice

When someone leaves a form with unsaved entries, a message can explain: “You have unsaved changes. Leaving now will discard your entries.” Clearly labeled options such as “Keep editing” and “Discard changes” make the consequences understandable.

This hypothetical design acknowledges that losing completed work can matter to the user. Its purpose is to protect their effort, not to trap them on the page.

Build understanding before asking for action

Prospect theory gives you a framework for asking better questions about customer decisions. It does not replace customer research, product quality, or honest communication. Start with the buyer's situation, identify the real trade-offs, and test whether clearer information helps them make an informed choice.

For buyers, the same framework offers a useful check:

    • What am I comparing this offer with?

    • What could I gain or lose?

    • Would I make the same choice if the information were presented differently?

Within a Digital Inbound Marketing Process, these questions can guide diagnosis before you change a message or offer. The objective is to support profitable growth by helping the right customers understand the value, not by increasing pressure to buy.

To discuss where uncertainty may be affecting your customers' decisions, connect with Digital Inbound.