Saturday, May 23, 2026

Rethinking the psychology of upselling and opt-in vs. opt-out


Opt-in or opt-out?

Do sales increase What if you offered customers a list of upsell options to choose from?

If you let customers opt out or deselect items, you reduce Buyer Satisfaction?

Marketers will often tell you always Use opt-in because opting out will only upset customers.

But that’s not always the case.

psychology Research shows that there are many nuances to these decisions. For customer loyalty, customer lifecycle, and your bottom line, the difference can be huge.

Show upsells to buyers

Although there are many changes, e-commerce Usually one of two methods is used:

Opt-in (choose policy):

Customers can select the products they want to buy from the upsell list.

Screenshots of Amazon.ca, Domino’s, and UberEats, November 2021

Opt-Out (Deny Policy):

Customers must remove or reject unwanted items from the cart before purchasing.

Opt-Out (Rejection Policy) Cart Upsell ExampleScreenshots of Amazon.ca, iRobot, and Domino, November 2021

On the surface, the two strategies may not seem that different or complex, but research suggests that the thought processes behind them are different.

For example:

Question 1.

You are building a petting zoo for your favorite imaginary 5 year old daughter. Which baby animal would you put in first?
a) lamb
b) Children (Little goat species.)
c) chick

Question 2.

You are building a petting zoo for your favorite imaginary 5 year old daughter. Which one do you choose?
a) Venomous cobra snake
b) black widow spider
c) Piranha

Question 3.

Your imaginary daughter wants to turn the petting zoo into a Halloween zoo. Which animal do you use instead of cute animals?
a) Venomous cobra snake
b) black widow spider
c) Piranha

If the research holds up (and my questions are structured correctly), you may find that the first and third questions are easier, faster, and more satisfying than the second.

why?

The second question asks you to choose (+) a negative (-) option. There is a mismatch.

In more dry language, the researchers found that users (on a general population basis) made decisions faster and hesitated when choosing (positive actions) the ideal option (positive items) in positive situations Fewer indecisions.

In negative situations, we prefer to reject (negative actions) unwelcome things (negative objects).

why?

Reducing indecision and disruption in the decision-making process increases decision-making confidence.

Positive options or items require selection strategies, while negative options require rejection strategies.Photo/Angie Nikoleychuk

Why Action Option Mismatches Matter

In the second question, there is a mismatch between the action and the item or result that catches you off guard. You select (+) negate (-) options in a relatively positive situation (+).

Just like your website.

And the effects can be long-lasting.

Research has found that we are generally more deliberate and cautious when rejecting items. We pay more attention to our biases and try to be consistent.

It’s also important to note that when we reject choices, we focus on the negative aspects of the product, service, brand, or person rather than the positive details we might focus on when using a choice strategy.

We also tend to lie to ourselves. After we make a decision, we can reaffirm our choice and build our confidence in the decision by focusing on negative traits.

“I’m glad I didn’t choose the car I originally wanted. The one I chose might not have all the features I wanted, but it was more affordable. It was a better choice.”

(In funny words, this cognitive habit is sometimes called our brain”synthetic happiness. ”)

Get more upsells

When we are more satisfied with a purchase, we tend to be more loyal to that brand.

We’re more likely to buy from the company again, and we’re less likely to complain. (I know you know this, but keep it in mind.)

Some studies suggest that pleasing make a decision The process is combined with the achievement of the goal (purchase), independent of the consequences of the decision (experience process).

So even if the product doesn’t end up being that great, it’s still a positive experience. Users are more likely to return for other purchases.

If this is confusing, think of the buying process this way:

  1. Information collection and discovery process: sales funnel.
  2. Shopping process: including browsing and information gathering.
  3. Decision-making process: evaluating, rejecting, or selecting a project or service.
  4. Purchase process: from cart to order confirmation.
  5. Experience process: receiving and using the product or service itself.

The higher the alignment between these steps and the better the last step, the more likely your customers will return.

This concept has had a considerable impact on e-commerce. For example, consider comparing websites.

The psychology behind gift-giving decisions

Research has found that our decision-making preferences may change when we choose goods for others.

For example, we become more creative, rely less on bias, focus more on quality, and focus more on needs when buying for others.

At the very least, we want to minimize the likelihood of negative outcomes.

So it makes sense that we prefer a rejection strategy (opt-out) when we buy for ourselves. We are arming ourselves with the information we need to feel better about our choices. We are avoiding bad outcomes.

But we prefer choice strategies (opt-in) when we buy for others.

why? We focus on the positive attributes, the value we give to others, and get the most out of the situation.

In other words, we want to do good things and look good.

What does this mean for websites?

As mentioned before, this aspect of the decision can be of great help when offering a product to a competitor compare.

Hope your website is a pleasant experience. Will you offer positive options or reject negative ones? Choose to upsell or opt out?

If you’re a retailer that primarily offers holiday gifts, it may be more effective to show shoppers items that can be added to their carts or upsells. However, if your customers buy primarily for themselves, you may want to test and opt-out or “delete” methods.

While these are general theories, they may not apply to all audiences, but there is certainly enough research to justify the test.

They might even answer why you’re trying Increase Your average basket size (ABS) or find it difficult to convert when offering upsells.

More resources:


Featured Image: VectorMine/Shutterstock.com

Related and referenced studies:

Higgins, ET (2000). Making the Right Decision: The Value of Fit. American psychologist, 55 years old(11), 1217–1230.

Heller, D., Levin, IP and Goransson, M. (2002). Strategies for narrowing down options: causes and consequences. Organizational Behavior and Human Decision-Making Processes, 89(2), 1194–1213.

Lu, J., Chen, Y., & Fang, Q. (2022). Promoting Decision Satisfaction: The Impact of Decision Goals and Strategies on Process Satisfaction. Journal of Business Research, 1391231–1239.

Higgins, ET (2002). How Self-Discipline Creates Unique Value: The Case for Facilitating and Preventing Decision-Making. Journal of Consumer Psychology 12(3), 177–191.





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