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J·BJon BishopIndependent growth marketer

Buyer behavior · Meta-analysis

Can There Ever Be Too Many Options? A Meta-Analytic Review of Choice Overload

Journal of Consumer Research · 2010

Bettina Scheibehenne, Rainer Greifeneder, Peter M. Todd

Summary

The study found a mean effect size close to zero, with substantial variation across conditions.

For your marketing

Possible founder application

Avoid blanket advice to remove pricing plans or features just to reduce option count. Define the decision task and test whether complexity, preference uncertainty or decision goals create friction for your own users.

Identify the decision users are struggling with before removing options. For a pricing page, you could test clearer differences between plans or a recommended starting point against the existing page. Measure the relevant completed decision and downstream fit. Fewer plans should be a hypothesis to test, not an automatic conclusion from this research.

Reported result

What the study found

The authors report a mean effect size close to zero, with substantial variation across conditions. The evidence did not support a general rule that larger assortments reliably cause overload.

Research question

What the authors investigated

Does offering more options reliably make people less likely to choose or less satisfied?

Design

A quantitative meta-analysis synthesized 63 conditions from 50 published and unpublished studies on choice-set size and choice overload.

Sample and setting

Cross-study synthesis of 63 experimental conditions from 50 published and unpublished studies, involving 5,036 participants; conditions covered varied choice tasks and products.

Scope and transfer

Limitations to keep in view

The pooled average does not show that choice size never matters; heterogeneous tasks and contexts can produce different effects. This is a 2010 synthesis of the literature available at that time, not the last word on choice architecture.

Research sources

Publisher bibliographic record and the first author-hosted full paper; sample, pooled result and study variation were checked in the paper text.

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