Choice Overload: A Conceptual Review and Meta-Analysis

For your marketing

Possible founder application

Use the moderators to form testable questions about pricing and product choice: Are plans meaningfully complex? Does the visitor know what they need? Is the decision goal clear? Validate with behavioral evidence from your own audience.

Reported result

What the study found

The authors identify four moderators that help explain when assortment size can have positive or negative effects: choice-set complexity, decision-task difficulty, preference uncertainty and decision goal. The work treats choice overload as conditional rather than universal.

Research question

What the authors investigated

Under what conditions do larger assortments help or hinder choice?

Design

A conceptual review and meta-analysis of 99 observations from prior studies, totaling 7,202 participants, examined moderators of choice overload.

Sample and setting

Cross-study evidence covering varied choice tasks and settings; the analysis considered choice-set complexity, task difficulty, preference uncertainty and decision goals.

Scope and transfer

Limitations to keep in view

Meta-analytic findings depend on the included studies and operational definitions. A corrigendum was published in 2016; consult it alongside the article. Neither paper supplies a ready-made answer for a particular SaaS pricing page.

Research sources

Publisher article preview and abstract; full text was not available in the retrieved page. Corrigendum is linked from the publisher record.