Related Experiment Video
Updated: May 13, 2026

Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
Published on: September 19, 2012
Does zero mean nothing? Investigating the attentional mechanism of the hidden-zero effect in risky decision-making
Zhu-Yuan Liang1,2, Mingqian Guo3, Yuepei Xu1,2,4
1State Key Laboratory of Cognitive Science and Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, 100101, China.
Abstract:
The framing of risky choices can shape and alter individuals' risk preferences. Within every option in a risky choice (e.g., 70% chance to win $100), there is a naturally embedded but hidden zero outcome (e.g., 30% chance to win $0). Here, we tested the hidden-zero effect by comparing participants' risky choices between two different conditions (i.e., presenting options with or without explicit-zero outcomes) with a full range of risky probabilities (5%-95%). The results showed that presenting zero outcomes explicitly led to more risky choices (Studies 1 and 2). Moreover, combining eye-movement measurement and computational modeling, we then developed a series of models based on Expected Utility and Prospect Theory to quantify the attentional process underlying this hidden-zero effect. These results demonstrated that the hidden-zero effect is primarily driven by a choice bias toward the risky option, which was mediated by increased visual attention to the risky option. These findings suggest that the utility of zero does not simply equal zero; rather, presenting the often-omitted zero components may shift individuals' attention toward risky options, encouraging them to take more risks.
Related Concept Videos
Decision Making: P-value Method
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can have a...
Reason and Intuition
Framing Effects
Subliminal Perception
Deindividuation
The Anchoring-and-Adjustment Heuristic

