Economic Rationality under Cognitive Limitations: The Effect of Sequential Elimination

Last registered on December 04, 2025

Pre-Trial

Trial Information

General Information

Title
Economic Rationality under Cognitive Limitations: The Effect of Sequential Elimination
RCT ID
AEARCTR-0016087
Initial registration date
October 24, 2025

Initial registration date is when the trial was registered.

It corresponds to when the registration was submitted to the Registry to be reviewed for publication.

First published
October 27, 2025, 9:02 AM EDT

First published corresponds to when the trial was first made public on the Registry after being reviewed.

Last updated
December 04, 2025, 6:10 AM EST

Last updated is the most recent time when changes to the trial's registration were published.

Locations

There is information in this trial unavailable to the public. Use the button below to request access.

Request Information

Primary Investigator

Affiliation
University of Kent

Other Primary Investigator(s)

Additional Trial Information

Status
In development
Start date
2025-10-26
End date
2026-08-31
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
When cognitive limitations prevent individuals from considering all available options, their choices may deviate from preference maximization. We introduce a framework incorporating choice procedures in which individuals consider at least two options. We show that choices under sequential elimination (whereby options are eliminated one by one until only one survives) are consistent with preference maximization, whereas choices under the direct procedure (whereby an option is selected directly from menus) may not be. Accordingly, we conduct a randomized controlled experiment with risky decision problems to test whether sequential elimination improves choice consistency relative to the direct procedure among participants with lower cognitive ability. To isolate the attentional mechanism, we examine the effect of sequential elimination among participants with higher attentional deficits. Moreover, we investigate whether the improvement attributable to sequential elimination persists compared to a minimum-time treatment (which imposes a minimum response time), and we analyze elimination patterns.
External Link(s)

Registration Citation

Citation
Guan, Rui. 2025. "Economic Rationality under Cognitive Limitations: The Effect of Sequential Elimination." AEA RCT Registry. December 04. https://doi.org/10.1257/rct.16087-2.0
Experimental Details

Interventions

Intervention(s)
Participants are randomly assigned to one of three treatments, each distinguished by the choice procedure used in the first part of the experiment.
Intervention Start Date
2025-12-08
Intervention End Date
2026-01-31

Primary Outcomes

Primary Outcomes (end points)
Choice consistency
Primary Outcomes (explanation)
Our principal measure of economic rationality is choice consistency, defined as a binary variable equal to 1 if a participant’s choices satisfy the Generalized Axiom of Revealed Preference (GARP), a necessary and sufficient condition for consistency with preference maximization (Afriat, 1967; Varian, 1982). Guided by our theoretical framework, we pre-register the following hypothesis:

Hypothesis 1: Sequential elimination improves choice consistency relative to the direct procedure among individuals with cognitive limitations.

We test this hypothesis by contrasting Sequential Elimination and the Direct Procedure treatments among low-IQ participants (those scoring at or below the sample median), who serve as our primary proxy for individuals with cognitive limitations. To capture the extent of deviations from rationality, we pre-register the Houtman–Maks Index (HMI, Houtman and Maks, 1985) as a discrete metric. The HMI is defined as the minimum number of choices that must be removed to achieve consistency, with removed choices typically interpreted as mistakes. As robustness measures, we employ the number of GARP violations and stricter variants of these measures that impose first-order stochastic dominance (FSD). These measures offer complementary assessments of sequential elimination, varying in stringency and granularity. The Supplementary Materials report the minimum detectable effects for all measures, providing a comprehensive account of design sensitivity.

References:
Afriat, Sidney N. 1967. “The Construction of Utility Functions from Expenditure Data.” International Economic Review 8 (1): 67–77.
Houtman, Martijn, and Julian Maks. 1985. “Determining All Maximal Data Subsets Consistent with Revealed Preference.” Kwantitatieve Methoden 19 (1): 89–104.
Varian, Hal R. 1982. “The Nonparametric Approach to Demand Analysis.” Econometrica 50 (4): 945–973.

Secondary Outcomes

Secondary Outcomes (end points)
Effects by attentional deficits (mechanism); response time and deliberation time; elimination behavior.
Secondary Outcomes (explanation)
To isolate the underlying mechanism, we examine whether Sequential Elimination improves economic rationality (as captured by choice consistency and the HMI) relative to the Direct Procedure among participants with higher attentional deficits (those scoring at or above the sample median on the ASRS inattention subscale), as our secondary proxy for cognitive limitations.

As a supplementary analysis, we test for treatment effects in the full sample and using the full ASRS scale. Additionally, we contrast Sequential Elimination with the Minimum-Time Procedure to investigate whether the effect of the former persists when response times are comparable. We also measure deliberation time as the interval until the final click on any option, to evaluate whether imposing a simple time requirement influences deliberation and, in turn, choice consistency. Finally, we analyze elimination behavior under Sequential Elimination to explore systematic patterns that may account for its effect.

Experimental Design

Experimental Design
The experiment consists of three parts. In the first, participants make economic decisions under their assigned treatment. In the second, they complete a series of cognitive tasks. In the third, they complete a set of questionnaires assessing attitudes toward inconsistency, attentional traits, and demographic characteristics.
Experimental Design Details
Not available
Randomization Method
Randomization is implemented via Qualtrics.
Randomization Unit
Individual
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
N/A
Sample size: planned number of observations
We target 600 participants (200 per treatment arm) in the final analytic sample. Anticipating a 5% exclusion rate due to failing the decision-problem check, we will recruit 630 participants, with additional recruitment if needed to reach the target.
Sample size (or number of clusters) by treatment arms
200 participants per treatment arm. Based on the median split, this yields an internal target of 100 low-IQ participants per treatment arm.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
Power is evaluated via simulation using pilot data. We target 80% power at a two-sided 5% significance level for the primary test on choice consistency, comparing Sequential Elimination with the Direct Procedure among low-IQ participants. We simulate 10,000 independent datasets per candidate effect size, with 100 low-IQ participants per treatment arm, preserving the empirical distribution of choice consistency observed in the Direct Procedure. Under this design, the minimum detectable effect of Sequential Elimination on choice consistency is a log-odds ratio of 0.782 (corresponding to an odds ratio of 2.186), implying an increase of 19.3 percentage points (from 0.412 to 0.605).
Supporting Documents and Materials

There is information in this trial unavailable to the public. Use the button below to request access.

Request Information
IRB

Institutional Review Boards (IRBs)

IRB Name
Central Research Ethics Advisory Group, University of Kent
IRB Approval Date
2025-10-22
IRB Approval Number
CREAG090-08-25