The Causal Effects of Tariff Uncertainty on Households' Macroeconomic Expectations and Spending Plans

Last registered on December 09, 2025

Pre-Trial

Trial Information

General Information

Title
The Causal Effects of Tariff Uncertainty on Households' Macroeconomic Expectations and Spending Plans
RCT ID
AEARCTR-0017432
Initial registration date
December 08, 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
December 09, 2025, 8:23 AM EST

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

Locations

Region

Primary Investigator

Affiliation
Federal Reserve Bank of Cleveland

Other Primary Investigator(s)

PI Affiliation
Federal Reserve Bank of Cleveland
PI Affiliation
Federal Reserve Bank of Cleveland

Additional Trial Information

Status
On going
Start date
2025-10-28
End date
2025-12-19
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
According to the Budget Lab at Yale, the effective tariff rate in the US rose from around two percent in January 2025 to around 17 percent by November 2025, the highest tariff rate since 1935. This has renewed interest in how tariffs affect the macroeconomy. One important way in which policy changes, such as tariffs, affect the macroeconomy is via expectations. This paper studies the effects of consumers' beliefs about trade policy and, in particular, their assessments of how tariffs and uncertainty about tariffs affect their own macroeconomic expectations and their household's spending plans. Our survey-based RCT lets us generate exogenous and independent variation in households' tariff expectations and in the perceived uncertainty about future tariffs. Our design allows us to identify the causal effects of changes in the first and second moments of tariffs on consumers' macroeconomic expectations and spending plans. We do so by given to random subsets of households information about trade policy. First, we document that households that report being inattentive to news about tariffs respond significantly more to information treatments than households reporting paying attention to news about trade policy. Second, we show that our information treatments affect tariff beliefs and the levels and the uncertainty about future inflation, GDP growth, and the unemployment rate. Third, we use exogenous variation induced by information treatments to study how tariff expectations affect households' spending plans. Our main result is that higher tariff uncertainty, while holding the expected level of tariffs constant, strongly affects households' consumption attitudes. Additionally, we find that the level of tariff expectations is positively associated with households' readiness to spend on durable goods, indicating the importance of intertemporal substitution.
External Link(s)

Registration Citation

Citation
Candia, Bernardo, James Mitchell and Damjan Pfajfar. 2025. "The Causal Effects of Tariff Uncertainty on Households' Macroeconomic Expectations and Spending Plans." AEA RCT Registry. December 09. https://doi.org/10.1257/rct.17432-1.0
Experimental Details

Interventions

Intervention(s)
those in the treatment group receive a treatment on tariffs and trade policy. We implement 4 treatments and a control group, where individuals are randomly assigned to one group.
Intervention (Hidden)
We randomly allocate respondents into one of five groups.

T1 (tariff rate): According to the Yale Budget Lab, the targeted tariff rate on imports to the United States for October 2025 was 18.0 percent, but the actual tariff rate on imports was only around 11.5 percent.

T2 (tariff uncertainty): According to the Yale Budget Lab, the United States' current tariff schedule on imported goods starts at a baseline of 10 percent and rises as high as 100 percent on some goods (e.g., pharmaceuticals).

T3 (share imports): Overall, about 9 percent of US consumer spending is on imports of goods from abroad.

T4 (extreme): According to the Yale Budget Lab, the United States' current tariff schedule rises as high as 100 percent on some goods (e.g., pharmaceuticals)

The fifth group is a control group.
Intervention Start Date
2025-10-28
Intervention End Date
2025-12-12

Primary Outcomes

Primary Outcomes (end points)
Expectations of Inflation, GDP, unemployment, and households' spending plans
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
To assess how tariff beliefs affect households' macroeconomic expectations and spending plans, we design an RCT that can identify exogenous variation in both the first and second moments of tariff expectations. We measure respondents' prior beliefs, then randomly assign households to control and treatment groups: only those in the treatment group receive a treatment on tariffs and trade policy. Finally, we elicit their posterior beliefs after the information provision.
Experimental Design Details
Randomization Method
computer randomization done by external provider.
Randomization Unit
individual
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
4 treatments and control
Sample size: planned number of observations
about 10,000 individuals
Sample size (or number of clusters) by treatment arms
each treatment has about 2,000 observations.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Advarra
IRB Approval Date
2025-11-04
IRB Approval Number
Pro00060042

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
No
Data Collection Complete
Data Publication

Data Publication

Is public data available?
No

Program Files

Program Files
Reports, Papers & Other Materials

Relevant Paper(s)

Reports & Other Materials