Rational inattention, macroeconomic expectation, and consumption-investment behavior

Last registered on February 18, 2025

Pre-Trial

Trial Information

General Information

Title
Rational inattention, macroeconomic expectation, and consumption-investment behavior
RCT ID
AEARCTR-0009697
Initial registration date
July 05, 2022

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
July 08, 2022, 9:23 AM EDT

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

Last updated
February 18, 2025, 11:40 AM EST

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

Locations

Region

Primary Investigator

Affiliation
Shandong University

Other Primary Investigator(s)

PI Affiliation
Middlesex University

Additional Trial Information

Status
Completed
Start date
2022-07-04
End date
2022-12-01
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
A key premise of models of rational inattention is that, due to limited attentioin, decision-makers pay attention to relevant information and ignore irrelevant news. What information do consumers care about when making economic decisions? Do they use the information they pay attention to when making macroeconomic expectations and consumption-saving decisions? To answer these questions, we conduct a survey with randomized control trail. Our results can also show whether consumers have Phillips Curve, Okun's Law, Taylor's Rule in their minds.
External Link(s)

Registration Citation

Citation
Tang, Li and Penghui Yin. 2025. "Rational inattention, macroeconomic expectation, and consumption-investment behavior." AEA RCT Registry. February 18. https://doi.org/10.1257/rct.9697-2.0
Experimental Details

Interventions

Intervention(s)
Intervention 1: we provide two groups of respondents randomly with inflation forecast made by professional forecasters.
Intervention 2: we provide two groups of respondents randomly with two kinds of inflation rise, one due to a supply-side shock, and one due to a demand-side shock; then for each group three subgroups of respondents randomly with instructions of making predictions of unemployment rate, one with no instruction, one with instruction of making predictions using emotion and one with instruction of making predictions considering consequences.
Intervention (Hidden)
Intervention 1: we provide two groups of respondents randomly with inflation forecast made by professional forecasters.
Intervention 2: we provide two groups of respondents randomly with two kinds of inflation rise, one due to a supply-side shock, and one due to a demand-side shock; then for each group three subgroups of respondents randomly with instructions of making predictions of unemployment rate, one with no instruction, one with instruction of making predictions using emotion and one with instruction of making predictions considering consequences.
Intervention Start Date
2022-07-18
Intervention End Date
2022-07-25

Primary Outcomes

Primary Outcomes (end points)
Macroeconomic variables that consumers pay attention to when making consumption decisions
Primary Outcomes (explanation)
1. people who evaluate inflation as more relevant for their decision making are more likely to update their expectations toward provided information (professional forecasts).
2. When considering consequences of an increase in inflation rate due to supply-side shock, people expect higher unemployment rate than those make forecasts with emotion or no instruction.
3. When considering consequences of an increase in inflation rate due to demand-side shock, people expect lower unemployment rate than those make forecasts with emotion or no instruction.

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
The experiment 1 proceeds as follows: First, we ask what macroeconomic variables (such as inflation, unemployment rate, GDP growth rate, and interest rate) do consumers care about when making consumption-saving decisions and we measure people's beliefs about the interested variables. We then generate exogenous variation in macroeconomic forecasts from professional forecasters. While some respondents receive a high value of forecast, others receive a low value of forecast, which differ due to sampling variation and procedural differences. Thereafter, we measure people's expectations regarding their interested macroeconomic variables. Finally, we measure people's expectations regarding other macroeconomic variables.

The experiment 2 proceeds as follows: first, we randomly assign respondents into two groups, with one we provide a hypothetical scenario that inflation increases by 2 percentage points due to a demand-side shock and another group with the same size of increase but due to a supply-side shock. Second, for each group mentioned above, we assign respondents into three groups randomly and provide them different instructions of making predictions about the national unemployment rates. One group is provided no instruction, and one group is asked to make predictions by using emotions, and one group is asked to make predictions by considering consequences of inflation increase.
Experimental Design Details
Randomization Method
computer
Randomization Unit
individual
Was the treatment clustered?
Yes

Experiment Characteristics

Sample size: planned number of clusters
1000
Sample size: planned number of observations
1000
Sample size (or number of clusters) by treatment arms
experiment 1: half respondents receive high professional forecast and half respondents receive low professional forecast
experiment 2: half respondents receive a treatment of a supply-side driven inflation increase and half respondents receive a treatment of a demand-side driven inflation increase. In each group, 1/3 of respondents make predictions of national unemployment rate with no instructions, and 1/3 of them are asked to make predictions with emotion, and 1/3 of them are asked to make predictions based on a consideration of consqences of inflation increase.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Middlesex University Ethics Review Committee
IRB Approval Date
2022-06-01
IRB Approval Number
N/A

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
Yes
Intervention Completion Date
September 29, 2022, 12:00 +00:00
Data Collection Complete
Yes
Data Collection Completion Date
November 10, 2022, 12:00 +00:00
Final Sample Size: Number of Clusters (Unit of Randomization)
Was attrition correlated with treatment status?
Final Sample Size: Total Number of Observations
Final Sample Size (or Number of Clusters) by Treatment Arms
Data Publication

Data Publication

Is public data available?
No

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Program Files

Program Files
No
Reports, Papers & Other Materials

Relevant Paper(s)

Abstract
We implement an online survey to study the role of attention in macroeconomic expectation formation upon information provision. Exogenous variation in participants' subjective expectations is created by providing different professional forecasters' assessments of future inflation rate as information treatments. We find that participants paying attention to inflation respond to the information shock about inflation by significantly updating their inflation expectations, while participants paying no attention to inflation respond little. Change in inflation expectation contributes to change in macroeconomic beliefs and anticipated consumption-investment decisions. We also find evidence that respondents elicit affect-based unemployment expectation, which explains the co-movement of inflation and unemployment survey expectations. Our results demonstrate the important role of attention in households' expectation formation.
Citation
Tang and Yin (2023), "Attention, expectation updating, and subjective models of the macroeconomy", working paper.

Reports & Other Materials