Beliefs, Behavior, and Trusted Social Media Sources

Last registered on April 24, 2020

Pre-Trial

Trial Information

General Information

Title
Beliefs, Behavior, and Trusted Social Media Sources
RCT ID
AEARCTR-0005761
Initial registration date
April 23, 2020

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
April 24, 2020, 2:58 PM EDT

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

Locations

Region

Primary Investigator

Affiliation
Harvard University

Other Primary Investigator(s)

PI Affiliation
Harvard University
PI Affiliation
Harvard University

Additional Trial Information

Status
On going
Start date
2020-04-10
End date
2020-08-31
Secondary IDs
Abstract
We examine how information from trusted social media sources can shape beliefs and behaviors when misinformation and mistrust is widespread. In the context of the COVID-19 outbreak in Zimbabwe, we partner with a highly reputable civil society organization to randomize the dissemination of misinformation-targeting messages about the crisis to over 27,000 newsletter subscribers through WhatsApp. We randomize the timing of the message dissemination to evaluate how exposure to these targeted messages affect citizens’ beliefs about how to deal with the crisis and their associated behavior. We also explore how these effects may vary by gender and rurality.
External Link(s)

Registration Citation

Citation
Bowles, Jeremy, Horacio Larreguy and Shelley Liu. 2020. "Beliefs, Behavior, and Trusted Social Media Sources." AEA RCT Registry. April 24. https://doi.org/10.1257/rct.5761-1.0
Sponsors & Partners

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Experimental Details

Interventions

Intervention(s)
In the context of the COVID-19 outbreak in Zimbabwe, we partner with a highly reputable civil society organization to randomize the timing of the dissemination of misinformation-targeting messages about the crisis to over 27,000 newsletter subscribers through WhatsApp.
Intervention Start Date
2020-04-10
Intervention End Date
2020-08-31

Primary Outcomes

Primary Outcomes (end points)
We measure effects on beliefs using a standardized z-score index of responses to factual questions that relate to the message sent in a given week. We measure behavior using a list experiment, since directly asking about preventative measures would not only be likely to induce substantial social desirability bias, but may also force respondents to admit to illegal behavior.
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
We randomize lists to different treatment conditions relating to the timing of their exposure to different messages from the CSO.
Experimental Design Details
Randomization Method
Computer-based randomization.
Randomization Unit
Given the CSO’s logistical constraints, the unit of randomization, within a given week, is the WhatsApp broadcast list (n = 133). Aggregating across weeks, the unit of treatment assignment becomes the list-week.
Was the treatment clustered?
Yes

Experiment Characteristics

Sample size: planned number of clusters
133
Sample size: planned number of observations
Expected responses of around 500 per wave, over at least three waves, for a minimum total of 1500 observations.
Sample size (or number of clusters) by treatment arms
Each week we evenly split lists into treatment and control. There are 62 treatment units and 63 control units.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
Supporting Documents and Materials

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IRB

Institutional Review Boards (IRBs)

IRB Name
Harvard Committee on the Use of Human Subjects
IRB Approval Date
2020-04-08
IRB Approval Number
IRB20-0602
Analysis Plan

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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