How do income-based social norms influence environmental decision-making?

Last registered on August 11, 2025

Pre-Trial

Trial Information

General Information

Title
How do income-based social norms influence environmental decision-making?
RCT ID
AEARCTR-0016543
Initial registration date
August 11, 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
August 11, 2025, 10:16 AM EDT

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

Locations

Primary Investigator

Affiliation
Newcastle University

Other Primary Investigator(s)

PI Affiliation
Newcastle University
PI Affiliation
Newcastle University
PI Affiliation
Newcastle University

Additional Trial Information

Status
In development
Start date
2025-08-20
End date
2026-08-20
Secondary IDs
Prior work
This trial does not extend or rely on any prior RCTs.
Abstract
Using an online experiment on Prolific Academic, we will investigate the role of income-based reference networks in the relationship between social norms and individuals’ willingness to fight global warming. We plan to recruit a sample of 1,200 respondents, equally split between high-income and low-income respondents. After reporting their beliefs about the prevalence of pro-environmental behaviours (PEB) in both high- and low-income groups, respondents are randomly assigned to either receive information about the actual prevalence of behaviours in their own income group, or in the other income group, or to a control group in which they receive no information. By measuring participants’ incentivised willingness to donate to an environmental organisation and attitudes towards redistributive environmental policies, we examine which reference groups exert the strongest influence on behaviour and attitudes, considering the roles of inequality aversion and norm compliance.
External Link(s)

Registration Citation

Citation
Liang, Sijia et al. 2025. "How do income-based social norms influence environmental decision-making?." AEA RCT Registry. August 11. https://doi.org/10.1257/rct.16543-1.0
Experimental Details

Interventions

Intervention(s)
Participants will be randomly assigned to one of three experimental groups based on type of information received: (i) information about actual prevalence of PEBs in their own income group; (ii) information about actual prevalence of PEBs in the other income group; and (iii) no information (control).

With an evenly split sample between high- and low- income respondents, this design yields two control conditions (High_Control and Low_Control) and four treatment conditions: two ingroup (High_High, Low_Low) and two outgroup (High_Low, Low_High) comparisons, depending on whether the income group featured in the PEB information corresponds to the respondent’s own or another income group.

The treatment information on the prevalence of PEBs in high- and low-income groups is based on statistics collected in a previous survey conducted in the UK, where we surveyed high- and low- income respondents about actions they have taken to fight global warming.
Intervention Start Date
2025-08-20
Intervention End Date
2025-12-31

Primary Outcomes

Primary Outcomes (end points)
1. Prior beliefs about the prevalence of fighting global warming among different income groups.
2. Posterior beliefs about the prevalence of specific PEB engagement by high- and low-income groups. To test for belief revision, we compare posterior beliefs across treatment and control groups.
3. Participants’ willingness to fight global warming.
4. Participants’ attitudes towards support for redistributive climate policies.
Primary Outcomes (explanation)
1. Perceived descriptive norms are measured by an incentivised question in which participants estimate, for the previous survey, the proportion of the UK high- and low- income population who self-reported engaging in climate action.
2. Posterior belief is measured by an incentivised question in which participants estimate, for the previous survey, the proportion of the UK high- and low-income population who have taken a series of specific actions to fight global warming over the past year.
3. Individual willingness to fight global warming is measured by an incentivised, real-stake donation task. Specifically, participants decide how to allocate £150 between donating to the organisation Atmosfair for carbon offsetting and keeping it for themselves.
4. Individual attitudes towards climate policies are measured by (non-incentivised) stated support for 3 different types of climate policies, including carbon tax in general, carbon tax that mainly favours the high-income and carbon tax that mainly favours low-income people.

Secondary Outcomes

Secondary Outcomes (end points)
None.
Secondary Outcomes (explanation)
None.

Experimental Design

Experimental Design
Recruitment and eligibility:
The online experiment will be conducted on Prolific and programmed in Qualtrics. Eligible participants are required to be non-student residents of the UK, aged 18 or older, and with a Prolific approval rating above 90%. Low-income and high-income respondents are defined as those with net equivalised household incomes below £21,817 and at least £52,121 per year, respectively. These thresholds correspond to the bottom and top quintiles of the UK net equivalised household income distribution for the 2023-2024 tax year, based on the modified OECD equivalence scale and data from the Institute for Fiscal Studies (IFS).

Procedures:
1. Personal PEBs: Participants are asked to indicate their engagement in a series of PEBs over the past year.
2. Income group information and prior beliefs: Participants are informed of their positions in the UK income distribution based on their net equivalised household income, following which their perceived descriptive norms towards low- and high-income groups are elicited.
3. Intervention: Treatment groups receive information on prevalence of PEBs for either their own income group or the other income group.
4. Willingness to fight global warming: Measured through a real-stake donation task.
5. Attitudes toward climate policies: Participants report their support for a series of redistributive climate policies with different distributional impacts.
6. Posterior belief: Participants’ estimates of the prevalence of specific PEBs among low- and high-income groups.
7. In-group closeness: Measured via the Inclusion of Other in the Self (IOS) scale (Aron et al., 1992).
8. Advantageous and disadvantageous inequality aversion: Measured by incentivised distributional choice tasks (Bartling et al., 2009).
9. Risk and future preferences: Measured through self-reported willingness on a 0-10 scale (Falk et al., 2018).
Experimental Design Details
Not available
Randomization Method
Randomization will be done using embedded features of Qualtrics.
Randomization Unit
Individual.
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
Not applicable (individual randomisation)
Sample size: planned number of observations
A total of 1,200 participants will be included in the main experiment, with 600 from the high-income group and 600 from the low-income group.
Sample size (or number of clusters) by treatment arms
Participants will be randomly assigned to treatment arms within each income group.
High-income participants: High_High: 200; High_Low: 200; High_Control: 200.
Low-income participants: Low_High: 200; Low_Low: 200; Low_Control: 200.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
Based on our planned sample size of 200 participants per arm, we are powered to detect a minimum effect size of approximately 0.28 standard deviations (Cohen’s d) between two arms, assuming α=0.05 and 80% power. This calculation is based on standard assumptions for a two-sample comparison and does not rely on pilot data.
IRB

Institutional Review Boards (IRBs)

IRB Name
Newcastle University Ethics Committee
IRB Approval Date
2025-07-30
IRB Approval Number
62950/2023