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Field Before After
Trial Title Higher Order Preferences and Climate Change Attitudes Higher Order Risk Preferences and Climate Change Attitudes
Abstract We study the link between higher-order risk preferences and climate change. The role of higher-order risk preferences—prudence and temperance—in shaping pro-environmental behavior remains largely unexplored. In this study, we investigate whether these preferences predict real-world climate action. Participants allocated a fixed amount of money ($38)—equivalent to the monthly carbon offset of a typical U.S. citizen—between themselves and Compensators, an organization that facilitates verified CO₂ emission reductions. To minimize experimenter demand effects, the donation decision was made at an earlier point in time. We further collected hypothetical allocation decisions (e.g., 1% of household income) and survey responses on climate-related attitudes and behaviors. We hypothesize that both prudence and temperance influence normative attitudes toward mitigating environmental catastrophes. By examining both outcome-risk and delay-risk dimensions, we provide novel evidence on the psychological foundations of climate action.
Trial End Date April 01, 2028 June 01, 2025
JEL Code(s) C90, D81
Last Published April 06, 2025 12:10 AM April 09, 2025 11:04 PM
Intervention (Public) Online incentivized experiment. Online incentivized experiment that measures willingness to pay/allocate money to mitigate CO2 emissions and elicit higher order risk preferences.
Intervention Start Date March 25, 2025 April 10, 2025
Intervention End Date April 01, 2026 June 01, 2025
Primary Outcomes (End Points) Willingness to donate to an organization that combats climate change. Willingness to donate to Compensators, an organization that combats climate change by mitigating CO2 emissions.
Primary Outcomes (Explanation) wtp for preventing climate change
Experimental Design (Public) See the pre-analysis for more details. Online participants complete an online survey. See the pre-analysis for more details. Online participants complete an online survey. We elicit (higher order) risk preferences (prudence, temperance) using the lottery choice tasks of Ebert (2021). Ebert, Sebastian. 2021. “Prudent discounting: experimental evidence on higher order time risk preferences.” International Economic Review 62 (4):1489–1511.
Planned Number of Observations 400 At least 455 subjects.
Sample size (or number of clusters) by treatment arms 400 No clusters.
Power calculation: Minimum Detectable Effect Size for Main Outcomes 5 standard deviations. We use standard deviations from the data in Ebert (2021) and Andre et al. (2024a). The first provides summary statistics for the number of risk averse, prudent, and temperate choices in a prior experiment. The latter provides summary statistics for personal contributions to mitigate climate change. Our power analysis is based on simple linear regression tests of how the number of (risk averse, temperate, or prudent) choices may predict a minimum detectable difference of 1.5% to 2.5% increase in contributions to mitigate climate change. See the Pre-Analysis Plan for details.
Additional Keyword(s) risk aversion, risk apportionment, prudence, temperance, online experiment
Intervention (Hidden) Recruit 400+ participants using Numerator for an incentivized survey. Participants decide how much money to donate to a climate change organization and how much to keep (main outcome measure). We also collected their risk attitudes through binary lottery choices. Lottery choices consider both delay in payments as well as financial payments. Binary choices measured either risk aversion, prudence, or temperance. Participants face 7 questions of each type or 7x3(order of risk)x2(time or money)=42 choices. In a first phase (January 2025) we recruited 880 participants that made a decision on how much money to donate to a climate change organization and how much to keep for themselves out of fixed amount of money (main outcome measure). In a second phase we elicited measures of risk aversion, prudence and temperance through binary lottery choice tasks (Ebert, 2021). Lottery choices involved outcome-risk and delay-risk (we provide scaled up payoffs). Participants face 7 binary choices of each type or 7 choice tasks x 3 orders of risk (risk aversion, prudence, temperance) x 2 risk outcomes (outcome-risk, delay-risk) = 42 choices. Ebert, Sebastian. 2021. “Prudent discounting: experimental evidence on higher order time risk preferences.” International Economic Review 62 (4):1489–1511.
Building on Existing Work No Yes
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External Links

Field Before After
External Link URL https://www.socialscienceregistry.org/trials/15002
External Link Description Outcome measure collected in AEA RCT registered trial "Lottery incentives and carbon pricing rebates"
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