A Framed Experiment on Preferences over Correlated Risk

Last registered on February 18, 2020

Pre-Trial

Trial Information

General Information

Title
A Framed Experiment on Preferences over Correlated Risk
RCT ID
AEARCTR-0005469
Initial registration date
February 18, 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
February 18, 2020, 2:18 PM EST

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

Locations

Region

Primary Investigator

Affiliation
UC Davis

Other Primary Investigator(s)

PI Affiliation
The Ohio State University
PI Affiliation
The Ohio State University
PI Affiliation
Catholic University of America

Additional Trial Information

Status
In development
Start date
2020-02-18
End date
2020-05-31
Secondary IDs
Abstract
We will collect and analyze data on participants’ choices in a session of decisions about lotteries and certainty equivalents. The study is designed to evaluate how preferences respond to correlation in outcomes both across participants and across results for the same participant.
External Link(s)

Registration Citation

Citation
Flatnes, Jon Einar et al. 2020. "A Framed Experiment on Preferences over Correlated Risk." AEA RCT Registry. February 18. https://doi.org/10.1257/rct.5469-1.0
Experimental Details

Interventions

Intervention(s)
We elicit participants' certainty equivalents over lotteries in a series of rounds. Each round differs in (1) The distribution of potential outcomes the participant faces, (2) The correlation between the participant's outcome and other participants' outcomes, (3) The structure of the lottery that generates a distribution over outcomes, and (4) The structure of elicitation of certainty equivalents.
Intervention Start Date
2020-02-18
Intervention End Date
2020-03-31

Primary Outcomes

Primary Outcomes (end points)
Primary analysis will use participants’ decisions from the certainty equivalent elicitation that takes place after the black bag draw. For each participant in each round, the certainty equivalent will be defined as the midpoint of the lowest certain payment the participant is willing to accept and the highest certain payment the participant rejects.
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
In each round, participants will be randomly assigned to one of two possible distributions of outcomes. After this assignment, we will elicit certainty equivalents over each participant's distribution. To ensure real stakes for this elicitation, one round and elicitation will be selected at the end of the session to determine payment for that session.
Experimental Design Details
We will collect data on participants’ choices in a session of decisions about lotteries and certainty equivalents. Each session will consist of six rounds of a chance-based game to understand participants' attitudes towards risk and uncertainty. In each round, each participant will ultimately draw a ball from a bag of red and blue balls to determine their payout for the round, which we refer to as the 'lottery'.

In each of the first four rounds, drawing a blue ball will be worth 30 GHS and drawing a red ball will be worth 10 GHS. In the fifth and sixth rounds the payout will be the sum of two draws, where each blue ball is worth 15 GHS and each red ball is worth 5 GHS. After six rounds, we will randomly choose one round and award the payout earned in that round. Participants will be informed of the way their payout is determined before the game begins.

At various points in each round, participants will have the option to forego the lottery and receive a certain (fixed) payout for the round instead. We refer to the minimum fixed payout a participant would accept as the 'certainty equivalent'. To elicit the certainty equivalent, will ask each participant whether they would prefer a fixed value over the lottery for a range of values between 30 GHS and 10 GHS. We will then randomly select one of those values for the round and honor the participant's request to either participate in the lottery or receive the amount selected for that round.

In the first four rounds, the lottery is a single draw so the certainty equivalent will be the option to forego that single draw. In the fifth and sixth rounds the lottery is the sum of two draws. In these rounds, we will vary how the certainty equivalent is computed across sessions. In half the sessions, we will elicit a single certainty equivalent to forego both lottery draws. In the other half of sessions, we will elicit two certainty equivalents corresponding to each of the two lottery draws.

We will elicit certainty equivalents for each participant at multiple points in each round. However, for each round, only one of the elicitations (randomly selected) will be implemented, and it will only be implemented for one participant (randomly selected). Every other participant will earn a payoff from the lottery for that round regardless of their certainty equivalent. Participants will be aware of this in advance, so they will know that most of the certainty equivalent elicitations are hypothetical but will not know whether any given elicitation will be hypothetical or for real stakes.

The order of activities in each round will be:
1) Announce the order of ball drawings for the round.
2) Elicit certainty equivalents for each participant.
3) Alternate between drawing balls and eliciting certainty equivalents as described below until the penultimate balls are drawn.
4) Randomly select one of the elicited certainty equivalents to offer, one participant to offer it to, and one value to offer that participant.
5) Honor that participant's choice to either participate in the lottery or accept the randomly drawn value as previously stated. At this time, the participant will not have the opportunity to change their decision on accepting that value instead of the lottery outcome.
6) Let participants draw the final ball(s) to determine payouts.
After six rounds we will randomly select one round and pay money based on performance in that round. Each participant will earn at least a minimum of 10 GHS, which can be thought of as a participation fee, and may earn more depending on their performance. The expected payout in each round is 20 GHS as there is ultimately a 50/50 chance of drawing either color.

The exact sequence of ball draws and certainty equivalent elicitation for each round (Step 3 above) after the initial elicitation are as follows. There will be a black bag with 50/50 red and blue balls, a red bag with 75/25 red and blue balls, and a blue bag with 25/75 red and blue balls out of which participants may draw.
Round 1: Each participant draws a ball from the black bag to determine their payout.
Rounds 2 and 3 (identical): The enumerator draws a ball from the black bag for each participant. After having seen all the draws, certainty equivalents are elicited once again. Then, each participant who was assigned a blue ball draws a ball from the blue bag, and each who was assigned a red ball draws from the red bag to determine their payout.
Round 4: The enumerator draws a single ball from the black bag. After seeing the draw, certainty equivalents are elicited once again. Then every participant draws from the same color bag as the enumerator's draw (red or blue) to determine their payout.
Round 5: The enumerator draws a ball from the black bag for each participant. After having seen all the draws, certainty equivalents are elicited once again. Then, each participant first draws a ball from their assigned color bag to determine the first half of their payout, and then draws a ball from the same color bag for the second half of their payout.
Round 6: The enumerator draws a ball from the black bag for each participant. After having seen all the draws, certainty equivalents are elicited once again. Then, each participant first draws a ball from their assigned color bag to determine the first half of their payout, and then draws a ball from the bag with the opposite color of their first draw for the second half of their payout. For example, if the participant's first draw was blue, then the first half of their payout would be 15 GHS and their second draw would be from the red bag.

We will treat rounds 1 and 2 as practice rounds to help participants internalize the structure and stakes of the game, and then use rounds 3--6 for analysis. Primary analysis will use participants’ decisions from the certainty equivalent elicitation that takes place after the black bag draw. For each participant in each round, the certainty equivalent will be defined as the midpoint of the lowest certain payment the participant is willing to accept and the highest certain payment the participant rejects.
Randomization Method
Participants will draw balls out of a bag.
Randomization Unit
There will be session-level randomization for correlated draws and for the elicitation method in the final rounds, and individual-level randomization for uncorrelated draws.
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
100 communities
Sample size: planned number of observations
1,600 participants (16 per community).
Sample size (or number of clusters) by treatment arms
800 per draw in expectation.
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
The Ohio State Behavioral and Social Sciences IRB
IRB Approval Date
2020-02-07
IRB Approval Number
#2019B0521
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