Climate Impact Label Design and Fast-Food Meal Selection

NCT ID: NCT06678178

Last Updated: 2026-01-06

Study Results

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Basic Information

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Recruitment Status

COMPLETED

Clinical Phase

NA

Total Enrollment

6622 participants

Study Classification

INTERVENTIONAL

Study Start Date

2024-12-02

Study Completion Date

2024-12-06

Brief Summary

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The primary objective of this study is to test the relative effects of climate-impact menu label designs on the healthfulness of consumers' fast-food meal choices. Participants will complete a hypothetical online meal ordering task using a survey which emulates the online menu of a burger restaurant chain. Participants will be randomized for exposure to menus featuring one of five labeling conditions. Secondary objectives include examining total greenhouse gas emissions per meal order and, through a post-order survey, perception of labels between the conditions.

Detailed Description

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This online randomized trial will test the relative effects of climate impact menu label designs on the healthfulness of consumers' fast-food meal choices and perceptions of menu items. The survey research firm CloudResearch will recruit a sample of 6,250 adults aged 18 years and older who speak English and reside in the United States.

Participants will complete a between-subjects online experiment in which the participants will be randomized to view a fast-food online ordering menu with one of five labeling schemes applied: (1) a QR code on all items (control); (2) a high climate impact warning label on high impact items; (3) traffic light labels on all items by level of impact; (4) climate grade labels on all items by level of impact; and (5) numeric carbon footprint labels on all items. All fast-food menus will include main items, sides, desserts, and drinks. Labels will only appear alongside main menu items and will be assigned using thresholds for greenhouse gas emissions set a priori in kilograms of carbon dioxide (CO2) equivalent per kilogram of food. Participants will be instructed to select up to 4 menu items for a hypothetical meal order. After completing the meal ordering task, participants will be prompted to answer questions about the perception of the labeling condition which the participants were randomized to view, perception of the relative effectiveness of all labels in this experiment, and personal values, dietary patterns, and other demographic information.

The primary outcome will be the healthfulness of meal orders selected from the online menu, indicated by a modified Nutrient Profile Index meal score for all food items ordered. Secondary outcomes will be total greenhouse gas emissions per meal ordered, total calories ordered, whether a sugar-sweetened beverage was ordered, and perceived message effectiveness of the climate-impact labels.

Conditions

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Food Selection

Study Design

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Allocation Method

RANDOMIZED

Intervention Model

PARALLEL

Participants will be randomized to view a fast-food menu with one of five labeling schemes applied: (1) a QR code on all items (control); (2) a high climate impact warning label on high impact items; (3) traffic light labeling on all items by level of impact; (4) climate grade labels on all items by level of impact; and (5) numeric labels on all items. All fast-food menus will include main items, sides, desserts, and drinks. Labels will only appear alongside main menu items and will be assigned using thresholds for greenhouse gas emissions set a priori in kilograms of CO2 equivalent per kilogram of food. Participants will be instructed to select a hypothetical lunch meal order. The investigators will record participant meal selections and, using publicly available nutritional information for each item selected, calculate a score of overall meal healthfulness.
Primary Study Purpose

PREVENTION

Blinding Strategy

NONE

Study Groups

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Control (QR) Labels

A black label featuring a QR code and white text that reads "SCAN HERE" will be placed beneath all main menu items. Explanatory text describing the label's meaning will be displayed at the top of the menu.

Group Type PLACEBO_COMPARATOR

Control (QR) Labels

Intervention Type BEHAVIORAL

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Control (QR) labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Warning High Climate Impact Labels

A red icon-plus-text label that reads "WARNING: HIGH CLIMATE IMPACT" in white text will be placed beneath main menu items with a high climate impact using a predetermined threshold of estimated greenhouse gas emissions set at \>=9.2 kgCO2e. Labels will include a white globe icon directly preceding the label text. Explanatory text describing the label's meaning will be displayed at the top of the menu.

Group Type EXPERIMENTAL

Warning High Climate Impact Labels

Intervention Type BEHAVIORAL

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Warning High Climate Impact labels will be displayed beneath select items. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Traffic Light Labels

Traffic Light labels will be placed beneath all main menu items. Using predetermined estimated greenhouse gas emission thresholds, each item will be assigned one of three icon-plus-text labels within this scheme: low-, medium-, or high-impact label, set in kgCO2e at \<2.6, \>=2.6 \& \<9.2, and \>=9.2, respectively. Each will read, "HIGH CLIMATE IMPACT" within a red label, "MED. CLIMATE IMPACT" in a yellow label, and "LOW CLIMATE IMPACT" in a green label. Text for all labels written in white, and a white globe icon will precede the text. Explanatory text describing the meaning of the labels will be displayed at the top of the menu.

Group Type EXPERIMENTAL

Traffic Light Labels

Intervention Type BEHAVIORAL

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Traffic Light labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Climate Grade Labels

Climate Grade labels will be placed beneath all main menu items, using predetermined estimated greenhouse gas emission thresholds to assign one of five icon-plus-text labels which indicate a specific climate impact grade (A, B, C, D, and F). Thresholds are set in kgCO2e as follows: \[A\] \<1.7, \[B\] \>=1.7 \& \<2.6, \[C\] \>=2.6 \& \<9.2, \[D\] \>=9.2 \& \<28, \[F\] \>=28. All labels are solid black with a white globe icon followed by white text which reads "CLIMATE GRADE". On the left side of each label, a grade is displayed, capitalized and in a white font within a solid-colored box. The color of the box corresponds with each letter grade: A = dark green, B = light green, C = yellow, D = orange, F = red. Beneath the letter grade, a gradient of all possible grades is displayed horizontally in smaller font, each grade atop a small solid box in the respective grade color. Explanatory text describing the meaning of the labels will be displayed at the top of the menu.

Group Type EXPERIMENTAL

Climate Grade Labels

Intervention Type BEHAVIORAL

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Climate Grade labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Numeric Carbon Footprint Labels

Numeric Carbon Footprint labels will be placed beneath all main menu items and display the estimated greenhouse gas emissions in kilograms of carbon dioxide equivalents (kgCO2e) for each item. All labels have a solid black background and an icon-plus-text design. A white globe icon is followed by text stating the value of the items estimated emissions and the unit "kgCO2e". Explanatory text describing the meaning of the labels will be displayed at the top of the menu.

Group Type EXPERIMENTAL

Numeric Carbon Footprint Labels

Intervention Type BEHAVIORAL

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Numeric Carbon Footprint labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Interventions

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Control (QR) Labels

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Control (QR) labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Intervention Type BEHAVIORAL

Warning High Climate Impact Labels

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Warning High Climate Impact labels will be displayed beneath select items. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Intervention Type BEHAVIORAL

Traffic Light Labels

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Traffic Light labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Intervention Type BEHAVIORAL

Climate Grade Labels

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Climate Grade labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Intervention Type BEHAVIORAL

Numeric Carbon Footprint Labels

Participants will view a fast-food restaurant menu including main, side, dessert, and drink items. Each menu item will be displayed with an image of the item, name, price, and total calories. For main items only, Numeric Carbon Footprint labels will be displayed beneath each item. Participants will be instructed to select up to 4 menu items for a hypothetical meal order.

Intervention Type BEHAVIORAL

Eligibility Criteria

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Inclusion Criteria

* 18 years of age or older
* Member of the CloudResearch panel
* Residing in the United States

Exclusion Criteria

* Under 18 years of age
* Not residing in the United States
* Completed the survey implausibly quick based on the distribution of the time to complete the survey among all participants
* Failed the built-in Qualtrics survey fraud detection measures
Minimum Eligible Age

18 Years

Eligible Sex

ALL

Accepts Healthy Volunteers

Yes

Sponsors

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National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)

NIH

Sponsor Role collaborator

University of California, Davis

OTHER

Sponsor Role collaborator

Harvard School of Public Health (HSPH)

OTHER

Sponsor Role collaborator

University of Pennsylvania

OTHER

Sponsor Role collaborator

Johns Hopkins Bloomberg School of Public Health

OTHER

Sponsor Role lead

Responsible Party

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Responsibility Role SPONSOR

Principal Investigators

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Julia Wolfson, PHD MPP

Role: PRINCIPAL_INVESTIGATOR

Johns Hopkins Bloomberg School of Public Health

Locations

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Johns Hopkins Bloomberg School of Public Health

Baltimore, Maryland, United States

Site Status

Countries

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United States

Provided Documents

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Document Type: Study Protocol

View Document

Document Type: Statistical Analysis Plan

View Document

Other Identifiers

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1R01DK139327-01

Identifier Type: NIH

Identifier Source: secondary_id

View Link

IRB00030419

Identifier Type: OTHER

Identifier Source: secondary_id

IRB00030419

Identifier Type: -

Identifier Source: org_study_id

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