Climate Impact Label Design and Fast-Food Meal Selection
NCT ID: NCT06678178
Last Updated: 2026-01-06
Study Results
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View full resultsBasic Information
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COMPLETED
NA
6622 participants
INTERVENTIONAL
2024-12-02
2024-12-06
Brief Summary
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Detailed Description
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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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Study Design
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RANDOMIZED
PARALLEL
PREVENTION
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Eligibility Criteria
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Inclusion Criteria
* Member of the CloudResearch panel
* Residing in the United States
Exclusion Criteria
* 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
18 Years
ALL
Yes
Sponsors
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National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)
NIH
University of California, Davis
OTHER
Harvard School of Public Health (HSPH)
OTHER
University of Pennsylvania
OTHER
Johns Hopkins Bloomberg School of Public Health
OTHER
Responsible Party
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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
Countries
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Provided Documents
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Document Type: Study Protocol
Document Type: Statistical Analysis Plan
Other Identifiers
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IRB00030419
Identifier Type: OTHER
Identifier Source: secondary_id
IRB00030419
Identifier Type: -
Identifier Source: org_study_id
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