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Online Food and Beverage Labels and Vending Machine Selections

A Large-scale, Long-term, Randomized Trial of Nutrition Labeling Interventions

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05432271
Acronym
VLO
Enrollment
8145
Registered
2022-06-27
Start date
2022-11-16
Completion date
2022-12-03
Last updated
2023-12-20

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Food Preferences, Obesity, Weight Gain

Keywords

food labeling, sugar-sweetened beverages, eating, drinking, choice behavior

Brief summary

The aim of this study is to compare the impact of 5 different types of front of package (FOP) food and beverage labels: 1) calorie labels \[control\], 2) green labels on healthy foods, 3) red/yellow/green labels on less healthy/moderately healthy/healthy foods, 4) physical activity calorie equivalent labels, and 5) High in nutrient warning labels) on consumers' beverage and snack selections.

Detailed description

This project involves an online randomized experiment. We are working with an external survey company that will recruit 8,000 participants to complete an online survey in which they will be randomized to one of the five different label conditions: 1) calorie labels (control condition); 2) single green traffic light labels (on healthy foods); 3) multiple traffic light labels (red traffic light labels applied to less healthy foods, yellow applied to moderately healthy foods, and green on healthy foods); 4) physical activity labels (calorie content displayed in terms of physical activity equivalents); 5) High in warnings (applied to all products exceeding thresholds for calories, saturated fat, sugar, or sodium content). Participants will be instructed to select products to purchase in a mock vending machine. After purchasing their products, they will be asked to answer questions about their perceptions of the different labels.

Interventions

Calories for all beverages and foods

Green labels only for beverages and foods scored as healthy

All beverages and foods labeled as either healthy (green), moderately healthy (yellow), or less healthy (red)

All beverages and foods labeled with physical activity required to burn their calories

BEHAVIORALExposure to high in nutrient warning labels

Warning labels only for beverages and foods that exceed the thresholds for sugar, sodium, saturated fat, or calorie content

Sponsors

National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)
CollaboratorNIH
University of Pennsylvania
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
PREVENTION
Masking
NONE

Intervention model description

Participants will be randomly assigned to 1 of 5 front-of-package labeling arms with equal probability: Participants will complete two vending machine choice tasks with their assigned labels shown (one for beverages, one for snack foods, in random order). For each choice task, participants will be asked to select 1 item they most wish to purchase. We will incentivize truthful responding by instructing participants that they could be randomly selected to have their choice delivered to them. We will record participants' selections and match these to nutrition information.

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
Yes

Inclusion criteria

* Participants will be US adults * Ages 18 or older * With an over-sample of adults with lower educational attainment (some college or less)

Exclusion criteria

* Younger than 18 * Non-US * Educational quota filled

Design outcomes

Primary

MeasureTime frameDescription
Number of Participants Purchasing Beverages With CaloriesThe survey will take up to 20 minutes.Participants will select a beverage to purchase from the online vending machine. Outcome is binary: purchased a beverage with calories or not.
Calories Purchased From Beverages, if Beverage With Calories ChosenThe survey will take up to 20 minutes.Participants will select a beverage to purchase from the online vending machine. Outcome is calories in beverage chosen to purchase - only for those participants who chose a beverage with calories.
Calories Purchased From SnacksThe survey will take up to 20 minutes.Participants will select a snack to purchase from the online vending machine. Outcome is calories in snacks chosen to purchase.

Secondary

MeasureTime frameDescription
Likelihood of Selecting a Healthy SnackThe survey will take up to 20 minutes.Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a healthy snack (green labeled in the traffic light condition)
Likelihood of Selecting a Moderately Healthy SnackThe survey will take up to 20 minutes.Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a moderately healthy snack (yellow labeled in the traffic light condition)
Likelihood of Selecting a Less Healthy SnackThe survey will take up to 20 minutes.Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a less healthy snack (red labeled in the traffic light condition)
Saturated Fat Purchased From BeveragesThe survey will take up to 20 minutes.Participants will select a beverage to purchase from the online vending machine. Outcome is saturated fat in beverage chosen to purchase.
Sodium Purchased From BeveragesThe survey will take up to 20 minutes.Participants will select a beverage to purchase from the online vending machine. Outcome is sodium in beverage chosen to purchase.
Total Sugar Purchased From BeveragesThe survey will take up to 20 minutes.Participants will select a beverage to purchase from the online vending machine. Outcome is total sugar in beverage chosen to purchase.
Saturated Fat Purchased From SnacksThe survey will take up to 20 minutes.Participants will select a snack to purchase from the online vending machine. Outcome is saturated fat in snack chosen to purchase.
Sodium Purchased From SnacksThe survey will take up to 20 minutes.Participants will select a snack to purchase from the online vending machine. Outcome is sodium in snack chosen to purchase.
Total Sugar Purchased From SnacksThe survey will take up to 20 minutes.Participants will select a snack to purchase from the online vending machine. Outcome is total sugar in snack chosen to purchase.
Perceived Healthiness of a Healthy BeverageThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Perceived Healthiness of a Moderately Healthy BeverageThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Perceived Healthiness of a Less Healthy BeverageThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Perceived Healthiness of a Healthy SnackThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Perceived Healthiness of a Moderately Healthy SnackThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Perceived Healthiness of a Less Healthy SnackThe survey will take up to 20 minutes.This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.
Likelihood of Selecting a Healthy BeverageThe survey will take up to 20 minutes.Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a healthy beverage (green labeled in the traffic light condition)
Degree of Perceived Label Influence on Beverage SelectionThe survey will take up to 20 minutes.Participants will respond on a 5-point scale ranging from Not at all to A great deal to the item: How much did you use this label to help you decide what beverage to buy?
Degree of Perceived Label Influence on Snack SelectionThe survey will take up to 20 minutes.Participants will respond on a 5-point scale ranging from Not at all to A great deal to the item: How much did you use this label to help you decide what snack to buy?
Trust in LabelsThe survey will take up to 20 minutes.Item: How much do you trust or distrust the information on this label?. Responses will be measured on a 5-point Likert scale from completely distrust to completely trust.
Reactance to LabelsThe survey will take up to 20 minutes.We will examine the average reactance to the label (said the label is trying to manipulate me, or annoys me). Each reactance item will be scored on a 5-pt likert scale from not at all to a great deal.
Attention to LabelsThe survey will take up to 20 minutes.Item: How much does this label grab your attention?. Responses will be measured on a 5-point Likert scale from not at all to a great deal.
Learned From LabelsThe survey will take up to 20 minutes.Item: To what extent did you learn something new from this label?. Responses will be measured on a 5-point Likert scale from not at all to a great deal.
Thinking About Health EffectsThe survey will take up to 20 minutes.Item: How much does this label make you think about the health effects of food and beverages?. Responses will be measured on a 5-point Likert scale from not at all to a great deal
Perceived DiscouragementThe survey will take up to 20 minutes.We will examine if they said the label discourages them from choosing unhealthy products. This item will be scored on a 5-pt likert scale from not at all to a great deal
Perceived EncouragementThe survey will take up to 20 minutes.We will examine if they said the label encourages them to choose healthy products. This item will be scored on a 5-pt likert scale from not at all to a great deal
Negative Emotional ReactionsThe survey will take up to 20 minutes.We will examine the average negative emotional response to the label (said the label made them feel worried, scared, guilty, ashamed, or sad). Each emotion will be scored on a 5-pt likert scale from not at all to a great deal.
Perceived Control in Response to LabelsThe survey will take up to 20 minutes.Participants will respond to the item Overall does this label make you feel… with one of 3 responses: less in control of making healthy eating decisions, more in control of healthy eating decisions, or neither less nor more in control of making healthy eating decisions
Perceived Personal StigmatizationThe survey will take up to 20 minutes.Participants will respond to the item How personally stigmatized does this label make you feel? on a 5-pt likert scale from not at all to a great deal.
Perceived Obesity StigmaThe survey will take up to 20 minutes.We will examine the average stigma response to the label (the label stigmatizes people with obesity, the label increases blame toward people for being overweight). Each stigma item will be scored on a 5-pt likert scale from not at all to a great deal.
Disgust Toward People With ObesityThe survey will take up to 20 minutes.Participants will respond to the item How disgusted do people with obesity make you feel? on a 5-pt likert scale from not at all to a great deal.
Noticing Trial LabelsThe survey will take up to 20 minutes.Participants will respond yes, no, or not sure to the item: When you were selecting a beverage and a snack, did you notice any other nutrition labels on or next to the products?
Likelihood of Selecting a Moderately Healthy BeverageThe survey will take up to 20 minutes.Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a moderately healthy beverage (yellow labeled in the traffic light condition)
Likelihood of Selecting a Less Healthy BeverageThe survey will take up to 20 minutes.Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a less healthy beverage (red labeled in the traffic light condition)

Countries

United States

Participant flow

Participants by arm

ArmCount
Control
Calorie labels shown on front of product packaging Exposure to calorie information: Calories for all beverages and foods
1,593
Green Labels
Green label added to front of product packaging for healthy products; no additional labels shown for less healthy products Exposure to calorie information: Calories for all beverages and foods Exposure to healthy labels only: Green labels only for beverages and foods scored as healthy
1,587
Traffic Light Labels
Red/yellow/green labels added to front of product packaging for less healthy/moderately healthy/healthy products, respectively Exposure to calorie information: Calories for all beverages and foods Exposure to healthiness information: All beverages and foods labeled as either healthy (green), moderately healthy (yellow), or less healthy (red)
1,588
Physical Activity Calorie Equivalent Labels
Labels added to front of product packaging that display products' calorie content in terms of physical activity required to burn those calories Exposure to calorie information: Calories for all beverages and foods Exposure to physical activity equivalents: All beverages and foods labeled with physical activity required to burn their calories
1,590
High in Nutrient Warning Labels
Labels added to front of product packaging that signal when the product exceeds thresholds for sugar, sodium, saturated fat, or calorie content Exposure to calorie information: Calories for all beverages and foods Exposure to high in nutrient warning labels: Warning labels only for beverages and foods that exceed the thresholds for sugar, sodium, saturated fat, or calorie content
1,587
Total7,945

Baseline characteristics

CharacteristicGreen LabelsTraffic Light LabelsPhysical Activity Calorie Equivalent LabelsControlHigh in Nutrient Warning LabelsTotal
Age, Customized
Age in years
18-29
311 Participants324 Participants317 Participants310 Participants343 Participants1605 Participants
Age, Customized
Age in years
30-44
382 Participants402 Participants408 Participants419 Participants408 Participants2019 Participants
Age, Customized
Age in years
45-59
394 Participants385 Participants374 Participants426 Participants389 Participants1968 Participants
Age, Customized
Age in years
>=60
500 Participants477 Participants491 Participants438 Participants447 Participants2353 Participants
Education
College graduate or associate degree
650 Participants639 Participants627 Participants596 Participants614 Participants3126 Participants
Education
Graduate degree
175 Participants186 Participants159 Participants171 Participants197 Participants888 Participants
Education
High school diploma or less
401 Participants426 Participants437 Participants417 Participants436 Participants2117 Participants
Education
Some college
361 Participants337 Participants367 Participants409 Participants340 Participants1814 Participants
Ethnicity (NIH/OMB)
Hispanic or Latino
235 Participants270 Participants246 Participants295 Participants251 Participants1297 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
1352 Participants1318 Participants1344 Participants1298 Participants1335 Participants6647 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants0 Participants1 Participants1 Participants
Race (NIH/OMB)
American Indian or Alaska Native
27 Participants25 Participants24 Participants26 Participants17 Participants119 Participants
Race (NIH/OMB)
Asian
32 Participants42 Participants50 Participants30 Participants42 Participants196 Participants
Race (NIH/OMB)
Black or African American
206 Participants196 Participants186 Participants193 Participants183 Participants964 Participants
Race (NIH/OMB)
More than one race
64 Participants55 Participants53 Participants66 Participants66 Participants304 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
6 Participants7 Participants5 Participants9 Participants9 Participants36 Participants
Race (NIH/OMB)
Unknown or Not Reported
52 Participants51 Participants49 Participants60 Participants47 Participants259 Participants
Race (NIH/OMB)
White
1200 Participants1212 Participants1223 Participants1209 Participants1223 Participants6067 Participants
Sex/Gender, Customized
Gender
Female
799 Participants825 Participants844 Participants814 Participants796 Participants4078 Participants
Sex/Gender, Customized
Gender
Male
773 Participants746 Participants729 Participants757 Participants774 Participants3779 Participants
Sex/Gender, Customized
Gender
Nonbinary or another gender
15 Participants17 Participants17 Participants22 Participants17 Participants88 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
EG002
affected / at risk
EG003
affected / at risk
EG004
affected / at risk
deaths
Total, all-cause mortality
0 / 1,6270 / 1,6390 / 1,6230 / 1,6330 / 1,623
other
Total, other adverse events
0 / 1,6270 / 1,6390 / 1,6230 / 1,6330 / 1,623
serious
Total, serious adverse events
0 / 1,6270 / 1,6390 / 1,6230 / 1,6330 / 1,623

Outcome results

Primary

Calories Purchased From Beverages, if Beverage With Calories Chosen

Participants will select a beverage to purchase from the online vending machine. Outcome is calories in beverage chosen to purchase - only for those participants who chose a beverage with calories.

Time frame: The survey will take up to 20 minutes.

Population: Participants were excluded from this outcome if a) they requested their data be excluded after being debriefed about the purpose of the study, b) they finished the survey too quickly (i.e., faster than 191.2 seconds which was 1/3 of the median completion time in a soft launch of the survey), c) they were missing on this outcome (n=2), or d) they did not choose a beverage with calories.

ArmMeasureValue (MEAN)Dispersion
ControlCalories Purchased From Beverages, if Beverage With Calories Chosen199 Beverage caloriesStandard Deviation 84
Green LabelsCalories Purchased From Beverages, if Beverage With Calories Chosen190 Beverage caloriesStandard Deviation 90
Traffic Light LabelsCalories Purchased From Beverages, if Beverage With Calories Chosen196 Beverage caloriesStandard Deviation 87
Physical Activity Calorie Equivalent LabelsCalories Purchased From Beverages, if Beverage With Calories Chosen184 Beverage caloriesStandard Deviation 92
High in Nutrient Warning LabelsCalories Purchased From Beverages, if Beverage With Calories Chosen183 Beverage caloriesStandard Deviation 93
Primary

Calories Purchased From Snacks

Participants will select a snack to purchase from the online vending machine. Outcome is calories in snacks chosen to purchase.

Time frame: The survey will take up to 20 minutes.

Population: Participants were excluded from analysis if a) they requested their data be excluded after being debriefed about the purpose of the study or b) they finished the survey too quickly (i.e., faster than 191.2 seconds which was 1/3 of the median completion time in a soft launch of the survey).

ArmMeasureValue (MEAN)Dispersion
ControlCalories Purchased From Snacks183 Snack caloriesStandard Deviation 69
Green LabelsCalories Purchased From Snacks170 Snack caloriesStandard Deviation 62
Traffic Light LabelsCalories Purchased From Snacks169 Snack caloriesStandard Deviation 63
Physical Activity Calorie Equivalent LabelsCalories Purchased From Snacks164 Snack caloriesStandard Deviation 68
High in Nutrient Warning LabelsCalories Purchased From Snacks169 Snack caloriesStandard Deviation 67
Primary

Number of Participants Purchasing Beverages With Calories

Participants will select a beverage to purchase from the online vending machine. Outcome is binary: purchased a beverage with calories or not.

Time frame: The survey will take up to 20 minutes.

Population: Participants were excluded from this outcome if a) they requested their data be excluded after being debriefed about the purpose of the study, b) they finished the survey too quickly (i.e., faster than 191.2 seconds which was 1/3 of the median completion time in a soft launch of the survey), or they were missing on this outcome (n=2).

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlNumber of Participants Purchasing Beverages With Calories1005 Participants
Green LabelsNumber of Participants Purchasing Beverages With Calories765 Participants
Traffic Light LabelsNumber of Participants Purchasing Beverages With Calories763 Participants
Physical Activity Calorie Equivalent LabelsNumber of Participants Purchasing Beverages With Calories748 Participants
High in Nutrient Warning LabelsNumber of Participants Purchasing Beverages With Calories847 Participants
Secondary

Attention to Labels

Item: How much does this label grab your attention?. Responses will be measured on a 5-point Likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlAttention to Labels3.3 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsAttention to Labels3.2 units on a 1-5 scaleStandard Deviation 1.2
Traffic Light LabelsAttention to Labels3.4 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsAttention to Labels3.5 units on a 1-5 scaleStandard Deviation 1.2
High in Nutrient Warning LabelsAttention to Labels3.5 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Degree of Perceived Label Influence on Beverage Selection

Participants will respond on a 5-point scale ranging from Not at all to A great deal to the item: How much did you use this label to help you decide what beverage to buy?

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlDegree of Perceived Label Influence on Beverage Selection2.6 units on a 1-5 scaleStandard Deviation 1.3
Green LabelsDegree of Perceived Label Influence on Beverage Selection2.4 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsDegree of Perceived Label Influence on Beverage Selection2.6 units on a 1-5 scaleStandard Deviation 1.3
Physical Activity Calorie Equivalent LabelsDegree of Perceived Label Influence on Beverage Selection2.8 units on a 1-5 scaleStandard Deviation 1.4
High in Nutrient Warning LabelsDegree of Perceived Label Influence on Beverage Selection3.0 units on a 1-5 scaleStandard Deviation 1.4
Secondary

Degree of Perceived Label Influence on Snack Selection

Participants will respond on a 5-point scale ranging from Not at all to A great deal to the item: How much did you use this label to help you decide what snack to buy?

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlDegree of Perceived Label Influence on Snack Selection2.4 units on a 1-5 scaleStandard Deviation 1.3
Green LabelsDegree of Perceived Label Influence on Snack Selection2.4 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsDegree of Perceived Label Influence on Snack Selection2.6 units on a 1-5 scaleStandard Deviation 1.3
Physical Activity Calorie Equivalent LabelsDegree of Perceived Label Influence on Snack Selection2.8 units on a 1-5 scaleStandard Deviation 1.4
High in Nutrient Warning LabelsDegree of Perceived Label Influence on Snack Selection3.0 units on a 1-5 scaleStandard Deviation 1.4
Secondary

Disgust Toward People With Obesity

Participants will respond to the item How disgusted do people with obesity make you feel? on a 5-pt likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlDisgust Toward People With Obesity2.0 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsDisgust Toward People With Obesity1.9 units on a 1-5 scaleStandard Deviation 1.2
Traffic Light LabelsDisgust Toward People With Obesity2.0 units on a 1-5 scaleStandard Deviation 1.1
Physical Activity Calorie Equivalent LabelsDisgust Toward People With Obesity1.9 units on a 1-5 scaleStandard Deviation 1.2
High in Nutrient Warning LabelsDisgust Toward People With Obesity2.0 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Learned From Labels

Item: To what extent did you learn something new from this label?. Responses will be measured on a 5-point Likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlLearned From Labels2.7 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsLearned From Labels2.8 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsLearned From Labels3.1 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsLearned From Labels3.5 units on a 1-5 scaleStandard Deviation 1.2
High in Nutrient Warning LabelsLearned From Labels3.2 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Likelihood of Selecting a Healthy Beverage

Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a healthy beverage (green labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Healthy Beverage311 Participants
Green LabelsLikelihood of Selecting a Healthy Beverage526 Participants
Traffic Light LabelsLikelihood of Selecting a Healthy Beverage601 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Healthy Beverage473 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Healthy Beverage412 Participants
Secondary

Likelihood of Selecting a Healthy Snack

Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a healthy snack (green labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Healthy Snack268 Participants
Green LabelsLikelihood of Selecting a Healthy Snack480 Participants
Traffic Light LabelsLikelihood of Selecting a Healthy Snack494 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Healthy Snack384 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Healthy Snack427 Participants
Secondary

Likelihood of Selecting a Less Healthy Beverage

Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a less healthy beverage (red labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Less Healthy Beverage822 Participants
Green LabelsLikelihood of Selecting a Less Healthy Beverage590 Participants
Traffic Light LabelsLikelihood of Selecting a Less Healthy Beverage567 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Less Healthy Beverage552 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Less Healthy Beverage626 Participants
Secondary

Likelihood of Selecting a Less Healthy Snack

Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a less healthy snack (red labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Less Healthy Snack648 Participants
Green LabelsLikelihood of Selecting a Less Healthy Snack488 Participants
Traffic Light LabelsLikelihood of Selecting a Less Healthy Snack421 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Less Healthy Snack473 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Less Healthy Snack454 Participants
Secondary

Likelihood of Selecting a Moderately Healthy Beverage

Participants will select a beverage to purchase in the virtual store. Outcome is percentage of people selecting a moderately healthy beverage (yellow labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Moderately Healthy Beverage459 Participants
Green LabelsLikelihood of Selecting a Moderately Healthy Beverage471 Participants
Traffic Light LabelsLikelihood of Selecting a Moderately Healthy Beverage420 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Moderately Healthy Beverage564 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Moderately Healthy Beverage549 Participants
Secondary

Likelihood of Selecting a Moderately Healthy Snack

Participants will select a snack to purchase in the virtual store. Outcome is percentage of people selecting a moderately healthy snack (yellow labeled in the traffic light condition)

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
ControlLikelihood of Selecting a Moderately Healthy Snack677 Participants
Green LabelsLikelihood of Selecting a Moderately Healthy Snack619 Participants
Traffic Light LabelsLikelihood of Selecting a Moderately Healthy Snack673 Participants
Physical Activity Calorie Equivalent LabelsLikelihood of Selecting a Moderately Healthy Snack733 Participants
High in Nutrient Warning LabelsLikelihood of Selecting a Moderately Healthy Snack706 Participants
Secondary

Negative Emotional Reactions

We will examine the average negative emotional response to the label (said the label made them feel worried, scared, guilty, ashamed, or sad). Each emotion will be scored on a 5-pt likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlNegative Emotional Reactions1.7 units on a 1-5 scaleStandard Deviation 0.9
Green LabelsNegative Emotional Reactions1.5 units on a 1-5 scaleStandard Deviation 0.8
Traffic Light LabelsNegative Emotional Reactions1.8 units on a 1-5 scaleStandard Deviation 0.9
Physical Activity Calorie Equivalent LabelsNegative Emotional Reactions1.9 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsNegative Emotional Reactions2.0 units on a 1-5 scaleStandard Deviation 1
Secondary

Noticing Trial Labels

Participants will respond yes, no, or not sure to the item: When you were selecting a beverage and a snack, did you notice any other nutrition labels on or next to the products?

Time frame: The survey will take up to 20 minutes.

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
ControlNoticing Trial LabelsNo859 Participants
ControlNoticing Trial LabelsNot sure194 Participants
ControlNoticing Trial LabelsYes538 Participants
Green LabelsNoticing Trial LabelsYes692 Participants
Green LabelsNoticing Trial LabelsNo675 Participants
Green LabelsNoticing Trial LabelsNot sure218 Participants
Traffic Light LabelsNoticing Trial LabelsYes711 Participants
Traffic Light LabelsNoticing Trial LabelsNo635 Participants
Traffic Light LabelsNoticing Trial LabelsNot sure239 Participants
Physical Activity Calorie Equivalent LabelsNoticing Trial LabelsNo623 Participants
Physical Activity Calorie Equivalent LabelsNoticing Trial LabelsNot sure195 Participants
Physical Activity Calorie Equivalent LabelsNoticing Trial LabelsYes772 Participants
High in Nutrient Warning LabelsNoticing Trial LabelsYes960 Participants
High in Nutrient Warning LabelsNoticing Trial LabelsNo459 Participants
High in Nutrient Warning LabelsNoticing Trial LabelsNot sure164 Participants
Secondary

Perceived Control in Response to Labels

Participants will respond to the item Overall does this label make you feel… with one of 3 responses: less in control of making healthy eating decisions, more in control of healthy eating decisions, or neither less nor more in control of making healthy eating decisions

Time frame: The survey will take up to 20 minutes.

ArmMeasureCategoryValue (COUNT_OF_PARTICIPANTS)
ControlPerceived Control in Response to LabelsDecreased control82 Participants
ControlPerceived Control in Response to LabelsIncreased control742 Participants
ControlPerceived Control in Response to LabelsNeither decrease/increase769 Participants
Green LabelsPerceived Control in Response to LabelsNeither decrease/increase872 Participants
Green LabelsPerceived Control in Response to LabelsDecreased control55 Participants
Green LabelsPerceived Control in Response to LabelsIncreased control659 Participants
Traffic Light LabelsPerceived Control in Response to LabelsNeither decrease/increase757 Participants
Traffic Light LabelsPerceived Control in Response to LabelsDecreased control60 Participants
Traffic Light LabelsPerceived Control in Response to LabelsIncreased control771 Participants
Physical Activity Calorie Equivalent LabelsPerceived Control in Response to LabelsDecreased control80 Participants
Physical Activity Calorie Equivalent LabelsPerceived Control in Response to LabelsIncreased control865 Participants
Physical Activity Calorie Equivalent LabelsPerceived Control in Response to LabelsNeither decrease/increase644 Participants
High in Nutrient Warning LabelsPerceived Control in Response to LabelsNeither decrease/increase611 Participants
High in Nutrient Warning LabelsPerceived Control in Response to LabelsDecreased control60 Participants
High in Nutrient Warning LabelsPerceived Control in Response to LabelsIncreased control916 Participants
Secondary

Perceived Discouragement

We will examine if they said the label discourages them from choosing unhealthy products. This item will be scored on a 5-pt likert scale from not at all to a great deal

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Discouragement2.7 units on a 1-5 scaleStandard Deviation 1.3
Green LabelsPerceived Discouragement2.5 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsPerceived Discouragement2.9 units on a 1-5 scaleStandard Deviation 1.3
Physical Activity Calorie Equivalent LabelsPerceived Discouragement3.1 units on a 1-5 scaleStandard Deviation 1.3
High in Nutrient Warning LabelsPerceived Discouragement3.2 units on a 1-5 scaleStandard Deviation 1.3
Secondary

Perceived Encouragement

We will examine if they said the label encourages them to choose healthy products. This item will be scored on a 5-pt likert scale from not at all to a great deal

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Encouragement3.0 units on a 1-5 scaleStandard Deviation 1.3
Green LabelsPerceived Encouragement3.0 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsPerceived Encouragement3.2 units on a 1-5 scaleStandard Deviation 1.3
Physical Activity Calorie Equivalent LabelsPerceived Encouragement3.3 units on a 1-5 scaleStandard Deviation 1.3
High in Nutrient Warning LabelsPerceived Encouragement3.3 units on a 1-5 scaleStandard Deviation 1.3
Secondary

Perceived Healthiness of a Healthy Beverage

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Healthy Beverage3.8 units on a 1-5 scaleStandard Deviation 0.9
Green LabelsPerceived Healthiness of a Healthy Beverage4.0 units on a 1-5 scaleStandard Deviation 0.9
Traffic Light LabelsPerceived Healthiness of a Healthy Beverage4.0 units on a 1-5 scaleStandard Deviation 1
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Healthy Beverage4.0 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsPerceived Healthiness of a Healthy Beverage4.0 units on a 1-5 scaleStandard Deviation 1
Secondary

Perceived Healthiness of a Healthy Snack

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Healthy Snack3.3 units on a 1-5 scaleStandard Deviation 1
Green LabelsPerceived Healthiness of a Healthy Snack3.4 units on a 1-5 scaleStandard Deviation 1
Traffic Light LabelsPerceived Healthiness of a Healthy Snack3.6 units on a 1-5 scaleStandard Deviation 1.1
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Healthy Snack2.9 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsPerceived Healthiness of a Healthy Snack3.1 units on a 1-5 scaleStandard Deviation 1
Secondary

Perceived Healthiness of a Less Healthy Beverage

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Less Healthy Beverage3.4 units on a 1-5 scaleStandard Deviation 1.1
Green LabelsPerceived Healthiness of a Less Healthy Beverage3.2 units on a 1-5 scaleStandard Deviation 1.1
Traffic Light LabelsPerceived Healthiness of a Less Healthy Beverage2.7 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Less Healthy Beverage3.0 units on a 1-5 scaleStandard Deviation 1.1
High in Nutrient Warning LabelsPerceived Healthiness of a Less Healthy Beverage2.8 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Perceived Healthiness of a Less Healthy Snack

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Less Healthy Snack2.3 units on a 1-5 scaleStandard Deviation 1
Green LabelsPerceived Healthiness of a Less Healthy Snack2.3 units on a 1-5 scaleStandard Deviation 1
Traffic Light LabelsPerceived Healthiness of a Less Healthy Snack2.0 units on a 1-5 scaleStandard Deviation 1
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Less Healthy Snack2.2 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsPerceived Healthiness of a Less Healthy Snack2.0 units on a 1-5 scaleStandard Deviation 1
Secondary

Perceived Healthiness of a Moderately Healthy Beverage

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Moderately Healthy Beverage3.7 units on a 1-5 scaleStandard Deviation 1
Green LabelsPerceived Healthiness of a Moderately Healthy Beverage3.5 units on a 1-5 scaleStandard Deviation 1
Traffic Light LabelsPerceived Healthiness of a Moderately Healthy Beverage3.3 units on a 1-5 scaleStandard Deviation 1
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Moderately Healthy Beverage3.6 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsPerceived Healthiness of a Moderately Healthy Beverage3.7 units on a 1-5 scaleStandard Deviation 1
Secondary

Perceived Healthiness of a Moderately Healthy Snack

This variable will be measured on a 5-point Likert scale ranging from very unhealthy to very healthy.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Healthiness of a Moderately Healthy Snack2.7 units on a 1-5 scaleStandard Deviation 1
Green LabelsPerceived Healthiness of a Moderately Healthy Snack2.7 units on a 1-5 scaleStandard Deviation 1
Traffic Light LabelsPerceived Healthiness of a Moderately Healthy Snack2.7 units on a 1-5 scaleStandard Deviation 1
Physical Activity Calorie Equivalent LabelsPerceived Healthiness of a Moderately Healthy Snack2.6 units on a 1-5 scaleStandard Deviation 1
High in Nutrient Warning LabelsPerceived Healthiness of a Moderately Healthy Snack2.4 units on a 1-5 scaleStandard Deviation 1
Secondary

Perceived Obesity Stigma

We will examine the average stigma response to the label (the label stigmatizes people with obesity, the label increases blame toward people for being overweight). Each stigma item will be scored on a 5-pt likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Obesity Stigma2.1 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsPerceived Obesity Stigma1.9 units on a 1-5 scaleStandard Deviation 1.1
Traffic Light LabelsPerceived Obesity Stigma2.3 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsPerceived Obesity Stigma2.2 units on a 1-5 scaleStandard Deviation 1.2
High in Nutrient Warning LabelsPerceived Obesity Stigma2.4 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Perceived Personal Stigmatization

Participants will respond to the item How personally stigmatized does this label make you feel? on a 5-pt likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlPerceived Personal Stigmatization1.9 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsPerceived Personal Stigmatization1.8 units on a 1-5 scaleStandard Deviation 1.1
Traffic Light LabelsPerceived Personal Stigmatization2.1 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsPerceived Personal Stigmatization2.0 units on a 1-5 scaleStandard Deviation 1.2
High in Nutrient Warning LabelsPerceived Personal Stigmatization2.1 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Reactance to Labels

We will examine the average reactance to the label (said the label is trying to manipulate me, or annoys me). Each reactance item will be scored on a 5-pt likert scale from not at all to a great deal.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlReactance to Labels1.9 units on a 1-5 scaleStandard Deviation 1
Green LabelsReactance to Labels2.0 units on a 1-5 scaleStandard Deviation 1.1
Traffic Light LabelsReactance to Labels2.2 units on a 1-5 scaleStandard Deviation 1.1
Physical Activity Calorie Equivalent LabelsReactance to Labels2.0 units on a 1-5 scaleStandard Deviation 1.1
High in Nutrient Warning LabelsReactance to Labels2.1 units on a 1-5 scaleStandard Deviation 1.1
Secondary

Saturated Fat Purchased From Beverages

Participants will select a beverage to purchase from the online vending machine. Outcome is saturated fat in beverage chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)
ControlSaturated Fat Purchased From Beverages0 grams
Green LabelsSaturated Fat Purchased From Beverages0 grams
Traffic Light LabelsSaturated Fat Purchased From Beverages0 grams
Physical Activity Calorie Equivalent LabelsSaturated Fat Purchased From Beverages0 grams
High in Nutrient Warning LabelsSaturated Fat Purchased From Beverages0 grams
Secondary

Saturated Fat Purchased From Snacks

Participants will select a snack to purchase from the online vending machine. Outcome is saturated fat in snack chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlSaturated Fat Purchased From Snacks2.2 gramsStandard Deviation 1.9
Green LabelsSaturated Fat Purchased From Snacks1.8 gramsStandard Deviation 1.8
Traffic Light LabelsSaturated Fat Purchased From Snacks1.6 gramsStandard Deviation 1.7
Physical Activity Calorie Equivalent LabelsSaturated Fat Purchased From Snacks1.7 gramsStandard Deviation 1.8
High in Nutrient Warning LabelsSaturated Fat Purchased From Snacks1.6 gramsStandard Deviation 1.8
Secondary

Sodium Purchased From Beverages

Participants will select a beverage to purchase from the online vending machine. Outcome is sodium in beverage chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlSodium Purchased From Beverages94 milligramsStandard Deviation 82
Green LabelsSodium Purchased From Beverages81 milligramsStandard Deviation 85
Traffic Light LabelsSodium Purchased From Beverages71 milligramsStandard Deviation 82
Physical Activity Calorie Equivalent LabelsSodium Purchased From Beverages88 milligramsStandard Deviation 88
High in Nutrient Warning LabelsSodium Purchased From Beverages93 milligramsStandard Deviation 88
Secondary

Sodium Purchased From Snacks

Participants will select a snack to purchase from the online vending machine. Outcome is sodium in snack chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlSodium Purchased From Snacks150 milligramsStandard Deviation 74
Green LabelsSodium Purchased From Snacks153 milligramsStandard Deviation 67
Traffic Light LabelsSodium Purchased From Snacks153 milligramsStandard Deviation 68
Physical Activity Calorie Equivalent LabelsSodium Purchased From Snacks142 milligramsStandard Deviation 73
High in Nutrient Warning LabelsSodium Purchased From Snacks144 milligramsStandard Deviation 74
Secondary

Thinking About Health Effects

Item: How much does this label make you think about the health effects of food and beverages?. Responses will be measured on a 5-point Likert scale from not at all to a great deal

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlThinking About Health Effects3.2 units on a 1-5 scaleStandard Deviation 1.2
Green LabelsThinking About Health Effects3.0 units on a 1-5 scaleStandard Deviation 1.3
Traffic Light LabelsThinking About Health Effects3.3 units on a 1-5 scaleStandard Deviation 1.2
Physical Activity Calorie Equivalent LabelsThinking About Health Effects3.4 units on a 1-5 scaleStandard Deviation 1.3
High in Nutrient Warning LabelsThinking About Health Effects3.5 units on a 1-5 scaleStandard Deviation 1.2
Secondary

Total Sugar Purchased From Beverages

Participants will select a beverage to purchase from the online vending machine. Outcome is total sugar in beverage chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlTotal Sugar Purchased From Beverages33 gramsStandard Deviation 31
Green LabelsTotal Sugar Purchased From Beverages24 gramsStandard Deviation 30
Traffic Light LabelsTotal Sugar Purchased From Beverages24 gramsStandard Deviation 30
Physical Activity Calorie Equivalent LabelsTotal Sugar Purchased From Beverages22 gramsStandard Deviation 30
High in Nutrient Warning LabelsTotal Sugar Purchased From Beverages25 gramsStandard Deviation 30
Secondary

Total Sugar Purchased From Snacks

Participants will select a snack to purchase from the online vending machine. Outcome is total sugar in snack chosen to purchase.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlTotal Sugar Purchased From Snacks12 gramsStandard Deviation 14
Green LabelsTotal Sugar Purchased From Snacks9 gramsStandard Deviation 13
Traffic Light LabelsTotal Sugar Purchased From Snacks8 gramsStandard Deviation 13
Physical Activity Calorie Equivalent LabelsTotal Sugar Purchased From Snacks9 gramsStandard Deviation 13
High in Nutrient Warning LabelsTotal Sugar Purchased From Snacks9 gramsStandard Deviation 14
Secondary

Trust in Labels

Item: How much do you trust or distrust the information on this label?. Responses will be measured on a 5-point Likert scale from completely distrust to completely trust.

Time frame: The survey will take up to 20 minutes.

ArmMeasureValue (MEAN)Dispersion
ControlTrust in Labels3.8 units on a 1-5 scaleStandard Deviation 1
Green LabelsTrust in Labels3.5 units on a 1-5 scaleStandard Deviation 0.9
Traffic Light LabelsTrust in Labels3.6 units on a 1-5 scaleStandard Deviation 1
Physical Activity Calorie Equivalent LabelsTrust in Labels3.7 units on a 1-5 scaleStandard Deviation 0.9
High in Nutrient Warning LabelsTrust in Labels3.8 units on a 1-5 scaleStandard Deviation 0.9

Source: ClinicalTrials.gov · Data processed: Feb 8, 2026