SynthesisAmerican journal of preventive medicine2019
A Meta-Analysis of Food Labeling Effects on Consumer Diet Behaviors and Industry Practices.
Synthesis in American journal of preventive medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 165 papers, 14 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
165 citing papers in PubMed, 14 syntheses or guidelines pooled it.
- The relationship between health literacy, food literacy, and dietary choices-a systematic review.Frontiers in public health · 2026Pooled it
- Effectiveness of Occupational Health Promotion Programs on Cardiometabolic risk factors: A Systematic Review and Three-Level Meta-Analysis.La Medicina del lavoro · 2025Pooled it
- Calorie (energy) labelling for changing selection and consumption of food or alcohol.The Cochrane database of systematic reviews · 2025Pooled it
- Prevention of Obesity among Adults: Evidence- and Consensus-Based Guideline.Obesity facts · 2025Guideline
- Offline to online: a systematic mapping review of evidence to inform nutrition-related policies applicable to online food delivery platforms.BMC medicine · 2024Pooled it
- Strategies associated with improved healthiness of consumer purchasing in supermarket interventions: a systematic overview of reviews and evaluation of primary articles.Frontiers in public health · 2024Pooled it
- Front-of-Package Nutrition Labeling and Its Impact on Food Industry Practices: A Systematic Review of the Evidence.Nutrients · 2023Pooled it
- Impact of color-coded and warning nutrition labelling schemes: A systematic review and network meta-analysis.PLoS medicine · 2021Pooled it
- Healthy Food Prescription Programs and their Impact on Dietary Behavior and Cardiometabolic Risk Factors: A Systematic Review and Meta-Analysis.Advances in nutrition (Bethesda, Md.) · 2021Pooled it
- Impact of health warning labels on selection and consumption of food and alcohol products: systematic review with meta-analysis.Health psychology review · 2021Pooled it
- Effectiveness of workplace wellness programmes for dietary habits, overweight, and cardiometabolic health: a systematic review and meta-analysis.The Lancet. Public health · 2021Pooled it
- The effects of nudges on purchases, food choice, and energy intake or content of purchases in real-life food purchasing environments: a systematic review and evidence synthesis.Nutrition journal · 2020Pooled it
- Barriers and facilitators to implementation of menu labelling interventions from a food service industry perspective: a mixed methods systematic review.The international journal of behavioral nutrition and physical activity · 2020Pooled it
- Systematic review of the impact of nutrition claims related to fat, sugar and energy content on food choices and energy intake.BMC public health · 2019Pooled it
- Food Compass Score vs FDA Healthy Labeling and Consumer Purchases: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Food label granularity and working memory: effects on food choice in a randomized controlled trial.Journal of health, population, and nutrition · 2025Trial
- The Role of Front-of-Package Nutrition Labels with and without Explanatory Videos on Parent and Child Food Choices.Nutrients · 2023Trial
- Labels Affect Food Choices, but in What Ways?Nutrients · 2022Trial
- The efficacy of 'high in' warning labels, health star and traffic light front-of-package labelling: an online randomised control trial.Public health nutrition · 2021Trial
- Trial
105 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
contextThe influence of food and beverage labeling (food labeling) on consumer behaviors, industry responses, and health outcomes is not well established. EVIDENCE ACQUISITION: PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines were followed. Ten databases were searched in 2014 for studies published after 1990 evaluating food labeling and consumer purchases/orders, intakes, metabolic risk factors, and industry responses. Data extractions were performed independently and in duplicate. Studies were pooled using inverse-variance random effects meta-analysis. Heterogeneity was explored with I EVIDENCE SYNTHESIS: From 6,232 articles, a total of 60 studies were identified, including 2 million observations across 111 intervention arms in 11 countries. Food labeling decreased consumer intakes of energy by 6.6% (95% CI= -8.8%, -4.4%, n=31), total fat by 10.6% (95% CI= -17.7%, -3.5%, n=13), and other unhealthy dietary options by 13.0% (95% CI= -25.7%, -0.2%, n=16), while increasing vegetable consumption by 13.5% (95% CI=2.4%, 24.6%, n=5). Evaluating industry responses, labeling decreased product contents of sodium by 8.9% (95% CI= -17.3%, -0.6%, n=4) and artificial trans fat by 64.3% (95% CI= -91.1%, -37.5%, n=3). No significant heterogeneity was identified by label placement or type, duration, labeled product, region, population, voluntary or legislative approaches, combined intervention components, study design, or quality. Evidence for publication bias was not identified.
conclusionsFrom reviewing 60 intervention studies, food labeling reduces consumer dietary intake of selected nutrients and influences industry practices to reduce product contents of sodium and artificial trans fat.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.