The Effectiveness of Warning Labels for Consumers: A Meta-Analytic Investigation into Their Underlying Process and Contingencies
Abstract
Although several meta-analyses have been conducted on the effectiveness of warning labels, many questions regarding their effectiveness remain unanswered. The authors identify 243 effect sizes from 66 primary articles, more than three times the number of effect sizes included in the most comprehensive meta-analysis to date. This updated and substantially larger data set shows that label effectiveness is contingent on the type of expected behavioral outcome. Labels aimed at moderation/cessation display a generally diminishing cascade of effects from attention (r = .32), comprehension (r = .37), recall (r = .31), judgment (r = .22), and behavior (r = .18). Labels targeting safe use show stronger effect sizes for behavior (r = .39) despite displaying a downward trend for attention (r = .35), comprehension (r = .29), recall (r = .32), and judgment (r = .21). The authors also find evidence of increased effectiveness when preactivating the label by means of an integrated communication strategy (r = .49). In addition, the results show the impact of several contextual factors (e.g., social influence [r = .33] and exposure frequency [r = .12]).
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Research in behavioral science and computing has found that, at best, disclosure and consent policies only help some people under some circumstances and that they can backfire.
“Research in behavioral science and computing has found that, at best, disclosure and consent policies only help some people under some circumstances and that they can backfire [30, 52].”
From Null Compliance: NYC Local Law 144 and the challenges of algorithm accountability (2024) · cites this paper as [52]
Cites
Exposure and affect: Overview and meta-analysis of research, 1968–1987.
Bornstein, R. F. (1989) · Psychological Bulletin · doi:10.1037/0033-2909.106.2.265 · Cited by 1,970 · see citing works
Discounting of Delayed Rewards: A Life-Span Comparison
Green, L., Fry, A. F., & Myerson, J. (1994) · Psychological Science · doi:10.1111/j.1467-9280.1994.tb00610.x · Cited by 1,165 · see citing works
Consequences of prejudice against the null hypothesis.
Greenwald, A. G. (1975) · Psychological Bulletin · doi:10.1037/h0076157 · Cited by 1,022 · see citing works
Text and Graphic Warnings on Cigarette Packages
Hammond, D., Fong, G. T., Borland, R., Cummings, K. M., McNeill, A., & Driezen, P. (2007) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2006.11.011 · Cited by 434 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Null Compliance: NYC Local Law 144 and the challenges of algorithm accountability
Wright, L., Muenster, R. M., Vecchione, B., Qu, T., Cai, P. (., Smith, A., Comm 2450 Student Investigators, Metcalf, J., & Matias, J. N. (2024) · The 2024 ACM Conference on Fairness, Accountability, and Transparency · doi:10.1145/3630106.3658998 · Cited by 43 · see citing works
“Research in behavioral science and computing has found that, at best, disclosure and consent policies only help some people under some circumstances and that they can backfire [30, 52].”
BackgroundNull Compliance: NYC Local Law 144 and the Challenges of Algorithm Accountability
Wright, L., Muenster, R. M., Vecchione, B., Qu, T., Pika, Cai, Investigators, C. 2. S., Metcalf, J., & Matias, J. N. (2024) · arXiv · doi:10.48550/arxiv.2406.01399 · Cited by 43
- Authors
- Purmehdi, M., Legoux, R., Carrillat, F., & Senecal, S.
- Affiliations
- HEC Montréal (CA)
- University of Technology Sydney (AU)
- Department of Marketing, HEC Montréal
- Corresponding author
- Purmehdi, Mostafa
- Legoux, Renaud
- Carrillat, François
- Venue
- Journal of Public Policy & Marketing
- Publisher
- SAGE Publications
- Published
- 2017-04
- Volume
- 36
- Issue
- 1
- Pages
- 36-53
- ISSN
- 0743-9156 (ISSN-L)
- 1547-7207
- OpenAlex
- W2329709516
- Cited by
- 55
- References
- 4
- Citations by year
- 2026: 4 · 2025: 10 · 2024: 8 · 2023: 3 · 2022: 8 · 2021: 6 · 2020: 3 · 2019: 7 · 2018: 5 · 2017: 1
- FWCI
- 6.83
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Public Policy & Marketing (publishedVersion)
- UTS ePRESS (University of Technology Sydney) (submittedVersion)
- Griffith Research Online (submittedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Safety Warnings and Signage
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Consumer Attitudes and Food Labeling
- Keywords
- warning labels, consumer behavior, health warnings, attention, comprehension, memory retrieval, judgment, pre-activation, integrated communication strategy, social influence, exposure frequency, contextual factors
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review