How do Online Comments Affect Perceived Descriptive Norms of E-Cigarette Use? The Role of Quasi-Statistical Sense, Valence Perceptions, and Exposure Dosage
Open accessAbstract
By facilitating user participatory features such as online comments, digital media expand the means through which individuals can get access to others’ behavior choices. This opens new research avenues in the pursuit of understanding how social influence operates in the virtual space. The current study examined whether anonymous others’ behavior choices within the online comment board may affect viewers’ descriptive norm perceptions in the real world. Results show that, given sufficient total exposure, viewers’ “quasi-statistical sense” allowed them to correctly identify the numerical majority through subtle individual behavior cues embedded in the online comments, which effectively influenced their estimation of the actual e-cigarette use prevalence among the U.S. population. Perceived behavior choice dominance and valence stance dominance toward e-cigarette use on the online comment board were found to mediate the relationship. Implications for the underlying mechanism of descriptive norm perception formation and future directions are discussed.
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Subjects frequently form perceptions of descriptive norms by inferring them from observing others, their comments, and the media, not only from direct summary information.
“Indeed, or other research found that subjects frequently form perceptions of descriptive norms by inferring these norms (often incorrectly) from simply observing others, their comments, and the media (for example, advertisements suggesting pervasiveness of smoking, or drinking; Borsari and Carey [2003]; Nan and Zhao [2016]; Liu and Shi [2019]).”
From Science Communication and the Problematic Impact of Descriptive Norms (2023) · cites this paper as Liu and Shi [2019]
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Cites
(2013) · Cited by 44,563 · see citing works
Social network sites: definition, history, and scholarship
boyd, D. M., & Ellison, N. B. (2007) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2007.00393.x · Cited by 16,251 · see citing works
Cialdini, R. B., Reno, R. R., & Kallgren, C. A. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.58.6.1015 · Cited by 5,965 · see citing works
Judgment Under Uncertainty: Heuristics and Biases.
Shafer, G. R., Kahnerman, D., Slovic, P., & Tversky, A. (1984) · Journal of the American Statistical Association · doi:10.2307/2288362 · Cited by 5,658 · see citing works
Social psychology: handbook of basic principles
Higgins, E., & Kruglanski, A. (2008) · Choice Reviews Online · doi:10.5860/choice.45-3496 · Cited by 5,534 · see citing works
Social psychology: handbook of basic principles
(1997) · Choice Reviews Online · doi:10.5860/choice.34-3595 · Cited by 4,970 · see citing works
A study of normative and informational social influences upon individual judgment.
Deutsch, M., & Gerard, H. B. (1955) · The Journal of Abnormal and Social Psychology · doi:10.1037/h0046408 · Cited by 4,819 · see citing works
Studies of independence and conformity: I. A minority of one against a unanimous majority
Asch, S. E. (1956) · Psychological Monographs: General and Applied · doi:10.1037/h0093718 · Cited by 4,267 · see citing works
A Room with a Viewpoint: Using Social Norms to Motivate Environmental Conservation in Hotels
Goldstein, N. J., Cialdini, R. B., & Griskevicius, V. (2008) · Journal of Consumer Research · doi:10.1086/586910 · Cited by 3,235 · cited 1× · see citing works
“…social norms manipulate descriptive norm perceptions by directly providing summary information in the messages, such as “ almost 75% of guests who are asked to participate in our new resource savings program do help by using their towels more than once ” (Goldstein, Cialdini, & Griskevicius, 2008).”
BackgroundPredicting and Changing Behavior
Fishbein, M., & Ajzen, I. (2011) · doi:10.4324/9780203838020 · Cited by 2,807 · see citing works
Bargh, J. A., Chen, M., & Burrows, L. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.71.2.230 · Cited by 2,736 · see citing works
Bargh, J. A., Chen, M. I.-C., & Burrows, L. (1996) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.71.2.230 · Cited by 2,637 · see citing works
Asch, S. E. (1955) · Scientific American · doi:10.1038/scientificamerican1155-31 · Cited by 2,366 · see citing works
The spiral of silence a theory of public opinion
Noelle-Neumann, E. (1974) · Journal of Communication · doi:10.1111/j.1460-2466.1974.tb00367.x · Cited by 2,352 · see citing works
Experimental Study of Inequality and Unpredictability in an Artificial Cultural Market
Salganik, M. J., Dodds, P. S., & Watts, D. J. (2006) · Science · doi:10.1126/science.1121066 · Cited by 2,219 · see citing works
The Grammar of Society: The Nature and Dynamics of Social Norms
Bicchieri, C. (2005) · doi:10.1017/cbo9780511616037 · Cited by 1,991 · see citing works
Crafting Normative Messages to Protect the Environment
Cialdini, R. B. (2003) · Current Directions in Psychological Science · doi:10.1111/1467-8721.01242 · Cited by 1,553 · see citing works
The Psychology of Social Norms.
Hankins, F. H., & Sherif, M. (1937) · American Sociological Review · doi:10.2307/2084385 · Cited by 1,470 · see citing works
An Explication of Social Norms
Lapinski, M. K., & Rimal, R. N. (2005) · Communication Theory · doi:10.1111/j.1468-2885.2005.tb00329.x · Cited by 1,424 · see citing works
The Spiral of Silence: Public Opinion-Our Social Skin.
Glynn, C. J., & Noëlle-Neumann, E. (1986) · Social Forces · doi:10.2307/2578842 · Cited by 1,390 · see citing works
Availability: A heuristic for judging frequency and probability
Tversky, A., & Kahneman, D. J. (1982) · Cambridge University Press eBooks · doi:10.1017/cbo9780511809477.012 · Cited by 1,251 · see citing works
Descriptive and injunctive norms in college drinking: a meta-analytic integration.
Borsari, B., & Carey, K. B. (2003) · Journal of Studies on Alcohol · doi:10.15288/jsa.2003.64.331 · Cited by 1,224 · see citing works
A Social Identity Model of Deindividuation Phenomena
Reicher, S. D., Spears, R., & Postmes, T. (1995) · European Review of Social Psychology · doi:10.1080/14792779443000049 · Cited by 1,132 · see citing works
Pluralistic ignorance and alcohol use on campus: Some consequences of misperceiving the social norm.
Prentice, D. A., & Miller, D. T. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.64.2.243 · Cited by 1,075 · see citing works
How Behaviors are Influenced by Perceived Norms: A Test of the Theory of Normative Social Behavior
Rimal, R. N., & Real, K. (2005) · Communication Research · doi:10.1177/0093650205275385 · Cited by 927 · see citing works
Norm Perception as a Vehicle for Social Change
Tankard, M. E., & Paluck, E. L. (2016) · Social Issues and Policy Review · doi:10.1111/sipr.12022 · Cited by 826 · see citing works
Cultivation Analysis: An Overview
Gerbner, G. (1998) · Mass Communication & Society · doi:10.1080/15205436.1998.9677855 · Cited by 792 · see citing works
Tong, S. T., Van Der Heide, B., Langwell, L., & Walther, J. B. (2008) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2008.00409.x · Cited by 732 · see citing works
(2002) · Routledge eBooks · doi:10.4324/9781410603029 · Cited by 728 · see citing works
O’Keefe, D. J. (2003) · Communication Theory · doi:10.1111/j.1468-2885.2003.tb00292.x · Cited by 614 · see citing works
Understanding the Influence of Perceived Norms on Behaviors
Rimal, R. N., & Real, K. J. (2003) · Communication Theory · doi:10.1111/j.1468-2885.2003.tb00288.x · Cited by 584 · see citing works
Nowak, K. L., & Rauh, C. (2005) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2006.tb00308.x · Cited by 557 · see citing works
Crossover Effects in the Theory of Reasoned Action: A Moderating Influence Attempt
Oliver, R. L., & Bearden, W. O. (1985) · Journal of Consumer Research · doi:10.1086/208519 · Cited by 416 · see citing works
Tanford, S., & Penrod, S. (1984) · Psychological Bulletin · doi:10.1037/0033-2909.95.2.189 · Cited by 332 · see citing works
TWENTY-FIVE YEARS OF THE SPIRAL OF SILENCE: A CONCEPTUAL REVIEW AND EMPIRICAL OUTLOOK
Scheufle, D. A., & Moy, P. (2000) · International Journal of Public Opinion Research · doi:10.1093/ijpor/12.1.3 · Cited by 331 · see citing works
Normative misperceptions and temporal precedence of perceived norms and drinking.
Neighbors, C., Dillard, A. J., Lewis, M. A., Bergstrom, R. L., & Neil, T. A. (2006) · Journal of Studies on Alcohol · doi:10.15288/jsa.2006.67.290 · Cited by 287 · see citing works
Rimal, R. N. (2008) · Health Communication · doi:10.1080/10410230801967791 · Cited by 286 · see citing works
Lee, E.-J., & Jang, Y. (2010) · Communication Research · doi:10.1177/0093650210376189 · Cited by 284 · see citing works
Walther, J. B., DeAndrea, D. C., Kim, J.-S., & Anthony, J. C. (2010) · Human Communication Research · doi:10.1111/j.1468-2958.2010.01384.x · Cited by 270 · see citing works
Electronic Cigarettes As a Smoking-Cessation Tool
Siegel, M., Tanwar, K. L., & Wood, K. S. (2011) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2010.12.006 · Cited by 268 · see citing works
Cultivation Theory and Research.
Potter, W. J. (1993) · Human Communication Research · doi:10.1111/j.1468-2958.1993.tb00313.x · Cited by 253 · see citing works
Communication Processes in Participatory Websites
Walther, J. B., & Jang, J.-W. (2012) · Journal of Computer-Mediated Communication · doi:10.1111/j.1083-6101.2012.01592.x · Cited by 246 · see citing works
Rimal, R. N., Lapinski, M. K., Cook, R. J., & Real, K. J. (2005) · Journal of Health Communication · doi:10.1080/10810730591009880 · Cited by 234 · see citing works
Norm formation in social influence networks
Friedkin, N. E. (2001) · Social Networks · doi:10.1016/s0378-8733(01)00036-3 · Cited by 233 · see citing works
Behavioral Intention Formation: The Interdependency of Attitudinal and Social Influence Variables
Ryan, M. J. (1982) · Journal of Consumer Research · doi:10.1086/208922 · Cited by 230 · see citing works
When News Meets the Audience: How Audience Feedback Online Affects News Production and Consumption
Lee, E., & Tandoc, E. C. (2017) · Human Communication Research · doi:10.1111/hcre.12123 · Cited by 227 · see citing works
Kim, H. S., Bigman, C. A., Leader, A., Lerman, C., & Cappella, J. (2012) · Journal of Communications · doi:10.1111/j.1460-2466.2012.01644.x · Cited by 214 · see citing works
The evolutionary emergence of norms
Opp, K. (1982) · British Journal of Social Psychology · doi:10.1111/j.2044-8309.1982.tb00522.x · Cited by 164 · see citing works
Familiarity and differences in self- and other-representations.
Prentice, D. A. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.59.3.369 · Cited by 158 · see citing works
Testing Causal Direction in the Influence of Presumed Media Influence
Tal‐Or, N., Cohen, J., Tsfati, Y., & Gunther, A. C. (2010) · Communication Research · doi:10.1177/0093650210362684 · Cited by 152 · see citing works
Emery, S., Vera, L. E., Huang, J., & Szczypka, G. (2014) · Tobacco Control · doi:10.1136/tobaccocontrol-2014-051648 · Cited by 142 · see citing works
Opinion Climates in Social Media: Blending Mass and Interpersonal Communication
Neubaum, G., & Krämer, N. C. (2017) · Human Communication Research · doi:10.1111/hcre.12118 · Cited by 141 · see citing works
Understanding the sources of normative influence on behavior: The example of tobacco
Mead, E. L., Rimal, R. N., Ferrence, R. G., & Cohen, J. E. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.05.030 · Cited by 126 · see citing works
Campo, S., Brossard, D., Frazer, M., Marchell, T. C., Lewis, D. K., & Talbot, J. (2003) · Health Communication · doi:10.1207/s15327027hc1504_06 · Cited by 122 · see citing works
Familiarity and differences in self- and other-representations.
Prentice, D. A. (1990) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.59.3.369 · Cited by 118 · see citing works
Effects of Online Comments on Smokers' Perception of Antismoking Public Service Announcements
Shi, R., Messaris, P., & Cappella, J. N. (2014) · Journal of Computer-Mediated Communication · doi:10.1111/jcc4.12057 · Cited by 117 · see citing works
Self-citationYouTube, Social Norms and Perceived Salience of Climate Change in the American Mind
Spartz, J. T., Su, L. Y.-F., Griffin, R. J., Brossard, D., & Dunwoody, S. (2015) · Environmental Communication · doi:10.1080/17524032.2015.1047887 · Cited by 116 · see citing works
E-Cigarettes: Promise or Peril?
Riker, C. A., Lee, K., Darville, A. K., & Hahn, E. J. (2012) · Nursing Clinics of North America · doi:10.1016/j.cnur.2011.10.002 · Cited by 113 · see citing works
The Complexity of Social Norms
Xenitidou, M., & Edmonds, B. (2014) · Springer eBooks · doi:10.1007/978-3-319-05308-0 · Cited by 97 · see citing works
Silverblatt, A. (2004) · American Behavioral Scientist · doi:10.1177/0002764204267249 · Cited by 92 · see citing works
Fishbein's Value x Expectancy Model
Smetana, J. G., & Adler, N. E. (1980) · Personality and Social Psychology Bulletin · doi:10.1177/014616728061013 · Cited by 89 · see citing works
Isolating Attitudinal and Normative Influences in Behavioral Intentions Models
Miniard, P. W., & Cohen, J. B. (1979) · Journal of Marketing Research · doi:10.1177/002224377901600115 · Cited by 88 · see citing works
The Effects of Argument Explicitness on Responses to Advice in Supportive Interactions
Feng, B., & Burleson, B. R. (2008) · Communication Research · doi:10.1177/0093650208324274 · Cited by 87 · see citing works
Visual Influence and Social Groups
McShane, B. B., Bradlow, E. T., & Berger, J. A. (2012) · Journal of Marketing Research · doi:10.1509/jmr.11.0223 · Cited by 81 · see citing works
Tao, C.-C., & Bucy, E. P. (2007) · Human Communication Research · doi:10.1111/j.1468-2958.2007.00305.x · Cited by 79 · see citing works
The negation bias: When negations signal stereotypic expectancies.
Beukeboom, C. J., Finkenauer, C., & Wigboldus, D. H. J. (2010) · Journal of Personality and Social Psychology · doi:10.1037/a0020861 · Cited by 66 · see citing works
Westerman, D., Tamborini, R., & Bowman, N. D. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.06.026 · Cited by 61 · see citing works
Perkins, H. W. (2014) · Springer eBooks · doi:10.1007/978-3-319-05308-0_2 · Cited by 44 · see citing works
The presence of norms in the absence of groups?.
Cruz, M., Henningsen, D. D., & Williams, M. (2000) · Human Communication Research · doi:10.1111/j.1468-2958.2000.tb00752.x · Cited by 42 · see citing works
Isolating Attitudinal and Normative Influences in Behavioral Intentions Models
Miniard, P. W., & Cohen, J. B. (1979) · Journal of Marketing Research · doi:10.2307/3150881 · Cited by 38 · see citing works
Donsbach, W., Salmon, C. T., & Tsfati, Y. (2014) · Routledge eBooks · doi:10.4324/9780203125007 · Cited by 33 · see citing works
Kim, H. K., Kim, S., & Niederdeppe, J. (2015) · Journal of Health Communication · doi:10.1080/10810730.2014.977465 · Cited by 24 · see citing works
Electronic cigarettes: time for an accurate and evidence-based debate
Hitchman, S. C., McNeill, A. D., & Brose, L. S. (2014) · Addiction · doi:10.1111/add.12550 · Cited by 23 · see citing works
Social Norms, Spirals of Silence and Framing Theory
Fung, T. K. F., & Scheufele, D. A. (2014) · Routledge eBooks · doi:10.4324/9780203125007-14 · Cited by 5 · see citing works
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Research works printed but not linked: 1
- Jackson, S. (1992). Message effects research: Principles of design and analysis. New York, NY: Guilford Press.
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Science Communication and the Problematic Impact of Descriptive Norms
Peters, U. (2023) · The British Journal for the Philosophy of Science · doi:10.1086/715001 · Cited by 13 · see citing works
- Authors
- Liu, J., & Shi, R.
- Affiliations
- University of Georgia (US)
- Rowan University (US)
- Corresponding author
- Liu, Jiaying
- ORCID
- Venue
- Journal of Computer-Mediated Communication
- Publisher
- Oxford University Press (OUP)
- Published
- 2018-12-17
- Volume
- 24
- Issue
- 1
- Pages
- 1-20
- ISSN
- 1083-6101 (ISSN-L)
- OpenAlex
- W2913921873
- Cited by
- 43
- References
- 74
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 7 · 2023: 4 · 2022: 6 · 2021: 9 · 2020: 2 · 2019: 3
- FWCI
- 2.41
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model (vor)
- Locations
- Journal of Computer-Mediated Communication (publishedVersion)
- Funders
- National Institutes of Health
- National Cancer Institute (P50CA179546)
- Center for Tobacco Products (P50 CA179546)
- Topics
- Health Sciences › Medicine › Physiology › Smoking Behavior and Cessation
- Social Sciences › Arts and Humanities › Literature and Literary Theory › Media Influence and Health
- Social Sciences › Sociology and Political Science › Digital Marketing and Social Media
- Keywords
- online comments, descriptive norms, vaping, social influence
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