Content marketing · Observational content analysis with follow-up experiments
What Makes Online Content Viral?
Journal of Marketing Research · 2012
Summary
Positive content was more viral than negative content overall, but arousal helped explain the pattern: high-arousal emotions such as awe, anger and anxiety were associated with more sharing, while lower-arousal sadness was associated with less.
For your marketing
Possible founder application
Use as a hypothesis source for testing emotional framing in content. It does not justify manufacturing outrage or predicting that any emotionally intense SaaS article will spread.
Reported result
What the study found
Positive content was more viral than negative content overall, but arousal helped explain the pattern: high-arousal emotions such as awe, anger and anxiety were associated with more sharing, while lower-arousal sadness was associated with less. Experimental results supported a causal role for activation in sharing.
Research question
What the authors investigated
How are emotion and other content characteristics associated with the sharing of online articles?
Design
The authors analyzed New York Times articles published over a three-month period and examined whether emotion predicted virality while accounting for other content and attention factors. Experiments tested whether specific emotions causally affected transmission.
Sample and setting
Articles published and shared through nytimes.com during the study period; the outcome was online sharing/virality in the newspaper context, not SaaS conversions or product adoption.
Scope and transfer
Limitations to keep in view
The field data come from one news publisher and historical platform conditions. Sharing is not the same as persuasion, qualified traffic, pipeline or revenue. Publisher access in this review exposed the abstract rather than the full article.
Research sources
Publisher abstract and citation metadata; full article text was not available in the retrieved publisher page.