Skip to main content
Footer-logo Scripted-horizontal-dark
Solutions Down-arrow-black
Content Audit
Audit existing content to find gaps, improve quality, and prioritize updates
Brand Compliance
Keep content aligned with brand voice, style, and governance standards
SaaS
Drive SaaS growth with content built for activation, retention, and scale
Content Strategy
Build a focused content roadmap with clear priorities, channels, and goals
Content Governance
Set rules and workflows to keep content quality and messaging consistent
Social Media
Get social content tailored to each platform, audience, and campaign goal
AEO / GEO
Optimize content for AI answers and generative search discovery
Workflow Optimization
Streamline your content process to ship faster with fewer bottlenecks
eCommerce
Improve product visibility and conversions with ecommerce-focused content
SEO
Create search-optimized content strategies that increase rankings and traffic
Content Repurposing
Turn existing assets into new formats to extend reach and ROI
Performance Analytics
Measure content impact and optimize strategy using performance insights
AI
Use AI-assisted workflows to scale content production with consistency
ABM
Power account-based marketing with targeted content for key accounts
Workflow Integrations
Connect Scripted with your stack to simplify collaboration and delivery
Expert Content
Work with expert writers to produce trusted, high-quality brand content
PR
Support PR campaigns with clear messaging and publish-ready content
Publishing & Promotion
Publish and distribute content efficiently across channels that matter
Industries Down-arrow-black
Agriculture
Art & Design
Automotive
Building Materials
Cannabis
Career
Construction
Counseling
Customer Service
Dental
Education
Energy & Environment
Engineering
Fashion & Beauty
Family Practice
Food & Beverage
Gaming
Health & Wellness
Healthcare
Higher Education
Home & Garden
Human Resources
Injury Law
Interior Design
IT & Security
Insurance
Legal
Manufacturing
Media & Entertainment
Medical Law
Nutrition
Parenting
Payments
Personal Finance
Real Estate
Relationships
Retail & Ecommerce
Religion & Spirituality
Restaurant and Bar
SaaS
Sales
Senior Services
Software
Sports & Fitness
Technology
Transportation & Logistics
Travel
Customers Down-arrow-black
Enterprises
Scale enterprise content programs with governance, quality, and speed
Sales Teams
Create sales content that builds trust and moves prospects to close
Agencies
Deliver client content faster with flexible production and managed workflows
Content Marketers
Plan and produce high-performing content across the full funnel
Media Publishers
Expand editorial output with scalable, publication-ready content support
Brand Managers
Keep every asset aligned to brand voice, tone, and positioning
Small Businesses
Get affordable, high-impact content to grow awareness, leads, and revenue
Performance Marketers
Use conversion-focused content to improve campaign efficiency and ROI
Resources Down-arrow-black
Blog
Read actionable content marketing insights, trends, and practical guides
Blog Ideas
Generate fresh blog topics aligned to your audience and goals
Case Studies
See real customer outcomes and how teams achieved measurable results
Scripted Technology
Explore the platform technology powering quality, speed, and consistency
Competitors
Compare Scripted with alternatives across quality, workflow, and value
Products
Review Scripted products and choose the right fit for your team
Find Writers
Browse vetted writers by expertise, industry, and content format
Content Glossary
Look up key content marketing terms and concepts in plain language
Pricing
Sign In GET STARTED
Menu button
x Close Menu Solutions Down-arrow-black
Content Audit
Audit existing content to find gaps, improve quality, and prioritize updates
Brand Compliance
Keep content aligned with brand voice, style, and governance standards
SaaS
Drive SaaS growth with content built for activation, retention, and scale
Content Strategy
Build a focused content roadmap with clear priorities, channels, and goals
Content Governance
Set rules and workflows to keep content quality and messaging consistent
Social Media
Get social content tailored to each platform, audience, and campaign goal
AEO / GEO
Optimize content for AI answers and generative search discovery
Workflow Optimization
Streamline your content process to ship faster with fewer bottlenecks
eCommerce
Improve product visibility and conversions with ecommerce-focused content
SEO
Create search-optimized content strategies that increase rankings and traffic
Content Repurposing
Turn existing assets into new formats to extend reach and ROI
Performance Analytics
Measure content impact and optimize strategy using performance insights
AI
Use AI-assisted workflows to scale content production with consistency
ABM
Power account-based marketing with targeted content for key accounts
Workflow Integrations
Connect Scripted with your stack to simplify collaboration and delivery
Expert Content
Work with expert writers to produce trusted, high-quality brand content
PR
Support PR campaigns with clear messaging and publish-ready content
Publishing & Promotion
Publish and distribute content efficiently across channels that matter
Industries Down-arrow-black
Agriculture
Art & Design
Automotive
Building Materials
Cannabis
Career
Construction
Counseling
Customer Service
Dental
Education
Energy & Environment
Engineering
Fashion & Beauty
Family Practice
Food & Beverage
Gaming
Health & Wellness
Healthcare
Higher Education
Home & Garden
Human Resources
Injury Law
Interior Design
IT & Security
Insurance
Legal
Manufacturing
Media & Entertainment
Medical Law
Nutrition
Parenting
Payments
Personal Finance
Real Estate
Relationships
Retail & Ecommerce
Religion & Spirituality
Restaurant and Bar
SaaS
Sales
Senior Services
Software
Sports & Fitness
Technology
Transportation & Logistics
Travel
Customers Down-arrow-black
Enterprises
Scale enterprise content programs with governance, quality, and speed
Sales Teams
Create sales content that builds trust and moves prospects to close
Agencies
Deliver client content faster with flexible production and managed workflows
Content Marketers
Plan and produce high-performing content across the full funnel
Media Publishers
Expand editorial output with scalable, publication-ready content support
Brand Managers
Keep every asset aligned to brand voice, tone, and positioning
Small Businesses
Get affordable, high-impact content to grow awareness, leads, and revenue
Performance Marketers
Use conversion-focused content to improve campaign efficiency and ROI
Resources Down-arrow-black
Blog
Read actionable content marketing insights, trends, and practical guides
Blog Ideas
Generate fresh blog topics aligned to your audience and goals
Case Studies
See real customer outcomes and how teams achieved measurable results
Scripted Technology
Explore the platform technology powering quality, speed, and consistency
Competitors
Compare Scripted with alternatives across quality, workflow, and value
Products
Review Scripted products and choose the right fit for your team
Find Writers
Browse vetted writers by expertise, industry, and content format
Content Glossary
Look up key content marketing terms and concepts in plain language
Plans Sign In Get Started
  1. Blog Home
  2. Content Marketing
  3. Jd Peterson
  4. How Defining Virality Reveals The Truth About Viral Content

How Defining Virality Reveals the Truth About Viral Content

How Defining Virality Reveals the Truth About Viral Content
Published by JD Peterson on Tuesday, October 14, 2014 in Content Marketing, Definition Of Viral, Viral Content, Virality.

A look at the different understandings of what constitutes viral content exposes the rare nature of what ultimately drives content to go viral.

What does it actually mean to go viral?

We hear a lot about what increases the likelihood of making content "go viral," why certain blog posts and videos have gone viral, but there's little known about what actually factors into virality.

After a review of research on the subject, definitions have emerged from academics, biologists and one large social media giant. It suggests a more nuanced understanding of how information is spread on the Internet and the surprising rarity of viral content.

See also: These Emotions Might Make Your Written Content Go Viral

Going Viral as Defined by Biology



A virus is a microscopic organism that requires a host body to survive, replicate and spread. It's commonly spread through what's called horizontal transmission, which is when a disease spreads within the same species through physical contact or airborne transmission. When a virus "goes viral," it spreads from the original source to another, and another and another -- capable of being dispersed far from the original source.

According to research from the University of Arizona, a single contaminated doorknob in a office building -- infected with a tracer virus similar to Norovirus -- spreads to as much as 60 percent of surfaces in two to four hours.

Anyone who has published a hit post knows clicks and social media impressions can seem to accelerate just as fast. This basic model of how viruses spread has informed how we understand the spread of digital content, but recent research on the subject complicates this understanding.

Structural Virality



Mircrosoft Research and Stanford University researchers recently applied the biological definition of virality to the spread of approximately one billion tweets and retweets on Twitter. The researchers, led by Stanford University Assistant Professor Sharad Goel, came up with their own definition of virality. It's called structural virality; it involves math and it looks like this:

Iwaoqkxcteaiwnj8xunl
Do not email the author asking for an explanation of this equation.



It's essentially the average distance between each person that spreads a piece of content, from the creator to each person that clicks share. That means an article of a bizarre or shocking crime created by Yahoo News that receives a million hits -- but is rarely shared -- isn't really viral at all, since only one source -- Yahoo News -- shared the story. Meanwhile, a modestly trafficked BuzzFeed quiz on bookish introverts that's shared among thousands of like-minded bookish introverts, earns a significantly amount of virality.



Going Viral as Defined by Facebook



An update to Facebook's insights -- its page to help Facebook page owners track the performance analytics -- introduced the option to see the "viral reach" of each post. When Facebook introduced it, the social media giant defined it as the the number of people who created a story from a post on your Facebook page, divided by the number of "unique people" who have seen that original post.

See also: 5 Ways to Make Your Content More Original

That means if you publish a post on Facebook and it's passed in front of 9,000 unique viewers -- but only 90 shared it with their friends -- it has a virality of only 1 percent.

This understanding of virality is specific to the structure of Facebook, but it helps emphasize the importance of interaction when measuring virality.

When Going Viral Isn't Actually Viral



As we've seen above, narrowing down a real definition of viral is incredibly difficult. Partially, this is due to the new nature of this field of study, but the biggest challenge may be the attempt to measure events that are too rare to accurately analyze.

Much of what we think is viral isn't. In their research, Goel points out that the chances of content going truly viral in their dataset was one in a million. Approximately 99 percent of tweets ended either with retweets from immediate followers or no retweets at all. This suggests the rich conversations we like to think are happening around our content may be somewhat one-sided.

Much the same is true with Facebook as well, according to an article from "digital marketing advisors" Convince and Convert. In looking at a client's Facebook page with over 500,000 followers, they found that the "organic reach" -- total number of eyes on a post -- was six to 12 times higher than the"viral reach," which accounted for only about 1.2 percent of traffic.

What's Really Happening?



If content isn't as viral as we might think, then how does it really spread?

More often than not, Goel's research suggests the spread of information is more similar to a broadcast of the Super Bowl than a fast-moving virus. The difference is that in broadcasting, a message is sent to people directly -- whereas a viral spread relies on spreading via word of mouth. The difference looks like this:

4jiitm71tnmpfzioy6xq
Broadcast diffusion (left) and viral diffusion (right).



For every 10 tweets in the research study, Goel and his team found only an average of three retweets. This means there's less person-to-person sharing and more traditional "broadcasting" than we might imagine.

It may be that, despite the rapid change the Internet has brought to our communication, the spread of content might be less diverse than the days before viral web content was even possible.

What are your thoughts on the debate of viral content? Share them with us in the comments section below.

To Read More About Content Marketing, See Below:



Why Time on Site Is a Rising Metric In Content Advertising
When Is a Bounce Rate Too High? (Plus, What You Can Do to Shrink It)
5 Promotion Platforms Marketers Should Be Using For Content Right Now

Images: The structural virality of online diffusion. Authors: Sharad Goel, Ashton Anderson, Jake Hofman and Duncan J. Watts.




More in Content Marketing

Why Scripted Is a Top ClearVoice Alternative

Why Scripted Is a Top ClearVoice Alternative

If you’ve been following the industry chatter, you’ve likely heard the news about ClearVoice’s plans to shut down operat...

Ajq13uzhqlmhw0y83yuv

John Becker

April 22, 2026
Self-Optimizing Content Engine for Tech Innovators

Self-Optimizing Content Engine for Tech Innovators

In tech, the ground moves every week. A competitor ships a surprise feature. A cloud vendor changes pricing. A zero-day ...

Pbhlpel9ra2z6vq2kh91

William DeLong

April 2, 2026
Continuous Learning: When Your Content Optimizes Itself

Continuous Learning: When Your Content Optimizes Itself

The dirty secret of most content calendar strategies is that they’re just guesses dressed up as insights. You brainstorm...

7on9tu2vrpuvondcpaio

Mabh Savage

March 26, 2026
View All Posts
Customer and Writer Services
Become A Writer Freelance Writing Jobs

Customer Sign In Writer Sign In
Legal
Privacy Terms of Use Writer Services Agreement GDPR Trust
Follow Us




Scripted-horizontal-light
©2011-2026
Hubspot chat