Using Data to Predict Virality with Ernan Haruvy Ph.D. of University of Texas at Dallas

 

In the marketing class taught by Ernan Haruvy Ph.D. at the University of Texas at Dallas, “accelerants of relevance,” is the technical term students take notes on. For those without a marketing background, the term may be more easily understood as the data-supported elements of what makes a piece of social media content go viral.

We sat down with Haruvy on this episode of the Digital Marketing Professor Series to discuss the specific data analytics that his class uses to measure social media marketing effectiveness.

“We were trying to find out ‘what is it in terms of content and the actual demographics of the people doing tweets and retweets that accelerates retweeting that causes virality’,” Haruvy said.

As part of a collaboration with PR firm Golin, marketing students at University of Texas at Dallas analyzed tweets for content words, emotion, and sentiment analysis, including positivity and negativity. Haruvy said this is especially key in social media marketing.

“You don’t want something to just diffuse very fast; You want it to diffuse positively,” Haruvy said. “You want people to be excited about your product or story.”

On the podcast, Haruvy weighed in on whether a message from an unlikely source is either more, or less, likely to go viral. We even discussed Taylor Swift’s latest Instagram post, urging her fans to register to vote, which is the first outwardly political Instagram message she has posted.

For the latest news, videos, and podcasts in the Software & Electronics Industry, be sure to subscribe to our industry publication.

Follow us on social media for the latest updates in B2B!
Twitter – @TechMKSL
Facebook – facebook.com/marketscale
LinkedIn – linkedin.com/company/marketscale

Follow us on social media for the latest updates in B2B!

Image

Latest

personal branding
Personal Branding Now Drives B2B Success, Customer Trust, and Competitive Advantage
December 5, 2025

Personal branding has rapidly shifted from a “nice-to-have” to a strategic imperative in B2B marketing, reshaping how companies communicate, differentiate, and build trust. As industries evolve and professionals take on more dynamic, multi-stream careers, visibility and authenticity have become critical assets. Key findings from the Edelman + LinkedIn Thought Leadership Impact Report show that…

Read More
IT
Real-World IT Practices Are Streamlining AV Deployments and Raising the Bar for Consistency
December 4, 2025

For years, the AV industry has discussed the long-anticipated convergence with IT—but that shift is no longer theoretical. With cloud adoption accelerating, hybrid work normalizing, and organizations rebuilding digital infrastructure after years of rapid change, AV systems now sit squarely on the IT backbone. In fact, the majority of newly upgraded conference rooms require network-centric…

Read More
ROI
ROI Case Study
December 3, 2025

Denials are no longer a slow leak in the revenue cycle—they’re a fast-moving, rule-shifting game controlled by payers, and hospitals that don’t model denial patterns in real time end up budgeting around losses they could have prevented. PayerWatch’s four-digit, client-verified ROI in 2024 shows what happens when a hospital stops reacting claim by…

Read More
coverage
Clip 2 – Fighting for Coverage: One Patient’s Story
December 3, 2025

Health insurers love to advertise themselves as guardians of care, but the real story often begins when a patient’s life no longer fits neatly into a spreadsheet. In oncology especially, “coverage” isn’t a bureaucratic checkbox—it’s the fragile bridge between a treatment that finally works and a relapse that can undo years of grit…

Read More