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

AI in sterile processing
AI in Sterile Processing Is Proving Its Value by Acting as a Co-Pilot, Not a Replacement
February 5, 2026

Sterile processing departments are dealing with persistent operational pressures. Surgical case volumes are rising, instruments are more complex, and staffing shortages remain across many health systems. Accuracy and documentation requirements continue to tighten, leaving little room for error. In busy hospitals, sterile processing teams may handle 10,000 to 30,000 surgical instruments per day, with…

Read More
IC-SAT100
Meet IC-SAT100, a Satellite PTT Radio Built for the World’s Most Demanding Environments
February 5, 2026

Let’s have a look at Icom’s IC-SAT100, a satellite Push-To-Talk radio designed for moments when ordinary communication just isn’t an option. Powered by the Iridium satellite network, this rugged handheld delivers instant one-to-many communication at the push of a button—no cell towers or ground infrastructure required. Built to thrive in harsh environments, it’s waterproof,…

Read More
IP110H
From Hospitals to Warehouses, the IP110H Keeps Your Team in Sync
February 5, 2026

Icom’s IP110H is a compact, license-free WLAN radio built to keep teams talking—clearly and instantly—over an existing wireless network. Designed for environments like hospitals, hotels, warehouses, and tunnels, it delivers real-time, full-duplex voice using Icom’s advanced IP radio system. From Bluetooth capability to USB-C charging and a sleek, pocket-friendly design, the IP110H feels modern,…

Read More
IP501H
The IP501H Brings Effortless, Wide-Area Communication to Your Team
February 4, 2026

Meet Icom’s IP501H, a cellular two-way radio built for instant wide-area communication over LTE (4G) and 3G networks. It works just like a traditional radio—supporting individual, group, and all-call conversations—without the need for repeaters or a dedicated IP network. With everything included in the box, the IP501H is designed for quick setup and fast…

Read More