Analyzing Social Media: Graffiti and a Tweet Heard Round the World

controlled faucet. Now it’s more like a neural system that reacts to different kinds of stimulation.

Giblin says this line of thinking spurred the development of Graffiti—a software-as-a-service system that the news media could use to sharpen the focus of its content—and attract bigger audiences—by making better use of comments scattered across a variety of social media platforms. “We can take the comments on every article, image, video, and music file, read it, and apply artificial intelligence, machine learning, root word analysis, latent semantic analysis,” Giblin says. “We crunch it down to a CliffsNotes version for anyone who wants it.”

Giblin says the distilled product of Graffiti’s analysis consists of the most relevant keywords and terms from social media arising from specific events or content—and the system can then update the content by inserting these keywords as the metadata tags used by Internet search engines. In essence, the process serves as a kind of feedback loop for search engine optimization (SEO).

“The Miami Herald has no idea about what people are talking about on Facebook, but we can tell them, and they can use that information to focus on the core issues that people are most interested in,” Giblin explains.

For example, a Graffiti analysis of social media commentary about the fatal shooting of Treyvon Martin might show that people rarely mention the victim’s name, but frequently use other terms—like “hoodie”—in their online discussions. People don’t talk about something with proper names and titles, Giblin says. They say “that hoodie killing in Florida” or “that plane that went down on the Hudson.” “Hoodie” would therefore be a more important keyword for

Author: Bruce V. Bigelow

In Memoriam: Our dear friend Bruce V. Bigelow passed away on June 29, 2018. He was the editor of Xconomy San Diego from 2008 to 2018. Read more about his life and work here. Bruce Bigelow joined Xconomy from the business desk of the San Diego Union-Tribune. He was a member of the team of reporters who were awarded the 2006 Pulitzer Prize in National Reporting for uncovering bribes paid to San Diego Republican Rep. Randy “Duke” Cunningham in exchange for special legislation earmarks. He also shared a 2006 award for enterprise reporting from the Society of Business Editors and Writers for “In Harm’s Way,” an article about the extraordinary casualty rate among employees working in Iraq for San Diego’s Titan Corp. He has written extensively about the 2002 corporate accounting scandal at software goliath Peregrine Systems. He also was a Gerald Loeb Award finalist and National Headline Award winner for “The Toymaker,” a 14-part chronicle of a San Diego start-up company. He takes special satisfaction, though, that the series was included in the library for nonfiction narrative journalism at the Nieman Foundation for Journalism at Harvard University. Bigelow graduated from U.C. Berkeley in 1977 with a degree in English Literature and from the Columbia University Graduate School of Journalism in 1979. Before joining the Union-Tribune in 1990, he worked for the Associated Press in Los Angeles and The Kansas City Times.