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When there’s a burst of online social disapproval, what do you do? Leveraging analytics for comprehension and detection

Negative opinions become a battlefield in the spreading phase, and sometimes one perspective emerges as more dominant. When things settle down and get back to normal, that’s when management should revert to prebursting monitoring practices, rather than just waiting for it to happen again.

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Sexist. Dystopian.

This was how critics labeled a 30-second Peloton holiday ad in 2019 that featured a man giving a woman an exercise bike as a gift. Backlash was so severe that Peloton’s stock fell by about 9%, after social media erupted over perceived outdated gender roles and body image standards.

Researchers describe this kind of reaction as online social disapproval (OSD) — the public expression of criticism against businesses on digital platforms — which can rapidly escalate into bursts of public responses with significant reputational and financial consequences. For instance, in 2023, Bud Light faced boycotts and sales declines following backlash over its partnership with a transgender influencer.

In response, a research co-authored by Associate Professor Jinglu Jiang from the Binghamton University School of Management introduces a digital toolkit designed to help organizations anticipate, interpret, and respond to social media backlash more effectively. The conceptual paper, “Bursts of online social disapproval: leveraging analytics for comprehension and detection,”(opens in a new window) was published in the Journal of Business Strategy.

The toolkit, developed by combining a review of existing research with real-world cases, identified four phases of OSD — preburst, initial burst, spreading and contagion, and recalibration — that explain how backlash emerges and evolves over time.

“The whole point is that online social disapproval is different from traditional crisis management. It’s not linear; it’s more like a cycle, because of how the internet and social media algorithms create different bursting patterns affecting how these kinds of responses can spread,” Jiang said.

“Negative opinions become a battlefield in the spreading phase, and sometimes one perspective emerges as more dominant. When things settle down and get back to normal, that’s when management should revert to prebursting monitoring practices, rather than just waiting for it to happen again.”

Using the four phases, the study offers guiding questions and analytical indicators to give managers more robust capabilities for early detection, response, and recovery:

Preburst: Is there a process to monitor emerging trends within your firm?

Initial burst: Have you identified indicators for OSD popularity?

Spread and contagion: Is a company-specific burstiness threshold defined? Is a structured procedure in place to monitor OSD burst trajectories?

Recalibration: Have situational and long-term impact measures been defined?

For the final phase, researchers said the critical question is not simply whether online activity has subsided, but what lasting imprint the OSD burst has left on the organization.

“In the short term, firms can track immediate market and financial responses, such as sales fluctuations, stock price volatility, or shifts in customer traffic. These indicators provide situational feedback on the material consequences of the burst,” the study stated. “However, analytics also structure longer-term interpretations by highlighting enduring reputational shifts. Measures such as customer satisfaction, online review trends, survey-based reputation indices, and social media engagement reveal whether stakeholder trust is recovering or whether skepticism persists.”

Each business needs to define its own baseline “normality” for how the public responds on social media to different events or situations for this type of toolkit to be effective, Jiang said. The study also cautions that older events can resurface unexpectedly, triggering renewed backlash as past news and content are rediscovered online.

“The moment you observe that initial burst online, you need to be cautious and strategic about how you respond,” Jiang said, “because once it enters the spreading and contentious phase, it can become a social media battlefield that’s more difficult to contain. That’s something any business would want to avoid.”

Strategies

Online marketers, take note: Online viewers prefer livestreams to recordings

Watching an online performance in real time boosts several aspects of the viewing experience.

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In an era when most TikTok videos are prerecorded, can a band with a new single create a tighter bond with fans by debuting via livestream instead? Can a business do the same when promoting a new product?

New research from the McCombs School of Business at The University of Texas at Austin suggests they could.

Since the pandemic, the livestreaming industry has been booming. The global market is expected to reach $345 billion by 2030, up from $100 billion in 2024. Nearly 30% of internet users watch livestreams at least once a week on social media.

Adrian Ward, associate professor of marketing, is one of them. A few years ago, he was viewing a livestream of a town hall meeting and found himself gripped by a speaker’s comments, feeling as if he were actually in the room. On reflection, he suspected it was the liveness of the event, as much as the speaker, that kept him glued to the screen.

“As we spend more of our time online and on social media, it’s worth asking how we can feel as complete and connected as possible in these spaces,” Ward says.

Live and Let Stream

With Alixandra Barasch of the University of Colorado Boulder and Nofar Duani of the University of Southern California, Ward began to investigate what he calls the “mere liveness effect”: the idea that simply knowing an event is streaming in real time makes a viewer feel more connected to the performer.

The researchers ran five experiments with 3,500 total participants. By manipulating various factors, they compared how, when, and why viewers reacted to watching livestreams versus prerecorded videos online.

In one experiment, participants watched live or recorded videos of their choosing on the platform Twitch. In another, they viewed a performance by the R&B cover band Sunny and the Black Pack, either live on YouTube Live or its recording the next day on YouTube.

In a third, the researchers created their own streaming platform to show participants identical videos, manipulating whether the content appeared to be live or prerecorded.

The experiments provide evidence that watching an online performance in real time boosts several aspects of the viewing experience:

  • Connection. Viewers in one experiment felt 7 percentage points more connected to the performers in the live video. Another experiment showed the effect was even stronger when viewers believed no one else was watching.
  • Enjoyment. In another experiment, viewers enjoyed the live video 5 percentage points more than the prerecorded one.
  • Engagement. Real-time streams carried a “liveness lift.” Viewers chose to continue watching longer, and they were more willing to follow and subscribe to the live streamer’s channels.

A common factor underlying those effects was a heightened sense of presence, Ward says. “When we watch something live, we are psychologically transported there.

“It’s not that there’s actually something different about the video itself. It’s that we know that it’s live right now, and that breaks down barriers between our world and the world on the other side of the screen.”

Lessons for Liveness

One quality weakened the liveness effect: not being able to see a performer’s face. When viewers saw only a musician’s hands, they felt less connected, even though they were watching the same performance.

The findings have implications for marketers, platform developers, and content creators, Ward says. In an age when people increasingly meet their social needs online, going live can benefit streamers by motivating audience engagement.

As a follow-up, he’s working with a graduate student to study whether the liveness effect translates into greater brand trust or sales.

“From influencers to businesses, it’s about the experience of real people seeing other real people live and in the moment,” Ward says. “It makes you feel like you’re sharing something.”

The Liveness Lift: Viewing Live Streams Creates Connection and Enhances Engagement in Amateur Music Performances” is published in The Journal of Marketing.

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Strategies

Renting out your place? Human connection key to a successful holiday rental

Warmth, friendliness and a sense of belonging, or the “homely” side of the experience, strengthen guest loyalty, making them more likely to return to the same host. However, these feelings alone didn’t necessarily make guests more likely to recommend the property to others.

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Striking up a connection with the property host is the factor that drives repeat bookings on holiday accommodation platforms such as Airbnb.

This is according to a new study, carried out by universities in the UK and Iran and published in the February 2026 edition of International Journal of Hospitality Management, that suggested that quality and value of accommodation also play a part in guest satisfaction, but personal connection is key to people deciding to stay again.

The research analyzed hundreds of online guest reviews and conducted in-depth interviews to understand what shapes guests’ evaluations of their stays in what is known as “peer-to-peer accommodation”.

Conducted over six years, the study shows that guests assess their stays using emotional cues such as warmth, atmosphere, and aesthetics; and cognitive cues such as cleanliness, safety, and convenience.

The study found that warmth, friendliness and a sense of belonging, or the “homely” side of the experience, strengthen guest loyalty, making them more likely to return to the same host. However, these feelings alone didn’t necessarily make guests more likely to recommend the property to others.

In contrast, affective and intellectual experiences – the enjoyment and perceived value of the stay – were stronger predictors of recommendations and positive reviews.

The research also examined how the quality of booking websites, such as Airbnb’s platform, influences guest behaviour. Although the website didn’t change how guests felt about the property itself, a well-designed and trustworthy site directly boosted guest loyalty and word-of-mouth.

Co-author Nektarios Tzempelikos, Professor of Marketing at Anglia Ruskin University (ARU), said: “Guests think carefully about both emotional and practical aspects before booking. Hosts who focus only on one side – either charm or functionality – may be missing the bigger picture.

“Platforms like Airbnb thrive when they’re designed for trust. Guests return to sites that are clear, reliable and easy to use. But it’s not just about tech, it’s about people. The most memorable stays come from warmth, authenticity and genuine local connection.

“By encouraging friendly, personal communication between hosts and guests, and balancing smart technology with a human touch, platforms can create experiences that feel less transactional and more meaningful.”

The study was carried out by researchers from Brunel University, University of Bradford, Newcastle University, Anglia Ruskin University and the University of Tehran.

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BizNews

Wine sellers, pay attention: Women more likely to choose wine from female winemakers

Messages like “proudly made by a woman winemaker” increased women’s intentions of purchasing wines, particularly when the label’s artwork reinforced the point with feminine gender cues such as flowers. Women were also willing to pay higher prices for those wines.

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Promoting women’s ownership in wineries can boost sales among the largest group of wine consumers, who happen to be women.

Messages like “proudly made by a woman winemaker” increased women’s intentions of purchasing wines, particularly when the label’s artwork reinforced the point with feminine gender cues such as flowers. Women were also willing to pay higher prices for those wines, according to the research from Washington State University and Auburn University.

The findings are noteworthy because 59% of all wine purchases in the US are made by women, said Christina Chi, coauthor of the research and professor of hospitality business management at WSU’s Carson College of Business.

Wine is often considered a cultural product, where the winemaker’s identity plays a role in shaping the brand’s image, she said.

Women winemakers, however, are less likely than their male counterparts to include their names on bottle labels or draw attention to their gender. Their reluctance may stem from concerns about prejudice toward their products in the male-dominated wine industry, Chi said.

“Our findings suggest that women winemakers and winery owners can benefit by being more visible,” she said. “The research shows that they can disclose their ownership with confidence and leverage it as a marketing strategy.”

The possibilities include putting “women-made wine” statements on labels or packaging, and retail store displays featuring women-made wines.

Demi Deng, an assistant professor at Auburn who earned her doctorate at WSU, is the first author on the research published in International Journal of Hospitality Management. Ruiying Cai, an assistant professor of hospitality business management at WSU, also contributed.

The new findings build on earlier studies showing that women are more inclined to buy wine with feminine gender cues on the labels. The 2024 research – by Cai, Chi, Deng, and WSU Emeritus Professor Robert Harrington – received widespread publicity. Beverage trade journals carried the story, and women winemakers were enthusiastic about the findings.

“As researchers, we want our work not only to have societal impact, but to have practical significance for the wine industry,” Chi said. “From the response, we saw that women winemakers were following our research and were eager for additional studies about women wine consumers.”

More than 1,000 US women participated in the most recent research, which involved a three-part study.

First, the researchers replicated the 2024 findings about feminine cues on wine labels. Using a fictitious Columbia Valley red table wine, the women surveyed expressed higher intentions of purchasing the wine when the label’s artwork featured a bouquet of flowers versus a masculine portrait. They were also willing to pay $3.50 more per bottle – about $17.75 for wines with feminine labels compared to $14.25 for wines with masculine cues.

In the second phase of the study, a “woman-made wine” statement was added to marketing materials. Women consumers had even stronger purchase intentions for wines with both the statement and feminine artwork on labels, the research found.

In the final phase, photos of women winemakers were further added to the marketing materials. But women were less likely to buy feminine-label wines when the female winemakers were pictured. Rather than focusing on the “woman-made” messaging, consumers’ decisions may have been swayed by whether they related to the individual women portrayed in the photographs, researchers said.

The studies also tested the marketing strategies on wines with masculine labels. Adding a “woman-made” statement significantly increased their appeal to women consumers. And when female winemakers were pictured in the marketing materials, women were willing to pay $3 more per bottle for wines with masculine labels.  

Besides helping women winemakers market their products, Deng said she hopes the research will draw attention to women’s contributions to the industry. In the United States, about 18% of winemakers are women.  

Deng worked as a sommelier in New Zealand before she earned her doctorate. “I actually encountered a lot of women winemakers, but their names aren’t visible in the wine market,” she said.

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