It's possible to predict some violent public protests by tracking social media posts on moral outrage over a triggering event. Tracy Le Blanc/Pexels

Every grade school teacher knows that student conduct can get out of hand, fast, when a group of kids eggs on one individual. Time-outs are a testimony to the power of isolating one 10-year-old from a choir of buddies.

Social media plays a role similar to a gang of hyped-up grade schoolers, providing a community that can express collective disapproval of people or events. When this disapproval has a moral cast ⁠— for example, after a police shooting or the removal of a statue ⁠— the social network's particular characteristics are key predictors about whether that disapproval will turn violent.

There is a word for the way group support of a belief system makes it seem worth fighting for: moralization. Tracking social network activity now makes it possible to measure the chances for an individual belief to become moralized by a group ⁠— a phenomenon known as moral convergence.

In a recent study in Nature, Rice Business professor Marlon Mooijman, then at the Kellogg School of Management, joined a team that analyzed when and how violence erupts in protests. In a series of observation and behavior experiments that mixed psychology, organizational theory and computer science, they accurately predicted how violence is influenced by group discussion of moral views on social media.

The researchers started by studying the number and content of tweets linked to the Baltimore riots in 2015, after the death of Freddie Gray in police custody. The researchers then compared these tweets with the number of arrests in a given time frame, using a methodology developed by Marlon Mooijman and Joe Hoover from the Brain and Creativity Institute at the University of Southern California.

To analyze the tweets responding to Gray's death, they first separated them into two sets: Those with moral commentary and those without moral judgments.

Next, the researchers tracked whether tweets with moral content increased on days with violent protests. Violence was measured using the number of police arrests, which the researchers compared with the specific time frames of moral tweets.

There was no major difference in the overall tweet traffic discussing Freddie Gray's death on days with violent protests and on peaceful days. The number of moralizing tweets, however, clearly correlated with episodes of violent protests, rising to nearly double the moralizing tweets on days with no violence.

This raised a provocative question. Were morally ⁠— based tweets a response to the events of the day ⁠— or were they somehow driving the violence?

To find out, Mooijman and Hoover worked with computer scientists Ying Lin and Jeng Ji of Rensselaer Polytechnic Institute and Morteza Dehghani of the University of Southern California to develop algorithms that could establish mathematical probabilities for the results.

For every single-unit increase in moral tweets over a 4-hour period, the researchers found, there was a .25 corresponding increase in arrests.

The researchers then tried to measure the effect similar moral views ⁠— such as a social media page with self-selected members of a similar political affiliation ⁠— had on violence during protests.

To do so, they set up a second study, which measured participant reactions to the protestors of a far-right rally in Charlottesville, Virginia in 2017. Participants ranked their level of agreement over the morality of protesting the rally.

There was a direct relationship between believing a protest action was moral, the researchers found, and finding violence at that protest acceptable. This relationship held true throughout the study, regardless of political orientation.

The researchers' next goal was to identify the impact of exposure to people of like beliefs. To do this, participants rated their feelings when they were told that most people in the U.S. shared their views. While the intensity of participants' moral views created the potential for violence, the researchers found, violence resulted when only actively validated by others with similar views.

Having one's moral outrage supported by others on social media, the professors concluded, may explain the spike in violence in recent protests.

While respect for privacy remains critical, governments and law enforcement can use the social media trend to pinpoint the moments when moral outrage can turn deadly. Perhaps most importantly, however, the research also suggests practical tactics for calming violent tendencies before they get out of control. To reduce real-life protest violence, they wrote, it's critical that social media sites include a variety of voices. It's another reason, if any were needed, that a bit of judicious exposure to other views is healthy for everyone.

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This story originally ran on Rice Business Wisdom.

Marlon Mooijman is an assistant professor of Organizational Behavior. He teaches in the undergraduate business minor program and MBA full-time program.

Without trust, workplace productivity, reciprocity and cooperation break down, according to this Rice University research. Pexels

Rice University research shows the importance of coworker and leadership trust within businesses

Houston Voices

While U.S. soldiers battled in Vietnam, inside the White House, President Lyndon Johnson grew increasingly suspicious of those closest to him. The legendary political dealmaker now believed that any opposition to the war was part of a conspiracy against him; aides who questioned his policy might be part of it. According to research using newly available interviews and telephone transcripts, Johnson's distrust may have been triggered by the very experience of being in power.

But how, exactly? In a recent paper, Rice Business professor Marlon Mooijman and a team of colleagues delve deeply into the interaction of power and trust, seeking answers about when and why wielding power degrades leaders' belief in those around them.

The question has deep implications not only in politics, but also in business. "Managers must trust employees' willingness to comply with instructions and keep the company's best interest in mind," Mooijman notes. Without that trust, past research shows, workplace productivity, reciprocity and cooperation break down. Leaders who successfully craft trusting bonds with their coworkers and employees, on the other hand, are more effective than those who don't.

To learn why leaders might abandon that trust, Mooijman's team set up four studies. First, though, they had to establish a working definition of trust. Trust, they proposed, is the willingness to be vulnerable to another party's actions, based on the expectation that the other party will perform a specific action important to the truster — even without the truster's ability to monitor or control the activity. Essential to a trusting relationship: the expectation of the other party's goodwill, and the willingness to expose themselves to possible exploitation if that goodwill fails.

Whether you work in an indie coffee shop or a giant software company, most workers can name a leader who lacks that kind of trust. Many also have had the good luck of a leader who isn't lacking in that department. The difference between such managers, Mooijman's team found, may be the stability of their power.

There are plenty of reasons for wanting to keep power, obviously. In relationships, power holders are able to disregard others' wishes and pursue their own. Within the individual, power boosts self-esteem and encourages behaviors such as expressing amusement and happiness. Less obvious, however, is the effect of fearing a loss of power. Leaders whose power feels unstable experience this physically, with changes in heart rate and blood pressure. They have a heightened awareness of colleagues they perceive as threats, and are more prone to divide coworkers and disrupt their alliances.

When power holders or leaders perceive their power to be unstable, it's that prospect of power loss that erodes their trust in those around them, even helpful and often unsuspecting colleagues. So strong is this effect that it occurs even when the loss of power comes with an economic benefit, Mooijman notes. "Unstable power decreases trust," the team found, "regardless of whether we provided participants with a justification of their unstable position."

To reach their conclusions, Mooijman's team first surveyed 206 participants assembled through Amazon's Mechanical Turk software. Each participant was randomly assigned a power ranking (high or low) and asked to imagine being a VP of sales at a mid-sized firm. Some were told that as part of a productivity initiative they would be reassigned to other divisions. The participants were then asked to rank their perception of their power at their firm and their perception of their job stability there. Regardless of whether their job reassignment was explained or not, the researchers found, the participants who perceived their jobs — that is, their power — to be unstable showed more mistrust of their coworkers.

A final study, a field experiment with real life managers and subordinates, reinforced these findings. Managers in positions of relatively high power who perceived their jobs were unstable were more prone to voice distrust about their subordinates.

While instability is built into political careers, Mooijman's findings have practical implications in other industries. For example, the common practice of moving workers between departments, meant to build insight and productivity, may backfire. Instead of strengthening team spirit, the strategy will likely foment distrust. Similarly, at high levels of power, emphasizing job instability with tactics such as high-stakes, winner-take-all performance metrics might be counterproductive.

Power doesn't always erode trust, the researchers found. Leaders who felt their power was secure didn't show the same level of suspicion as those who felt their roles were insecure. But when power seems fragile, the research revealed, even the most seasoned leaders are prone to abandon trust in their colleagues and see work as a battlefield.

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This story originally ran on Rice Business Wisdom.

Marlon Mooijman is an assistant professor in the management department (organizational behavior division) at Jones Graduate School of Business at Rice University.

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10+ can't-miss Houston business and innovation events for August

where to be

School is back in session this month, and a busy slate of Houston business and innovation events follows. This month brings demo days, loads of networking opportunities and a major health symposium. Here’s what not to miss and how to register. Please note: this article may be updated to add more events.

Aug. 4 — CEOs: Build With AI, Exit With a Premium

Join Blue People for this engaging presentation by David Lopez, founder of Summa, at the latest installment of Tech + Tequila Talk. Lopez will discuss AI moves that can multiply a company's value.

This event is Tuesday, Aug. 4, from 5-7 p.m. at the Ion. Register here.

Aug. 4 — SEIP Demo Day

The Rice Center for Engineering Leadership will showcase the groundbreaking projects developed by its Summer Engineering Innovation Program at the 2026 Demo Day. Attendees can meet the SEIP participants and partners and hear the teams' final presentations.

This event is Tuesday, Aug. 4, from 6-8 p.m. at the Ion. Register here.

Aug. 5 — Summer Venture Studio Preview Day

The Liu Idea Lab for Innovation and Entrepreneurship (Lilie) will present its inaugural Summer Venture Studio Preview Day this month. Hear from the student founders selected for Lilie's summer cohort, which features teams ranging from the healthcare and artificial intelligence to advanced manufacturing sectors.

This event is Wednesday, Aug. 5, from 4-6 p.m. at the Ion. Register here.

Aug. 11 — Mercury Fund Day at the Ion: How Legacy Software Giants Are Going AI-First

Don’t miss the latest installment of Mercury Fund Day at the Ion, previously known as Software Day. The recurring monthly event features office hours (by application), a keynote and networking opportunities. This month's topic will feature a working conversation with Senior Director of Growth at Twilio Mustafa Ali, Senior Director of Consumer Product at WhatsApp Zafir Khan, and Founder and CEO of utilITise Salim Gheewalla.

This event is Tuesday, Aug. 11, from 3:30-7 p.m. at the Ion. Register here.

Aug. 13 — Pints and Prototypes

TMC Innovation Lab will host its Pints & Prototypes networking event this month. Minneapolis-based Medtronic will support this month's event and has invited guest speakers to share their journey in the medtech scene.

This event is Thursday, Aug. 13, from 4-5:30 p.m. at TMC Innovation Factory. Find more information here.

Aug. 14 — Houston Methodist Cancer Symposium

The 14th Annual Houston Methodist Cancer Symposium will bring together Houston Methodist scientists and physicians from a broad spectrum of fields to discuss everything from innovative translational science to clinical updates. The symposium aims to provide education focused on improving patient care, research collaboration and leading medicine.

This event is Friday, Aug. 14, from 7:30 a.m.-4:45 p.m. at Houston Methodist Research Institute. Find more information and register here.

Aug. 14 — Hands-On Workshop: Build Your Own Reusable AI System

Impact Hub Houston and Social Media Breakfast of Houston will host this hands-on workshop on using Smart Card to create a repeatable process users can hand off to AI. Attendees should bring a laptop, an AI tool, and a task that AI could help with. The workshop will focus on working with ChatGPT, Claude or Gemini.

This event is Friday, Aug. 14, from 8:30-10:30 a.m. at the Ion. Register here.

Aug. 17-21 — Foundations of Cancer Therapeutics Crash Course

The Gulf Coast Consortia will host a virtual course focused on the commercialization aspects of moving cancer therapeutics toward the market. Presenters represent The University of Texas Medical Branch Galveston, the Greater Houston Partnership, TMC Innovation, the University of Houston, Texas Southern University and other major institutions.

This event begins Monday, Aug. 17, at 10 a.m. Register here.

Aug. 20 — Pickle Lab’s Two-Year Anniversary Celebration

Enjoy an evening of open-play pickleball, beats by a live DJ, giveaways and more at the second anniversary celebration of Pickle Lab in the Ion District. Enjoy a free beverage from Second Draught and food for purchase from the Crunchy’s for the Munchies food truck.

This event takes place Thursday, Aug. 20, from 6-9 p.m. at Pickle Lab at the Ion. Register here.

Aug. 20 — SBA Lender Matchmaking Event

Business owners can meet with multiple lenders in scheduled, one-on-one 15-minute sessions during this speed-dating style SBA event. SBA Houston District Office representatives will also be onsite to provide free business advising.

This event takes place Thursday, Aug. 20, from 8:30 a.m.–noon at SBDC Sam Houston State University – The Woodlands Center. Register here.

Aug. 27 — BiteLabs Digital Health and Innovation Summit

TMC Innovation and BiteLabs will host the Digital Health and Innovation Summit, which aims to connect clinicians, founders and investors. The event will include an AI in biotech panel, a healthcare AI ethics panel, a hiring in digital health panel, and pitches from BiteLabs USA HealthTech, AI, and Innovation Fellowship.

This event takes place Thursday, Aug. 27, from 10 a.m.–5 p.m. at TMC Innovation Factory. Register here.

Houston nonprofit wins Meta grant to study AI glasses for disabilities

Helping Houston

A grant from Meta will help Easter Seals Greater Houston determine whether wearable AI smart glasses improve accessibility for those with disabilities. The local nonprofit is one organization that received a share of $2 million that Meta allocated in late July.

"Meta is proud to select recipients, including the Easter Seals Greater Houston, based on demonstrated impact, scalability, and relevance to areas where hands-free technology can make the biggest difference," Meta executive Beth Murray said in a request for comment. "It was exciting to receive nearly 500 applications from organizations across the country, and now the real innovation begins here in Houston with the Easter Seals project to understand how different local communities can benefit from AI glasses."

Meta launched its AI Glasses Impact Grant program in January with the goal of delivering nearly $2 million in funds to organizations across the country to see how their Meta AI Glasses could improve people's lives. It selected over 30 recipients from more than 500 applicants.

Easter Seals is using the grant to help pay for its BridgingApps Program, "a community-centered pilot studying how three distinct populations — people with low vision, people with intellectual and developmental disabilities, and those with cognitive aging – can benefit from AI glasses," Meta says. Easter Seals is part of one of the oldest networks in America for disabilities, delivering disability support, veteran training, and other services. The Greater Houston branch was established in 1947.

Meta AI Glasses integrate AI personal assistance with wearable tech for a hands-free connective experience. While many people use their built-in cameras and social media access to create content, the Impact Grant promotes how the technology might assist people with disabilities as well as innovate in industrial and scientific fields.

Data storage and recall could aid people with memory loss, while interpretative AI facial recognition software may let neurodivergent and developmentally delayed people recognize social cues. The pilot program at Easter Seals will explore some of these possibilities.

Two other Texas organizations received grants. The University of North Texas will also explore disability assistance through Meta AI Glasses, in a school environment rather than in the general public space. Austin software company Embarcadero Technologies will use the glasses to build a remote training platform that can simultaneously mentor five junior workers at once.

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This article originally appeared on CultureMap.com.

Houston startup lands $10M to power up electrician staffing platform

money moves

Houston-based Buildforce, which provides a tech-enabled staff platform geared toward electricians and electrical contractors, has raised a $10 million Series A round led by Houston’s Saepio Capital.

Other investors in the round include Blue Heron Capital, Revolution’s Rise of the Rest Seed Fund, S3 Ventures and Chicago Ventures.

Buildforce says the funding will help fuel its national expansion and further development of its technology.

The startup, founded in 2019, connects electricians with electrical contractors for commercial and industrial construction projects. Buildforce’s mobile app helps electricians find and carry out work, and a web app helps electrical contractors find and manage electricians.

“This financing is a major milestone in furthering our mission to help people dedicated to a career in the construction trades lead more secure and fulfilling lives,” co-founder and CEO Moody Heard said in a news release.

Buildforce focuses solely on the electrical trade within the construction sector.

Nick Graziano, principal at Blue Heron, says the shortage of electricians is intensifying as demand for electricians accelerates, driven by data center construction, infrastructure development and energy transition initiatives.

The U.S. Bureau of Labor Statistics estimates the U.S. will need to hire about 80,000 new electricians per year through 2032 to catch up with demand. According to the National Electrical Contractors Association, the U.S. is grappling with a current shortage of 50,000 electricians.

A 2026 economic report from asset manager BlackRock says the electrical trade is expected to be the single fastest-growing employment category in the U.S. labor market over the next 10 years.

“Buildforce is capitalizing on a clear opportunity in America’s generational infrastructure buildout. We believe their mission to use technology to improve lives in the construction space will allow them to make a positive long-term impact on a large and important labor market,” added Jaan Bains, managing partner at Saepio Capital.