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Misinformation lends itself to social contagion – here’s how to recognize and combat it

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Misinformation
Misinformation on social media has the potential to manipulate millions of people.
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Shaon Lahiri, College of Charleston

Misinformation lends itself to social contagion – here’s how to recognize and combat it

In 2019, a rare and shocking event in the Malaysian peninsula town of Ketereh grabbed international headlines. Nearly 40 girls age 12 to 18 from a religious school had been screaming inconsolably, claiming to have seen a “face of pure evil,” complete with images of blood and gore.

Experts believe that the girls suffered what is known as a mass psychogenic illness, a psychological condition that results in physical symptoms and spreads socially – much like a virus.

I’m a social and behavioral scientist within the field of public health. I study the ways in which individual behavior is influenced by prevailing social norms and social network processes, across a wide range of behaviors and contexts. Part of my work involves figuring out how to combat the spread of harmful content that can shape our behavior for the worse, such as misinformation.

Mass psychogenic illness is not misinformation, but it gives researchers like me some idea about how misinformation spreads. Social connections establish pathways of influence that can facilitate the spread of germs, mental illness and even behaviors. We can be profoundly influenced by others within our social networks, for better or for worse.

The spreading of social norms

Researchers in my field think of social norms as perceptions of how common and how approved a specific behavior is within a specific network of people who matter to us.

These perceptions may not always reflect reality, such as when people overestimate or underestimate how common their viewpoint is within a group. But they can influence our behavior nonetheless. For many, perception is reality.

Social norms and related behaviors can spread through social networks like a virus can, but with one crucial caveat. Viruses often require just one contact with a potential host to spread, whereas behaviors often require multiple contacts to spread. This phenomenon, known as complex contagion, highlights how socially learned behaviors take time to embed.

Watch the people in this video and see how you react.

Fiction spreads faster than fact

Consider a familiar scenario: the return of baggy jeans to the fashion zeitgeist.

For many millennials like me, you may react to a friend engaging in this resurrected trend by cringing and lightly teasing them. Yet, after seeing them don those denim parachutes on multiple occasions, a brazen thought may emerge: “Hmm, maybe they don’t look that bad. I could probably pull those off.” That’s complex contagion at work.

This dynamic is even more evident on social media. One of my former students expressed this succinctly. She was looking at an Instagram post about Astro Boy Boots – red, oversize boots based on those worn by a 1952 Japanese cartoon character. Her initial skepticism quickly faded upon reading the comments. As she put it, “I thought they were ugly at first, but after reading the comments, I guess they’re kind of fire.”

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Moving from innocuous examples, consider the spread of misinformation on social media. Misinformation is false information that is spread unintentionally, while disinformation is false information that is intentionally disseminated to deceive or do serious harm.

Research shows that both misinformation and disinformation spread faster and farther than truth online. This means that before people can muster the resources to debunk the false information that has seeped into their social networks, they may have already lost the race. Complex contagion may have taken hold, in a malicious way, and begun spreading falsehood throughout the network at a rapid pace.

People spread false information for various reasons, such as to advance their personal agenda or narrative, which can lead to echo chambers that filter out accurate information contrary to one’s own views. Even when people do not intend to spread false information online, doing so tends to happen because of a lack of attention paid to accuracy or lower levels of digital media literacy.

Inoculation against social contagion

So how much can people do about this?

One way to combat harmful contagion is to draw on an idea first used in the 1960s called pre-bunking. The idea is to train people to practice skills to spot and resist misinformation and disinformation on a smaller scale before they’re exposed to the real thing.

The idea is akin to vaccines that build immunity through exposure to a weakened form of the disease-causing germ. The idea is for someone to be exposed to a limited amount of false information, say through the pre-bunking with Google quiz. They then learn to spot common manipulation tactics used in false information and learn how to resist their influence with evidence-based strategies to counter the falsehoods. This could also be done using a trained facilitator within classrooms, workplaces or other groups, including virtual communities.

Then, the idea is to gradually repeat the process with larger doses of false information and further counterarguments. By role-playing and practicing the counterarguments, this resistance skills training provides a sort of psychological innoculation against misinformation and disinformation, at least temporarily.

Importantly, this approach is intended for someone who has not yet been exposed to false information – hence, pre-bunking rather than debunking. If we want to engage with someone who firmly believes in their stance, particularly when it runs contrary to our own, behavioral scientists recommend leading with empathy and nonjudgmentally exchanging narratives.

Debunking is difficult work, however, and even strong debunking messages can result in the persistence of misinformation. You may not change the other person’s mind, but you may be able to engage in a civil discussion and avoid pushing them further away from your position.

Spreading facts, not fiction

When everyday people apply this with their friends and loved ones, they can train people to recognize the telltale signs of false information. This might be recognizing what’s known as a false dichotomy – for instance, “either you support this bill or you HATE our country.”

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Another signal of false information is the common tactic of scapegoating: “Oil industry faces collapse due to rise in electric car ownership.” And another is the slippery slope of logical fallacy. An example is “legalization of marijuana will lead to everyone using heroin.”

All of these are examples of common tactics that spread misinformation and come from a Practical Guide to Pre-Bunking Misinformation, created by a collaborative team from the University of Cambridge, BBC Media Action and Jigsaw, an interdisciplinary think tank within Google.

This approach is not only effective in combating misinformation and disinformation, but also in delaying or preventing the onset of harmful behaviors. My own research suggests that pre-bunking can be used effectively to delay the initiation of tobacco use among adolescents. But it only works with regular “booster shots” of training, or the effect fades away in a matter of months or less.

Many researchers like me who study these social contagion dynamics don’t yet know the best way to keep these “booster shots” going in people’s lives. But there are recent studies showing that it can be done. A promising line of research also suggests that a group-based approach can be effective in maintaining the pre-bunking effects to achieve psychological herd immunity. Personally, I would bet my money on group-based approaches where you, your friends or your family can mutually reinforce each other’s capacity to resist harmful social norms entering your network.

Simply put, if multiple members of your social network have strong resistance skills, then your group has a better chance of resisting the incursion of harmful norms and behaviors into your network than if it’s just you resisting alone. Other people matter.

In the end, whether we’re empowering people to resist the insidious creep of online falsehoods or equipping adolescents to stand firm against peer pressure to smoke or use other substances, the research is clear: Resistance skills training can provide an essential weapon for safeguarding ourselves and young people from harmful behaviors.

Shaon Lahiri, Assistant Professor of Public Health, College of Charleston

This article is republished from The Conversation under a Creative Commons license. Read the original article.

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STM Blog

Texas Roadhouse Allegations Update: No New Public Findings Located

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STM Blog | Commentary | October 14, 2026

The viral allegations involving Texas Roadhouse and the treatment of Black customers raised an understandably disturbing question: Could diners trust that they were being served safely and respectfully?

Texas Roadhouse calls viral food-tampering allegations a hoax. Our October 14 review found no new public findings. Here’s what remains unverified.

After reviewing available coverage again on October 14, STM Daily News did not locate new verified evidence establishing that the alleged food tampering occurred. We also did not locate a publicly released final report from the outside firm the company said it hired.

The central distinction remains unchanged: the allegations have not been substantiated in the reporting reviewed, while Texas Roadhouse says its investigation points to a hoax. 

What the available reporting says

In August, social media posts alleged that restaurant workers deliberately tampered with food served to Black customers. The claims circulated widely and prompted calls for a boycott. Texas Roadhouse said it had not identified current or former employees connected to the accusations. 

In reporting updated August 26, KTXS noted that the viral post did not identify a particular restaurant location and that there was no verified evidence connecting the claims to a Texas Roadhouse employee.

https://stmdailynews.com/chicken-salad-chick-foundation-presents-record-breaking-donation-to-cure-childhood-cancer/

The company told the outlet it had found no credible evidence of food tampering. It also said the original Facebook post had been deleted, some users had retracted posts amplifying the claims, and an outside firm had been engaged to investigate the accusations’ source and motives. These details come from August coverage, rather than a new October announcement. 

What remains unresolved publicly

Our latest review did not locate a final outside investigation report that readers could examine. We therefore cannot describe that investigation as complete or independently assess its findings.

The company’s description of the claims as a hoax should continue to be attributed to Texas Roadhouse. Likewise, the allegations should not be repeated as though they describe a confirmed incident.

Not locating a new public report does not establish whether investigative work has continued privately. It means the public information we found does not support a stronger conclusion.

Why careful wording still matters

For Black diners, allegations of racist mistreatment can strike a painful nerve. Everyone deserves to sit down for a meal without worrying that their race could make them a target.

Taking that concern seriously requires credible complaints to be investigated thoroughly. It also requires care before assigning blame to a restaurant, a location, or its workers.

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Social media can spread a warning far beyond its original audience before anyone verifies the underlying claim. Once that happens, a correction or clarification may never reach everyone who saw the accusation.

That makes transparency essential. Restaurants should explain what they have investigated and what they can substantiate. Those sharing accusations should be equally willing to share corrections and acknowledge uncertainty.

For now, the responsible position is to keep the evidence and the allegations separate. If new, verifiable findings become public, they should be assessed on their merits.

Join the conversation: What do you look for before trusting a viral warning about a business? Share your thoughts in the comments, and keep the conversation respectful.

Editor’s note: This is an October 14 status review of previously reported allegations. It does not announce a new investigative finding.

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College Life

Is College Worth It? New U.S. News Rankings Put More Weight on What Graduates Earn

Is college worth it? MIT has taken the No. 1 spot in the 2027 U.S. News Best Colleges rankings, ending Princeton’s 15-year run. But a new Earnings by Major metric could be even more important for families asking whether college is worth the investment.

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For millions of students and families, choosing a college increasingly comes down to a basic question: Is college worth it?

Is College Worth It? College students outside a university campus with tuition, student loan and graduate earnings imagery illustrating the question of whether college is worth the cost.
College students stand outside a modern university campus as symbols of tuition costs, student loans, graduation and future earnings highlight the financial question facing many families: Is college worth the investment?

The latest U.S. News & World Report Best Colleges rankings are attempting to provide another piece of information to help answer that question.

The 2027 rankings place the Massachusetts Institute of Technology (MIT) at No. 1 among National Universities, ending Princeton University’s 15-year run at the top. But perhaps the bigger story for prospective students isn’t which university occupies the No. 1 position.

It’s a significant change in how U.S. News measures the value of attending college.

For the first time, the rankings include an Earnings by Major factor designed to examine what graduates earn after leaving school — and to compare those earnings with graduates who studied the same subjects elsewhere.

Is College Worth It? U.S. News Looks Beyond Graduation

College has traditionally been promoted as an investment in a person’s future. But as families confront tuition, housing expenses and the possibility of student debt, simply earning a degree may no longer be enough information when deciding where — or whether — to attend.

Students increasingly want to know what happens after graduation.

The new U.S. News Earnings by Major metric examines graduate earnings four years after graduation using data from the U.S. Department of Education’s College Scorecard.

Importantly, the system doesn’t simply compare the average salary of graduates from one university with another.

Instead, earnings are compared within specific academic disciplines.

That distinction matters.

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A university graduating large numbers of engineers, computer scientists or students entering other relatively high-paying occupations could otherwise appear to produce stronger financial outcomes simply because of the subjects its students choose to study.

Comparing graduates within similar fields is intended to provide a clearer picture of how graduates from different institutions fare financially.

From Student Debt to Graduate Earnings

The new Earnings by Major metric replaces the Graduate Indebtedness factor previously used by U.S. News.

That represents an important shift in perspective.

Instead of focusing primarily on how much debt students accumulate, the new measure looks at one aspect of what students may receive financially from their education after entering the workforce.

The metric examines employed federal financial aid recipients whose highest degree is a bachelor’s degree.

According to U.S. News, the approach is intended to reduce the influence of family financial advantages and provide a better indication of the economic value institutions may contribute to graduates.

That doesn’t mean earnings alone determine whether a college education is worthwhile.

But for a student potentially investing tens of thousands of dollars — and several years of their life — knowing how graduates in a particular major perform economically can be an important part of the decision.

MIT Takes the No. 1 Spot

Against that changing methodology, MIT moved into the No. 1 position among National Universities in the 2027 rankings.

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The top three are:

  1. Massachusetts Institute of Technology
  2. Princeton University
  3. Harvard University

Princeton’s move to second place ends a run at No. 1 that began with the 2012 edition of the rankings.

Among National Liberal Arts Colleges, Williams College remained No. 1, followed by Amherst College at No. 2. Bowdoin College, Claremont McKenna College, Pomona College and Swarthmore College tied for third.

Nearly 1,700 institutions were evaluated in the 2027 edition.

Outcomes Are Becoming a Bigger Part of the Equation

The addition of graduate earnings is part of a broader emphasis on student outcomes in the U.S. News methodology.

U.S. News says outcomes now account for more than half of a school’s total score.

Institutions can be evaluated using as many as 17 weighted measures, including graduation and retention rates, social mobility for lower-income students, post-graduate earnings, faculty resources and academic peer assessments.

The shift reflects a changing conversation surrounding higher education.

For generations, students were often encouraged to focus heavily on getting into the most prestigious college possible. Today’s students may also be asking more practical questions:

How much will it cost?

How much financial aid will I receive?

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How much debt might I have when I graduate?

What do graduates in my intended major earn?

And perhaps most importantly:

Will the investment pay off for me?

College Value Isn’t Just About Salary

Graduate earnings can provide useful information, but salary shouldn’t be treated as the sole measurement of the value of higher education.

Different careers have dramatically different compensation structures.

A graduate pursuing teaching, public service, social work, the arts or nonprofit work may earn less than someone entering engineering, finance or technology while still considering their education worthwhile.

There are also benefits of higher education that are difficult to capture in a salary statistic.

That’s why students comparing schools may want to look beyond an institution’s overall ranking and examine factors such as net price after financial aid, scholarships, graduation rates, student debt, internship opportunities, career placement, location and the strength of the program they actually intend to study.

The best-known university isn’t automatically the best financial or educational choice for every student.

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Economic Diversity Also Gets Attention

The 2027 rankings also highlight economic diversity among highly ranked institutions.

According to U.S. News, MIT and Princeton rank third and fourth, respectively, among the top 25 National Universities in the percentage of students receiving federal Pell Grants.

Pell Grants generally assist undergraduate students with significant financial need and typically do not have to be repaid.

Among the top 25 National Liberal Arts Colleges, Amherst College ranked highest for economic diversity under the U.S. News measure.

A New Ranking Looks at In-State Value

U.S. News is also placing additional attention on affordability for students considering public universities.

The 2027 edition introduces a Best Value Schools for In-State Students ranking, which evaluates public universities based on academic quality and affordability for residents.

The University of North Carolina at Chapel Hill took the No. 1 position in the inaugural ranking.

That category could be particularly relevant to families deciding whether the prestige associated with attending a private or out-of-state university justifies potentially higher costs compared with attending a public institution in their home state.

The Rankings Look Different This Year

There is another important caveat when comparing the 2027 results with previous years.

Changes to the Carnegie Classification framework resulted in approximately 20% of previously ranked institutions moving into different U.S. News categories.

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Because some colleges are now being compared against different groups of institutions, their 2027 rankings may not be directly comparable with previous years.

The changes also expanded eligibility, allowing additional institutions specializing in areas such as engineering, business and health to enter the rankings.

U.S. News also introduced an undergraduate economics specialty ranking while continuing rankings covering areas such as social mobility, innovation, historically Black colleges and universities, artificial intelligence programs, internships, undergraduate research and study-abroad opportunities.

Public Universities, HBCUs and Social Mobility

Among public National Universities, the University of California, Berkeley and UCLA tied for the No. 1 position, followed by the University of Michigan–Ann Arbor.

The top three Historically Black Colleges and Universities were:

  1. Spelman College
  2. Howard University
  3. Tuskegee University

For social mobility among National Universities, Florida International University and the University of California, Riverside tied for No. 1, with Oakland City University ranked third.

These categories illustrate another reason students may want to look deeper than a school’s overall national position. Different rankings can reveal institutions performing particularly well in areas that may matter more to an individual student.

So, Is College Worth It?

There isn’t one answer that applies to every student.

The cost of attending, financial aid, chosen major, career goals, likelihood of graduating and potential debt can dramatically change the financial equation.

A college with a famous name and high national ranking could be a poor financial choice for one student while a less prominent public university with generous financial aid could be an excellent investment for another.

That’s what makes the addition of Earnings by Major noteworthy.

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Instead of asking only “Which college ranks highest?”, prospective students now have another reason to ask a much more personal question:

“What am I paying for — and what could I realistically get in return?”

MIT replacing Princeton at No. 1 makes the headline.

But for students and parents trying to decide whether college is worth the cost, the growing emphasis on outcomes, affordability and post-graduation earnings may ultimately be the more important story.

Source: U.S. News & World Report, 2027 Best Colleges rankings, released September 22, 2026.

U.S. News & World Report press release:
MIT Claims No. 1 Spot in U.S. News 2027 Best Colleges Rankings PR Newswire

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Forgotten Genius Fridays

Sarah Boone Improved the Ironing Board by Thinking About the Sleeve

Sarah Boone didn’t invent the first ironing board. The New Haven dressmaker patented a clever improvement shaped for pressing sleeves and fitted clothing.

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Forgotten Genius | STM Daily News

Try ironing a sleeve on a wide, flat board. The fabric bunches, the seams curve, and pressing one side can leave a crease on the other. For dressmaker Sarah Boone, that everyday frustration presented a problem she could solve.

Illustration of Sarah Boone’s narrow, curved ironing board design beside an 1892 patent drawing.
An artistic depiction of Sarah Boone examining her improved sleeve-ironing board in an 1890s dressmaking workshop. Warm window light illuminates the curved wooden board, fabric, and sewing tools, highlighting the practical ingenuity behind her 1892 patent. Image Credit: R Washington and Firefly

Working in New Haven, Connecticut, Boone designed an ironing board shaped for sleeves and fitted garments. Her board was narrow enough for a sleeve to slip over it, allowing one side to be pressed without flattening the other. Its curved edges followed the lines of a sleeve’s seams, while its supports helped position the board for different uses.

Boone filed her patent application in 1891. On April 26, 1892, she received U.S. Patent No. 473,653 for her improvement.

Boone did not invent the first ironing board. What she patented was a thoughtful redesign for a particular task. That distinction makes her achievement more interesting: she understood how the tool was used, recognized where it fell short, and changed its shape to make the work easier.

The patent drawing brings her idea to life. Instead of the broad surface most people picture when they hear “ironing board,” Boone’s design looks almost like the part of a garment it was meant to support. It is a practical solution from someone who knew the job firsthand.

That is the heart of Sarah Boone’s story. Invention does not always begin with an entirely new machine. Sometimes it begins when a person doing familiar work asks a better question: What would this tool look like if it truly fit the task?

Boone answered with a design—and secured a place in the history of Black innovation.

References:


faviconV2?client=SOCIAL&type=FAVICON&fallback opts=TYPE,SIZE,URL&url=https%3A%2F%2Fpatents.googleSarah Boone’s Original Ironing Board Patent
 — U.S. Patent No. 473,653, granted April 26, 1892. Includes her description, construction details, and original drawings.

faviconV2?client=SOCIAL&type=FAVICON&fallback opts=TYPE,SIZE,URL&url=https%3A%2F%2Fwww.usptoUSPTO: Beyond Baker’s List—Black Innovation Then and Now — Identifies Boone as a New Haven dressmaker who patented an improved ironing board shaped for bodices and sleeves.

faviconV2?client=SOCIAL&type=FAVICON&fallback opts=TYPE,SIZE,URL&url=https%3A%2F%2Fwww.usptoUSPTO: Found on Baker’s List — Background on Henry Baker’s work documenting Black patent holders, providing historical context for the Forgotten Genius series.

Explore more inventors and innovators in STM Daily News’ Forgotten Genius series.

Sources: U.S. Patent and Trademark Office; Sarah Boone’s original 1892 patent, available through Google Patents.

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