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Finding Truth among the Tweets.  Our expert weighs in on the role social media has during war. featured image

Finding Truth among the Tweets. Our expert weighs in on the role social media has during war.

With the Israel-Hamas war raging on, social media provides a source of information for many individuals to stay up to date. Across platforms there are reliable sources but there are also those with an agenda to spread false truth, blatant lies and sew doubt with doses of 'mis' and disinformation. It's a topic Goizueta Business School professor David Schweidel is watching closely. "We are seeing once again the need for the regulation of social media platforms," says Schweidel. " Platforms have a financial incentive to serve up the most provocative and arousing content and content moderation is often at odds with financial goals." Social media is being flooded with content, much of it misinformation, and social platforms are unwilling or unable to effectively moderate what’s being posted. "Beyond the likely reduction in revenue, implementing content moderation at scale is expensive and difficult. If viewed from a short-term financial perspective, allowing for a free for all is less costly and will result in more user engagement, which drives revenue," Schweidel adds. And it is not as if legislators and lawmakers are not aware. As of today, social media platforms aren’t liable for the content posted on them (under the FCC’s Section 230). Two recent lawsuits sought to challenge section 230, but the Supreme Court declined to take such action. These challenges were based on platforms actively promoting content through their algorithms, thereby going beyond simply being intermediaries providing access to content posted online by others. Some, such as the ACLU, view this as allowing for free speech online. There's a lot more to know, such as: The challenges in identifying real vs. fake content Which platforms are being effective in moderating content How US and EU laws vary in terms of regulating misinformation on social media platforms And that's where we can help. David A. Schweidel is Professor of Marketing at Emory University’s Goizueta Business School. He's a renowned marketing analytics expert focused on the opportunities at the intersection of marketing and technology. David is available to speak with media regarding this important topic, simply click on his icon now to arrange an interview today.

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2 min. read
Net-zero emissions targets: Genuine goals or Fortune 500 greenwashing?  featured image

Net-zero emissions targets: Genuine goals or Fortune 500 greenwashing?

Moving towards “net-zero” emissions has become a popular “target” for multinational corporations that have committed to improving their sustainability. But is it a new tagline from marketing departments or something firms are actually committed to? About half of the U.S.-based Fortune 500 firms have declared their intent to reach net zero – the point at which the emissions from an entity equals the amount of greenhouse gasses being taken out of the atmosphere – as early as by 2030. The University of Delaware’s Kalim Shah, an expert on energy and climate policy, has some thoughts on these targets, their feasibility and why these companies are pursuing these goals. We should question why the language has changed in less than a decade from lowering emissions or low carbon options to “net-zero” when targets to meet lower emissions have not really been fulfilled in the first place. Part of the explanation could be to get ahead of would-be legislated pressure, that is, to dissuade legislative efforts which would imply compliance requirements, whereas now, these pledges are completely voluntary. Net zero is more technologically feasible in some sectors/ processes and not in others. In other words, there is likely not a cost effective, technological fix for net zero in the aluminum smelting or iron or concrete making industries in the immediate future. Lack of industry standards for measuring net zero – or perhaps more correctly, several competing methods of calculating net zero – can give some cover, for now, to firms attempting to “greenwash.” In effect, one firm's net zero may not be comparable to another's net zero. A company’s “emissions scope” must be examined closed. Are firms referring to direct emissions related to on-site fuel combustion or fleet vehicles; Indirect emissions related to emission generation of purchased energy, such as heat and electricity; and/or Other indirect emissions related to both emissions from upstream and downstream business activities when setting targets? We have to "read the fine print" as well, as terms that sound as ambitious but have slightly different strategies, such as “carbon neutral” and “carbon negative” targets can also complicate how we hold firms accountable. Where net zero is less possible, emissions could be “offset” through various schemes like carbon credits of forest offsets. A carbon offset is a reduction or removal of emissions of greenhouse gases made in order to compensate for emissions made elsewhere. En vogue since the 2000s, largely because it presented a way for indebted developed countries to capture market value by preserving endangered forests when multinationals ‘"offset" operations emissions by paying said developing countries, this mechanism has become highly questionable of late for its unverifiability. To arrange an interview, click on Dr. Shah's profile and press the contact button found there.

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2 min. read
Expert Insight: When it comes to Taylor Swift's impact on the NFL - media are contacting Emory's experts to know more featured image

Expert Insight: When it comes to Taylor Swift's impact on the NFL - media are contacting Emory's experts to know more

It's as if it has been the biggest love story since Grace Kelley married Prince Rainer or when Harry met Meghan for that matter. But as much as fans, media and even the play-by-play callers are giving an enormous amount of attention to Taylor Swift every time she shows up and cheers on her new beau Travis Kelce, experts wonder...will it have a lasting impact on attracting new fans to the NFL? Recently, Bloomberg News explored if an entertainment powerhouse like Taylor Swift can move the yard-stick of a generation that is seeing a shrinking fanbase and serious decline in viewership.   For expert insight, Bloomberg contacted Goizueta Business School's Mike Lewis to offer his opinion and perspective on the situation. Historically, leagues didn’t worry much about the transmission of passion for a sport and team. Homes typically had one screen — the family television — and if a parent was watching the Chiefs game, so were the kids. Fandom at home drove fandom outside of it. Kids wore NFL merchandise to school and bonded with their classmates. Youth sports participation, partly inspired by what was on TV, amplified the community solidarity and enthusiasm for all levels of a given sport. Those traditional forms of fan development are breaking down. "We've evolved to this situation where kids are getting their content via the smartphone and everyone going off to their corner," explains Michael Lewis, director of the marketing analytics center at Emory University. The consequences are striking. In 2021, Lewis published data on sports fandom among different generations. Millennials overwhelmingly identified themselves as the most avid fans (42%), followed by Gen X and Baby Boomers. Gen Z was a striking outlier. Though 23% identified themselves as passionate spectators, 27% identified themselves as "anti-sports." No other generation came close to that level of sports antipathy. However, Gen Z isn’t uninterested in competition. Rather, its media consumption habits are pushing it to different outlets. Survey data that Lewis published in August reveals that esports (competitive video gaming) is now more popular than traditional sports. Professional sports is a multi-billion dollar business and appealing to multi-generational audiences is no easy task. If you're covering or interested in learning more - we can help. Mike Lewis’s work focuses on the intersection of sports analytics and sports marketing. He studies issues ranging from player performance analytics to brand equity in sports. This approach makes Professor Lewis a unique expert on fandom as his work addresses the complete process from success on the field to success at the box office. Michael is available to speak with media - simply click on his icon now to arrange an interview today.

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2 min. read
The rising demand for DBAs featured image

The rising demand for DBAs

Today’s global business environment has led to rising demand for more advanced qualifications. Aston University’s Geoff Parkes explains how a DBA degree can help leaders meet employer demands and identify cutting-edge solutions to business problems. In recent years, the Doctor of Business Administration (DBA) has emerged as a prestigious qualification that equips aspiring business leaders with the skills and knowledge necessary to address complex challenges in the corporate world. Delivered online, Aston University’s Executive DBA programme is designed to accommodate professionals’ busy schedules and exemplifies the flexibility and relevance that DBA degrees offer in today’s dynamic business environment. Turning theory into practice DBA programmes, like their doctoral counterparts, require candidates to delve deeply into advanced business topics and contribute to their chosen field through original research presented in a thesis. What sets DBA graduates apart is their ability to bridge the gap between theory and practice. They are trained to apply their extensive knowledge directly to real-world business problems, making them invaluable assets to their employers. While DBA students are generally not inventing new theories, they are applying existing models in innovative and creative ways that contribute new knowledge both to academia and practice. Universities and business schools that offer DBA programmes will have a cadre of academic supervisors and faculty who can combine scholarly rigour with practical business experience. This is what students look for in their choice of institution. According to the Global DBA Survey from Compass, the typical DBA candidate boasts an impressive 15 years of professional experience on admission to the programme. It’s the norm for DBA students to complete their research while holding middle or senior management positions, showcasing their commitment to career advancement and expertise development. In fact, a DBA candidate’s thesis is usually directly related to a live work issue that requires this level of rigour. Rising educational expectations In the rapidly evolving business landscape of the 21st century, businesses worldwide are seeking leaders who can seamlessly navigate new challenges without extensive training. While a bachelor’s degree coupled with professional experience was once sufficient, the demand for more advanced qualifications has grown substantially. For many, the Master of Business Administration (MBA) has therefore supplanted the Bachelor of Business Administration (BBA) as the requisite ‘entry-level’ degree, with DBA degrees elevating candidates even further. A recent report from EFMD Global found that DBAs are on a growth trajectory, with 86 per cent of institutions offering the qualification expecting an increase in enrolments in the near future. Career advancement and reputation are key growth factors for those seeking to study the qualification. The main driving motivations are the transformation of careers (cited by 81 per cent of respondents), the ambition to achieve the recognition of ‘Doctor’ (cited by 76 per cent) and the need for research with managerial impact (71 per cent). Business as an international language The proliferation of DBA education globally is a relatively recent phenomenon, with many programmes established in the last decade. This trend is not confined to a specific geographic location – the aforementioned Global DBA Survey from Compass indicates that 42 per cent of programmes are based in Europe, 28 per cent in North America and 22 per cent in Asia. DBAs are demonstrating their ability to impart business knowledge that transcends borders. Moreover, the survey highlights an 80 per cent increase in demand for DBA programmes worldwide, with no region experiencing decreased interest and significant growth in the Middle East and Asia. Aston University’s Executive DBA programme, with its flexible distance learning approach, exemplifies this global trend. Taking an academic approach to business Contrary to popular culture perceptions, business leaders rely on a foundation of knowledge acquired through rigorous academic and professional development. A guide in US News & World Report outlines the various stages of a typical DBA online programme, emphasising that candidates undergo multiple phases of research and evaluation to become workplace-ready executives. The journey includes: Research methods: DBA programmes commence with research methods courses that equip students with essential skills for business research. These practical courses introduce students to valuable sources and questions, preparing them for their thesis projects. Thesis and defence: After completing research methods courses, DBA candidates propose their doctoral theses, refining them with faculty supervisors. Supervisors ensure that thesis topics are original and contribute knowledge to the field. Candidates then conduct research and present their findings in a viva, which determines whether they have met the required standard for a doctorate. Benefits of DBA completion DBA graduates stand to enjoy several benefits, including: 1. Increased salary: DBAs command significantly higher salaries compared to other business degrees. PayScale data reveals that while graduates of a bachelor’s degree in business earn an average of GBP£34,000, MBA graduates earn median salaries of £52,000. DBA degree holders stand to earn even more, in executive positions that might include operations director (£87,989), vice-president (£92,800) and finance director (£102,078). 2. Multiple career paths: Unlike PhD programmes that primarily prepare students for academic careers, DBAs offer participants the flexibility to pursue both academic and business careers. Aston University’s Executive DBA programme, in line with global trends, focuses on preparing students for senior management roles. DBA candidates align their research projects with their career paths, showcasing their advanced knowledge and expertise in specific domains. In conclusion, the rise of DBA programmes is driven by the growing demand for advanced business education, the globalisation of business knowledge and the need for leaders who can integrate academic rigour with practical expertise. DBA graduates are well-equipped to meet employer demands and explore innovative solutions to contemporary business challenges, making them invaluable assets in the ever-evolving world of business. Dr Geoff Parkes is DBA programme director and associate professor in marketing and strategy at Aston Business School, Aston University. Following a career in industry, he graduated with a DBA in 2015 Discover Aston University’s online Executive DBA programme Aston University is a public research university situated in Birmingham, England. In 2020, Aston University was named ‘University of the Year’ by the Guardian and ‘Outstanding Entrepreneurial University’ in the Times Higher Education Awards. Aston was also shortlisted for ‘University of the Year’ in the Times Higher Education Awards 2021

5 min. read
A dose of regulation mixed with free-market observation - What can Connecticut learn as the state enters the cannabis era? featured image

A dose of regulation mixed with free-market observation - What can Connecticut learn as the state enters the cannabis era?

It's only been since January, but the cannabis industry in Connecticut is already a hit among consumers. There was initial worry that the quick expansion of stores and dispensaries could potentially blunt the long-term success of the retail aspect of the product in the state, but according to UConn's Fred Carstensen concerns about the oversupply seen in neighboring states is not a worry. “It’ll take three to four years to see how the market develops,” said Carstensen, a professor at University of Connecticut and the director of the Connecticut Center for Economic Analysis. In an article that goes into great detail, Carsten told the Stamford Advocate about the many factors and influences that can impact what has been a volatile market in some states since legalization became the trend. And as the state government checks the expansion of Connecticut’s adult-use cannabis market, Carstensen said local governments do the same. He said it wouldn’t matter if Connecticut’s retail cannabis scene was over-licensed, under-licensed, or just right. “Every municipality has the right to say yea or nay (to retailers),” Carstensen said. But he said an estimated 69 cannabis retailers in the Nutmeg State’s pipeline will make the bigger picture clearer. “(Then) it's pretty much available to everybody on a relatively short-travel basis,” Carstensen said. “Then we'll actually know what the market is.” Regulation and observation will be key to measure the success or failure of the market. Carstensen said that as the Nutmeg State’s market matures, retailers will “pull that business back into Connecticut when we become more competitively priced.” Peake agreed that “as (more Connecticut retailers) open up, we can probably expect the vast majority of those folks to be buying cannabis in Connecticut.” And Carstensen said that as much as interstate cannabis purchases skew understanding Connecticut’s market, it also serves as a check on oversaturating the Nutmeg State’s cannabis economy... And, Carstensen said, if there were too many cannabis dispensaries, "the market will tell us." "They’ll close,” the economics professor said. If you're a journalist looking to know more about this emerging industry in Connecticut and beyond, let us help. Fred Carstensen is a University of Connecticut professor and director of the Connecticut Center for Economic Analysis. He is a renowned an expert in the areas of public policy, economic history, and economics. Simply click on his icon now to arrange a time to talk today.

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2 min. read
Georgia Southern University’s annual economic impact soars to record of more than $1.1 billion featured image

Georgia Southern University’s annual economic impact soars to record of more than $1.1 billion

New reports from the University System of Georgia (USG) show that Georgia Southern continues to have a remarkable economic impact on the region it serves and on the students it graduates. The USG recorded a $20.1 billion total economic impact from July 1, 2021 until June 30, 2022, while Georgia Southern’s annual economic impact has soared to more than $1.107 billion for FY 2022, a 7.3% increase over the previous year and a new recorded impact total. Conducted on behalf of USG by Jeffrey M. Humphreys, Ph.D., director of the Selig Center for Economic Growth in the University of Georgia’s Terry College of Business, the study showed USG generated 159,034 full- and part-time jobs across Georgia last year. In a companion study, Humphreys found that USG bachelor’s graduates from the Class of 2022 will earn over $1 million more during their lifetimes than they would have without their college degree. “Work-life earnings increase dramatically with education level,” the report said, noting that “work-life earnings estimates for Georgia show that the Class of 2022 can expect to realize work-life earnings of $183 billion.” For the 5,502 degree recipients from Georgia Southern University in FY 2022, they can expect their work in Georgia to total lifetime earnings of $14.4 billion. The report also broke down total Georgia lifetime earning predictions by degree and said: The 99 GS graduates with doctoral degrees will earn a total of $340 million. The 1,207 GS graduates with master’s degrees will earn a total of $3.3 billion. The 4,134 GS Graduates with bachelor’s degrees will earn a total of $10.5 billion. In terms of economic impact, there are 3,250 jobs on Georgia Southern’s campuses in Statesboro, Savannah and Hinesville. Because of institution-related spending, 6,795 jobs exist off-campus, meaning that a total of 10,045 jobs exist due to institution-related spending in fiscal year 2022. The report also noted that Georgia Southern students spent $430,509,422 in the region in fiscal year 2022. “Georgia Southern’s record annual regional economic impact illuminates the university’s profound significance throughout this region,” said Georgia Southern President Kyle Marrero. “We are meeting the needs of Southeast Georgia – now and in the future – developing talent, solving regional needs through our public impact research agenda and serving as the catalyst for economic development and vibrant communities.” “These economic impacts demonstrate that continued emphasis on colleges and universities as pillars of the state’s economy translates into jobs, higher incomes, and greater production of goods and services,” the report said. Interested in knowing more?  Simply connect with Georgia Southern's Director of Communications Jennifer Wise at jwise@georgiasouthern.edu to arrange an interview today.

2 min. read
Fort Stewart, Georgia Southern University, sign agreement to offer graduate courses on base featured image

Fort Stewart, Georgia Southern University, sign agreement to offer graduate courses on base

Representatives from Georgia Southern University and Fort Stewart signed an official memorandum of understanding Monday morning that clears the way for Georgia Southern to offer a slate of in-demand graduate courses this fall on base. Col. Manuel F. Ramirez, garrison commander at Fort Stewart and Hunter Army Airfield, and Kyle Marrero, president of Georgia Southern University, signed the agreement in front of officials from both organizations and the University’s live bald eagle mascot, Freedom, at Fort Stewart’s SFC Paul R. Smith Army Education Center. With the agreement, Georgia Southern will offer the following degree programs at the Fort Stewart education center: Master of Business Administration Master of Health Administration Master of Science in Information Technology Master of Arts in Professional Communication and Leadership Professional Communication and Leadership – Graduate Certificate Cybercrime – Graduate Certificate “This is truly a collaboration that will provide incredible opportunities and possibilities for our soldiers and our family members here on the installation,” Ramirez said. “Here at Fort Stewart, we’ve always believed in investing in our most precious asset, which is our people. And today, this partnership is a shining testament to that belief. By adding Georgia Southern to our stable of schools here at the Education Center, we’re opening doors to advanced education, professional development, and then a brighter future for all of our soldiers and their family members and all those people who call Fort Stewart home.” This partnership allows soldiers and their families to advance their career prospects by equipping them with the knowledge and skills and preparing them for increased responsibility in the Army and afterward, he said. Marrero said the courses that will be offered are being configured to allow Soldiers and their families to pursue higher education without disrupting their duties or relocating, allowing them to strike a healthier work-life balance while investing in their personal growth. Marrero thanked the teams behind the agreement and noted that the courses will be flexible and compressed to meet the unique needs of military-connected students. Marrero said this partnership between Fort Stewart and Georgia Southern University creates valuable educational opportunities for soldiers and their families by offering accessible and high-quality master’s degree programs on-site. It’s also the latest example of the University’s commitment to the military, which has led to Georgia Southern being named a “Military-Friendly” school for six years in a row and a “Gold School” for 2023-2024 by Viqtory Media, publisher of G.I. Jobs, STEM Jobs and Military Spouse magazines. “We have had a rich history of partnerships here,” Marrero said. “For us, this is a beginning and a continuation of the belief in the transformational power of education. We are proud and excited to be your partner. Thank you so much for this opportunity.” To learn more about the courses being offered at Fort Stewart and Hunter Army Airfield, visit think link below: If you are interested in knowing more about this partnership or would like to speak with Kyle Marrero, president of Georgia Southern University, simply contact Georgia Southern's Director of Communications Jennifer Wise at jwise@georgiasouthern.edu to arrange an interview today.

3 min. read
ChristianaCare Chief Information Security Officer Anahi Santiago Receives Prestigious Routhy Award featured image

ChristianaCare Chief Information Security Officer Anahi Santiago Receives Prestigious Routhy Award

ChristianaCare Chief Information Security Officer Anahi Santiago, EMBA, CISM, has been recognized with the Routhy Award, which honors one cybersecurity professional each year who delivers a profound impact within health care and the information security profession. Health-ISAC awards the Routhy. The organization is a global, member-driven non-profit that offers health care stakeholders a trusted community and forum for coordinating, collaborating and sharing vital physical and cyber threat intelligence and best practices with each other. “Anahi is a one-of-a-kind CISO,” said Randy Gaboriault, MS, MBA, chief digital and information officer and senior vice president at ChristianaCare. “Deeply committed to information security, Anahi shares her wide breadth of experience and knowledge with peers throughout the country as a gifted speaker, mentor and content expert. She is expert in the field of cybersecurity. “Through her deep commitment to patient safety and information security she has led the implementation of some of the most progressive cybersecurity safeguards within ChristianaCare. This is a well deserved recognition and we are thrilled to see Anahi receive this prestigious award.” Santiago is recognized as one of the nation’s foremost cybersecurity experts. With over 20 years in Information Technology, Santiago has extensive experience in areas of cybersecurity, privacy, regulatory compliance, program management and infrastructure services. “We are so pleased to have the opportunity to recognize Anahi for her years of leadership and selfless contributions to the community of Health-ISAC, affiliated associations, and the health care sector,” said Denise Anderson, Health-ISAC president and CEO. “She has been instrumental in sharing with her peers, participating in initiatives, and mentoring others in the sector. She is absolutely deserving of the Routhy Award. Congratulations, Anahi, and thank you!” Santiago has overall responsibility for the organization’s information security program and strategic direction. She leads a team of high performing information security professionals in supporting ChristianaCare’s strategic initiatives. Santiago does this by partnering with the business leaders and managing risks, implementing policies and controls, and generating overall awareness. “For years, I’ve watched people that I admire receive this award,” Anahi Santiago said. “I want to credit this amazing Health-ISAC organization for advancing cybersecurity in health care, protecting patients and bringing cybersecurity professionals together to share, innovate and protect.”

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2 min. read
Study reveals how stereotypes undermine diversity efforts in the workplace featured image

Study reveals how stereotypes undermine diversity efforts in the workplace

Although they were released well before the "Barbie" movie crushed it at the box office, recent findings by a group of University of Delaware researchers could have been used as fodder for a scene in the film. Kyle Emich, a professor of management at the Alfred Lerner College of Business and Economics, along with former UD colleagues Rachel Amey and Chad Forbes, wanted to know why women’s knowledge often gets ignored in the workplace, and how to improve that situation. Drawing on both a problem-solving group exercise and measurements of brain activity, their findings, published by the journal Small Group Research, illustrate ways stereotypes and attitudes can stifle the benefits of diversity efforts. At the same time, the study also offers hope for solutions. Key takeaways: While women are often urged to fight for status, the onus should actually be placed on high-status men to respect and accept women’s expertise. - Teams in the group exercise made up of two men and one woman were less effective. Women often struggled to speak up when they were in the minority. Also, the more minority women on these teams shared key information, the less respect they got from their team. The findings, Emich and his team said, confirm the idea that a lack of respect for minorities undermines the benefit of diversity. They also argue that while the burden is often put on women to make sure they have a voice, men in power should also bear this responsibility. Emich, who studies group dynamics and performance in work settings and examines how emotions influence cognitive processing, is available for interviews. Click on his profile below to set one up.

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2 min. read
Is AI Censoring Us?  
 featured image

Is AI Censoring Us?

Artificial intelligence has been hogging headlines around the world in recent months. In late March 2023, an unprecedented coalition of tech CEOs signed an open letter calling for a moratorium on AI training. The race to empower powerful artificial minds should be paused, argued signatories (including Elon Musk) to give humanity time to review and reassess the potential risks of developing “human-competitive intelligence”–intelligence that “no one–not even their creators–can understand, predict, or reliably control.” Concerns about the unchecked rise of AI are not new, and global media is increasingly sounding the alarm, citing concerns that range from invasion of privacy to an existential threat to human existence. Weighing in on this with compelling new evidence around the “unintended consequences” of AI is research by Goizueta’s Ramnath Chellappa and Information Systems PhD candidate, Jonathan Gomez Martinez. Uncovering the Threat Their paper, Content Moderation and AI: Impact on Minority Communities, takes a hard look at how the use of AI in social media could disadvantage LGBTQ+ users. And what they find is worrying. Chellappa, who is Goizueta Foundation Term Professor of Information Systems & Operations Management, explains that he and Gomez Martinez homed in on Twitter to explore how unchecked artificial language moderation might (mistakenly) censor the use of “otherwise toxic” language by failing to understand the context or nuanced use of the LGBTQ+ lexicon. Examples of this include “reclaimed language”—verbiage that would be a slur in other contexts—but is reclaimed and prosocial if used by the originally targeted community. Their paper, Content Moderation and AI: Impact on Minority Communities, takes a hard look at how the use of AI in social media could disadvantage LGBTQ+ users. And what they find is worrying. Chellappa, who is Goizueta Foundation Term Professor of Information Systems & Operations Management, explains that he and Gomez Martinez homed in on Twitter to explore how unchecked artificial language moderation might (mistakenly) censor the use of “otherwise toxic” language by failing to understand the context or nuanced use of the LGBTQ+ lexicon. Examples of this include “reclaimed language”—verbiage that would be a slur in other contexts—but is reclaimed and prosocial if used by the originally targeted community. “This is a community that has ‘reclaimed’ certain words and expressions that might be considered offensive in other contexts. Terms like ‘queer’ are used within the community both in jest and as a marker of identity and belonging. But if used by those outside the community, this kind of language could be deemed inflammatory or offensive.” Gomez Martinez adds: “We wanted to measure the extent to which AI’s lack of a nuanced understanding of what is ‘acceptable’ affects minority users’ online interactions. As humans, we understand that marginalized communities have long used ‘reclaimed words’ both in jest and as a kind of rallying cry. Our intuition was that the machine simply wouldn’t understand this without context—context that is more immediately apparent to people.” Determining the Impact of AI-Based Moderation To test this, he and Chellappa looked at data from social media behemoth, Twitter. During the pandemic in 2020, the platform made a significant shift to AI-based content moderation to accommodate stay-at-home measures. Data from Twitter’s proprietary Academic Research API afforded Gomez Martinez and Chellappa access to a complete listing of historical tweets and replies before, during and after this period. Together they analyzed a total of 3.8 million interactions (1.8 million tweets and 2.0 million replies) from a panel of 2,751 users, of which 1,224 self-identified as LGBTQ+ in their Twitter bios. Their study ran over four months, from January to May 2020, before, during and after the switch to machine-based moderation. Using the same tools that Twitter moderators deploy to moderate interactions, Gomez Martinez and Chellappa were able to measure any increase or decrease in pro-social, in-group teasing and toxic language among LGBTQ+ users: terms such as “bitch” or “queer,” which research shows to be a form of ritualized insults—dubbed “reading” by the community—which can appear inappropriate or incoherent to outsiders, says Chellappa. “Analyzing the language, we find a notable reduction in the use of terms that could be considered toxic. When the AI moderation is in effect, you see these users’ language become more vanilla,” he adds. Quantifiably so, in fact. Chellappa and Martinez find a 27 percent reduction in the use of reclaimed language among LGBTQ+ users. And while that doesn’t sound like much, it’s significant for the community, says Gomez Martinez. Using in-language and reading each other is one way for this marginalized group to create a sense of community and social status. Not just that, we know from research that LGBTQ+ people use slurs and insults as a way of preparing themselves emotionally and psychologically for hostile interaction with heterosexual individuals. This kind of teasing and playing helps build resilience, so any reduction in it is significant.” Jonathan Gomez Martinez Good Intentions May Breed Unexpected Consequences So what does this mean for social media, for the LGBTQ+ community or any marginalized group for that matter, that might be prone to automated censorship? And how does any of this play out in the context of broader concerns around AI? For Chellappa and Gomez Martinez, there is a major hazard in granting technology any degree of control over how human beings interact. And it’s rooted in the mismatch between good intentions and unexpected consequences. Their paper, one of the first to dig into the impact of AI on actual business and society, lays bare some of the real-world impact AI has already had on marginalized people. While this study looks at the LGBTQ+ community, it could equally apply to any group that is prone to bias or exclusion—racial minorities or any other underrepresented demographic. “Wherever you have user-generated content, you are likely to find communities with their own, unique way of interacting. We looked at LGBTQ+ Twitter users, but you could also look at the African American community, for instance.” Ramnath K. Chellapa At a time when social media platforms have become almost newslike in their influence, this is a concern. On the one hand, censoring certain demographics might earn Twitter et al an unwanted reputation for being anti-LGBTQ+ or racist, he adds. But there are even bigger stakes here than bad publicity. “Twitter has long aspired to be a kind of global town square,” says Gomez Martinez. “But you end up pretty far from that scenario if only some voices are truly heard, or if you start reinforcing biases because you are using a time-saving technology that is not equipped yet to understand the complexity and nuance of human interaction.” AI isn’t there yet, say Chellappa and Gomez Martinez. And they caution against using AI indiscriminately to expedite or streamline processes that impact human communication and interchange. If we don’t keep track of it, their research shows that AI has the potential to start dictating and moving people into normative behavior—effectively homogenizing us. And that’s a problem. Looking to know more? Ramnath Chellappa is available to speak with media. Simply click on his icon now to arrange an interview today.