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The Coverage, Framing And Audience Interaction With Climate Change Reporting: A Case Study Of Nation.Africa’S Stories, Lilys Wangari Njeru Jan 2025

The Coverage, Framing And Audience Interaction With Climate Change Reporting: A Case Study Of Nation.Africa’S Stories, Lilys Wangari Njeru

Master of Arts in Digital Journalism

This study investigated the coverage, framing, and audience interaction with climate change stories published on Nation.Africa, a leading digital news platform in Kenya. The research was motivated by the increasing importance of climate change communication in driving public awareness and action, alongside the observed gaps in audience engagement with such content. The study aimed to analyse how Nation.Africa covered climate change stories, the framing styles used, and the nature of audience interactions with these stories during the period from August 2023 to January 2024. Guided by agenda-setting and framing theories, the study employed quantitative content analysis to evaluate 150 stories …


Media Framing Of Climate Change In Kenyan Print Media, Eddie Kiptanui Tallam Jan 2025

Media Framing Of Climate Change In Kenyan Print Media, Eddie Kiptanui Tallam

Master of Arts in Digital Journalism

This study investigated how Kenyan print media frames climate change, focusing on The Standard and The Nation newspapers, and examines the implications of these frames on public perception and engagement. Given the substantial climate threats facing Kenya, media plays a critical role in shaping public attitudes through its framing of climate-related issues. This research employed an explanatory mixed methods approach, with a content analysis of 224 (94 form The Standard and 131 from The Nation Media Group newspapers) articles from the two newspapers over a six-month period (between 1st June 2024 and 31st November 2024) to identify framing techniques, primary …


Media Coverage Of The Closure Of The Rwanda-Uganda Border In The Period 2019-2022., Irigoga Charlotte Jan 2025

Media Coverage Of The Closure Of The Rwanda-Uganda Border In The Period 2019-2022., Irigoga Charlotte

Master of Arts in Digital Journalism

The media plays an important role in shaping diplomatic relations and influencing state actions. However, there is limited understanding of media coverage of the closures of the Rwanda-Uganda border. This study sought to investigate media coverage of the closure of the Rwanda-Uganda border closure in the period 2019-2022. It applied Critical Discourse Analysis and Framing Theory as its theoretical framework. Through content analysis of the media coverage from this period and in-depth interviews with journalists from the Daily Monitor in Uganda and the New Times in Rwanda, the study investigated how each newspaper created narratives. The study found that while …


Examining Ethics In New Media, Anthony Irungu Mwangi Jan 2025

Examining Ethics In New Media, Anthony Irungu Mwangi

Master of Arts in Digital Journalism

Podcasting has become a popular form of new media in Kenya, providing a platform for sharing diverse topics. However, the minimal regulatory oversight in podcasting and the involvement of individuals with limited journalistic training have raised ethical concerns. This study, guided by Social Responsibility Theory, explores ethical awareness among Kenyan podcasters, the relationship between ethical practices and audience engagement, and the prevalence of ethical breaches in podcast content. A quantitative research design, specifically descriptive design, was adopted. Data was collected using a structured questionnaire, and podcast episodes were examined online. Only podcasters who are journalists and have worked or currently …


Exploring News Consumption Habits Of Female Audiences And Impact On Media Sustainability., Anne Njeri Kanina Jan 2025

Exploring News Consumption Habits Of Female Audiences And Impact On Media Sustainability., Anne Njeri Kanina

Master of Arts in Digital Journalism

This study sought to advance research in understanding audiences by exploring the news consumption and avoidance habits of male and female audiences and their impact on media sustainability in Kenya. The study used a mixed-method approach for data collection. The study collected primary data from 81 employees working at the University of Nairobi-Main Campus in the teaching, non-teaching, and support departments who completed an online survey questionnaire through the Google Docs platform. The Statistical Package for the Social Sciences (SPSS) software program and Microsoft Excel were used in the data analysis. The study also conducted in-depth interviews at the Nation …


Exploring The Link Between Digital Literacy And Safety Among Kenyan Children, Collins Orono Etyang Jan 2025

Exploring The Link Between Digital Literacy And Safety Among Kenyan Children, Collins Orono Etyang

Master of Arts in Digital Journalism

Digital literacy is widely viewed as a key component in safeguarding online safety among children. For children to be safe online, they ought to be aware of the dangers and opportunities existing in the digital space. Therefore, they ought to possess the ability to make critical decisions about the kind of content that they encounter online. The objectives of this study were to examine the type and level of digital literacy among Kenyan children, to determine the link between digital literacy and digital safety among Kenyan children, and to identify barriers to effective digital literacy training among children in Kenya. …


An Analysis Of Factors Contributing To Women Leaving Newsrooms In Uganda, Abalo Irene Otto Jan 2025

An Analysis Of Factors Contributing To Women Leaving Newsrooms In Uganda, Abalo Irene Otto

Master of Arts in Digital Journalism

This study analyses the factors contributing to women leaving newsrooms in Uganda from June 2019 to June 2024. The study adopted a phenomenological qualitative methodology to explore the lived experiences of fifteen women who exited the profession. In-depth interviews were conducted to analyse themes including systemic gender discrimination, work-life imbalances, and organisational cultures hostile to female employees in newsrooms. Chapter One contextualizes the study by framing the problem, objectives, and scope, showing the persistent underrepresentation of women in leadership roles within Ugandan media. Chapter Two delves into feminist theory and organisational culture models, placing the research within broader debates on …


Individual Determinants Of Premium Content Subscription Decisions In Kenya: A Case Of Nation Media Group, Lisa Wagethi Kamau Jan 2025

Individual Determinants Of Premium Content Subscription Decisions In Kenya: A Case Of Nation Media Group, Lisa Wagethi Kamau

Master of Arts in Digital Journalism

The transformation in the media industry from traditional platforms of TV, radio and print to digital media platforms had necessitated a shift in business models. Traditionally, media organizations depended on circulation and advertising to generate revenues and fund their journalism, however, the revenues from these models have been dwindling, leading to massive layoffs and company closures. Many media organizations are now adopting the subscription model as a possible revenue earner, but this move has been difficult to implement. The main challenge facing the news subscription business model is that audiences have become used to free news content on the internet …


An Analysis Of The Star Newspaper Online Subscribers’ Willingness To Pay For Content, Lordrick Oswald Mayabi Jan 2025

An Analysis Of The Star Newspaper Online Subscribers’ Willingness To Pay For Content, Lordrick Oswald Mayabi

Master of Arts in Digital Journalism

Newspaper publishers in Kenya continue to amass and grow numbers of online consumers having migrated to social media in the wake of the digital disruption. Despite the huge following online, newspapers continue to give out most of their content for free. But with the continued loss of advertising and sales revenue for the newspapers, some have started to seek ways of supplementing the lost revenue through charges on some of the content on their platforms. The objectives of this study were a) To analyse and understand The Star Newspapers online consumers, b) To establish the pay structure that is most …


Factors Informing The Transition From Journalism To Corporate Communications, Muyanja Robert Jan 2025

Factors Informing The Transition From Journalism To Corporate Communications, Muyanja Robert

Master of Arts in Digital Journalism

This study investigated the shift of journalists to corporate communications, motivated by economic instability, professional obstacles, and the changing dynamics of the media sector. The study sought to evaluate the present work conditions of journalists, investigate the challenges encountered during their move to corporate communications, and analyse the motivations behind this career change. Decreasing earnings, unstable job security, and escalating workloads in conventional journalism have driven numerous journalists to pursue stability, professional advancement, and improved work-life balance in corporate positions. This transition presented problems, such as adapting to new professional standards, inter-role conflicts, and substantial emotional and identity upheavals. The …


Navigating Media Freedom Amidst Safety Concerns On Digital Platforms: An Analysis Of The Experiences Of New Vision Journalists In Uganda, Namirimu Esther Robinah Jan 2025

Navigating Media Freedom Amidst Safety Concerns On Digital Platforms: An Analysis Of The Experiences Of New Vision Journalists In Uganda, Namirimu Esther Robinah

Master of Arts in Digital Journalism

This study examined the interplay between media freedom and journalists’ safety on digital platforms in Uganda, mainly focusing on Vision Group Media between 2019 and 2024. It explored the compounded challenges faced by journalists on their digital platforms, including physical assaults, legal harassment, cyber threats and psychological intimidation, within a restrictive media environment exacerbated by the COVID-19 pandemic and the 2021 elections that exposed these journalists to digital threats. The study was mainly based on the New Media Theory, which enabled a more transparent analysis of the risks faced by journalists and in order to understand digital journalists’ perspectives thoroughly, …


The Influence Of Social Media Usage On Traditional News Consumption In Uganda: A Case Study Of Vision Group Uganda, Owor Daniel Jan 2025

The Influence Of Social Media Usage On Traditional News Consumption In Uganda: A Case Study Of Vision Group Uganda, Owor Daniel

Master of Arts in Digital Journalism

This study investigated the influence of social media usage on traditional news consumption in Uganda focusing mainly on Vision Group Uganda. The study was guided by the Uses and Gratifications Theory (UGT) and the Theory of Consumption Value (TCV) the research explored how motivations perceived value and social media engagement affected the reliance on traditional media for news. The goals included studying platform choice, evaluating the influence of interaction on news habits, and investigating the connection between social media usage frequency and conventional news consumption. Using a mixed-methods approach, the study included interviews with 18 Vision Group employees in addition …


Investigating Leadership Influence On Adoption Of Artificial Intelligence In Corporate Communication, Ernest Cornel Oduor Jan 2025

Investigating Leadership Influence On Adoption Of Artificial Intelligence In Corporate Communication, Ernest Cornel Oduor

Master of Arts in Digital Journalism

This study investigated the influence of leadership on adopting Artificial Intelligence (AI) in corporate communication within two civil society organizations (CSOs)—the Kenya Human Rights Commission (KHRC) and Transparency International-Kenya (TI-Kenya). The study used a qualitative method to identify AI tools in corporate communication, examine leadership approaches that influence AI adoption, scrutinize employee perceptions of leadership influence on AI use, and identify the motivators and barriers to adopting AI. Data collected through interviews and Focus Group Discussions (FGDs) revealed that 23 AI tools were employed across various corporate communication functions to enhance efficiency and productivity. The overall finding was that, among …


Examining The Status Of Ai Use Guidelines In Editorial Policies Of Kenyan Digital Media Houses And Challenges In Their Formulation And Implementation In Newsrooms, Nickson Mwirigi Mbaabu Jan 2025

Examining The Status Of Ai Use Guidelines In Editorial Policies Of Kenyan Digital Media Houses And Challenges In Their Formulation And Implementation In Newsrooms, Nickson Mwirigi Mbaabu

Master of Arts in Digital Journalism

Integrating AI in Kenyan digital media houses presents opportunities and challenges, underscoring the need for formal guidelines in newsrooms. This study examined the status of AI use guidelines in the editorial policies of Kenyan media houses, along with the challenges involved in formulating and implementing these guidelines. Semi-structured interviews served as the primary data collection method, conducted with editors and reporters from four purposively selected media houses: Nation Media Group (NMG), Kenyans.co.ke, Nairobileo.co.ke, and Sauce.co.ke, all based in Nairobi. A total of 14 journalists were interviewed. Additionally, editorial policies of the selected media houses were analysed to assess if AI …


The Impact Of Layoffs On Journalists Who Remain Employed By Media Organisations In Kenya, Gloria Lihavi Aradi Jan 2025

The Impact Of Layoffs On Journalists Who Remain Employed By Media Organisations In Kenya, Gloria Lihavi Aradi

Master of Arts in Digital Journalism

The digital revolution in Kenya has caused a mass migration of audiences from traditional to digital media platforms, leading to record drops in legacy media revenues and profits. To cope with the continued shrinking of revenues, legacy media entities in Kenya frequently implement workforce reductions. In mid-2024, Kenya’s two largest media companies, NMG and SG, announced hundreds of job cuts, marking one of the biggest downsizings in the history of the country’s media industry. The move of one of the country’s biggest newspapers, People Daily, to a fully online publication in November 2024 could also signal more job cuts. However, …


The Effects Of Family Communication Patterns On Young Adults’ Healthcare Encounters, Victoria Esquivel Jan 2025

The Effects Of Family Communication Patterns On Young Adults’ Healthcare Encounters, Victoria Esquivel

Communication Theses - Archive

Family communication through childhood is shown to affect young adults’ health decision-making over time. This study examined young adults’ (18-28 years) perceptions of family communication patterns and their effects on avoidance of healthcare encounters, communication self-efficacy, ratings of healthcare quality and trust with healthcare providers, through the lens of Family Communication Patterns Theory. A cross-sectional survey was conducted at a large southern university (n=127). Results showed that young adults from families high in conversation orientation rating their healthcare encounters more positively. Implications are discussed with healthcare providers, educators, and family members in mind. Future research should examine these relationships qualitatively.


Examining The Socioemotional Outcomes Of Social Justice Efforts On Social Media Users: Evidence From The Nfl's Inspire Change Initiatives, Yoseph Z. Mamo, Justin Haegele, Christos Anagnostopoulos, Kwame Agyemang Jan 2025

Examining The Socioemotional Outcomes Of Social Justice Efforts On Social Media Users: Evidence From The Nfl's Inspire Change Initiatives, Yoseph Z. Mamo, Justin Haegele, Christos Anagnostopoulos, Kwame Agyemang

Human Movement Studies & Special Education Faculty Publications

Despite the growing interest in social justice activities, there is a lack of empirical evidence regarding their impact on various stakeholders, particularly social media users. We gathered longitudinal data from the NFL's @inspirechange X (former Twitter) account, a designated social justice communication handle, between August 2019 and March 2023. During this timeframe, the account garnered 20,967 comments (including original tweets and retweets) from 11,481 distinct users, but our analysis focused on 5851 comments deemed usable from 3632 unique users. Drawing on the social exchange theory, sentiment analysis, and thematic analysis, this study examines social media users' sentiments toward the NFL's …


Critical Environmental Communication Framework, Shumaila J. Bhatti, Srivi Ramasubramanian, Andrea Feldpausch-Parker, Bruno Takahashi, Silje Kristiansen Jan 2025

Critical Environmental Communication Framework, Shumaila J. Bhatti, Srivi Ramasubramanian, Andrea Feldpausch-Parker, Bruno Takahashi, Silje Kristiansen

Media Studies - All Scholarship

This study develops a Critical Environmental Communication (CEC) framework to assess the landscape of Environmental Communication research and to what extent and in which ways critical and justice-oriented perspectives are included. The CEC framework consists of four interconnected themes: (a) Marginalized Ecocultural Identities, (b) Context and Scale, (c) Power and Agency, and (d) Justice, Equity, Diversity, Access, and Inclusion (JEDAI). Using this framework in a bibliometric analysis examining 1,297 Environmental Communication publications, we assess the occurrence of these themes in the scholarship. Our analysis found that Marginalized Ecocultural Identities, and Context and Scale were most frequently occurring, while Power and …


Re-Centering Relation In Media Literacy Practice, Paul Mihalidis, Bobbie Foster, Shannon Burth, Srivi Ramasubramanian, Melissa Tully, Patrick R. Johnson Jan 2025

Re-Centering Relation In Media Literacy Practice, Paul Mihalidis, Bobbie Foster, Shannon Burth, Srivi Ramasubramanian, Melissa Tully, Patrick R. Johnson

Media Studies - All Scholarship

As calls for media literacy in formal and informal learning spaces continue to grow, educators’ understanding of media literacies and their purposes remains complex. In 2021, the authors of this paper led a multi-methods research project on media literacy education in the United States, focusing on impact and equity. Findings showed that educators share a commitment to equity and justice but are unclear on how to incorporate them into their work. In response, our research team developed a field guide that maps out equitable media literacy practices for classrooms and communities. In this study, we detail the findings from 11 …


Journalists Perception Of The Effectiveness Of Wellness Programs At Vision Group, Edna Ruth Mubiru Jan 2025

Journalists Perception Of The Effectiveness Of Wellness Programs At Vision Group, Edna Ruth Mubiru

Executive Masters in Media Leadership and Innovation

Employee wellness is increasingly recognized as critical to organizational success. This study investigates employee perceptions of wellness programs at Vision Group, Uganda’s largest media house. With over 200 editorial staff, Vision Group operates in a high-pressure environment characterized by tight deadlines and financial constraints. Midst growing evidence linking wellness to productivity, this research evaluates the types, effectiveness and potential improvements for wellness initiatives at Vision Group. The study utilizes a cross-sectional design with mixed qualitative and quantitative approaches. Data collection includes a survey of editorial staff, an interview with the Human Resources personnel and analysis of secondary data such as …


An Analysis Of Kenya Sign Language In Children’S Programming On Kenyan Tv: Towards Effective Strategies For Incorporating Ksl On Akili Tv Programs, Anne Junny Sato Jan 2025

An Analysis Of Kenya Sign Language In Children’S Programming On Kenyan Tv: Towards Effective Strategies For Incorporating Ksl On Akili Tv Programs, Anne Junny Sato

Executive Masters in Media Leadership and Innovation

In Kenya, the inclusion of Kenya Sign Language (KSL) in children's programs on television holds significant potential for fostering inclusivity and accessibility for the Deaf and Hard of Hearing (DHH) community. However, the effective integration of KSL into children's programming requires careful planning, consideration of linguistic and cultural nuances, and utilization of appropriate strategies. This capstone project aims to analyse the utilisation of KSL in children’s TV programming and propose effective strategies for incorporating KSL in children's programs on Akili TV, a prominent television channel in Kenya. Drawing from linguistic theories, such as Chomsky's Language Acquisition Device (LAD), and global …


Ai Adoption In Content Management At Nation Media Group, Grace Kerongo Jan 2025

Ai Adoption In Content Management At Nation Media Group, Grace Kerongo

Executive Masters in Media Leadership and Innovation

This qualitative study focuses on the unique challenges faced by Kenyan newsrooms, particularly within the Nation Media Group (NMG), as they navigate the adoption of Artificial Intelligence (AI) technologies. Through in-depth interviews with personnel directly involved in digital content management under Nation. Africa, Business Daily and Taifa Leo the research investigates the influence of AI on various aspects of content management, including veracity, tagging, categorization, content generation and production. The findings reveal that while NMG is making strides in AI adoption, it grapples with significant barriers such as financial constraints, technical skill gaps among staff, and professional reservations regarding the …


An Assessment Of Participation And Contribution Of Women Journalists In News Processes: A Case Of Vision Group, Uganda, Caroline Arinaitwe Jan 2025

An Assessment Of Participation And Contribution Of Women Journalists In News Processes: A Case Of Vision Group, Uganda, Caroline Arinaitwe

Executive Masters in Media Leadership and Innovation

This research assesses the participation and contribution of women in news processes at Vision Group, Uganda. Through a descriptive survey design, the study employs In-depth interviews and newsroom observations to achieve its objectives. These objectives include assessing women journalists' participation and contribution to news processes, Identifying if any gaps in the news production process would hinder the nurturing and promotion of gender-sensitive content and the viability and effectiveness of establishing a Gender desk to promote and nurture gender-sensitive content to stem the flagging audiences. The findings reveal that women's limited contribution and participation at the content-gathering level for news, politics, …


An Analysis Of The User-Needs For Premium Content Subscribers: The Case Monitor Publications Limited, Emmanuel Mutaizibwa Jan 2025

An Analysis Of The User-Needs For Premium Content Subscribers: The Case Monitor Publications Limited, Emmanuel Mutaizibwa

Executive Masters in Media Leadership and Innovation

This capstone study investigated the user needs model at Monitor Publications Limited, the leading independent media house in Uganda under the Nation Media Group (NMG) stable. The study evaluated the role user needs’ in addressing audience preferences in the evolving media landscape. Using qualitative methods including document analysis, which interpreted thematic patterns in the textual data and interviews (KII) of editors and the digital analytics team, the study examined the importance of user needs as a framework that can identify peculiar preferences of audiences and the most relevant user needs dimensions that fit specific audience personas. The study probed the …


Email Synthesis Assignment: Using Ai To Assist Us In Creating Effective Business Communication, Gino Perrotte Jan 2025

Email Synthesis Assignment: Using Ai To Assist Us In Creating Effective Business Communication, Gino Perrotte

Open Educational Resources

This assignment teaches students how to distill complex financial data into a clear, professional business email by analyzing real 10-K reports. A key strength of the assignment is that it models effective AI prompting strategies—students are guided in how to interact with AI tools like ChatGPT to clarify data, summarize trends, and craft a concise email.

The focus is not just on using AI, but on developing critical thinking and communication skills. Students learn to assess what information is important, how to frame it for a workplace audience, and how to co-create with AI while ensuring the final …


Comparing Funders' Altruism Versus Self-Interest: Leveraging The Context Of Crisis, Dan Liu, Guangzhi Shang, Cynthia Fan Yang Jan 2025

Comparing Funders' Altruism Versus Self-Interest: Leveraging The Context Of Crisis, Dan Liu, Guangzhi Shang, Cynthia Fan Yang

Journal of International Technology and Information Management

While reward-based crowdfunding has widespread popularity, the motivations driving funders, balancing self-interest and altruism, have remained puzzling. Prior research has been constrained by examination methods and produced mixed findings regarding the weight of altruism versus self-interest among funders. Our study takes a fresh perspective, delving into funder behavior amid a major crisis—the tumultuous backdrop of the COVID-19 pandemic. Our findings reveal that funders not only display an increased willingness to contribute but also significantly amplify their contributions, particularly to projects in crisis-affected regions, irrespective of external incentives like rewards. This underscores the prevalence of altruistic motives among funders in challenging …


Understanding The Determinants Of Blockchain Adoption: An Empirical Study, Amarpreet Kohli, Nihar Kumthekar, Piyush Shah, Rebecca Jauch Jan 2025

Understanding The Determinants Of Blockchain Adoption: An Empirical Study, Amarpreet Kohli, Nihar Kumthekar, Piyush Shah, Rebecca Jauch

Journal of International Technology and Information Management

Blockchain technology (BT) has the potential to enhance security and robustness of transactions through a distributed ledger bookkeeping process. This study employs technology-organization-environment (TOE) framework and threat-rigidity theory (TRT) to examine whether perceived disruption caused by COVID-19 pandemic significantly impacted the adoption of BT, and inclination to adopt BT in the US. The COVID-19 pandemic provided a unique backdrop, as it affected businesses across all industries, sizes, and geographies. Results show a non-significant effect of perceived pandemic disruption on the current stage of BT adoption and intention to adopt BT. However, disruption readiness positively influences the current stage of BT …


A Culture-Centered Approach To Exploring The Impact Of Culturallyappropriate Communication On Patient-Provider Communication Satisfaction For Blackfeet Patients With Type 2 Diabetes, Zita K. Ottersbach Jan 2025

A Culture-Centered Approach To Exploring The Impact Of Culturallyappropriate Communication On Patient-Provider Communication Satisfaction For Blackfeet Patients With Type 2 Diabetes, Zita K. Ottersbach

Graduate Student Theses, Dissertations, & Professional Papers

This study explores how culturally appropriate communication influences perceived quality of care and communication satisfaction among patients with T2D. Grounded in the Culture-Centered Approach (Dutta, 2008), this study explores how cultural identity, systemic structures, and communication practices shape the ways that Amskapi Pikuni individuals navigate their care, and seeks to ask: How, if at all, does a provider’s culturally competent communication influence a Blackfeet patient’s management of their T2 Diabetes? This project is based on in-depth, qualitative interviews with 13 Blackfeet participants, most living within the exterior boundaries of the Blackfeet reservation and receiving their primary healthcare at the local …


Goal Setting In Sleep And Nutrition To Improve Perceived Performance In Active College Students, Cameron F. Timmons Jan 2025

Goal Setting In Sleep And Nutrition To Improve Perceived Performance In Active College Students, Cameron F. Timmons

Cal Poly Humboldt theses and projects

This study looked at goal setting in sleep and nutrition on healthy active college students aimed to improve their perceived performance, resting metabolic rate, body composition, and overall well-being. The six-week-long intervention had two groups: a control (n=5) and intervention group (n=6). Both groups received an initial coaching session and guidance for self-motivated online goal setting, completed weekly check-ins asking about their sleep and nutrition quality and quantity, and perceived performance, then they would set small goals aimed at improving their sleep and nutrition. The control group set their own goals every week with their online weekly check-ins, and the …


The Impact Of Artificial Intelligence On College Sport Communications, Will Barnhart Jan 2025

The Impact Of Artificial Intelligence On College Sport Communications, Will Barnhart

Masters Theses

As Artificial Intelligence technology (AI) becomes increasingly accessible, the importance of understanding its impact on peoples’ work lives is also increasing. One field that has received very little attention in relation to this subject is college sport communications. Prior research has focused on AI within the closely related fields of journalism and public relations, but no previous studies have been conducted on AI and college sport communicators specifically. To address that knowledge gap, this study surveyed members of the College Sport Communicators (CSC) on their attitudes toward AI and their usage of such technology. The data analysis showed that while …