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Articles 22951 - 22980 of 1517907
Full-Text Articles in Entire DC Network
Fashion, Function, And Identity: Generation Z College Students’ Athletic Merchandise Preferences, Michelle L. Childs, Robin Hardin
Fashion, Function, And Identity: Generation Z College Students’ Athletic Merchandise Preferences, Michelle L. Childs, Robin Hardin
AMTP Proceedings 2026
Generation Z consumers use apparel to communicate both group affiliation and individuality, yet limited research has examined whether preferences for university athletic merchandise differ by gender. This study investigates how Generation Z college students evaluate official branding, fashion, and uniqueness in athletic apparel. Survey data were collected from 777 students at a large NCAA Division I university. Exploratory factor analysis identified three reliable dimensions: official merchandise style, fashion, and uniqueness. ANOVA results indicated no significant gender differences in preferences for official merchandise or uniqueness. However, male students reported significantly stronger interest in fashionable and trend-forward merchandise than female students, challenging …
A Model For Professional Organization Membership Support: Trust, Commitment, Membership Value, And Relationship Quality Commitment, Shawn F. Clouse, Nader H. Shooshtari, Simona Stan, Liz Kohl
A Model For Professional Organization Membership Support: Trust, Commitment, Membership Value, And Relationship Quality Commitment, Shawn F. Clouse, Nader H. Shooshtari, Simona Stan, Liz Kohl
AMTP Proceedings 2026
Members of professional associations join these organizations for reasons that include benefits and services to members, advocacy and lobbying on behalf of members and their interests, networking opportunities, and a sense of community and identification with fellow association members. Members are likely to commit to the association and remain as members to the extent they are satisfied with what the association provides and if they perceive the benefits to exceed the costs (not just monetary) of membership. This survey of members of a professional association investigates the relationship between trust, relationship quality commitment, membership dues value and commitment (normative, affective, …
Ai Benefits In Education And Peer Recommendation: The Role Of Student Demographics, Haydar Cukurtepe, Musa Pinar, Faruk Guder, Aysegul Yayimli
Ai Benefits In Education And Peer Recommendation: The Role Of Student Demographics, Haydar Cukurtepe, Musa Pinar, Faruk Guder, Aysegul Yayimli
AMTP Proceedings 2026
Artificial intelligence (AI) has rapidly expanded its use in higher education. This study investigates whether students are willing to recommend AI tools for academic purposes, given their growing use and recognized educational benefits. The specific objectives of the study are to: 1) Determine the extent to which students are likely to recommend the use of AI tools to other students for their coursework; 2) Examine whether this likelihood is correlated with perceived benefits and ethical concerns; 3) Identify whether perceived benefits and ethical concerns are significant predictors of students’ likelihood of recommending AI tools; and 4) Assess whether students’ likelihood …
Influencer Effect? An Examination Of Dunkin’ And Tarte’S Use Of Influencers, Amanda D. Damiano Ph.D., Wenjing Xie Ph.D.
Influencer Effect? An Examination Of Dunkin’ And Tarte’S Use Of Influencers, Amanda D. Damiano Ph.D., Wenjing Xie Ph.D.
AMTP Proceedings 2026
The purpose of this project was to understand public perceptions of brands using influencers. The brands Dunkin’ and Tarte Cosmetics served as case studies for this study. A mixed-methods approach was undertaken. Specifically, social media listening in the form of a content analysis was conducted. That was then followed by an online survey of students from a medium-sized university in the northeast. A number of factors were measured related to participants’ stated brand and influencer effectiveness on social media in general, as well as specific to Dunkin’ and Tarte. Additionally, participant demographic factors were measured in accordance with their stated …
What Graduates See And What Employers Pay; Reconciling Salary Reporting And Total Compensation In Sales And Marketing, John Ertel, George Talbert Jr.
What Graduates See And What Employers Pay; Reconciling Salary Reporting And Total Compensation In Sales And Marketing, John Ertel, George Talbert Jr.
AMTP Proceedings 2026
College students frequently rely on university career centers for salary information when evaluating early-career opportunities. In sales, however, reported compensation figures often reflect base pay only and exclude performance-based earnings such as commissions and bonuses. This study uses a single-university case study to examine whether university-reported salary data for sales roles accurately represents total compensation. Institutional career center reports and national salary projections were compared with insights from employers, sales professionals, and recent graduates. Findings indicate that performance-based compensation constitutes a substantial portion of total earnings in sales roles but is frequently omitted from reported figures, leading to systematic understatement …
Evaluating The Role Of Social Media And Consumer Preferences In The Food Truck Industry, David Farabaugh, Kayla Weslager, Noah Kohan, Anthony George
Evaluating The Role Of Social Media And Consumer Preferences In The Food Truck Industry, David Farabaugh, Kayla Weslager, Noah Kohan, Anthony George
AMTP Proceedings 2026
This study examines how a mobile food business, specifically a local food truck operating throughout Cambria County, Pennsylvania, can use market insights and strategic marketing to attract new customers and maintain a loyal following. As food trucks continue to grow in popularity and competition increases, offering good food alone is no longer enough to stand out. Instead, success often depends on delivering a memorable overall experience, including efficient service, convenience, brand personality, and consistent customer engagement. Using the featured food truck as a case example, this research analyzes customer preferences, travel patterns, and the influence of social media platforms such …
Ai Fosters Customer Co-Creation For Solo Entrepreneurs Operating Under Resource Constraints, Kamrunnahar Happy, Ismet Anitsal, Melek Meral Anitsal
Ai Fosters Customer Co-Creation For Solo Entrepreneurs Operating Under Resource Constraints, Kamrunnahar Happy, Ismet Anitsal, Melek Meral Anitsal
AMTP Proceedings 2026
A growing trend in the modern labor market is solo entrepreneurship or self-employment without employees. Advances in technology and the changing nature of socio-economic environments are reshaping the working environments and creating a new form of employment. (Cieślik & van Stel, 2023). This trend is particularly evident in the United States, where 5.2 million applicants filed for new businesses in 2024, with more than 80% of businesses operating without employees (Melhorn et al., 2024). Solo entrepreneurs can offer both financial and non-financial advantages. It is estimated that solo entrepreneurs earn 6.7% more than traditional employees doing a salary or wage-based …
Customer-Centricity In The Financial Services Sector: A Preliminary Look, Rhea Ingram, Katie H. Whetstone
Customer-Centricity In The Financial Services Sector: A Preliminary Look, Rhea Ingram, Katie H. Whetstone
AMTP Proceedings 2026
Financial institutions are under scrutiny as they work to rebuild consumer trust following the financial crisis. One effective approach for these organizations is to adopt a customer-centric strategy. Research indicates that businesses with a strong focus on customer-centricity tend to earn, on average, 60% higher profits than their competitors (Deloitte, 2017). While genuinely customer-centric companies are relatively rare, many organizations are in the process of transforming into a customer-centric model. This paper offers a preliminary examination of the rhetoric used by financial institutions, suggesting some progress in their customer-centric approach.
When Faces Do Not Help: Visual Design And Engagement For B2b Technology Brands On Instagram, Ali Jamei, Sima Sabahi
When Faces Do Not Help: Visual Design And Engagement For B2b Technology Brands On Instagram, Ali Jamei, Sima Sabahi
AMTP Proceedings 2026
Firms increasingly use visual content on social media to connect with customers, yet most evidence on what drives engagement comes from consumer or personal contexts. This study examines how simple visual features in Instagram photos posted by B2B technology brands relate to engagement, interpreted through processing fluency. The dataset contains 600 photos from 30 B2B technology brands. For each image, we record likes and comments, collect brand and post level metadata, and use Microsoft Azure computer vision tools to detect faces, classify their age group and gender, and identify the dominant background color. Negative binomial models show that the presence …
Dressed For Judgment: What Should Celebrities Wear To Court?, Alaina Jean, Emily Lesmes, Hyunju Shin
Dressed For Judgment: What Should Celebrities Wear To Court?, Alaina Jean, Emily Lesmes, Hyunju Shin
AMTP Proceedings 2026
This project explores consumers’ perceptions of celebrities facing criminal charges based on their choice of outfit. On the basis of Weiner’s attribution theory, we argue that when celebrities facing criminal charges are attired in traditional/professional outfits such as a black suit for males or a black knee-length dress for females in court compared with non-traditional/casual outfits such as a casual shirt with a defiant print and sneakers, consumers are likely to infer their remorse for their wrongdoings, which in turn may lead to more favorable attitudes toward the celebrity and higher forgiveness intentions. This research expands understanding of how consumers’ …
Consumer Insights About Art Workshop And Art Boutique Preferences, Lucia M. Johnson, Richard Kaminski, Megan E. Marlin, Craig B. Joyner
Consumer Insights About Art Workshop And Art Boutique Preferences, Lucia M. Johnson, Richard Kaminski, Megan E. Marlin, Craig B. Joyner
AMTP Proceedings 2026
This research explores customer preferences, the effects of local demographics, purchasing habits, and the impact of social media platforms in driving customer engagement and loyalty. By surveying consumers, the study identifies the key qualities necessary to further engage potential and return customers, including pricing, location, and accessibility. The findings suggest a deep appreciation for creating artwork rather than buying artwork, distinct social media opportunities through the utilization of apps such as Instagram, Pinterest, and TikTok, as well as focusing their current offerings while broadening and segmenting their marketing initiatives. However, the study also notes limitations such as a convenience-based sample …
Transactional Platforms Under Goal Duality: Managing Tensions With Coordination Strategies, Nikolina Koporcic, Vesna Damnjanovic, Johan Frishammar, Vinit Parida
Transactional Platforms Under Goal Duality: Managing Tensions With Coordination Strategies, Nikolina Koporcic, Vesna Damnjanovic, Johan Frishammar, Vinit Parida
AMTP Proceedings 2026
While traditional transaction platforms like Airbnb emphasize economic value creation, some emerging platforms increasingly strive to pursue both economic and social goals. Balancing these dual goals creates tensions, especially in resource-constrained contexts, requiring innovative coordination strategies. Drawing on collective action theory and platform literature, we investigate how four start-up platforms pursuing dual goals manage these tensions. Using case study data from 64 interviews and extensive secondary sources, we identify six core tensions related to mission, user inclusion, scalability, operational control, community engagement, and stakeholder communication. We demonstrate how three key coordination strategies—framing, convening, and multivocality—help alleviate these tensions. Our study …
Dark Sides Of Financial Inclusion: Examining The Buy Now, Pay Later Industry, Neleen S. Leslie-Piper, Ficawoyi Donou-Adonsou, Tina Facca-Miess
Dark Sides Of Financial Inclusion: Examining The Buy Now, Pay Later Industry, Neleen S. Leslie-Piper, Ficawoyi Donou-Adonsou, Tina Facca-Miess
AMTP Proceedings 2026
Drawing on mental accounting and dual-process frameworks, this study investigates the relationship between Buy Now Pay Later (BNPL) usage, consumer financial well-being and life satisfaction. Using survey data from a national sample of over 5,000 American consumers, we employ structural equation modeling to analyze the associations between BNPL usage and social media buy-now-button usage, splurge purchasing, luxury brand purchasing, debt accumulation, financial security, and consumer life satisfaction.
Our results indicate that frequent BNPL usage is a significant predictor of increased social media-driven purchases and luxury consumption, as well as higher levels of revolving credit card debt. These behaviors are associated …
Understanding The Life Satisfaction Gap In Political Consumerism: Buycotting Vs. Boycotting, Neleen S. Leslie-Piper, La Toya M. Russell
Understanding The Life Satisfaction Gap In Political Consumerism: Buycotting Vs. Boycotting, Neleen S. Leslie-Piper, La Toya M. Russell
AMTP Proceedings 2026
Drawing on approach–avoidance motivation, regulatory focus, warm-glow reward, and self-determination theory, this study examines whether political consumerism, specifically boycotting and buycotting, is associated with life satisfaction in environmental and social issue contexts. Using survey data from Prosper Insights, we compare life satisfaction across buycotters, boycotters, and indifferent consumers and examine how Big Five personality traits and demographics moderate these relationships. We predict higher life satisfaction among buycotters than boycotters, and anticipate a moderating effect of personality traits. Our findings advance marketing theory and practice by linking political consumerism to consumer well-being.
Exploring Tiktok Shop And The Correlation It Has With The Gen Z Consumers: Consumers Purchase Decisions Within The Beauty And Personal Care Product Category, Ciara A. Lewis, Richard Waters, Russell B. Clayton, Jaejin Lee
Exploring Tiktok Shop And The Correlation It Has With The Gen Z Consumers: Consumers Purchase Decisions Within The Beauty And Personal Care Product Category, Ciara A. Lewis, Richard Waters, Russell B. Clayton, Jaejin Lee
AMTP Proceedings 2026
The purpose of this paper is to understand the correlation between Gen Z consumers’ perceived level of attractiveness, credibility, trustworthiness, and relatability of a TikTok influencer and their intention to purchase beauty and personal care products from TikTok Shop. A quantitative research method was applied, using an online survey to gather data from 154 students between the ages of 18 and 27 from Florida State University. Pearson correlation analyses were used to investigate five hypotheses and one research question. Results indicated that credibility was the strongest correlation with behavioral intentions to purchase beauty and personal care products. There was a …
Internship Best Practices: A Comparative Analysis Of A Small Private University (Tiffin University) And A Large Public University (Kennesaw State University), Kellie Mcgilvray, Randy Stuart
Internship Best Practices: A Comparative Analysis Of A Small Private University (Tiffin University) And A Large Public University (Kennesaw State University), Kellie Mcgilvray, Randy Stuart
AMTP Proceedings 2026
The balance of scholarship and professional practice is a hallmark of career preparation in higher education. While classroom instruction is essential for building foundational knowledge, experiential learning through internships allows students to apply theory in authentic professional contexts.
Are the requirements and administration of internship experiences the same at a small private university (Tiffin University-TU) (student population 3,726/687 business majors) as at a large public university (Kennesaw State University-KSU) (student population 50,000/10,000 business majors) and what best practices can be learned from both organizations? This paper will compare and contrast the practices at both schools and recommend best practices to …
Transformational Leadership’S Impact On Employee Perceptions Of Interactional Justice In Crucial Workplace Conversations, Dana M. Mobley, Irina Toteva
Transformational Leadership’S Impact On Employee Perceptions Of Interactional Justice In Crucial Workplace Conversations, Dana M. Mobley, Irina Toteva
AMTP Proceedings 2026
This study examined a transformational leadership style’s effect on interactional justice in crucial conversations between managers and employees, using perceived leader communication quality as a mediator and followership style as a moderator. Data was collected from an internet survey taken by 251 participants across the United States, and quantitative analysis was performed. Results indicated that perceived leader communication quality mediates the relationship between transformational leadership and interactional justice during crucial conversations. While followership style was not found to moderate this relationship, it was found to be negatively significant with interactional justice, indicating that more exemplary followers perceive slightly less interactional …
The Dark Side Of Authenticity: Examining The Ethicality Of Influencer-Led Message Framing In Glp-1 Marketing, Antoinette Okono
The Dark Side Of Authenticity: Examining The Ethicality Of Influencer-Led Message Framing In Glp-1 Marketing, Antoinette Okono
AMTP Proceedings 2026
This conceptual paper examines ethical risk in influencer-led message framing within the expanding GLP-1 pharmaceutical marketplace. Although regulatory systems require risk disclosure, influencer communication frequently emphasizes convenience, access, and visible outcomes, potentially shaping interpretations of safety and appropriateness. Drawing on stakeholder theory and marketing ethics, the framework explains how influencer–brand partnership characteristics influence perceived health credibility, which in turn may contribute to consumer harm. Two boundary conditions are specified: consumer health vulnerability and platform governance. Higher vulnerability strengthens the credibility–harm relationship, whereas stronger governance mechanisms, including moderation and accountability systems, attenuate it. The model clarifies how authenticity and experiential narration …
Reimagining Brand Resonance: A Symbolic Interactionist Framework For Influencer-Brand Relationships And Within-Category Switching, Antoinette Okono
Reimagining Brand Resonance: A Symbolic Interactionist Framework For Influencer-Brand Relationships And Within-Category Switching, Antoinette Okono
AMTP Proceedings 2026
This conceptual paper reinterprets brand resonance as a mechanism for competitive acquisition rather than retention. While traditional frameworks position resonance as the outcome of loyalty and attachment, contemporary markets require strategies that convert consumers embedded in rival ecosystems. Drawing on symbolic interactionism, the model positions influencers as meaning intermediaries who reshape interpretations of identity, relevance, and social permission. Influencer–brand partnership strength initiates a sequential pathway in which effort expectancy and performance expectancy reduce perceived barriers, while a novel construct—switching legitimization—authorizes movement away from incumbent brands. Through repeated mediated encounters, attachment to the target brand develops prior to behavioral change. The …
Green Marketing And Culture: Understanding Hispanic Consumers’ Sustainable Purchase Intentions, Santiago Reyes, Sindy Chapa
Green Marketing And Culture: Understanding Hispanic Consumers’ Sustainable Purchase Intentions, Santiago Reyes, Sindy Chapa
AMTP Proceedings 2026
As sustainability becomes a central force in shaping consumer expectations, businesses increasingly rely on green marketing strategies to communicate environmental responsibility and influence purchasing behavior (Polonsky, 1994; Kuria, 2024). This study examines how environmental concern, attitudes toward cause-related marketing (CRM), and cultural values influence purchase intentions, and compares Hispanic and non-Hispanic consumers.
Defining Cultural Credibility: Perceptions Of Authenticity, Representation, And Appropriation In Brand Campaigns, Santiago Reyes, Alessandra Noli, Ashley Johns, Hannah Trandle, Leticia Falcao
Defining Cultural Credibility: Perceptions Of Authenticity, Representation, And Appropriation In Brand Campaigns, Santiago Reyes, Alessandra Noli, Ashley Johns, Hannah Trandle, Leticia Falcao
AMTP Proceedings 2026
As brands navigate increasingly diverse consumer markets, cultural authenticity has become essential for building trust and relevance. Yet marketing scholarship lacks a clear framework for understanding cultural credibility as distinct from traditional notions of source or brand credibility. This study addresses that gap by examining how consumers conceptualize and evaluate cultural credibility in brand campaigns and collaborations. Drawing on theories of authenticity, cultural identity, and persuasion, the research positions cultural credibility as a socially constructed judgment shaped by perceived authenticity, shared values, and relational alignment. Using semi‑structured interviews and focus groups with multicultural consumers, the study employs thematic analysis to …
When Ai Joins Your Teaching Team: Reinventing Sales Education With Ai, Cindy B. Rippé, Caroline K. Munoz
When Ai Joins Your Teaching Team: Reinventing Sales Education With Ai, Cindy B. Rippé, Caroline K. Munoz
AMTP Proceedings 2026
A key component of sales education is role-play practice, but grading role-plays is time-consuming and a beneficial but unscalable activity. Additionally, students struggle to act as a buyer in role-play practice because they have no business experience. The inability to act as a realistic buyer can impede sales call practice. This research empirically examines how the use of AI role-plays using Yoodi in a professional selling class impacts students and instructors. This research empirically examines how the use of AI role-plays in a professional selling class impacts students and instructors. Findings through a qualitative analysis of student feedback reveal that …
Assessing The Impact Of Alumni Relations: Using The Theory Of Planned Behavior To Understand Fsu Students Motivation To Engage, Eldaneka Rolle, Richard Waters Phd, Ciara A. Lewis
Assessing The Impact Of Alumni Relations: Using The Theory Of Planned Behavior To Understand Fsu Students Motivation To Engage, Eldaneka Rolle, Richard Waters Phd, Ciara A. Lewis
AMTP Proceedings 2026
This study aimed to understand Florida State University graduate and upper-division undergraduate students in the College of Communication and Information, attitudes and perception of connection through the specific behavior, engagement with alumni relations. If individuals perceive a connection, is there perceived behavioral control (PBC), does PBC influence their intent to remain connected through one of the four key components, experience, communication, volunteer and philanthropy. Five focus group discussions were conducted using semi-structured interviews. Through thematic analysis, eight common themes were developed, Major, Minor or Certification Interest, Program Experience, Faculty, Advisors and Staff, Event Participation, Communication Preference, Volunteer Opportunities, Small Contributions …
Human Or Bot? How Tripartite Privacy Concerns Shape Ai Service Adoption, La Toya M. Russell, Neleen Leslie-Piper
Human Or Bot? How Tripartite Privacy Concerns Shape Ai Service Adoption, La Toya M. Russell, Neleen Leslie-Piper
AMTP Proceedings 2026
This study investigates how tripartite privacy concerns: online, offline, and AI-specific, shape consumer preferences for AI chatbots versus human representatives across five service sectors. Utilizing a large-scale U.S. sample, the research extends privacy calculus theory by conceptualizing privacy concern as a single trait.
Findings reveal that participants who prefer human interaction consistently report higher mean privacy concern scores than those who prefer AI. However, this “human preference” weakens as the sector's inherent risk increases. While significant differences exist in retail and travel, they disappear in high-stakes contexts like healthcare. The results suggest that while AI privacy concerns are unique, they …
From Personas To Experience Appetites: Extending Identity-Based Profiles To Improve Behavioral Prediction In Tourism, John Story
AMTP Proceedings 2026
Personas are widely used in tourism marketing, representing consumer segments through stable demographic, psychographic, and lifestyle profiles. While effective for communication and creative strategy, personas are limited in predicting specific behaviors. This research introduces experience appetites—derived from Fennell’s (1978) Perceived Product-Use Situation framework—as a complementary, behaviorally grounded extension. Whereas personas describe who the consumer is, experience appetites capture the motivational state activated within a particular decision context. Using data from repeat visitors to multiple destinations, we demonstrate substantial within-person variation in motives across trips, even to the same location. While persona categories alone failed to predict these shifts; appetite …
Perceived Authority Of Ai-Generated Videos And Consumer Vulnerability, Kungpo Paul Tao
Perceived Authority Of Ai-Generated Videos And Consumer Vulnerability, Kungpo Paul Tao
AMTP Proceedings 2026
The rapid integration of artificial intelligence (AI) into social media has transformed how consumers watch, interpret, and engage with video content. While AI-driven personalization enhances engagement, the growing realism of AI-generated videos blurs the boundary between authentic and fabricated content, increasing consumer vulnerability. This study examines how creativity influences consumer attention, interpretation, and interaction with AI-generated videos, and how it moderates the relationship between perceived authority and consumer engagement. Using secondary data collected from YouTube, the study analyzes publicly available AI-generated videos and user responses, including engagement metrics and comment-based sentiment indicators. The findings reveal that most consumers struggle to …
What Drives Solar Energy Adoption? An Exploratory Study, Can Trinh
What Drives Solar Energy Adoption? An Exploratory Study, Can Trinh
AMTP Proceedings 2026
Environmental pollution and its detrimental impact on people around the world have received significant attention in the past decades. As concerns for the environment grow, there have been increasing calls to adopt more environmentally-friendly practices in all aspects of life, including the adoption of green energy (Siddiqua et al., 2022). Green energy has become a hot topic in political debates (Schipani, 2023) because it can shape the future of global trade (Joselow, 2023) and the utility industry landscape (Waldholz, 2023). Recent polls showed that up to 80% of Americans were in favor of green energy in place of non-renewable energy …
Cute, Collectible, And Contagious: Understanding The Starbucks Bear Cup Phenomenon, Natalya Vodopyanova
Cute, Collectible, And Contagious: Understanding The Starbucks Bear Cup Phenomenon, Natalya Vodopyanova
AMTP Proceedings 2026
This study examines the Starbucks Bear Cup phenomenon to understand how identity expression, scarcity perceptions, and fear of missing out (FOMO) shaped consumer engagement during a highly publicized limited-edition product drop. Using Consumer Culture Theory and scarcity/FOMO frameworks, the research investigates how consumers constructed meaning around the Bear Cup through social media displays, community rituals, and symbolic participation. A qualitative content analysis of Instagram posts revealed five dominant patterns: celebratory acquisition posts, expressions of scarcity frustration, curated identity displays, community interaction, and creative substitution using bear-shaped alternatives. Findings show that consumers used the cup as a vehicle for identity signaling …
A Case Study On Building Core Curriculum With Purpose And Perspective, Christopher A. Wilkey, Austin Hostetter
A Case Study On Building Core Curriculum With Purpose And Perspective, Christopher A. Wilkey, Austin Hostetter
AMTP Proceedings 2026
Business schools face pressure to deliver career-ready, ethically grounded graduates. This interpretive case study examines a Midwestern university's two-year redesign of its business core curriculum. Using interviews with nine task-force members and three external stakeholders, reflexive memos, and review of meeting notes, draft proposals, curriculum maps, and stakeholder communications, we trace how collaboration and strategic planning shaped key choices. Findings highlight three design moves: making professional selling a required competency, introducing a sustainability-focused "Beneficence in Business" course aligned with institutional mission, and creating a problem-solving course that emphasizes critical thinking and growth mindset. External signals (enrollment shifts, employer feedback, and …
Library 5.0 And Predictive Intelligence: A Conceptual Literature Review, Shrikant Ramteke
Library 5.0 And Predictive Intelligence: A Conceptual Literature Review, Shrikant Ramteke
Library Philosophy and Practice (e-journal)
Abstract
Purpose In this paper, the author will explore the nature of predictive intelligence developed in modern libraries as part of the overall progression of libraries toward Library 5.0. It aims to give a conceptual clarity of what predictive services are, how they have been influenced by technology and ethics, and how they fit into existing traditions of librarianship.
Design/methodology/approach This paper utilizes a qualitative, conceptual literature review method as a scholarly inquiry. Approximately 60 peer-reviewed journal articles and institutional reports published after 2018 and before 2025 were purposively sampled from leading databases in library and information science and information …