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Full-Text Articles in Marketing

Strategic Sustainability In Fast-Fashion: Consumer Responses To Green Collections, Caroline Le Bon Jun 2026

Strategic Sustainability In Fast-Fashion: Consumer Responses To Green Collections, Caroline Le Bon

Journal of Applied Marketing Theory

The fashion industry has long been criticized for its detrimental environmental impact. As awareness grows, consumers acknowledge that their demand for variety at low prices has fueled the industry’s unethical practices, making sustainability a key concern for them and for companies. Although fast-fashion brands introduce sustainable collections, they continue to face criticism for prevalent greenwashing practices. Our research explores how integrating such collections into fast-fashion assortments influences consumer perception and purchase intention, depending on their involvement in both fashion and sustainability. Through our quantitative study, we find that implementing strategic sustainability through green collections alone is insufficient to convince environmentally …


Beyond The Shelf: How Reallocating Shelf Space To Emerging Brands Enhances Store Performance Through Dynamic Brand-Level Effects, Jesse Core, Ho Kim Jun 2026

Beyond The Shelf: How Reallocating Shelf Space To Emerging Brands Enhances Store Performance Through Dynamic Brand-Level Effects, Jesse Core, Ho Kim

Journal of Applied Marketing Theory

This study examines the effects of reallocating shelf space from established to emerging brands in the flavored malt beverage category, a fast-moving, impulse-driven product category. Using a 13-week field experiment in 16 U.S. grocery stores (six treated, ten control), we reallocated one shelf facing from an established to an emerging brand for four weeks before reverting the shelves to their original configuration. Then we analyzed weekly SKU-level data on sales with fixed-effects panel regressions. Results show that the shelf-space reallocation increased category sales by 21.2% during treatment and 27.6% after reversion, revealing persistent gains. At the brand level, emerging brands …


Marketing As Practice: Resolving The Hunt-Anderson Stalemate Through Practice Theory, Stephen A. Lemay, Martin Svendsen Jun 2026

Marketing As Practice: Resolving The Hunt-Anderson Stalemate Through Practice Theory, Stephen A. Lemay, Martin Svendsen

Journal of Applied Marketing Theory

This paper revisits methodological debates in marketing theory, tracing the progression from Sidney Levy’s work on symbolic consumption to the Hunt–Anderson empiricist–relativist debate. We argue that this debate rests on a category error: marketing has been misclassified as either a science or an interpretive discipline. Drawing on contemporary practice theory, we reconceptualize marketing as a professional practice oriented toward creating and managing exchange relationships within cultural contexts. This perspective resolves the Hunt–Anderson stalemate, clarifies the epistemological foundations of Consumer Culture Theory (CCT) and Transformative Consumer Research (TCR), and generates distinct research questions and methods. Through comparative exemplars, we show how …


“I” Or “We” In Times Of Crises: Should Marketers Use Individualist Or Collectivist Language When Times Are Tough?, Milad Hour, Golshad Parsimoghadam, Ali Jamei Jun 2026

“I” Or “We” In Times Of Crises: Should Marketers Use Individualist Or Collectivist Language When Times Are Tough?, Milad Hour, Golshad Parsimoghadam, Ali Jamei

Journal of Applied Marketing Theory

During the pandemic, as people dealt with fatalities, lockdowns, and the psychological impact of reduced social interactions, some marketing messages still captured significant public attention. What was the key element contributing to the success of these communications during such challenging times? This study focuses on the role of collectivism as a stress-coping mechanism included within marketing communications. Analyzing approximately 56,000 brand-generated posts on Platform X, the research examines how the use of collectivist language (e.g., we, us, etc.) relates to message likability, particularly as the pandemic nears its peak. The findings reveal that collectivist terms are positively associated with the …


Corporate Social Responsibility And Consumer-Brand Relationships: An Investor-Oriented Integrated Framework, Ada V. Campbell Apr 2026

Corporate Social Responsibility And Consumer-Brand Relationships: An Investor-Oriented Integrated Framework, Ada V. Campbell

AMTP Proceedings 2026

This study examines the evolving landscape of Corporate Social Responsibility (CSR) within the European Union (EU) and the dynamics of the consumer–brand relationship (CBR), proposing an integrated theoretical framework for investor analysis. The EU's regulatory trajectory, marked by the transition from the Non-financial Reporting Directive (NFRD) to the Corporate Sustainability Reporting Directive (CSRD) and the introduction of the Corporate Sustainability Due Diligence Directive (CSDDD) alongside European Sustainability Reporting Standards (ESRS), signifies a paradigm shift towards mandatory, standardized, and audited sustainability disclosures. Concurrently, the strength of CBR, built on dimensions such as trust, self-connection, and commitment, profoundly influences consumer behavior, brand …


Integrating Leadership Development Into Sales Management Education: A Teaching Case Using Goleman’S Leadership Framework To Teach Coaching And Adaptive Leadership, George Talbert, Malcolm Talbert, Earl Honeycutt Apr 2026

Integrating Leadership Development Into Sales Management Education: A Teaching Case Using Goleman’S Leadership Framework To Teach Coaching And Adaptive Leadership, George Talbert, Malcolm Talbert, Earl Honeycutt

AMTP Proceedings 2026

Sales management courses often emphasize operational responsibilities such as forecasting, territory design, hiring, compensation, and performance evaluation. While essential, these topics alone do not prepare students for the behavioral and emotional demands of leading people in dynamic selling environments. Employers increasingly expect early-career managers to motivate, develop, and retain talent under ambiguity. This teaching case presents a senior-level undergraduate sales management capstone that embeds leadership development into the core of the course using Daniel Goleman’s emotional intelligence-based leadership styles as the primary framework. The course positions coaching as a central, teachable competency and treats leadership as a set of context-dependent …


Institution-Based Trust And Covid-19 Compliance Across Countries, Liz Wang Apr 2026

Institution-Based Trust And Covid-19 Compliance Across Countries, Liz Wang

AMTP Proceedings 2026

Trust is central to public health compliance, yet most social marketing models still focus on individual-level drivers such as attitudes and norms. This study examines institution-based trust (IBT) as a moderator of citizens’ intentions to comply with COVID-19 prevention guidelines within a TRA model, using online survey data from US, UK, Australia, and Taiwan collected during the pandemic. Results show that IBT moderates both the attitude–intention (ATT–BI) and subjective norm–intention (SN–BI) relationships and suggest that high- and low-IBT contexts activate different mechanisms—legitimacy-based versus self-protective routes—to compliance. The paper outlines research and managerial implications for social marketing theory and practice.Institution-Based …


Craft, Connection, And Code: Consumer Culture In The Age Of Intelligent Technology, Monisha Gupta Dr, Elizabeth C. Alexander Apr 2026

Craft, Connection, And Code: Consumer Culture In The Age Of Intelligent Technology, Monisha Gupta Dr, Elizabeth C. Alexander

AMTP Proceedings 2026

Contemporary consumption is increasingly characterized by a paradoxical convergence of technological acceleration and cultural re-materialization. Intelligent technologies—artificial intelligence (AI), algorithmic personalization, automation, and data-driven platforms—now structure how consumers search, evaluate, and engage with markets. At the same time, there has been a visible resurgence of interest in craft, making, and effortful consumption practices, including knitting, pottery, woodworking, home fermentation, and other forms of manual production. These practices emphasize tactile engagement, skill acquisition, time investment, and embodied knowledge, standing in apparent contrast to the frictionless efficiency promoted by intelligent systems


Precision Or Invasion? Mapping The Personalization Paradox, Shyamala N. Chalakudi, Gnana Bharathy Apr 2026

Precision Or Invasion? Mapping The Personalization Paradox, Shyamala N. Chalakudi, Gnana Bharathy

Journal of Applied Marketing Theory

AI-driven personalization has transformed consumer engagement, yet existing research offers no systematic way to determine when personalization shifts from helpful to intrusive. Current research and models explain privacy concerns or expectancy violations but do not measure the point at which personalization triggers user discomfort, creating the personalization paradox. This study introduces the Discomfort Threshold Assessment & Measurement (DTAM) framework, a conceptual model that identifies and evaluates this threshold by integrating Dual Process Theory, Expectation Violation Theory, and Privacy Calculus Theory. DTAM distinguishes between affective discomfort reactance and cognitive discomfort reactance and outlines how these constructs could, in future empirical studies, …


Conceptualizing Cancel Culture In Marketing: Moral Policing In A Hyperconnected World, T. Andrew Poehlman, Sairah Abraham Apr 2026

Conceptualizing Cancel Culture In Marketing: Moral Policing In A Hyperconnected World, T. Andrew Poehlman, Sairah Abraham

AMTP Proceedings 2026

The dynamics of marketing in society have shifted. Brands no longer sit at a distance broadcasting messages; they now occupy the same social networks as people, speaking in a human voice and inviting quasi-personal relationships. In this environment, we argue that corporate cancel culture is best understood as moral policing of brands that have chosen to act like human nodes in social networks. Drawing on hierarchy research, we frame cancellations as “leveling” responses when high-status brands behave in ways that feel domineering, hypocritical, or extractive rather than prestige-based and service-oriented. Using Moral Foundations Theory, we show how diverse cancellations can …


The De-Influencingtrend On Social Media And Its Impact On Consumer Engagement, Lana Waschka, Andre Waschka Apr 2026

The De-Influencingtrend On Social Media And Its Impact On Consumer Engagement, Lana Waschka, Andre Waschka

AMTP Proceedings 2026

Research has shown how influencer marketing in social media has been an effective way for companies to reach their target customers and advertise their products and services (Ahmad, 2018).   Brands rely on these influencers to promote products and encourage engagement and purchases.  De-Influencing, a seemingly antithetical concept, is a recent trend on social media where influencers are discouraging their followers from what they claim are unnecessary consumption.

By analyzing a data set of 216 observations from TikTok, we find evidence that influencers who use de-influencing appeals have higher post engagement. Specifics posts that use de-influencing strategies receive a higher number …


Mistargeted Advertising: The Impact Of Human Vs. Ai Error On Consumer Brand Perception, Abdulela Alshehri, Umair Usman Apr 2026

Mistargeted Advertising: The Impact Of Human Vs. Ai Error On Consumer Brand Perception, Abdulela Alshehri, Umair Usman

AMTP Proceedings 2026

Artificial intelligence (AI) has revolutionized personalized advertising by enabling precise targeting based on consumer profiles, yet mistargeted ads—those falsely implying eligibility for benefits like premium credit cards—can trigger frustration, disappointment, and negative brand perceptions. This study examines how consumers respond to such errors when attributed to a human employee, an AI system, or an AI system with human oversight. Grounded in attribution theory (Folkes, 1988; Weiner, 2000), it tests perceived group homogeneity (Longoni et al., 2022) and negative self-perception (Grewal et al., 2019) as mediators, with belief in a just world (BJW; White et al., 2012) as a moderator. The …


The Psychology Of Acquisition, Consumption, And Disposition Of Clothing Among Consumers, Kamila Muratkyzy Buckle, Trang Phuc Tran Apr 2026

The Psychology Of Acquisition, Consumption, And Disposition Of Clothing Among Consumers, Kamila Muratkyzy Buckle, Trang Phuc Tran

AMTP Proceedings 2026

This qualitative analysis investigates consumer behavior in the clothing industry, highlighting the importance of qualitative data in informing retail strategies and gaining a deeper understanding of the complex motivations and emotional connections consumers maintain with fashion brands. The analysis explores a variety of values that impact clothing acquisition, including affordability, quality, and ethical considerations, while investigating the influence of social media on consumer brand loyalty and purchase motivations. Through focus groups, interviews, and social media analysis, this research project emphasizes how retail brands can implement consumer insight to improve engagement. The results enrich the understanding of consumer behavior and provide …


Skincare Influencer’S Effects On Skincare Consumers’ Perceptions On Tiktok Shop, Abigail Choi Apr 2026

Skincare Influencer’S Effects On Skincare Consumers’ Perceptions On Tiktok Shop, Abigail Choi

AMTP Proceedings 2026

This study examined how TikTok influencers affect skincare consumers’ perceptions of TikTok Shop advertisements, focusing on the presence of a skincare irritation warning and a TikTok Shop link. It analyzed their effects on purchase intention, credibility, confidence, and likelihood of recommendation. 194 female participants aged 18–30 were recruited through CloudResearch and surveyed via Qualtrics. Each participant was randomly assigned to one of four TikTok-style skincare advertisements that featured the same product but varied by the presence of a TikTok Shop link and/or a skincare irritation warning. Results showed that the advertisement without a TikTok Shop link but with a skincare …


Analyzing Big Data-Ai's Impact On Product Innovation And Customer Engagement, Omar Itani, Samer Elhajjar, Ashish Kalra Dr, Manal Yunis Dr. Apr 2026

Analyzing Big Data-Ai's Impact On Product Innovation And Customer Engagement, Omar Itani, Samer Elhajjar, Ashish Kalra Dr, Manal Yunis Dr.

AMTP Proceedings 2026

In contemporary business landscapes, an organization's capacity to deliver groundbreaking innovative products and foster deep, meaningful engagement with its customers stands as the paramount objective of modern strategic practices. This dual focus not only drives sustainable growth but also fortifies competitive positioning in hyper-competitive markets. Yet, despite the extensive empirical evidence highlighting the transformative benefits of innovation—such as enhanced market share and profitability—and customer engagement—evidenced by loyalty, advocacy, and repeat business—the pivotal role of big data-artificial intelligence (BD-AI) technologies remains strikingly underexplored. In particular, scant attention has been paid to how BD-AI training equips firms to harness these tools effectively …


Ai-Eva: Evaluating The Value Of Overhauling Hotel Infrastructure For Artificial Intelligence Integration In Guest Experience, Pearllana Prioleau Apr 2026

Ai-Eva: Evaluating The Value Of Overhauling Hotel Infrastructure For Artificial Intelligence Integration In Guest Experience, Pearllana Prioleau

AMTP Proceedings 2026

Luxury hotels are adopting artificial intelligence-enabled voice assistants (AI-EVA) to enhance guest experience and maintain competitive advantage. This study examines strategic implications of AI-EVA integration, focusing on consumer acceptance and organizational performance. Guided by the Unified Theory of Acceptance and Use of Technology (UTAUT) and Resource-Based View (RBV), the research uses a mixed-method approach: qualitative analysis of guest attitudes, quantitative testing of adoption drivers via structural equation modeling, and executive interviews on ROI and infrastructure challenges. Findings will inform strategies for balancing personalization with operational efficiency while addressing privacy concerns. The study contributes to theory by extending UTAUT and RBV …


What It Means To Be Latino: Exploring Identity Among U.S.-Born Gen Z Youth, Santiago Reyes, Alessandra Noli Peschiera, Melany Sarcevic, Tatiana Garcia, Leen Tlanepantla Apr 2026

What It Means To Be Latino: Exploring Identity Among U.S.-Born Gen Z Youth, Santiago Reyes, Alessandra Noli Peschiera, Melany Sarcevic, Tatiana Garcia, Leen Tlanepantla

AMTP Proceedings 2026

This study explores how U.S.-born Hispanics and Latinos define their identity within a rapidly growing and increasingly diverse demographic group. As the Hispanic population expands, traditional labels such as Hispanic and Latino often fall short of capturing the community’s cultural, linguistic, and generational complexity. With most growth now coming from U.S.-born generations, identity is shaped by a blend of American influences and heritage traditions, making it more fluid and context-dependent. Guided by Social Identity Theory and Hofstede’s cultural dimensions, this research uses focus groups with Gen Z participants to examine how they describe themselves, what characteristics they associate with being …


Navigating The Ai Classroom: Integrating Ai In Education For Enhanced Learning And Career Readiness, Katryna M. Johnson Apr 2026

Navigating The Ai Classroom: Integrating Ai In Education For Enhanced Learning And Career Readiness, Katryna M. Johnson

Journal of Applied Marketing Theory

This study employs an innovative approach by integrating AI and human endeavors in the research process. The examination provides a literature review and theoretical frameworks for integrating AI in education, focusing on three key stakeholder groups: students, faculty, and institutions. The analysis explores the benefits and challenges of AI in the classroom from each group’s perspective. The paper emphasizes hands-on AI experience for marketing students to remain competitive. The paper provides practical tips and suggestions for using AI in marketing classes and creating an institutional environment to support long-term AI growth. Additionally, the study presents widely used AI tools in …


Integrating Artificial Intelligence Into Marketing Education: A Conceptual Framework For Curriculum Enhancement, Aisha Ghimire, Gallayanee Yaoyuneyong Apr 2026

Integrating Artificial Intelligence Into Marketing Education: A Conceptual Framework For Curriculum Enhancement, Aisha Ghimire, Gallayanee Yaoyuneyong

Journal of Applied Marketing Theory

This paper introduces a Constructivist–Experiential GenAI Integration Framework to embed Generative AI (GenAI) across undergraduate marketing curricula. Grounded in constructivist and experiential learning theories, the framework positions GenAI as a learning partner, through hands-on, reflective, and ethically informed learning. Discipline-specific vignettes illustrate how GenAI can enhance marketing courses through accessible and scalable activities that align with diverse class sizes, institutional resources, and delivery modes. By leveraging freely available GenAI platforms, the model promotes inclusivity while cultivating AI literacy, ethical reasoning, and strategic agility. The paper concludes with recommendations for empirical validation and cross-institutional collaboration to ensure that GenAI-driven marketing education …


Clusters Of Student Perceptions Of Ai-Assisted Grading: Implications For Fair And Transparent Assessment Practice In Higher Education, Roberto Bello Apr 2026

Clusters Of Student Perceptions Of Ai-Assisted Grading: Implications For Fair And Transparent Assessment Practice In Higher Education, Roberto Bello

Journal of Applied Marketing Theory

As artificial intelligence (AI) tools become increasingly embedded in assessment and feedback systems, understanding how students perceive these technologies is vital for maintaining trust and fairness in higher education. This study investigates how students experience AI-assisted grading through an extended Technology Acceptance Model (TAM) that incorporates fairness, transparency, and trust as pedagogically relevant constructs. Survey data from undergraduate marketing students (N = 142) were analyzed using cluster analysis, revealing three distinct perception profiles: Enthusiasts, Pragmatists, and Skeptics. These clusters differ significantly in their willingness to rely on AI feedback, perceived fairness of algorithmic grading, and expectations of …


The Acquisition, Consumption, And Disposal Of Clothing: A Qualitative Analysis, Omar H. Alqudsi, Trang Phuc Tran Apr 2026

The Acquisition, Consumption, And Disposal Of Clothing: A Qualitative Analysis, Omar H. Alqudsi, Trang Phuc Tran

AMTP Proceedings 2026

Using 22 semi-structured interviews on apparel acquisition, use, and disposal, we find that practical value dominates choice while identity cues matter at the margin. Price and comfort consistently outrank brand and trend. Disposal is purposeful: donation is favored when garments retain utility, with resale and recycling rising alongside sustainability awareness. Consumers often justify purchases as extensions of self yet report lower satisfaction when items lack durability or clear ethical provenance. These patterns align with utilitarian value frameworks and signal clear levers for marketers: durable basics, transparent sourcing, and simple channels for responsible end of life. Overall, everyday clothing decisions follow …


Beyond The Launch: Designing Integrated Marketing Communications Across The Publishing Lifecycle, Philip J. Boutin Jr. Apr 2026

Beyond The Launch: Designing Integrated Marketing Communications Across The Publishing Lifecycle, Philip J. Boutin Jr.

AMTP Proceedings 2026

This paper advances a lifecycle view of integrated marketing communications for book publishing and specifies a practical model beyond launch. We present the Lifecycle IMC in Publishing (L-IMC) framework with four layers—strategic capability, orchestration, phased execution (pre-launch, launch, post-publication), and measurement/learning—grounded in evidence on carryover, cross-media complementarity, discoverability, and the creator economy. Seven propositions predict that lifecycle consistency, coordinated post-publication activity, metadata priming, creator–title fit with clear disclosures, network-aware seeding, continuous testing, and reserved reinforcement budgets improve visibility, conversion, and returns. Design principles include codified message architecture and governance, a vetted creator bench, managed discoverability, sequencing high-trust signals before conversion …


Experiential Learning In Marketing Education: Student Reflections In A Client Based Project, Samit Chakravorti Apr 2026

Experiential Learning In Marketing Education: Student Reflections In A Client Based Project, Samit Chakravorti

AMTP Proceedings 2026

This paper explores student experience with a client based project in an upper division marketing class and its impact on development of work readiness skills, learning and satisfaction with the course. The client was a local small business food cooperative. Student reflection papers submitted at the end of the project were content analyzed based on preset categories to understand the impact of the project on the outcome variables. Analysis shows that for most students the project was interesting, relevant but challenging, increased their satisfaction and enjoyment of the course, and positively impacted learning of profession specific and foundational work ready …


Fashion, Function, And Identity: Generation Z College Students’ Athletic Merchandise Preferences, Michelle L. Childs, Robin Hardin Apr 2026

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 …


Influencer Effect? An Examination Of Dunkin’ And Tarte’S Use Of Influencers, Amanda D. Damiano Ph.D., Wenjing Xie Ph.D. Apr 2026

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 …


Customer-Centricity In The Financial Services Sector: A Preliminary Look, Rhea Ingram, Katie H. Whetstone Apr 2026

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.


Understanding The Life Satisfaction Gap In Political Consumerism: Buycotting Vs. Boycotting, Neleen S. Leslie-Piper, La Toya M. Russell Apr 2026

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.


Do Salespeople Best Understand Market Orientation Of Their Company?, Thomas L. Powers Apr 2026

Do Salespeople Best Understand Market Orientation Of Their Company?, Thomas L. Powers

AMTP Proceedings 2026

The perspective of salespeople is important to consider in order to fully understand market orientation and how it influences company performance. Salespeople mediate the firm and its customers, and they are key to the successful implementation of a market orientation. A discrepancy in the perception of market orientation may exist as executives and managers may have an inherently higher assessment of market orientation than other members of the organization. In order to address this issue, the research presented in this paper examines the relationship between cultural and operational market orientation and performance from the perspective of salespeople, managers and customers.


Conversation Analysis Of Public-Servant And Persons-Of-Interest Face-To-Face Talk Via Llm‑Supported Ai Script Mapping Tools, Arch G. Woodside, Suresh Sood Apr 2026

Conversation Analysis Of Public-Servant And Persons-Of-Interest Face-To-Face Talk Via Llm‑Supported Ai Script Mapping Tools, Arch G. Woodside, Suresh Sood

AMTP Proceedings 2026

Professional public servants (PSs) including police officers, postal workers, and government tax office and DMV employees interact face-to-face with citizens/persons of interest (POIs), in encounters that are frequently recorded using mobile phones and publicized on platforms such as YouTube.com. Building on our observations about recurrent PS–POI scripts and LLM-supported analysis, we develop five grounded propositions linking enacted scripts to existing theory. The propositions focus on describing early turn-taking asymmetry, the importance of sequential detail beyond-shallow analysis, the predictive role of script recurrence, the value of rich, script-based role-play, and the potential of narrative-intelligence databases for institutional learning. Instead of treating …


Ai-Based Multi-Dimensional Coding Of Cancel Culture: Opportunities And Limits Of Llm-Based Categorization, Sairah Abraham, T. Andrew Poehlman Apr 2026

Ai-Based Multi-Dimensional Coding Of Cancel Culture: Opportunities And Limits Of Llm-Based Categorization, Sairah Abraham, T. Andrew Poehlman

AMTP Proceedings 2026

Large-scale qualitative coding is a bottleneck in marketing research, especially for complex, multi-level phenomena like corporate cancel culture. This paper uses over 100 well-known cancellation events as a testbed to evaluate whether GPT can act as a reliable, low-cost “independent rater” for rich categorical schemes. We develop a multi-dimensional coding framework (trigger locus, controversy source, social issue, moral foundation, and target level) and implement a staged GPT pipeline: zero-shot prompts benchmarked against human “gold standard” coders, scaled to larger samples, then extended with few-shot prompting and fine-tuning for harder constructs such as moral foundations. We compare GPT variants and roles, …