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Journal of Theoretical and Applied Electronic Commerce Research, Volume 21, Issue 10

2026 October - 48 articles

Cover Story: Hotel executives frame generative AI as a way to reduce reliance on online travel agencies (OTAs), while agencies view it as a threat. Both positions appear in annual filings. Rather than treating these perspectives as a single industry view, this study contrasts them. Across 49 SEC annual reports from four hotel operators and three OTAs (FY2019–2025), a structural divide emerges: OTAs alone frame competitors’ AI capabilities as a risk, while hotel operators focus on deployment risks and liabilities. Within three reporting cycles, language converges around shared legal phrasing even as exposures diverge, and threat framing rises from two-thirds to nearly 90%. Disruptive technology is not merely disclosed; it is framed according to a firm's position in the distribution channel. View this paper
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Articles (48)

  • Article
  • Open Access
429 Views
23 Pages

This study examined the associations between TikTok beauty advertising characteristics and purchase intention, including the mediating role of source credibility, among female consumers in Saudi Arabia. A cross-sectional survey dataset comprising 471...

  • Article
  • Open Access
230 Views
19 Pages

The Authenticity Effect: How Digital Word-of-Mouth and Management Response Shape Customer Loyalty in Street Food

  • Ahmed K. Elnagar,
  • Encarnación Álvarez Verdejo,
  • Wagih M. E. Salama and
  • Mohamed Ahmed Suliman

The study looks at the way electronic word-of-mouth (eWOM) contributes to customer loyalty (CL) in the informal street food industry, with a focus on the mediating function of perceived authenticity (PA) and the moderating role of management response...

(This article belongs to the Special Issue Interactive Marketing in Digital Commerce: Consumer Behavior, Engagement and Decision-Making)
  • Article
  • Open Access
192 Views
25 Pages

Organizations are increasingly using Instagram as a marketing mechanism to increase brand exposure, increase sales, identify leads, and monitor audience engagement among young consumers. Therefore, this study aims to determine the impact of advertisi...

(This article belongs to the Special Issue Digital Marketing in Emerging Economies)
  • Article
  • Open Access
235 Views
27 Pages

Elaborate short-video design may support product-link clicking by providing richer information and more varied presentation; yet, it may also impose greater processing demands during recommendation-driven browsing. This study examines whether two vid...

(This article belongs to the Special Issue Consumer Behavior and Operational Excellence in Modern Online Retail)
  • Article
  • Open Access
194 Views
19 Pages

Augmented reality (AR) can reduce the experiential distance between online product information and physical consumption, but interface attributes may influence purchase decisions through different psychological mechanisms. This study examines whether...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
245 Views
19 Pages

This study examines how customer-to-customer interaction quality shapes customer value co-creation behavior in live streaming commerce through perceived co-viewer community support and normative community pressure, contingent on co-viewer group ident...

  • Article
  • Open Access
284 Views
22 Pages

Digital Tourism Commerce: Do Multisensory Mental Imagery and Imagined Presence Explain Consumers’ Purchase Intentions?

  • Mihail Cristian Diţoiu,
  • Cristina Nicolau,
  • Otilia-Elena Platon and
  • Viorica-Mirela Ştefan-Duicu

Digital tourism increasingly relies on technology-enhanced visuals to shape consumer decision-making, yet most digital destination communication remains predominantly visual, limiting the multisensory richness of pre-consumption experiences. This stu...

(This article belongs to the Special Issue AI-Driven E-Commerce in Hospitality and Tourism: Digital Platforms, Consumer Experience, and Decision-Making)
  • Article
  • Open Access
304 Views
34 Pages

From Screen to Stay: How Digitally Mediated Content and Service Integration Relate to Multisensory Hotel Experience, Satisfaction, and Loyalty

  • Roxana Marcela Zaharia,
  • Cristiana Alexandra (Belu) Bîrcu,
  • Alina Elena Ionașcu,
  • Cristina Fleșeriu and ,
  • Elena Cerasela Spătariu,
  • Corina Aurora Barbu and
  • Adina Țiței
  • + 2 authors+ 0 author

Increasingly, hotel guests form expectations about their stay based on content that is available through digital channels before they arrive, while at the same time hotels are incorporating digital technologies into the services they provide on site;...

(This article belongs to the Special Issue AI-Driven E-Commerce in Hospitality and Tourism: Digital Platforms, Consumer Experience, and Decision-Making)
  • Article
  • Open Access
266 Views
21 Pages

We investigated the role of psychological ownership (PO) of an over-the-top (OTT) service in users’ satisfaction and use intentions. Employing an online survey of 508 paid OTT subscribers from South Korea, we used covariance-based structural eq...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
154 Views
20 Pages

This study aimed to empirically analyze the relationships of AI risk perception and digital self-efficacy with the use of digital transaction services, digital civic participation, and life satisfaction in the context of a digital society characteriz...

(This article belongs to the Special Issue Interactive Marketing in Digital Commerce: Consumer Behavior, Engagement and Decision-Making)
  • Article
  • Open Access
532 Views
51 Pages

This study examines how perceived artificial intelligence (AI)-driven personalization is associated with online purchase intention in tourism e-commerce. It develops a moderated sequential mediation model in which perceived recommendation relevance a...

(This article belongs to the Special Issue AI-Enabled Marketing and Information Dynamics)
  • Article
  • Open Access
337 Views
29 Pages

This study investigates how traditional web advertising dimensions and social media influencer attributes drive purchase intention on short-form video platforms, specifically Douyin. Grounded in the Stimulus–Organism–Response (SOR) framew...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
467 Views
25 Pages

Pre-Travel Tourism Experiences on Digital Platforms: Exploring Motivation, Behavioral Orientations, and Destination Imagination Through a Qualitative Approach

  • Lina Marcela Padilla-Delgado,
  • Alexander Zuñiga-Collazos,
  • Edy Lorena Burbano-Vallejo and
  • Orlando Posada-Orrego

The use of virtual platforms to search for information about a tourism destination has become increasingly relevant in developing regions, posing a challenge for Destination Management Organizations (DMOs). This study aims to explore how tourist moti...

(This article belongs to the Special Issue Digital Marketing, Customer Service, and Sustainability in Electronic Commerce Ecosystems: A Cross-Functional Perspective)
  • Article
  • Open Access
292 Views
31 Pages

It is unclear what consumers infer from the social-oriented (SCS) and task-oriented (TCS) communication styles of conversational AI in e-commerce, or why these associations vary across tasks. Drawing on mind perception research, we examine affective...

(This article belongs to the Section Data Science, AI, and e-Commerce Analytics)
  • Article
  • Open Access
273 Views
17 Pages

The integration of artificial intelligence and search technology is transforming traditional online shopping models, particularly cross-border e-commerce (CBEC), which involves complex customer multi-attribute decision-making with numerous considerat...

(This article belongs to the Special Issue Emerging Technologies and Innovations in Electronic Commerce)
  • Article
  • Open Access
293 Views
23 Pages

This study investigates the benefit–sacrifice trade-off of artificial intelligence (AI)-powered fashion services by examining how perceived benefits (usefulness, timeliness, enjoyment) and perceived sacrifices (technical effort, privacy risk, l...

  • Article
  • Open Access
457 Views
32 Pages

Generative artificial intelligence services combine functional performance with humanlike interaction, yet it remains unclear whether perceived humanlikeness contributes directly to post-use satisfaction or is associated primarily with more proximal...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
390 Views
21 Pages

The collection and application of consumer information raise privacy concerns. Consumers may misrepresent their personal information, which may mitigate their privacy concerns. False information presents paradoxes for both firms and consumers. Hence,...

  • Article
  • Open Access
389 Views
19 Pages

In AI-enabled digital commerce, consumers evaluate virtual influencers (VIs) not only through source characteristics but also by inferring why they create content and recommend products. This study examines how perceived intrinsic and commercially or...

(This article belongs to the Special Issue Interactive Marketing in Digital Commerce: Consumer Behavior, Engagement and Decision-Making)
  • Article
  • Open Access
249 Views
22 Pages

AI-style expression has become a feature of online review environments, raising questions about how clearly review content continues to differentiate recommendation states. Using 108,911 English-language Steam reviews from 18 games, this study define...

(This article belongs to the Section Data Science, AI, and e-Commerce Analytics)
  • Article
  • Open Access
402 Views
27 Pages

While AIGC can improve operational efficiency in marketing, it may also erode consumer trust owing to widespread skepticism toward AIGC. Therefore, this study examines agricultural product advertisements to explore the impact of Underdog Brand Biogra...

(This article belongs to the Topic Artificial Intelligence and Sustainable Development)
  • Article
  • Open Access
343 Views
26 Pages

AI voice bots are a standard channel for post-purchase service in electronic commerce, yet conversational-agent research has centered on text chatbots, and whether the quality dimensions of a voice agent are perceived as separate remains open. This s...

(This article belongs to the Special Issue Digital Marketing, Customer Service, and Sustainability in Electronic Commerce Ecosystems: A Cross-Functional Perspective)
  • Article
  • Open Access
416 Views
37 Pages

Augmented reality (AR) indoor navigation can combine wayfinding, information, gamification, and promotions in shopping malls, but how consumers value these features is unclear. In a choice-based conjoint experiment, 295 South Korean adults aged 20&nd...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
255 Views
22 Pages

Navigating Trust Online: How Awareness, Platform Features, and User Strategies Shape Generational Differences

  • Elvira Perez Vallejos,
  • Virginia Portillo,
  • Blandine French,
  • Liz Dowthwaite and ,
  • Helen Creswich and
  • Elaine Venancio Santos
  • + 1 author+ 0 author

This study explores and compares attitudes towards trust online amongst young adults (16–25) and older adults (65+), and examines the impact of trust on their online decisions. We ran nine workshops in the UK with a total of 74 participants (34...

(This article belongs to the Special Issue Gerontechnology and Inclusive Digital Commerce: Innovations for Aging Consumers)
  • Systematic Review
  • Open Access
342 Views
19 Pages

The Integration of AI in CRM and Its Impact on Online Sales Services Profitability: A Systematic Literature Review

  • Khaoula Fath El Khair,
  • Ahmad El Oualfi,
  • Mustapha El Hamzaoui and
  • Miloudi Kobiyh

The rise of e-commerce is leading companies to rethink their customer relationship management (CRM), particularly through the integration of artificial intelligence (AI). AI opens up opportunities for personalization, automation, and optimization of...

(This article belongs to the Section Data Science, AI, and e-Commerce Analytics)
  • Article
  • Open Access
585 Views
31 Pages

AI-driven personalization has become an important mechanism in interactive digital marketing, yet its influence on consumers’ online purchase intention remains insufficiently understood. Situated within the institutional context of digital plat...

(This article belongs to the Special Issue Interactive Marketing in Digital Commerce: Consumer Behavior, Engagement and Decision-Making)
  • Article
  • Open Access
304 Views
35 Pages

As entertainment-based virtual idols increasingly become brand endorsers, understanding how consumers’ prior familiarity with their original content relates to advertising responses has become important. This study examines the relationships am...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
295 Views
22 Pages

Supermarket chains must decide whether individual stores will offer pickup, delivery, both services, or neither. While consumer preferences for e-commerce features are well studied, the firm-level and store-level decisions that drive channel offering...

(This article belongs to the Special Issue E-Commerce and Retail: Integration, Operations, and Sustainable Development)
  • Article
  • Open Access
351 Views
24 Pages

Digital markets display a common monetization contrast: broad common interfaces often rely substantially on advertisers, merchants, enterprise customers, or other business-side actors, whereas narrower products more readily sustain direct consumer pr...

(This article belongs to the Section Entrepreneurship, Innovation, and Digital Business Models)
  • Article
  • Open Access
283 Views
18 Pages

Live-streamed online knowledge payment (OKP), where creators sell expertise in real time through speech, is a major digital-service market, yet creators lack evidence on how fast to speak. Using the Elaboration Likelihood Model (ELM) as an interpreti...

(This article belongs to the Topic Livestreaming and Influencer Marketing)
  • Review
  • Open Access
402 Views
33 Pages

Mapping Digital Influence in Tourism and Hospitality: A Bibliometric Analysis and Systematic Review Toward a Tri-Channel Framework

  • Cristiana Alexandra (Belu) Bîrcu,
  • Roxana Marcela Zaharia,
  • Alexandra Dănilă,
  • Gabriela Gheorghiu and ,
  • Elena Cerasela Spătariu,
  • Norina Popovici and
  • Alina Elena Ionașcu
  • + 2 authors+ 0 author

This study integrates the fragmented literature on digital influence in tourism and hospitality by combining a bibliometric analysis with a PRISMA 2020-guided systematic literature review (SLR), examining how creator-mediated, peer-mediated, and plat...

(This article belongs to the Special Issue AI-Driven E-Commerce in Hospitality and Tourism: Digital Platforms, Consumer Experience, and Decision-Making)
  • Article
  • Open Access
268 Views
16 Pages

Although emojis are widely used on social media brand pages, their effectiveness remains unclear. Drawing on the brand anthropomorphism literature, this research proposes that emojis function as anthropomorphic cues that simultaneously increase perce...

(This article belongs to the Section Digital Marketing and the Evolving Consumer Experience)
  • Article
  • Open Access
348 Views
24 Pages

Accurately predicting user purchase intentions is a critical challenge in e-commerce operations. Existing methods often rely on simple statistical features, lacking systematic theoretical guidance and model interpretability. To address these limitati...

(This article belongs to the Special Issue Artificial Intelligence in Marketing, Retailing, and E-Commerce: Transforming the Future of Intelligent Commerce)
  • Article
  • Open Access
274 Views
20 Pages

A Multi-Branch Framework for Multidimensional Online Review Analytics

  • Fuangfar Pensiri,
  • Pattarapol Pornsirirung,
  • Natthakit Khonthong,
  • Wisit Poonsawat and ,
  • Suchada Chomjan,
  • Keun Ho Ryu and
  • Porawat Visutsak
  • + 2 authors+ 0 author

Online product reviews combine unstructured narratives, star ratings, and helpfulness votes, but these signals answer different managerial questions and require different validation strategies. This study presents a reproducible multi-branch analytic...

(This article belongs to the Special Issue Interactive Marketing in Digital Commerce: Consumer Behavior, Engagement and Decision-Making)
  • Review
  • Open Access
448 Views
32 Pages

From Fandom to Checkout: Artificial Intelligence and Immersive Commerce in Professional Sport

  • Dan Cristian Mănescu,
  • Alexandru Adrian Gavrilă,
  • Maria-Cristina Rădulescu,
  • Ionut Marius Croitoru and ,
  • Codruța Daniela Pavel,
  • Liviu Marian Matac,
  • Victor Marian Zamfir,
  • Andreea Maria Mănescu and
  • Carmen Grigoroiu
  • + 4 authors+ 0 author

Background: Professional sport clubs are adopting three-dimensional stores, augmented reality, conversational agents, personalization, gamification, and digitally co-present fan communities, while the evidence needed to evaluate these investments rem...

(This article belongs to the Special Issue Immersive Digital Commerce and Socio-Technical Futures: Beyond Traditional AI and Metaverse Paradigms)
  • Article
  • Open Access
334 Views
27 Pages

This paper examines the socioeconomic characteristics associated with e-commerce use in a dollarized economy in Latin America—Ecuador—using a large, nationally representative household survey. Using a survey-weighted logistic model that a...

  • Article
  • Open Access
1 Citations
638 Views
71 Pages

This study examines the association between AI-driven personalization and brand loyalty toward smart tourism platforms, with two distinct consumer responses—perceived recommendation discovery and perceived AI recommendation quality—specif...

(This article belongs to the Special Issue AI-Driven E-Commerce in Hospitality and Tourism: Digital Platforms, Consumer Experience, and Decision-Making)
  • Article
  • Open Access
483 Views
30 Pages

Online cosmetic purchasing has expanded rapidly, yet understanding what sustains consumers’ intention to repurchase through online platforms remains challenging because continued purchasing reflects multiple product-related, marketing-related,...

(This article belongs to the Special Issue Digital Marketing, Customer Service, and Sustainability in Electronic Commerce Ecosystems: A Cross-Functional Perspective)
  • Article
  • Open Access
513 Views
33 Pages

Predicting customer repurchase behavior is critical in e-commerce analytics, yet the contributions of feature engineering and model selection remain insufficiently understood. This study investigates how feature engineering and algorithm choice influ...

  • Article
  • Open Access
387 Views
33 Pages

Generative AI is becoming increasingly embedded in digital travel planning and decision-making, reshaping how tourists search for information, evaluate alternatives, and navigate the customer journey. Yet, less is known about how engagement with conv...

(This article belongs to the Special Issue AI-Driven E-Commerce in Hospitality and Tourism: Digital Platforms, Consumer Experience, and Decision-Making)
  • Article
  • Open Access
371 Views
17 Pages

High churn rates and the inherent anonymity of digital marketplaces make customer retention a complex strategic imperative. To understand the psychological mechanics associated with consumer continuance intention, this research examines the interplay...

(This article belongs to the Special Issue Digital Marketing, Customer Service, and Sustainability in Electronic Commerce Ecosystems: A Cross-Functional Perspective)
  • Article
  • Open Access
350 Views
22 Pages

Returnee entrepreneurs connect rural communities with wider markets and contribute to local development. Digital platforms expand their market reach but intensify competition for audience attention amid similar rural content. Existing research explai...

  • Article
  • Open Access
377 Views
25 Pages

This conceptual paper develops the Surrogate Trust Paradox to explain the potential tension in influencer marketing. It posits that influencers may generate commercial value through audiences’ perceived credibility. However, when commercializat...

  • Article
  • Open Access
619 Views
25 Pages

This study examines the determinants of continuance intention among Midjourney users within the information systems continuance research tradition, viewed through a human–AI interaction lens. Drawing on Expectation-Confirmation Theory and Self-...

(This article belongs to the Special Issue Emerging Technologies on Digital Platforms)
  • Article
  • Open Access
413 Views
24 Pages

Hotel executives publicly describe generative AI (GenAI) as their route out of dependence on online travel agencies (OTAs), while OTAs treat the same technology as a threat to be absorbed. The emerging disclosure literature cannot detect this opposit...

(This article belongs to the Section Immersive Commerce and Emerging Technologies)
  • Article
  • Open Access
351 Views
20 Pages

Artificial intelligence (AI) is increasingly being used to generate recommendations for e-commerce decision support. Existing XAI evaluation typically focuses on explanation attributes or user outcomes such as clarity, usefulness, trust, and acceptan...

(This article belongs to the Special Issue Artificial Intelligence in Marketing, Retailing, and E-Commerce: Transforming the Future of Intelligent Commerce)
  • Article
  • Open Access
1,094 Views
36 Pages

Virtual influencers generated by artificial intelligence have emerged as a strategic tool in digital advertising, although evidence regarding their actual effectiveness in market campaigns remains limited to laboratory experiments based on self-repor...

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J. Theor. Appl. Electron. Commer. Res. - ISSN 0718-1876