Open Access
Teachers’ attitudes towards chatbots in education: a technology acceptance model approach considering the effect of social language, bot proactiveness, and users’ characteristics
(Taylor & Francis, 2021) Chocarro Eguaras, Raquel; Cortiñas Ugalde, Mónica; Marcos Matas, Gustavo; Gestión de Empresas; Enpresen Kudeaketa; Gobierno de Navarra / Nafarroako Gobernua
The appearance of Artificial Intelligence implementations, such as text-based virtual assistants (chatbots) in education is relatively new. These implementations can be useful for helping teachers and students to solve both educational questions and routine tasks. This paper examines the factors that explain teachers’ acceptance of chatbots through the dimensions of the Technology Acceptance Model (perceived usefulness and perceived ease of use), its conversational design (use of social language and proactiveness), and the teachers’ age and digital skills. The data collection process included a pre-test and an online survey with four different types of chatbots. We analyse 225 responses of primary and secondary education teachers. The results show that the perceived easiness and perceived usefulness leads to greater acceptance of chatbots. As for the chatbots’ features, formal language by a chatbot leads to a higher intention of using them. These results can help in chatbot design and communication decisions, improving the acceptance of the educational community.
Open Access
Impact of process and outcome quality on intention for continued use of voice assistants
(Emerald, 2023) Saavedra Montejo, Álvaro; Chocarro Eguaras, Raquel; Cortiñas Ugalde, Mónica; Rubio, Natalia; Gestión de Empresas; Enpresen Kudeaketa
Objetivo: Este artículo tiene como objetivo entender cómo la utilidad percibida de los Asistentes de Voz (AV) se ve afectada por la calidad percibida del proceso (interacción) y el resultado (información). Asimismo, busca determinar hasta qué punto la utilidad percibida de los AVs mejora la privacidad percibida asociada con su uso y, consecuentemente, la intención de los usuarios de seguir utilizándolos. La innovación tecnológica se incluye como moderador personal para comparar los resultados entre innovadores tecnológicos y no tecnológicos. Para este propósito, utilizamos la Teoría de Usos y Gratificaciones (U>). Diseño Se realizó una encuesta a 467 usuarios de AVs, y se utilizó la modelización de ecuaciones estructurales (SEM) para analizar los datos. Resultados La calidad del proceso y la calidad del resultado son antecedentes claros de la utilidad percibida de los AVs, que afecta a la intención de los usuarios de seguir usándolos. La influencia de ambos factores difiere entre usuarios según su nivel de innovación tecnológica. Los resultados muestran que los innovadores tecnológicos valoran más la experiencia interactiva y la calidad del proceso, mientras que los no innovadores tecnológicos se enfocan en obtener respuestas satisfactorias de los AVs. Además, la influencia positiva de la utilidad percibida en la privacidad percibida es más pronunciada en los innovadores tecnológicos. Originalidad Este estudio enriquece la literatura sobre la utilidad percibida de los AVs dentro del marco de la U>. Identifica dos factores previos (calidad del proceso y calidad del resultado) de la utilidad percibida y observa diferencias significativas basadas en la innovación tecnológica.
Open Access
Determinants of mobile social media use, customer heterogeneity, and international microsegmentation
(Wiley, 2021) Ju, Xingting; Martín Martín, Óscar; Chocarro Eguaras, Raquel; Enpresen Kudeaketa; Institute for Advanced Research in Business and Economics - INARBE; Gestión de Empresas; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
How to effectively examine the heterogeneous nature of consumer preferences across borders and cultures is a challenge for firms that use mobile social media. This study identifies the determinants of individuals’ mobile social media use behavior and profiles the resulting international microsegments. We propose a model that integrates different theoretical perspectives and sets of factors to explain mobile social media use behavior and test it on a sample of users in China and the United States via online surveys. We estimate a global model (GM) based on all respondents and three local models created by post hoc international microsegmentation. The three local models reveal the existence of three unobserved user segments: 'usage goal experts', 'determined pragmatists', and 'pressured hedonists'. Perceived usefulness is the most influential factor in the GM, while users in the three segments significantly differ in their behavioral patterns, cultural value orientations, and demographic characteristics. This study is the first to examine unobserved heterogeneity and international microsegmentation in the mobile social media domain. It provides insights into the factors explaining use behavior and international microsegmentation for scholars and marketers operating in the global marketplace.
Open Access
From familiarity to acceptance: the impact of Generative Artificial Intelligence on consumer adoption of retail chatbots
(Elsevier, 2025-01-17) Arce Urriza, Marta; Chocarro Eguaras, Raquel; Cortiñas Ugalde, Mónica; Marcos Matas, Gustavo; Gestión de Empresas; Enpresen Kudeaketa; Institute for Advanced Research in Business and Economics - INARBE
This study investigates the influence of Generative Artificial Intelligence (GenAI) on consumer adoption of retail chatbots, focusing on how GenAI impacts key adoption determinants, the role of familiarity and assessing its effects across different stages of the customer journey. We conducted two waves of surveys, one pre- and one post-GenAI integration, to compare consumer perceptions across three customer service tasks. Using the Service Robot Acceptance Model (SRAM) as a framework, we found that GenAI enhances consumer perceptions of chatbot usefulness, human-likeness, and familiarity, thereby increasing adoption intentions. However, trust remains largely unchanged, and privacy concerns have risen post-GenAI. Additionally, the relationships remain stable across customer journey stages, with familiarity playing a key role. Our findings extend SRAM to the retail context with GenAI, offering new insights into the temporal stability of chatbot adoption factors. It underscores familiarity's dual role (direct and indirect) in fostering adoption, while highlighting that GenAI impacts specific aspects of consumer interaction. These findings provide insights for retailers to leverage GenAI-powered chatbots to enhance customer engagement and satisfaction.
Open Access
Attention to product images in an online retailing store: an eye-tracking study considering consumer goals and type of product
(California State University Press, 2022) Chocarro Eguaras, Raquel; Cortiñas Ugalde, Mónica; Villanueva Larre, Arantxa; Institute for Advanced Research in Business and Economics - INARBE; Institute of Smart Cities - ISC
The visual content of the product area is crucial in an e-commerce site. This paper studies the differences in attention to product images in the product area in e-commerce sites considering the effects of purchase stage and product category. Attention to product images on websites is measured using eye-tracking in two experiments with 58 students and 66 subjects, with four product categories and four purchase tasks in each one. Our results show that pictures, in general, attract attention first, before the product names and price information. Furthermore, images attract less total attention than textual information. Images attract less attention when they are not crucial for completing the task, such as when purchasing a determined product or when locating product tracking information. Younger people (less than 30) spend much less time viewing the product pictures than older age groups (50 or more). According to our results, e-retailers could improve their sites’ performance by adapting the products’ presentation to the purchase tasks and visitor characteristics.
Open Access
Exploring unconscious user responses to affective computing in interactive prototypes: a consumer neuroscience study
(Taylor & Francis, 2025-05-18) Saavedra Montejo, Álvaro; Chocarro Eguaras, Raquel; Cortiñas Ugalde, Mónica; Rubio, Natalia; Gestión de Empresas; Enpresen Kudeaketa; Institute for Advanced Research in Business and Economics - INARBE; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
Affective Computing (AC) has gained increasing attention for its potential to enrich Human-Computer Interaction by enabling technologies to recognise and respond to human emotions. However, there is limited research on how users unconsciously react to AC-based interactive prototypes at a physiological level during interaction. This study examines user cognitive and affective responses to two interactive AC-based Prototypes using consumer neuroscience techniques - Electroencephalogram (EEG), Galvanic Skin Response (GSR), and Eye-tracking - to capture unconscious physiological responses. Two laboratory experiments were conducted with a total sample of 34 participants, each experiment employing a different interactive AC-based prototype. The objective is to explore how users engage in cognitive and affective responses, as well as visual behaviour, through unconscious physiological responses generated during interactions with AC-based Prototypes. Results indicate that AC-based Prototypes exhibit greater engagement, cognitive load, and emotional impact on users compared to conventional technology. This study contributes to the field by providing evidence on how AC Prototypes influence user responses at an unconscious level, offering insights into how these technologies can enhance human-computer interactions. These findings indicate that AC technology enables more personalized and emotionally adaptive interactions between humans and machines by responding to users' affective states.
Open Access
Value creation in mobile social media: a systematic review and agenda for future research
(Emerald, 2021) Ju, Xingting; Chocarro Eguaras, Raquel; Martín Martín, Óscar; Enpresen Kudeaketa; Institute for Advanced Research in Business and Economics - INARBE; Gestión de Empresas; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
Purpose: the purpose of this study is to provide a systematic review of the current state of research regarding mobile social media use for value creation by firms and customers and an agenda for future research. Design/methodology/approach: the authors conducted a systematic review following three main steps: keyword search, study selection and data extraction. A total of 53 articles were identified using academic databases and manual cross-referencing. By means of a thematic analysis method, the study addresses issues related to theory, methods, context, findings and gaps. Findings: the study reviews and illustrates 14 value aspects of the mobile social media and value creation literature. The findings indicate that mobile social media are effective tools for firms to create and capture value from customers and for customers to co-create value. Originality/value: the study contributes to the marketing and social media literature by proposing a conceptual framework that integrates the core components of value creation by firms and customers in the mobile social media context and by proposing an agenda for future research.
Open Access
Editorial: the impact of AI-enabled technologies in e-commerce and omnichannel retailing
(Frontiers Media, 2021) Cortiñas Ugalde, Mónica; Berné, Carmen; Chocarro Eguaras, Raquel; Niilssen, Frode; Rubio, Natalia; Gestión de Empresas; Enpresen Kudeaketa
Organization's adoption of technology has been an important topic over decades. There is also little doubt that technology influence and has an impact on how organization work and to some extent also on how they are organised. Various disciplines have addressed this issue and many perspectives have been applied over time. The rapidly growing interest for studying technology adoption strategies and outcomes of the implementation of these strategies have led to a wide range of contributions across disciplines. The richness of contributions illustrates the need for knowledge development in this field. At the other side, there is also time and need for some consolidation and review for future directions of the research effort.