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Recommendation systems are a fundamental tool for hotels to adopt a differentiating competitive strategy. The main purpose of this work is to use machine learning techniques to treat imbalanced data sets, not applied until now in the tourism field. These techniques have allowed the authors to analyse the influence of imbalance data on hotel recommendation models and how this phenomenon affects client dissatisfaction.

An opinion survey was conducted among hotel customers of different categories in 120 different countries. A total of 135.102 surveys were collected over eleven quarters. A longitudinal design was conducted during this period. A binary logistic model was applied using the function generalized lineal model (GLM).

Through the analysis of a representative amount of data, the authors empirically demonstrate that the imbalance phenomenon is systematically present in hotel recommendation surveys. In addition, the authors show that the imbalance exists independently of the period in which the survey is done, which means that it is intrinsic to recommendation surveys on this topic. The authors demonstrate the improvement of recommendation systems highlighting the presence of imbalance data and consequences for marketing strategies.

The main contribution of the current work is to apply to the tourism sector the framework for imbalanced data, typically used in the machine learning, improving predictive models.

This study aims at building a framework for the electronic word-of-mouth (eWOM) response under the social media environment. The elaboration likelihood model was adopted to explain how message source credibility and message appeal jointly influence the eWOM response process, while source credibility provides a central route and message appeal plays a peripheral route for information processing.

This study used a scenario design to test the decision behavior in the Facebook environment through message content manipulation. A convenience sampling method was adopted in this study. We collected 203 valid questionnaires and tested this research model with LISREL 8.8. This study used a two-stage structural equation modeling data analysis method with LISREL 8.8, by which the measurement model was assessed through confirmatory factor analysis for the reliability and validity of the research model, and the causal relationship among factors was assessed through exploratory factor analysis .

The results showed that 53% variance of eWOM responses could be explained by message source credibility and emotional message appeal from the elaboration likelihood model perspective. Message source credibility plays a central role in the social media environment. The model was further tested with a demographic profile analysis for both gender and age. It is found that a female user is influenced by both source credibility and emotional appeal, but a male user is only influenced by message source credibility. The mature age group is more responsive to eWOM messages.

The sample might not represent all social networking sites (SNS) users. The participants represent a small segment of the Facebook population around the globe. Secondly, this research design could be improved by using more recreational messages to test the effects of message appeal and message source credibility. Thirdly, the mobile phone is a type of physical product rather than an experiential product. Future studies could try to identify the same eWOM determinants with different SNS functions, for example, the inbox message function. Similarly, Facebook users are allowed to use both text and pictures to disseminate promotional messages.

This study provides an insight for SNS administrators regarding the determinants of driving more customer responses toward a message. Message source credibility and message appeal are identified as the antecedents for eWOM responses in SNS. Companies could make use of this finding to improve their marketing communication strategy in SNS. The finding can inform administrators of the importance of focusing on both customers’ psychological state and message attributes during the dissemination of promotional messages to improve the efficiency of the promotional effort. Companies aimed at receiving different types of eWOM responses in SNS may need to consider other factors for creating their promotional messages.

Previous studies have mainly identified factors influencing eWOM responses from the people-centered variables such as personal traits and social relationships. This study proposes that the eWOM response is a dual information processing process that can be explained by the ELM. When a user processes information in SNS, he follows both the central route and the peripheral route (i.e. source credibility and message appeal) which can influence the eWOM response. It is the first time that the source credibility is investigated as the central route in ELM model.

There is strong consensus that the Internet has the potential to positively impact firms, and SMEs in particular; however, not all firms have realized benefits from adoption. The present study extends research in the area by addressing the need to examine the “chain” of variables explaining Internet adoption. We do this by exploring SME owner/manager Internet-related usefulness and ease-of-use cognitions and intention to use the Internet for supplier information management. We also explore the influence of behavioral norms and two broader strategic perspectives, market and learning orientation, on the Internet-related cognitions. Findings have implications for researchers and practitioners by identifying factors that contribute to effectively leveraging the Internet in an important area for SMEs.

This study aims to determine the main antecedents of customer engagement (market orientation, satisfaction, emotions and self-brand connection) and the relationship between customer engagement and customer loyalty in the retail-banking context.

A theoretical model of effects is tested using dyadic methodology, based on 225 dyads (bank branch manager–average of five branch customers). The authors use structural equation modelling (EQS 6.1) to test the relationships.

The results reveal a strong relationship between customer engagement and customer loyalty. Satisfaction is the main antecedent of customer engagement. Self-brand connection and emotions during the service also have a significant influence. Finally, branch market orientation has a positive influence on satisfaction and emotions.

The first concerns the transversal data used. Geographical context is the second limitation. Third, the study sample only included customers with experience of the financial services of a specific bank (online customers are not included). Finally, the dyads are based on the opinion of the branch manager, on one hand, and an average of five customers per branch, on the other.

The combination of the branding strategy at the corporate level and the relationship marketing strategy at branch office level creates a situation in which customer engagement and customer loyalty can thrive. The communication campaigns designed to promote the brand image and associate brand values with the personality of the banks’ current and potential customers help to create an emotional bond that represents a switching cost for the customer. The moments of truth in branch offices are crucial aspects in the retail bank strategy.

First, from the conceptual perspective, it establishes a direct relationship between customer engagement and customer loyalty. Second, it empirically tested Pansari and Kumar’s (2017) customer engagement framework, which establishes customer satisfaction and customer emotions as the antecedents of customer engagement. Third, the study took an innovative step in establishing two levels of customer emotions in the retail bank context: emotions generated by corporate branding and emotions that arise during the experience of purchase and consuming. Fourth, the study shows that the market orientation adopted not at the macro corporate level but at the individual branch level is crucial to the generation of positive relational outcomes in the service the customer receives. The fifth contribution is related to the fact that the research streams associated with market orientation and relationship quality have traditionally been studied in isolation.

Este estudio identifica los principales antecedentes del compromiso del cliente (orientación al mercado, satisfacción, emociones y conexión con la propia marca) así como la relación entre compromiso y lealtad en la banca minorista.

Se contrasta un modelo de efectos utilizando la metodología de diadas, basada en 225 asociaciones (director de la sucursal bancaria-promedio de cinco clientes por sucursal). Las relaciones se contrastan usando SEM (EQS 6.1).

El trabajo presenta diversas limitaciones como son el empleo de datos transversales, su aplicación en el mercado español, la inclusión de exclusiva de clientes con experiencia con un banco específico y no operan exclusivamente online. Por último, las díadas se basan en la opinión del director de la sucursal, por un lado, y de una media de cinco clientes por sucursal, por otro.

La combinación de la estrategia de marca a nivel corporativo y la estrategia de marketing relacional a nivel de sucursal crea una situación en la que el compromiso y la lealtad del cliente pueden desarrollarse. Las campañas de comunicación diseñadas para promover la imagen de marca y asociar los valores de marca con la personalidad de clientes actuales y potenciales ayudan a crear un vínculo emocional que supone un coste de cambio para el cliente. Los momentos de verdad en las sucursales son aspectos cruciales en la estrategia de la banca minorista.

Primero, se establece una relación directa entre el compromiso y la lealtad del cliente. Segundo, se contrasta la satisfacción y las emociones del cliente son antecedentes del compromiso. Tercero, se establecen dos niveles de emociones del cliente en banca minorista: las generadas por el branding corporativo y las que surgen durante la experiencia de compra. Cuarto, el estudio muestra que la orientación de mercado adoptada a nivel de oficina es crucial para generar resultados relacionales positivos con el cliente. Quinto, se combinan las corrientes de investigación asociadas con la orientación al mercado y la calidad de las relaciones.

Compromiso del cliente, Lealtad del cliente, Satisfacción, Emociones, Orientación al mercado, Banca minorista

Trabajo de investigación

This paper aims to examine the perception of parents regarding the role of children as influencers in family consumption decisions in India. The purpose is to support marketing practitioners in understanding the stages of children's influence in the family using the theoretical perspective of the resource theory approach.

This study is based on a Web survey approach. Primary data were obtained from a sample of 180 mothers of adolescent children in the age group of 13–18 years and residing in rural and urban areas of Delhi (India) by administering a bilingual (Hindi/English) pre-tested “structured non-disguised” questionnaire designed on the Google Forms.

The findings that emerged from this study and as supported by the relative theory approach revealed that Indian parents perceive their children to exert a significant influence in family buying decisions, children's influence varies across stages of the decision-making process and the type of product and children's influence in family buying decisions is moderated by family structure but not by family size. The results of this study extend interesting and practical implications for marketing practitioners in India and by extension in other similar countries while designing and implementing marketing mix strategies in respect of goods and services meant for children/family consumption.

The findings that emerged from this study and as supported by the relative theory approach revealed that Indian parents perceive their children to exert significant influence in family buying decisions, children's influence varies across stages of the decision-making process and the type of product, and children's influence in family buying decisions is moderated by family structure but not by family size. Results of this study extend interesting and practical implications for marketing practitioners in India and by extension in other similar countries while designing and implementing marketing mix strategies in respect of goods and services meant for children/family consumption.

The results of this study support the notion that children exert considerable influence in family buying decisions in India across products, hence constitute a viable target market for different products consumed not only by them but by other family members as well. It is, therefore, vital that marketers wishing to penetrate family and/or child product markets must identify the person in the family who is likely to be more involved in the buying process and the extent of his involvement to carve effective promotional strategies.

The finding that although Indian children are actively participating across various stages of the decision-making process and their influence is strongest at the purchase initiation stage has peculiar social implications whereby families may be exposed toward eco-friendly green products and sustainable ways of living through the children in rural as well as urban areas. Similarly, children were also found to be influential at the information search and evaluation stage; hence, the messages regarding social issues, gender equality and health issues, which are not yet openly discussed in Indian families, may be imparted through children for better coverage and effectiveness.

Children are an important part of the family; especially in the nuclear families, children are an apple of eye and central point of the discussion. The role of children in decision-making is also important because of the changing information system and modernization of the younger generation. This is an empirical study focusing on the areas not yet explored and examined in the context of a culturally distinct and emerging country in terms of the emergence of children as influencers in family consumption decisions in rural and urban Indian families.

This paper aims to study the FinTech enterprises and the management theories related to this subject in a scientific way.

This study is a bibliometric study on FinTech enterprises. Its origin is a survey of 1,749 papers in 6 traditional peer-reviewed academic databases (e.g. Science Direct and Scopus) and in the “gray” literature, published by other agents and not subject to double-blind peer review. In this analysis we use three approaches: academic paper or not; journal main interest, and main purpose of the paper.

The first approach shows 45% of papers without blind review. The second approach shows no concentration on any journal. It represents no concentration on any kind of specific journal. And the third approach shows four kinds of contents in all researched papers: FinTech categorizations; FinTech related to theory of disruptive innovation; FinTech and theories of administration or economy; and finally, FinTech and regulatory and legislative aspects.

The findings identified the emergence of new research strands, precedence of studies of “gray” literature to explain the phenomenon, distribution of studies in different fields of knowledge (e.g. information technology, business and law) and lack of consensus in theories to explain the matter.

This paper investigates the determinants of compulsive buying behaviour (CBB) and ascertains the effect of CBB on the propensity of an individual to be dependent on loans and fall into financial trouble. The study additionally examines the moderating effect of financial management on the hypothesized relationships.

The survey method of research was adopted using questionnaires as the principal means of data collection. The predicted relationships of the study were tested using the partial least square structural equation modelling technique.

The authors’ results suggest materialism, socioeconomic status and financial management skills of an individual are significant predictors of CBB. The authors also find CBB to be positively associated with loan dependence and the authors’ analysis suggests financial management skills moderate the hypothesized relationships.

Findings of this study suggest buying compulsively increases the risks of over-dependence on loans and can be indirectly associated with the risk of individuals falling into financial trouble.

The findings highlight the adverse effects of CBB on loan dependence and financial trouble and the moderating effect of financial management on the dominant factors that influence CBB.

Time pressure may change how people behave. The multiplicity of options and the nature of the products, hedonic or utilitarian, might increase the complexity of the choice and alter the effects of time pressure. Combining both factors, the purpose of this paper is to verify the moderating role played by the nature of the products observing the relationship between interaction (time pressure × multiplicity of options) and choice delay.

A two-level factorial experimental design was applied (time pressure: with; without) × 2 (number of alternatives: two; six) × 2 (type of purchase: hedonic; utilitarian), with mixed design, considering the purchase delay a dependent variable.

The results signal that the nature of the products moderates the effects of the interaction between time pressure and choice overload in purchase delay. Utilitarian purchases are more susceptible to the effects of time pressure and options overload than hedonic purchases.

The interaction between time pressure and choice overload, researched in previous works, influences in different ways the purchase of utilitarian or hedonic products. This differentiation, taking into consideration the type of product, brings new perspectives on the purchase decision process and provides theoretical and practical information on the effects of information overload and time pressure over the consumer decision-making process.

The adoption of climate-smart agricultural practices (CSAPs) is important for sustaining Indian agriculture in the face of climate change. Despite considerable effort by both national and international agricultural organizations to promote CSAPs in India, adoption of these practices is low. This study aims to examine the elements that affect the likelihood and intensity of adoption of multiple CSAPs in Bihar, India.

The probability and intensity of adoption of CSAPs are analyzed using multivariate and ordered probit models, respectively.

The results show significant correlations between multiple CSAPs, indicating that their adoptions are interrelated, providing opportunities to exploit the complementarities. The results confirm that both the probability and intensity of adoption of CSAPs are affected by numerous factors, such as demographic characteristics, farm plot features, access to market, socio-economics, climate risks, access to extension services and training. Farmers who perceive high temperature as the major climate risk factor are more likely to adopt crop diversification and minimum tillage. Farmers are less likely to adopt site-specific nutrient management if faced with short winters; however, they are more likely to adopt minimum tillage in this case. Training on agricultural issues is found to have a positive impact on the likelihood and the intensity of CSAPs adoption.

The major policy recommendations coming from of our results are to strengthen local institutions (public extension services, etc.) and to provide more training on CSAPs.

By applying multivariate and ordered probit models, this paper provides some insights on the long-standing discussions on whether farmers adopt CSAPs in a piecemeal or in a composite way.