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Electronic word-of-mouth (eWOM) has become one of the most influential information sources for consumers' purchase decision-making. Based on construal-level theory and from the perspective of cognitive effort, this study investigated the effects of eWOM social media types and conflicting eWOM on consumers' purchase intentions and validated the mediation role of social psychological distance, perceived value, and perceived cognitive effort.

Two scenario-based experiments were conducted to validate the research model. Specifically, a 2 (eWOM social media type: strong-tie vs weak-tie) × 2 (conflicting eWOM: with vs without) between-subjects design was used. ANOVA, multiple regression analysis with PROCESS, and partial least squares (PLS) were employed to test the hypotheses.

The results showed that eWOM social media types had significant effects on both social psychological distance and perceived value. The significant chain mediating effects of social psychological distance and perceived value between eWOM social media types and consumers' purchase intentions were found. In addition, conflicting eWOM had significant effects on both perceived value and perceived cognitive effort. Indirect effects of conflicting eWOM on purchase intention through perceived cognitive effort were discovered.

These results contribute to the eWOM literature by investigating the influences of eWOM social media types and conflicting eWOM on consumers' purchase intentions. They also contribute to construal-level theory by extending its applicability to the field of eWOM.

To provide better services to customers, especially immediate responses and 24/7 availability, businesses are implementing text-based automated conversational agents, i.e. chatbots on their social platforms and websites. Chatbots are required to not only provide customers with necessary consultancy and guidance but also communicate friendly and socially. Based on the cognitive fit theory, this study attempts to examine the role of chatbot as a decision aid and how the match between information presentation in forms of decisional guidance and communication style and the shopping task influences consumers' perceived cognitive fit and decision performance outcomes.

A 2 x 2 x 2 between subject online experiment was conducted to identify which kind of decisional guidance (suggestive and informative guidance) and communication style (task-oriented vs social-oriented style) are the most appropriate for each type of shopping task (searching vs browsing task).

The findings show that when customers interact with chatbots, they will perceive higher cognitive fit if the chatbots provide them with suggestive guidance and communicate in a friendly style especially when they perform a searching task.

This study is the first attempt to understand the role of chatbots as a decision aid to customers using the communicative language. This study also tries to explore the cognitive fit theory in a novel way, and we propose the information presentation in forms of communicative language rather than matrices, tables and graphs.

Shopping statistics indicate that online shoppers prefer purchasing products using the desktop website of the retailer, rather than using the mobile website on a mobile phone to purchase products (mobile website purchasing). Therefore, using status quo bias theory, this study aims to investigate mobile website purchasing resistance of those customers using only desktop website purchasing.

To test the conceptual model an online questionnaire was used to collect data from customers purchasing products using only the desktop website on a computer (n = 484) and not the retailer’s mobile website.

Due to cognitive dissonance, customers using only desktop purchasing trivialize mobile website purchasing perceived attractiveness while perceiving more cognitive effort in mobile website purchasing to maintain consonance with their inertia. Further, relative advantage perceptions of mobile website purchasing lead to more trivialization of mobile website purchasing attractiveness perceptions. Desktop purchasing inertia enhances resistance through alternative attractiveness and cognitive effort perceptions, respectively, and cognitive effort and alternative attractiveness perceptions in serial. Desktop purchasing habit has the strongest positive influence on desktop purchasing inertia.

This study was conducted in a high-involvement product context. Replication in a low-involvement product context is necessary to confirm the robustness of the results.

Retailers can use the findings to develop strategies to lower mobile website purchasing resistance in an online-mobile concurrent channel environment.

The study provides novel insights into mobile website purchasing resistance in an online-mobile concurrent channel environment. Further, the study addresses the gap in research on inertia and switching costs in the adoption of concurrent channels.

Information asymmetry is an inevitable issue in e-commerce and largely hampers the development of online shopping. The purpose of this paper is to propose a model to investigate the emotional content of online customer reviews, which are considered an efficient way to reduce information asymmetry, as a potential signal of product quality. The moderating effects of perceived empathy and cognitive effort are also explored on the basis of signaling theory.

A laboratory experiment with 120 subjects was used to empirically test the proposed research hypotheses. The subjects were randomly assigned to two treatment groups, with 60 subjects in each group. ANOVA, linear regression and binary logistic regression were used.

The emotional content of online customer reviews positively influences perceived product quality, which subsequently and positively affects purchase decisions. The emotional content of online customer reviews greatly influences perceived product quality when perceived empathy or cognitive effort is high.

This study is the first to extend extrinsic cues to emotional content on the basis of signaling theory and reveals the important role of emotional content of reviews. Moreover, the mediating effect of perceived product quality and the moderating effect of perceived empathy and cognitive effort illustrate the mechanism of the influence of emotional content on purchase decision. Findings demonstrate the positive signal of emotional content and provide important practical implications for sellers and customers.

Recent years have witnessed the development of a variety of rating systems but the authors have little knowledge about their impact on users’ perceptions of information quality, cognitive decision effort, and enjoyment. The purpose of this paper is to understand the potential cognitive fit underlining the relationship between rating systems types (i.e. five-star, binary-visual, and binary-textual) and tasks (i.e. purchase-decision and browsing tasks) in the context of shopping websites.

A total of 191 subjects were obtained. This study conducted an experiment with a 2×3 between-subject factorial design. The first dimension is a task that has two conditions (purchasing vs browsing). The second dimension is a type of rating system that has three different types (binary-textual, binary-visual, and five-star).

The results show that the cognitive fit may occur when individuals use a five-star rating system to help them make a purchasing decision and when they use a binary-visual rating system while browsing. This fit might increase perceived information quality while decrease cognitive decision efforts, and in turn raise intention to adopt the systems. Moreover, five-star rating systems can make users feel more fun and enjoyment than binary-textual and visual rating systems, regardless of task type.

This study focuses on three main rating systems that are popular on shopping websites. Nevertheless, few other rating systems exist in the market such as unitary or ten-star rating systems. Further studies can consider other types of rating systems and address, in addition to representation, the issue of information granularity (i.e. unitary, binary, five-star, and ten-star rating systems).

The results of this study could provide design principles for web designers in determining which rating systems best match the websites they are developing. If the websites or specific webpages are more utilitarian oriented (hedonic oriented), five-star rating systems (binary-visual rating systems) are more appropriate.

This study contributes to the rating system literature by examining the cognitive fit underlining the relationship between rating systems types and tasks. Importantly, this study extends cognitive fit theory by considering affective responses, that is, perceived enjoyment and intention to continue to use.

Despite significant business spending in areas such as personalization tools and add-on options representing levels of product attributes, most marketers do not know the amount of value that is directly attributable to their e-customization strategies. This study aims to offer an in-depth investigation of consumers' value perceptions of e-customization and their relationship with perceived sufficiency of information and cognitive cost. The context effects on value perception in e-customization are studied together with antecedent constructs.

The research consists of a 2×2 between-subjects factorial design. The full model is tested using multiple-group structural equation modeling analysis to verify the significance of the inter-relationships between constructs, as well as the main and the interaction effects of two experimental factors (product information framing and product type).

The experimental results showed that perceived e-customization value does not simply stem from the ability to “narrow-cast” content more specifically related to a shopper's interests (i.e. anticipated fulfillment value). Rather, this value also stems from the dynamic flexibility of the information system and its ability to entertain and educate during the information dissemination process (i.e. process value and knowledge value). Furthermore, when the customization framing features are better matched with product type characteristics, e-customization seemed to increase value in ways that are difficult to achieve in conventional shopping environments.

By testing the proposed structural model simultaneously with two experimental factors of product type and information framing, this work is the first to address the question of context effects on value creation in an area of increasing substantive importance.

The effect of different formats of message delivery has received little theoretical and empirical examination. This research focuses on the effect of written relational communication formats used by service providers. This study aims to answer three questions: Do different formats of written communications (i.e. handwriting and print) influence customer perceptions (i.e. feelings of warmth) of service firms? What are the mediators of these influences (i.e. perceived effort and psychological closeness)? And under what conditions do they occur (i.e. what is the contextual factor)?

One field study and three laboratory studies were conducted to provide a comprehensive understanding of the role of format in written communication.

Handwritten messages are more effective than print messages in building relationships in a service context because they elicit stronger feelings of warmth because of both the perception of greater effort and feelings of greater psychological closeness to the service provider. However, the presence of handwriting fails to deliver feelings of warmth when the quality of core services is low.

Service providers can effectively use handwritten communication to signal effort and create psychological closeness for relationship building with their key customers only when the quality of core services meets customer expectations.

First, the research differentiates the formats of written relational communication (handwritten vs print), and links communication formats with feelings of warmth, which is an important factor for impression and relationship formation in the practice of services marketing. Second, based on cognitive-experiential self-theory, this research demonstrates the dual mediators underlying the effect of handwriting (vs print) on warmth: perceived effort and psychological closeness. Third, it identifies the quality of core service as a boundary condition for the effect of handwritten communication.

Develops and tests a general model for understanding the influence of query‐based decision aids (QBDA) on consumer decision making in the electronic commerce environment. The results show that the use of well‐designed query‐based decision aids leads to increased satisfaction with the decision process and increased confidence in judgements. The number of stages of phased narrowing of the consideration set was higher in the case of subjects who had access to the query‐based decision aids. The mediating variables through which this influence occurs are size of the consideration set, similarity among the alternatives in the consideration set, cognitive decision effort, and perceived cost savings. The size of the consideration set and the similarity among the alternatives in the consideration set were higher in the case of subjects who had access to the query‐based decision aid. Subjects who had access to the query‐based decision aid perceived an increased cost savings and a lower cognitive decision effort associated with the purchase decision. This research is done in the context of consumers searching for information on the World Wide Web prior to the purchase of cars.

The purpose of the paper is to investigate the role individual fantastical thinking (FT) plays in increasing the returns of value co-production by using technology-based services (TBSs).

This research combines 3 laboratory experimental studies with a survey, collecting data from 373 participants in total. An ad hoc customization Web-based tool – TBS - was created for the purpose of the studies.

FT increases the outcomes of value co-production via a chain reaction, as follows: FT increases the perceived ease of value-production; perceived ease of value coproduction increases enjoyment; enjoyment increases a broad range of key outcome variables of value co-production, namely, attitude and purchase intention toward the co-designed products; the number of interactions and time of interaction in the value co-production process, which measure its efficiency; expert perceived quality and novelty of the co-designed products; ordinary perceived quality and novelty, satisfaction and willingness to pay for the co-designed products.

The procedure to activate FT requires relatively long training for participants, which might reduce the applicability of the procedure in other settings.

This study suggests a way to prevent failures in value co-production at the design stage mediated by TBSs. The proposed framework supports a decrease in task complexity for the consumer, thus reducing the stress experienced by participants. As a side effect, this study presents a useful framework to better highlight the benefits and costs associated with value co-production, thus making the return on investment measurement easier to perform.

The relevance of the findings to existing marketing literature lies in the advancement of knowledge related to value co-production processes by introducing the role of FT, a cognitive process designed specifically for consumer research and marketing.

Building upon studies of value theory and social psychology literature, the purpose of this paper is to empirically test a research model that incorporates antecedents of value (mobile convenience, service compatibility, security risk, and cognitive effort) and mobile value (utilitarian and hedonic value), and social influence (social norms and number of peers) to examine factors affecting user intention toward mobile social networking sites (SNSs).

The proposed model was empirically evaluated using survey data collected from 318 users on their perceptions of mobile SNSs. A structural equation modeling (SEM) was used to assess the relationships of the research model.

The results revealed that mobile convenience, service compatibility, security risk, and cognitive effort have a significant and indirect impact on the user acceptance of mobile SNSs through their respective paths on hedonic value and utility value.

Mobile SNSs practitioners should focus on enhancing users’ mobile value through perceived benefits, lower perceived costs, and simultaneously developing social influence to further boost users’ intention to use for mobile social networking services.

This study contributes to a theoretical understanding of factors that explain users’ intention to use the mobile SNSs.