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This study aims to draw on the malleable nature of processing fluency to identify the role of consumer expectation in generating diverging effects of metacognitive experiences on perception of product innovativeness and product evaluation. It also examines critical boundary conditions to offer a more sophisticated understanding of the interactive effect of expectation and processing fluency.

Studies 1, 2A and 2B recruited 1,922 online participants, and Studies 3 and 4 recruited 644 college students. The authors manipulated product innovativeness expectation by exposing participants to expert reviews of new products, and processing fluency by presenting product detail in either easy-to-read font/color contrast or difficult-to-read font/color contrast. Subsequently, perceived product innovativeness and product evaluation including actual product adoption were measured.

When a product was expected to be innovative (ordinary), feelings of difficulty with processing its detail increased (decreased) perceived innovativeness and, in turn, interest in purchase. The observation occurred only when a credible external source (vs firms) generated the innovativeness expectation or consumers’ elaboration level was not high. Furthermore, when innovativeness became associated with negative implications, perceived innovativeness no longer enhanced but impaired purchase intention.

Studies used incrementally new products only. Really new products involving a high adoption risk might produce a diverging effect. The findings need to be replicated with higher involvement products. An ideal level of difficulty with comprehending product information was not examined in the present research.

Results carry significant weight for firms who seek to draw consumer attention to their new products by choosing an optimal format of product presentation. The findings suggest that they can proactively administer a proper level of ease/difficulty with comprehending product detail depending on the extent of product innovativeness and target audience.

Extant research has not addressed how the malleable nature of processing fluency systematically affects innovativeness perception and product evaluation. The key contribution of this paper to the metacognition literature is the role of consumer expectation that alters the meaning of metacognitive experiences in relation to innovativeness perception. In addition, this is one of the first to empirically investigate perceptual processing fluency in the elaboration likelihood model theory.

The purpose of this theoretical paper is to introduce a conceptual model to investigate e-learning persuasion through gamification elements using the social psychology theory of elaboration likelihood model (ELM).

The author systematically reviewed several theoretical and empirical papers which applied the ELM in various settings. Based on the literature, the author identified six research prepositions which facilitate to investigate e-learning persuasion through gamification.

This study contributes to the existing literature by identifying an ELM-based conceptual model which can be used to empirically investigate the e-learning persuasion using gamification elements. Accordingly, the central route persuasion could be conducted through argument quality, demographic differences and technology context facilitated through gamification elements. The peripheral route persuasion could be conducted through variables such as source credibility, social presence and message content.

This study contributes important findings to the e-learning research by introducing a conceptual model–based on the social psychology theory of ELM. Thereby, this study introduces a method for the future researchers, to investigate the e-learning persuasion using gamification elements. Further, future researchers can use this model to investigate the e-learning persuasion through gamification in different contexts including primary, secondary and tertiary educational levels.

To the best of the author’s knowledge, this study can be considered as the first theoretical paper which developed an ELM-based conceptual model to investigate the e-learning persuasion through gamification in education context.

Aiming to address the problem in which practitioners mindlessly prioritise the reputation of social media influencers (SMIs) over ensuring proper congruence between the influencers themselves and content marketing strategies, this study develops a conceptual framework that adopts an elaboration likelihood model and attachment theory to ascertain the effects of SMIs, live content marketing and their congruency on impulsive buying (IB).

Through collecting cross-sectional data from 608 valid replies, this study adopts an integrated method that combines partial least squares structural equation modeling (PLS-SEM), artificial neural network (ANN) and fuzzy-set qualitative comparative analysis (fsQCA) to analyse.

The results reveal that the credibility and relevance of live content, the empathy and professionalism of SMIs, and their congruence are critical antecedents of consumers' attachments to live content and SMIs, thus triggering their attachment to endorsement and IB.

In knowledge, this study benefits the scope of the elaboration likelihood model and attachment theory and enriches live streaming commerce literature. In method, an integrated analytical method is used to cope with complex structural relationships in non-linear patterns and predictions, as well as examine the complex causal configurations. In practice, this study facilitates practitioners to further ascertain what attributes in live content and SMIs can foster customer's emotional attachments in choosing endorsers and developing endorsement strategies, thus driving their IB.

This paper aims to explore the effectiveness of ethnically targeted ads in developing consumer–brand relationships through an application of social identification theory and elaboration likelihood model among African American consumers in the service sector.

Study 1 used a 2 (service type: hedonic vs utilitarian) × 2 (strength of ethnic identification: high vs low) between-subjects experimental design. Study 2 used the same experimental design, procedure and ads as Study 1.

Taken together, the findings from these two studies demonstrate how ethnically targeted advertising, in conjunction with service type, can influence consumer–brand relationships. The results showed that those with high strength of ethnic identification had more brand love, as well as higher intentions to spread positive word-of-mouth, purchase intention and brand loyalty for hedonic services, but that this effect was not significant for utilitarian services.

The environments in which advertisements appear (e.g. in an in-store display or a magazine advertisement) is important, and consumers’ reactions to targeted ads in various environments should be considered in future research. Future studies should also examine the role of individuals’ personality traits and level of acculturation in determining their relationships with brands.

Across two studies, the authors demonstrated that ethnic ads are more effective for African American individuals with high level of ethnic identification especially for hedonic services.

This work proposes a research model that explains investment intention in online peer-to-peer (P2P) lending based on the persuasion theory of elaboration likelihood model (ELM). In the proposed model, investment intention indirectly relates to source credibility and argument quality through the mediation of trust. At the same time, the study hypothetically moderates the relationships between source credibility and trust and between argument quality and trust by financial self-efficacy and risk preference.

This research presents an experiment to empirically validate its theoretical rationales. The hypotheses herein were tested using data from working professionals at a large science park in Taiwan. A total of 500 participants took part in the experiment in which the scenario of a pseudo-online P2P lending intermediary was first presented for their perusal, and then questionnaires based on the scenario were provided for the participants to fill out.

Trust cannot be improved over night without making great efforts on source credibility and argument quality in the long run. Online marketers should study market segmentations to decide what appropriate elements and promises should be provided in advertisements in order to improve their source credibility. Moreover, how online intermediaries formulate convincing messages and Polish their delivery communication skills should be improved so as to increase argument quality.

First, the theoretical conceptualization of source credibility and argument quality built upon the ELM not only broadens the boundary of virtual communities beyond the literature that considers source credibility and argument quality as important determinants, but also shows the practical status quo of trust as a critical mediator. Second, this research incorporates financial self-efficacy (based on social cognitive theory) and risk preference (based on economic theory) as important moderators in the development of trust. For that reason, customer education initiatives that influence financial self-efficacy and risk preference are discussed in greater detail.

The purpose of this study is to explore the influence of electronic word-of-mouth (eWOM) on outbound tourists’ intention to visit a destination through a dual-process perspective – the central route of argument quality (AQ) and the peripheral route of source credibility (SC). With the pervasion of Web 2.0 and information and communication technology, user-generated content (UGC) has become popular in the online environment, and it affects consumers’ decisions greatly.

A structural model based on Elaboration Likelihood Model (ELM) and theory of planned behavior (TPB) is proposed in this study to explore the influence of eWOM on outbound tourists’ intention to visit a destination. Empirical data were collected among Chinese outbound tourists via an online survey. The data were analyzed using structural equation model with SPSS Amos 22.0.

The research results indicate that tourist’s attitude toward a destination was positively influenced by AQ of eWOM, and intention to recommend the destination before travel was positively influenced by attitude toward destination and SC of destination-related eWOM. Outbound tourists’ intention to visit a destination was positively determined by AQ, attitude toward destination and WOM intention. Several practical and theoretical implications are also discussed in the study.

This study contributed to the understanding of individual’s decision-making through a dual-process perspective. Findings indicate that the dual influence process delineated in theory of ELM is also applicable to explain individual’s decision in complicated information source.

The purpose of this paper is to explore the factors influencing people’s health knowledge adoption in social media, with an eye toward promoting health information literacy and healthy behavior.

Based on the integration of sense-making theory, social influence theory, information richness theory, fear appeal theory, and ELM (elaboration likelihood method), a health knowledge adoption model is constructed. Taking spondylopathy as an example, high health threat and low health threat experiments and questionnaires are designed to complete the empirical study. In all, 355 effective survey samples are collected and analyzed, leveraging a partial least squares method.

Research results indicate that perceived knowledge quality, perceived knowledge consensus, and perceived source credibility have positive effects on health knowledge adoption via the mediator – trust; knowledge richness contributes to the perception of knowledge quality, source credibility, and knowledge consensus, especially under high health threat; health threat has significant positive moderating effects on the relationship between trust and health knowledge adoption, and the relationship between perceived knowledge quality and trust, with negative moderating effects on the relationships between perceived knowledge consensus, perceived source credibility, and trust.

This paper examines the mediating effecting of trust in the process of health knowledge adoption. Based on the integration of fear appeal theory, social influence theory, sense-making theory, information richness theory and elaboration likelihood model, this study investigates the factors influencing health knowledge adoption in social media from the perspective of a user, and explores the moderating effect of health threat on health knowledge adoption.

Conceptualizes a model of customer service‐based segmentation derived from the elaboration likelihood model (ELM). Logistics organizations are utilizing improved customer service to achieve competitive advantage. However, these firms must segment customers to avoid escalating their service platform to those unlikely to provide adequate return. Based on ELM‐established relationships, proposes the following model: buying firms that demonstrate a high level of involvement with a product offering and show high organizational visioning are more likely to give ample consideration to the service improvements in their purchase decisions. In turn, these customers’ commitment to that product offering will be persistent and resistant to change ‐ leading to improved buyer loyalty.

This research paper aims to examine consumers' perceptions and behaviours towards “pre-loved luxury fashion products” and focusses on analysing the moderating influence of consumers' attitude strength. Additionally, it investigates the impact of desirability in sustainable luxury experiences (LEs) on consumers' purchase intentions (PIs). The study draws inspiration from the Norm Activation Model theory and operationalises attitude strength using the Elaboration Likelihood Model theory.

Purposive sampling technique was employed to collect 317 useable samples from respondents who had previously purchased or intended to purchase pre-loved luxury fashion goods. SPSS and AMOS version 25 was used for data analysis.

The findings reveal that consumers' environmental concern influences their intention to purchase pre-loved luxury fashion products. Furthermore, sustainable LE acts as a significant mediator in this relationship. The study also demonstrates that the intention to purchase pre-loved luxury fashion products is strengthened when consumers possess a strong attitude towards them.

Luxury marketers can strategise accordingly to motivate consumers to purchase pre-loved luxury fashion products by resonating with their cultural correlates through persuasive advertising to favourably affirm their attitude towards pre-loved luxury fashion products.

This study contributes to the literature by addressing the unresolved area of PIs for pre-loved luxury fashion products, considering the moderating role of attitude strength in emerging markets. It highlights the significance of advocating and promoting pre-loved luxury fashion products and provides valuable insights for luxury marketers.

The purpose of this paper is to explore the antecedents of self-disclosure intention on mobile social applications. This study integrates privacy calculus model and elaboration likelihood theory to reconcile the rational and heuristic views of privacy decision making.

Using a “random dialing” sampling method, an empirical survey with 913 respondents was conducted. A series of regression models were employed to test the proposed relationships. Robust checks with sub-group analysis were conducted.

Self-disclosure intention develops along a dual route including the central route and the peripheral route. When the central route predominates, social media users form their attitudes toward self-disclosure based on a rational calculus of the privacy concern and perceived rewards. When the peripheral route predominates, users perform a more heuristic evaluation of relevant informational cues (information about privacy harms, the extent of information asymmetry between users and operators) and contextual cues (flow experience, privacy disclosure of friends). Peripheral cues moderate the relationships between central cues and self-disclosure intention.

This paper extends the Elaboration Likelihood Model by investigating the interaction between the central route and peripheral route. The results provide alternative explanations on the renowned “privacy paradox” phenomenon.