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Getting to know you: Social media personalization as a means of enhancing brand loyalty and perceived quality

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Abstract

Social media has become one of the largest environments of human interaction, with more than 80% of Americans using social media and firm spending on social media marketing more than quadrupling in the past decade. Yet, little is known about the effects of ad personalization in the social media context. This research develops and tests a comprehensive model of personalized advertising in the development of consumer's brand perceptions using 242 responses collected from Amazon Mechanical Turk. Results suggest perceived personalization positively impacts consumer brand engagement and brand attachment, both enhance perceived quality and brand loyalty of brands advertised on Facebook.

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... A growing body of research has since demonstrated the positive impact of customer personalization on various aspects of customer engagement, including increased website traffic, higher open rates for email campaigns, and increased social media engagement [23]. Personalization has also been shown to positively influence customer satisfaction and loyalty [29]. ...
... CPS wields significant influence on CEG. The findings of this investigation align with prior studies conducted by Shanahan et al. [29] and Wardaya [23]. Shanahan et al. [29] discovered that personalized advertising content on the Facebook platform significantly and positively contributes to fostering enhanced Customer Engagement, whether at the service or product level. ...
... The findings of this investigation align with prior studies conducted by Shanahan et al. [29] and Wardaya [23]. Shanahan et al. [29] discovered that personalized advertising content on the Facebook platform significantly and positively contributes to fostering enhanced Customer Engagement, whether at the service or product level. Ultimately, this CEG significantly impact on Customer Loyalty [29]. ...
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In the rapidly evolving landscape of Indonesian e-commerce, this research explores the intricate dynamics between customer personalization and its impact on customer loyalty. Positioned within a burgeoning market projected to exceed USD 95 billion by 2025, the study addresses the competitive challenges faced by e-commerce enterprises in retaining customers. Leveraging personalized content and interactions, the research delves into the mediating roles of customer engagement and customer satisfaction in shaping customer loyalty. Employing a quantitative approach, the research collected data through an online survey from individuals who made multiple purchases on Indonesian e-commerce platforms. The study's structural equation modeling analysis confirmed the hypotheses, indicating a significant positive influence of customer personalization on customer engagement and satisfaction, which, in turn, positively and significantly affects customer loyalty. The findings underscore the strategic importance of customer personalization in enhancing customer engagement and satisfaction and ultimately fostering customer loyalty in the Indonesian e-commerce context. The research contributes valuable insights for businesses aiming to utilize personalization initiatives. The recommendations emphasize the need for e-commerce brands to prioritize customer personalization strategies in their marketing efforts, providing personalized content and tailored initiatives to strengthen customer loyalty. Future research is encouraged to explore additional variables, such as customer trust, to further illuminate the determinants of customer loyalty in the context of Indonesian e-commerce.
... Previous research confirmed this and demonstrated that Instagram pictures with people increase engagement (Jaakonmäki, Müller, & von Brocke, 2017). This could be explained within the context of the personalization and celebritisation of politicians, which impacts both user engagement and involvement (Shanahan, Tran, & Taylor, 2019). ...
... These results are in accord with recent studies demonstrating the positive effect on engagement of personalizing a picture (Bakhshi, Shamma, & Gilbert, 2014;Jaakonmäki, Müller, & von Brocke, 2017;Shanahan, Tran, & Taylor, 2019). Finally, the single most effective item on the list is pets: they have the strongest effect on likes and comments received. ...
... Thus, personalising a post has a strong positive impact on engagement. These results concur with recent studies demonstrating the positive effect of personalizing a picture on engagement (Bakhshi, Shamma and Gilbert, 2014;Jaakonmäki, Müller, & von Brocke, 2017;Shanahan, Tran, & Taylor, 2019). ...
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For the past decade, informality seems to be playing an increasing role in the branding strategies of politicians around the world. Ongoing individualization and privatization have encouraged candidates to share personal pictures of themselves on social media platforms, highlighting the human side behind the leader. Although visuals are omnipresent in digital media, little is known about how people interact and engage with the presented content. Perception politics and impression management techniques can help to create a favourable public persona (Diedkova, De Landtsheer & De Vries, 2019) – in this case through an Instagram post. Drawing on the perception politics management framework, which postulates that a more serious and formal presentation of a political candidate leads to higher support and an elevated perception of political suitability for candidates, it is assumed that the presence of formal attributes on a post has a positive effect on engagement. In order to explore voter’s perception of political suitability, a comprehensive visual analysis was repeated within two different geographical contexts: 1) Belgian politicians and parties and 2) world leaders. Data was collected via a real-time object detection program called ‘You Only Look Once’ in the programming language Python. The results indicate that – though one might expect that political communication should adhere to the informal character of social media to garner more voter engagement – the image that resonates best with the voter is a formal one – similar to the pre-social media age.
... Consumer agency and participation on social media platforms enhance brand equity, which encompasses perceived quality, lending credence to the idea that these platforms play an important beneficial role in molding perceptions of quality. According to Shanahan et al. (2019), tailored social media ads can increase the perceived quality of a brand by strengthening the bond between consumers and the company. This exemplifies how tailored social media interactions may improve product quality perception. ...
... Social media allows consumers to access brand narratives, reviews, and promotional content, which can amplify their perceptions of a product's quality (Moedeen et al., 2024). Personalized advertising and brand engagement on social media platforms help create a positive brand image and increase consumers' perceptions of quality, leading to enhanced purchase intentions (Shanahan et al., 2019;Abbasi et al., 2024). This effect is particularly pronounced in the natural beauty care sector, where perceived quality is a critical determinant of consumer choice (Uzir et al., 2020). ...
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The growing importance of natural beauty care products among consumers is increasingly driven by social media networks, which play a substantial role in promoting sustainable consumption. This study examines the influence of Celebrity Credibility, Celebrity Attractiveness, and Social Media Influence on Trustworthiness and how Trustworthiness and Social Media Influence affect Perceived Quality and Purchase Intention for natural beauty care products. Drawing from the Stimulus-Organism-Response (SOR) Model, Theory of Planned Behavior (TPB), Source Credibility Theory (SCT), and Elaboration Likelihood Model (ELM), this study employs Partial Least Squares Structural Equation Modeling (PLS-SEM) to analyze the theoretical framework and model. Data were collected from a sample of consumers who engage with natural beauty care products on social media. The results indicate that Celebrity Credibility has the most significant effect on Trustworthiness, followed by Celebrity Attractiveness and Social Media Influence. Additionally, Social Media Influence significantly impacts Perceived Quality, which, in turn, drives Purchase Intention. Trustworthiness also plays a vital role in shaping both Perceived Quality and Purchase Intention. This study offers key insights into the psychological processes that drive consumer decisions in the context of social media marketing for natural beauty care products, emphasizing the importance of promoting sustainable consumption patterns.
... Extensive research has shown that social media marketing has a favorable impact on client retention (Hanaysha, 2018) and purchase intention in specialized sectors including hotels (Alansari et al., 2018), luxury fashion firms (Morra et al., 2018), and universities (Wong et al., 2018). Furthermore, digital and social media marketing can help shape a company's brand by incorporating II -International Conference on Economics "Regional Development -Digital Economy" elements such as brand meaning (Tarnovskaya and Biedenbach, 2018), brand equity (Stojanovic et al., 2018;Mishra, 2019), brand loyalty (Shanahan et al., 2019), and brand sustainability (Ahmed et al., 2019). ...
... In light of the increasing reliance on mobile devices for travel-related inquiries, it is imperative to prioritize mobile optimization in search advertising efforts. This means ensuring that landing pages and ad content load quickly and efficiently on mobile devices (Shanahan et al., 2019). ...
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The article discusses the potential for tourism growth in Uzbekistan, as well as several kinds of digital tourist promotion to lure visitors to Uzbekistan. The issue with the flow of visitors to Uzbekistan is examined, and there is a literature analysis on digital marketing. Analyzed static data, outlined different methods of digital advertising, and made key recommendations on how to use digital advertising to improve the number of visitors visiting Uzbekistan.
... Source. (Cuevas-Molano et al., 2021); (Gahlawat, 2022); (Benevenuto et al., 2009); (Shanahan et al., 2019); (Delbaere et al., 2021) Interactive Content: Interactive Content on social media is a way of driving interactive marketing which involves incorporating interactivity directly into the content itself (Cuevas-Molano et al., 2021). It has the potential to boost brand awareness, foster consumer engagement & loyalty, and encourage consumers to share their experiences with the brand (Ashley & Tuten, 2015). ...
... Personalized Content: Personalizing on social media make the features and opportunities offered by these platforms more relevant and engaging for the users (Eg et al., 2023). A study by (Shanahan et al., 2019) revealed that personalized content in social media leads to increased interactive marketing. ...
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The advent of the digital era has transformed marketing practices and reshaped consumer behaviour. Social media is a type of communication media that allows interactive marketing and has gained popularity among marketers due to its advantages over traditional communication channels. Brands can utilize interactive marketing on social media to engage in marketing endeavours such as product launches, communicating with both existing & potential consumers, and expanding their business networks. Brands are doing interactive marketing on social media to captivate the consumer's interest and attention. Social media has sparked a movement of menstrual activism that aims to normalize and destigmatize menstruation, emphasizing that it is a natural bodily process that should not be hidden or avoided in discussions. While social media encourages open dialogue between menstrual brands & consumers, the stigma surrounding menstruation in many societies prevents people from freely discussing it. Hence, this paper aims to understand the key drivers of interactive marketing for menstrual brands on social media platforms, including factors such as interactive content, gratifications, interactive videos, personalized content, and social media influencers. Also, this paper analyzes the role of interactive marketing in consumer purchases of menstrual products and examines the consumer reactions towards the interactive marketing approaches adopted by menstrual brands on their social media channels. This study uses a quantitative approach and the data are collected through questionnaires from female social media users. The hypotheses of this study are analyzed using two-way ANOVA. The findings highlight the significance of interactive marketing on social media platforms for menstrual brands, shedding light on the factors that contribute to the success of interactive marketing approaches on social media channels. The results also show that interactive marketing methods on social media increase the sales of menstrual products among consumers. While numerous studies have explored the relationship between interactive marketing and social media, there is a noticeable gap in the existing literature when it comes to the specific intersection of interactive marketing on social media platforms and menstrual brands. In terms of managerial impact, this study emphasizes the potential for menstrual brands to employ interactive marketing strategies on social media platforms as a means to encourage increased consumer purchasing behaviour.
... customer loyalty was a key factor in determining business stability, affirming the value that the brand provided to customers, and serving as a measure of the quality of the brand experience. Brand loyalty was developed and reinforced through various factors such as brand quality (Boateng et al., 2020;chatzi et al., 2024;chuenban et al., 2021;shanahan et al., 2019), online brand communities (gupta et al., 2023), customer satisfaction (gupta et al., 2023;Jung et al., 2020;kataria & saini, 2020;lee & chung, 2020;taylor et al., 2020), brand engagement (adhikari & Panda, 2019;kaur et al., 2020;shanahan et al., 2019), and customer relationship quality (adhikari & Panda, 2019;gupta et al., 2023;ibrahim & aljarah, 2021). numerous studies in the tourism, hospitality, and accommodation sectors validated the positive impact of brand experience on brand loyalty (Masoud et al., 2019;Pourfaraj et al., 2020;ragb et al., 2020;rini et al., 2024). ...
... customer loyalty was a key factor in determining business stability, affirming the value that the brand provided to customers, and serving as a measure of the quality of the brand experience. Brand loyalty was developed and reinforced through various factors such as brand quality (Boateng et al., 2020;chatzi et al., 2024;chuenban et al., 2021;shanahan et al., 2019), online brand communities (gupta et al., 2023), customer satisfaction (gupta et al., 2023;Jung et al., 2020;kataria & saini, 2020;lee & chung, 2020;taylor et al., 2020), brand engagement (adhikari & Panda, 2019;kaur et al., 2020;shanahan et al., 2019), and customer relationship quality (adhikari & Panda, 2019;gupta et al., 2023;ibrahim & aljarah, 2021). numerous studies in the tourism, hospitality, and accommodation sectors validated the positive impact of brand experience on brand loyalty (Masoud et al., 2019;Pourfaraj et al., 2020;ragb et al., 2020;rini et al., 2024). ...
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Businesses are increasingly focusing on brand experience due to its dual role in directly creating customer value and shaping customers’ perceptions of brand equity. This study investigates the impact of brand experience on brand equity in Vietnam’s e-commerce sector. Primary data were collected from respondents with prior online shopping experience on e-commerce platforms. The research identifies four critical dimensions of brand experience in e-commerce services: sensory, affective, intellectual, and behavioral experiences. These components positively influence brand equity, particularly in terms of brand association, brand trust, and brand loyalty. Moreover, the study confirms the mediating roles of brand association and brand trust in the relationships between affective experience and brand loyalty, intellectual experience and brand loyalty, and behavioral experience and brand loyalty. This research offers a valuable contribution to the literature on brand experience and brand equity, especially within the e-commerce context. Managerial implications are also provided to guide businesses in enhancing customer brand experiences and strengthening brand equity.
... Social media customization is a tool for companies to communicate the uniqueness of their brands and improve preferences and loyalty for those brands (Godey et al., 2016). Customization is also the extent to which social media channels provide customized information seeking and services to their customers (Shanahan, Tran, & Taylor, 2019). Having a customized service experienced by consumers positively influenced word-of-mouth communication and repurchase intention (Arif, 2019). ...
... Customization, highly customizable content will stimulate e-WOM for the online community contributing to the personalization of social media content, create the perception and evaluation of the marketing and branding program. These findings are coincidence with Merrilees (2016), Seo and Park (2018), Godey et al. (2016), Liu et al. (2019), Shanahan et al. (2019) and Arif (2019). When creating customized content, brands need to provide interesting information, customized information, and customized information about the product, price, and uniqueness of content. ...
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Purpose: This paper evaluates which characteristics of marketing communication content distributed on social networks impact electronic word-of-mouth (e-WOM). Research design, data, and methodology: Quantitative research was carried out on 637 Vietnamese people aged from 18, who were exposed to marketing communication programs of fashion brands. Preliminary data were analyzed by the reliability of the scale, multivariate regression analysis, and analysis of variance. Results: The research findings have identified the four characteristics of social media content that positively impact e-WOM, including entertainment, interaction, trendiness, and customization. Participants aged 30 and under have a higher appreciation for media content and e-WOM than those from 31 and over. Conclusion: To promote e-WOM, marketing communication content distributed on social networks should focus on the following characteristics: (1) The entertainment of marketing communication content should involve positive emotions, fun, and enjoyment; (2) With interactive content, focus should be placed on discussion and exchange content, content that encourages sharing, and two-way interactive content; (3) For trending marketing communication content, marketers consider communicating brand-related latest information, up-to-date information, and hot discussion topics; and (4) When creating customized content, brands should be interesting, customized (information, product, price), and unique.
... Building quality perceptions on the key brand elements and determining the aspects of quality that matter to consumers (target market groups) are two ways to create a positive perceived quality. (Shanahan et al., 2019). Customers' inclinations to buy are significantly influenced by the influencer's method of product sharing (Xiao et al., 2018). ...
... (Supiyandi et al., 2022) stated influencers are the main reason of consumers having to perceive quality of products. Mostly people believe the influencers they are familiar with (Shanahan et al., 2019). The results showed that people are suspicious about the AI generated models but still not inclined in buying products marketed by AI generated models. ...
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Nowadays Influencer marketing is one of the most growing industry. Social media influencers are increasing with time and brands are moving towards endorsing themselves on digital platforms. AI is the new element for growing of influencer marketing and it will help influencers to improve their digital platforms. AI will be impacting positively with the help of the new ways to manage the campaigns of influencers or celebrities on social platforms. The new virtual social presence has made consumers interested in the virtual influencers which will also affect the perceived quality of products used by these influencers. The study is quantitative and data collected is on convenience sampling in non-probability. The instrument used to collect data was through questionnaire. The findings of the research showed positive impact of Artificial intelligence on Influencer marketing. All the independent variables celebrity endorsements, perceived quality and virtual social presence with the mediator Artificial intelligence showed positive relation with influencer marketing. The result was analyzed and processed through SPSS. This research will help influencers to use AI for effectiveness and to know about emerging AI influencers.
... Even more surprising, they represent 94.2% of all internet users. Additionally, social media allows companies to interact directly with consumers, create more personalized relationships, and build brand loyalty (Shanahan et al., 2019). ...
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The Industry 5.0 era emphasizes the integration of humans with technology in business activities, including digital marketing. This article was created to present a systematic literature analysis on effective strategies in digital marketing in the Industry 5.0 era. This study uses the Systematic Literature Review (SLR) method with a qualitative approach to evaluate the latest trends, strategies, and impacts in digital marketing. Literature searches were conducted on articles from 2015 to 2024 from various academic databases. The results of this study reveal that content editing, social media utilization, and the use of big data are the main strategies that have an impact. In addition, this study also explains the shortcomings of the research and provides real examples of implementation for companies.
... AI developers should concentrate on enhancing the transparency of AI and ensuring transparency into the design process. This approach not only helps improve consumer acceptance of AI providers but also alleviates distrust about AI, thereby fostering the trust between consumers and providers (Shanahan et al., 2019). ...
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Purpose-The purpose of this study is to examine tourists' acceptance of artificial intelligence (AI) in the customized travel industry, focusing on its role in travel planning and design. While AI offers advantages such as increased efficiency and cost reduction, its acceptance as a travel designer remains uncertain. The authors examine whether tourists are willing to accept AI as their customized travel designer and, more importantly, whether personalization mediates this process. Design/methodology/approach-Using an experimental approach to guide participants through scenarios, the authors manipulated the source of the designer (AI vs human) and measured tourists' acceptance of AI in comparison to human designers. This study consists of two experiments, supported by 398 valid questionnaires, which were used to examine the proposed hypotheses and model. Findings-The findings of this study indicate a notable reluctance to adopt AI as a customized travel designer. This resistance stems from the belief that AI is unable to address individuals' unique needs, leading to a reduced sense of personalization and lower acceptance. Furthermore, positioning AI as a supportive tool rather than the primary decision-maker in the customized travel design process can mitigate this resistance. Originality/value-This research offers early recognition of tourists' resistance to AI in customized travel services and expands understanding of AI's role in this context. From a practical perspective, this study provides feasible strategies to address this resistance, offering actionable recommendations for various stakeholders involved.
... Corresponding to the first objective, product quality was found insignificant on the homeowner's satisfaction (H1a); this relationship was significant to the tenant's satisfaction (H1b). This significant relationship from the tenants' perspective was supported by previous studies Shanahan et al. 2019) because the tenants directly use those appliances and a product's shape, model, color, functionality, and raw materials are very significant for these users. ...
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The dual effects are noticeable between two groups of people in influencing each other's behavior. This study investigated brand satisfaction and loyalty of electronic home appliances bought by the house‐owners in tenancy tenure; and, similarly, the level of satisfaction and loyalty the house‐owners showed towards the tenants' preferred brands. Data was collected from 262 house owners and 252 tenants (local and foreigners) using a paper‐based questionnaire. These two samples were selected via the purposive (judgmental) sampling technique from Terengganu state, Malaysia. The hypotheses, underpinned by the social exchange theory (SET) and stimulus‐organism‐response (S‐O‐R) theory, were analyzed with the PLS‐SEM (SmartPLS‐v4.0) technique. The findings showed that after‐sales service, brand image, and personal relationships were significant for satisfaction, and satisfaction and social media usage were significant for loyalty in both samples. However, product quality and usage experience were found to be insignificant to the satisfaction of the house owners; contrarily, they were found to be significant to the tenants' satisfaction. In addition, social media usage moderated the relationship between satisfaction and loyalty in both samples. The integration of SET and S‐O‐R provided substantial insight into the dynamic process of brand loyalty in purchasing and repurchasing home appliances. This study offers meaningful insights for business managers, especially brand managers, in considering dual aspects for house owners and tenants.
... (11) On the other hand, empirical studies consistently show that consumers are more likely to engage with brands they perceive as high-quality on social media. (12,13,14) This positive correlation is rooted in the trust and credibility associated with high-quality brands. Consumers are more likely to pay attention to and engage with content from brands they believe offer superior products or services. ...
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This study investigates the mediating role of social media engagement on the relationship between brand-related factors and brand loyalty among iPhone users in Saudi Arabia. Specifically, it examines how perceived brand quality, customer satisfaction, and brand trust influence brand loyalty, both directly and indirectly through social media engagement. Using a quantitative approach, data was collected from 344 iPhone users and analyzed using Smart PLS-SEM. The findings support all ten proposed hypotheses, demonstrating that perceived brand quality, customer satisfaction, and brand trust positively affect brand loyalty. Furthermore, these factors also positively influence social media engagement, which in turn strengthens their relationship with brand loyalty. The study confirms the significant mediating role of social media engagement, highlighting its importance in building and maintaining brand loyalty among iPhone users. These findings offer valuable insights for marketers seeking to leverage social media strategies to enhance brand loyalty in the Saudi Arabian market.
... Personalisation can be defined as a communication strategy that refers to each recipient and is based on the recipient's personal characteristics, such as name, gender, domicile and occupation (Li, 2016;Shanahan et al., 2019). Consumers prefer advertisements that are in accordance with their circumstances so that they are more familiar with personalised advertising (Karamchandani et al., 2021), so this is the goal of personalisation. ...
... Sin embargo, esta estrategia contrasta con la de Shanahan et al. (2019), quienes subrayan la importancia de la personalización y la respuesta oportuna para mejorar la interacción con la audiencia. Finalmente, al analizar la eficacia de estas estrategias de comunicación y la respuesta de la audiencia, se aprecia que existe una eficacia moderada en la comunicación, en línea con lo observado previamente por Muller y Peres (2019). ...
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Este estudio analiza cómo las cadenas de comida rápida en Colombia utilizan las redes sociales en su marketing digital. Se investigan las estrategias y contenidos de las cadenas más activas, utilizando un enfoque metodológico mixto. Los resultados indican una prevalencia en el uso de Facebook, Instagram y Twitter, centrada en la promoción de productos, pero con escasa innovación tecnológica. La conclusión destaca la necesidad de mejorar la comunicación digital para aprovechar plenamente el potencial de las redes sociales en el sector.
... En cualquier caso, es de común aceptación, tanto social como académica, que la publicidad en redes sociales, cuando además exista una adecuación entre influenciador y producto, suele producir notables mejoras de actitud hacia dicho producto o de apego hacia la marca o empresa que lo promociona, intensificando, entre otros, los efectos de lealtad del cliente y de calidad percibida (Shanahan, Tran y Taylor, 2019;Kim y Kim, 2021). En el logro de dichos resultados influye en gran medida la calidad y el grado de diferenciación de la propia publicidad, así como el establecimiento de relaciones sólidas y duraderas a través de interacciones sostenidas entre consumidor y marca, garantizando, en todo caso, las expectativas de privacidad que tienen los consumidores (Akrout y Nagy, 2018; Kim y Moon, 2020;Raposo-Santos et al., 2022). ...
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ABSTRACT. Nowadays, social networks are part of the daily life of many people, who use them as a form of contact, entertainment or search for information of all kinds, including what they want to buy. The objective of this study is to know the way in which advertising on social networks affects the purchasing behavior of the Catalan population of young adults, as well as the way in which they perceive these advertising impacts and the effects they cause. Quantitative methodologies of univariate and bivariate statistics have been used, based on the study of data from a survey of people between 18 and 40 years old residing in Catalonia. It is concluded that the main sociodemographic factor that has a significant relationship with purchase decisions through advertisements on social networks is the employment situation, since employed users are the ones with the highest willingness to make this type of purchase. Other determining factor variables to promote purchases from network advertising are prior knowledge of the product and the personalization of ads. RESUMEN. En la actualidad, las redes sociales forman parte de la cotidianeidad en el desempeño diario de la vida de muchas personas, que las utilizan como forma de contacto, de entretenimiento o de búsqueda de información de todo tipo, incluyendo aquello que se desea comprar. El objetivo de este estudio es conocer el modo en que la publicidad en redes sociales afecta al comportamiento de compra de la población catalana de adultos jóvenes, así como la forma en que perciben dichos impactos publicitarios y los efectos que estos provocan. Se han empleado metodologías de tipo cuantitativo de estadística univariada y bivariada, a partir del estudio de los datos de una encuesta a personas entre los 18 y 40 años de edad residentes en Cataluña. Se concluye que el principal factor sociodemográfico que tiene una relación significativa con las decisiones de compra a través de anuncios en redes sociales es la situación laboral. Otras variables determinantes son el conocimiento previo del producto y la personalización de los anuncios.
... Social media impact businesses positively and offers an opportunity for your audience to find you on social media. It helps to reach to your targeted audience, stay engaged with them, and respond to their queries instantly (Shanahan, Tran, & Taylor, 2019). It is a great way to evaluate competition by monitoring their social media pages. ...
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This paper offers views on some current and future trends in marketing. The content is based on recent literature and on what is happening in the business world. The study explains digital marketing communication and it impact on organizational growth. It is known in today's marketing world that, digital medium of communication has become new norm for most organizations. It is important to note that social media space has huge audience therefore it is right to target from the various social media platforms. The study examines digital communication medium like visual advertising, social media (Facebook, Instagram and WhatsApp), E-mail and also website. The target population was 200 clients of Kelondo, however the sample size of 200 was determined by using Muller and Brewer (2003) formula: n= P/1+P (δ)2. Therefore, the size was 193. The questionnaire used for this research consisted of only closed-ended questions. The survey was created using Google forms online platform and distributed randomly through social media platforms like WhatsApp, and personal contacts. The online survey contained multiple choices which allow respondents to express themselves by selecting the best possible answers to the questions asked. This enabled us to collect and analyze accurate information collected. The quantitative data collected through the questionnaire was coded in Statistical Package for Social Sciences (SPSS) a tool for data analysis. I then went forward to analyze the data and the answers were then available in tables and chart.
... The moderating effect on the relationship between perceived values and brand loyalty is stronger when the acquiring brand is from a higher luxury tier (Chung & Kim, 2019). Perceived quality is also significantly related to brand loyalty (Shanahan & Taylor, 2019;Simsek & Noyan, 2009). ...
... The effect of SMMAs on perceived quality has not yet been a focal point in previous studies. However, related research on advertising and perceived quality has been confirmed in numerous prior studies such as those by Villarejo-Ramos and Sanchez-Franco (2005), Shanahan et al. (2019), Tuấn (2021), and others. Furthermore, the effect of SMMAs on perceived quality can be fully explained both theoretically and practically. ...
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This research employs the Hierarchy of effects (HOE) theory to analyze the profound effect of Social Media Marketing Activities (SMMAs) on social media users’ thinking, feeling, and doing in Vietnam. Specifically, the study delves into how SMMAs shape brand loyalty through brand awareness, perceived quality, commitment, and trust. Data was meticulously gathered from 540 social media users in Vietnam. The study utilized advanced techniques such as Partial Least Squares Algorithm, Bootstrapping, and PLSpredict/CVPAT analysis with the support of Smart-PLS 4 software. The compelling findings reveal that SMMAs significantly influence brand awareness, fostering positive perceptions of brand quality (perceived quality). This, in turn, leads to the development of trust in the brand, encourages long-term commitment, and ultimately positively impacts brand loyalty. This valuable insight can empower managers to leverage these mechanisms in formulating and executing strategies to fortify customer loyalty to their brand.
... The term "brand quality" is often used synonymously with "consumer perceived quality" (Tasci, 2020;Alolayyan et al., 2018;Al-Hawary, 2013b). Shanahan, et al. (2019) discussed the significance of perceived quality in establishing and sustaining brand equity. Perceived quality refers to the assessment of product excellence (Al-Hawary, 2013a;Sürücü, et al., 2019). ...
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In the current research, the objective is to investigate the many aspects of brands that influence the purchasing decisions of consumers. A total of 470 questionnaires were delivered to participants who were in possession of cellular devices that were branded with the Samsung brand. The structural equation modeling approach was used in order to evaluate the study hypotheses. According to the findings of the research, there is a strong favorable influence of perceived brand name and perceived brand quality on consumer purchase choices. On the other hand, the study discovered that perceived brand price and perceived brand value have a negligible effect on a customer's decision to make a purchase. In addition to the fact that several study possibilities have been found that may be of assistance to other researchers, the suggestions were produced with the intention of enhancing the function of the brand dimensions in order to profit from it in the marketing of cellular devices for both firms and consumers.
... These findings were interpreted in the same way as in a previous study (Trifts & Aghakhani, 2019;Gibson, 1995). Moreover, according to a previous study, personalized ads on social networking sites affect consumers' brand recall, attachment, and engagement (Trifts & Aghakhani, 2019;Shanahan et al., 2019). Morstyn et al. (2019) also found that decentralization allows a distribution system indirectly affects personalization like obtaining flexibility, which in turn incentivizes prosumers. ...
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Structural equation modeling examines the impact of distribution personalization and content decentralization on brand recall among Gen-Z consumers to analyze the causal relationship between these factors. The research used Covariance Based–Structural Equation Modeling (CB-SEM) and Partial Least Squares–Structural Equation Modeling (PLS-SEM) based on review of related literature. The 385 samples were Gen Z (age 12 to 27 as of year 2024 randomly from Region III, Philippines, comprising the provinces of Aurora, Bataan, Bulacan, Nueva Ecija, Pampanga, and Tarlac. Questionnaires with rating scales were used as research tools. Confirmatory factor analysis was used to analyze model fit, reliability, and validity. A structural model and path analysis were used to examine the links. Causal relationships were analyzed using PLS-SEM. The findings indicated that the model had a reasonable fit with empirical data and exhibited acceptable reliability and validity. The results demonstrate that distribution personalization has a direct positive effect on Gen Z’s ability to recall a brand. In addition, content decentralization acted as a partial mediator or indirect effect on the relationship between distribution personalization and Gen Z brand recall. Based on these results, sellers of clothing brands reliant on short-form video ads may consider employing advanced data analytics technologies to acquire insights into the preferences, behavior, and demographics of the audience and personalize video content to specific audience segments like Gen Z. Furthermore, it is advisable to optimize distribution channels, incorporate user-generated content into distribution strategies, and emphasize usercentric storytelling to create favorable associations with the brand. Future research should be qualitative or mixed methods to obtain a richer qualitative interpretation, and cohort or longitudinal research should be conducted to study these effects eventually.
... According to Dessart (2017), social media marketing initiatives boost long-term engagement and trust, increasing loyalty. According to Shanahan et al. (2019), social media marketing activities act as environmental stimulants by raising brand awareness and fostering customer relationships, increasing brand loyalty. ...
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The cosmetics industry in Indonesia has great potential, posing great challenges to maintain competitiveness. This research examines community engagement's role as a mediating factor between social media marketing activities and customer loyalty. 194 respondents completed questionnaires to provide study data, which was then analyzed using Smart PLS version 3.0. The findings showed the beneficial effects of social media marketing activities on community engagement and customer loyalty. Furthermore, it has been demonstrated that community engagement increases customer loyalty. However, the results show that community engagement does not mediate between social media marketing activities and customer loyalty. This research highlights the importance of integrating social media into marketing campaigns to foster customer relationships and boost loyalty.
... Delivering personalized messages is another strategy that has been used widely. Shanahan et al. (2019) indicated that perceived personalization is positively related to customers' brand engagement and attachment, enhancing their brand and increasing perceived quality. When customers receive personalized information that meets their product preferences on social media platforms, they pay more attention to the information and grow to trust the brands (Cheung et al., 2018). ...
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This study aims to investigate how educational organizations utilize social media, specifically Twitter, to interact and communicate with their audiences. Using text mining techniques, the researchers analyzed messages from top Twitter accounts of educational organizations in the U.S. The study sheds light on which types of messages receive more engagement on Twitter, such as likes, comments, and retweets. Furthermore, the study examines the characteristics of the most popular tweets. The findings of this research provide insights to educational organizations on how to improve their social media strategy for effective communication and audience engagement.
... Rich media and visual elements, as well as incentives, can improve the overall quality of a campaign [35,42,52,61,69,80]. Furthermore, because the CF process is entirely virtual, SM has emerged as an essential dimension for determining quality [14,19,72,76]. The ELM theory is applied effectively to other areas of marketing or advertising beyond CF campaigns. ...
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... It also involves establishing long-term relationships with customers, creating lasting bonds (Zheng et al., 2022). As this relationship strengthens, consumer attachment develops, promoting loyalty and motivating return behaviours to repurchase the product or service (Shanahan et al., 2019). Therefore, loyalty becomes a central idea, derived from the close relationship with the user, where the more developed this association is, the more the brand will be remembered (Camilleri & Filieri, 2023). ...
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... Trendiness (TRE) was based on Ebrahim (2020). Customization (CUS) derived from Kim and Ko (2012) and Shanahan, Tran, and Taylor (2019). The measure for informativity (INF) utilized the item scale developed by Yadav and Rahman (2017). ...
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Chapter
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This study aims to see the emergence of brand love for English Premier League (EPL) football teams. It was conducted on EPL football fans in Malaysia. The data was collected using an online questionnaire sent via social media to reach 150 respondents. Brand love is a construct composed of six dimensions: emotional attachment, high quality, brand connection, intrinsic rewards, thinking, and passion. The results indicated that the consequences of brand love for football teams are loyalty, word-of-mouth, and willingness to invest time.
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This study examines how container shipping companies Maersk and MSC as B2B service providers effectively manage influencer marketing and implement managerial influencer marketing strategies within their industry. After the elaboration of a conceptual framework on constructs and protocols for effective influencer marketing, the Interval Type 2 Fuzzy Analytical Hierarchical Process (IT2F-AHP) method is used in combination with structured interviews to identify crucial attributes for successfully managing influencer marketing strategy in a B2B context. The findings underscore a notable emphasis placed by container shipping companies on internal influencers sourced from their workforce, as opposed to external influencers from the global market. This signifies a strategic orientation toward managing interaction-based marketing strategies. Additionally, when applying the 4M Model to the essential protocols for influencer marketing (i.e., make, manage, monitor, and measure), we observed a preference for the “manage” protocol and a lesser emphasis on measurement tools for assessing influencer marketing success. Despite the importance of corporate user accounts in social media, Maersk and MSC generally do not prioritize a protocol “measure” through these channels. We also found that trust is the highest weighted criterion in managing influencer marketing. In conclusion, this research sheds light on the nuanced strategies employed by liner shipping companies in leveraging influencer marketing strategy and engagement in a B2B context. These insights offer managers practical guidance and benchmarking opportunities to navigate the complexities of influencer marketing and optimize influencer marketing strategies and engagement in B2B markets.
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The advent and progression of AR (augmented reality) technology, coupled with the emergence of AR hearing aid glasses, offer a novel opportunity for people with hearing impairments (PHI). This study aims to explore the intention of this population to employ AR hearing aid glasses as their choice of hearing aid device and the specific factors influencing their preference. This study utilized the partial least squares SEM (PLS-SEM) analytical method to create structural equation model for intentions of PHI to use AR glasses as hearing aids. Data were gathered from on-site experiences across multiple locations; a total of 189 valid questionnaires from individuals with varying degrees of hearing disabilities were used for statistical analysis. According to the data analysis results, we discovered that functionality quality, perceived interaction speed, and perceived usability significantly influence communication effectiveness. Further, communication effectiveness positively influences confidence and societal perception, and the latter has a positive impact on information. Both of these factors positively influence behavioral intention. Based on these findings, this study offers design recommendations for AR hearing aid glasses to cater to the specific needs of PHI, aiming to enhance their quality of life. Furthermore, this study provides pivotal insights for the prospective growth of this emerging industry.
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Purpose Brand fan pages on social networks have become very popular online services. However, empirical research on fan pages is still in its infancy. Therefore, the purpose of this study is to investigate the effect of fan pages on the customer‐brand relationship and what motivates users to participate. Design/methodology/approach For this a framework was developed based on classical concepts of use and gratification theory, customer engagement, and involvement theory. The model is tested using a multi‐step approach of qualitative and quantitative methods. Findings The paper can show a significant influence from online service usage behavior on the fan page on the customer‐brand relationship. Furthermore, the paper identifies different values such as functional and hedonic content as drivers of fan‐page participation. Research limitations/implications The results are limited by the used data set, which is not representative for all industries and is cross‐sectional. Further research could build up a database over a longitudinal time frame in different industries. The results are interesting for theory and practice. They confirm the positive effect of integration and engagement in general and show that fan pages are more than just tools to connect brand fans. They are also instruments for gaining new fans. Originality/value The present study is the first study that not only shows the effect of fan pages on customer behavior, but also analyses the motives for participation and the crucial constructs to manage them successfully.
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Purpose The purpose of this paper is to explore the role of emotions in developing customer engagement and brand image during virtual service interactions. The authors explore the concept of engagement platforms (EPs) and how their extrinsic characteristics or cues (i.e. C2C interactions–and personalization-related cues) originate both non-transactional (i.e. customer engagement and brand image) and transactional (i.e. purchase intentions) responses. Specifically, the authors propose that customer emotions (i.e. pleasure, arousal and dominance) mediate the influence of EP cues on customer responses. The authors also analyze how the engagement developed during interactions in EPs contributes to brand image perceptions and the effect of these two concepts on purchase intentions. Design/methodology/approach Building on servicescapes and stimulus-organism-response theories, the present paper carries out two studies. Study 1 adopts an experimental approach to explore C2C interactions–and personalization-related cues. Study 2 focusses on the importance of customer emotions to foster engagement and brand image, and also analyzes their effect on purchase intentions. It employs structural equations modeling techniques. Both studies analyze the effect of customer engagement on brand image. Findings Findings corroborate that, during interactions in the platform, customer engagement with the firm influences brand image. Moreover, the pleasure and arousal experienced by customers influence their engagement while dominance modifies brand image. Finally, customer engagement and brand image have a positive effect on purchase behavior. Research limitations/implications This paper contributes to research demonstrating the key role of emotions in interactions with EPs. The authors demonstrate the importance of fostering pleasant and arousing experiences to enhance the level of customer engagement with the firm in first interactions. Dominance constitutes a key dimension to improve brand image in EPs. Finally, the research demonstrates that engagement develops customers’ transactional behaviors and not only non-transactional ones, as seen in previous literature.
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The authors provide a critical examination of marketing analytics methods by tracing their historical development, examining their applications to structured and unstructured data generated within or external to a firm, and reviewing their potential to support marketing decisions. The authors identify directions for new analytical research methods, addressing (1) analytics for optimizingmarketing-mix spending in a data-rich environment, (2) analytics for personalization, and (3) analytics in the context of customers' privacy and data security. They review the implications for organizations that intend to implement big data analytics. Finally, turning to the future, the authors identify trends that will shape marketing analytics as a discipline as well as marketing analytics education.
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Personalized communication is believed to be an effective persuasion strategy. However, few studies examined the underlying processes responsible for its effects. This study investigates the role of perceived personalization as a mediating process. Three personalization strategies are compared: raising expectation, identification and contextualization. The results confirm that perceived personalization mediates the effects of personalized advertising on attention, cognitive responses and attitude towards the message. The increased attention caused by perceived personalization stimulates both positive and negative thoughts about the message. The findings imply that personalized advertisements have stronger effects when receivers are aware of the personalization elements.
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It is very important for customers to have brand experiences in marketing practice. These brand experiences affect consumer-brand relationship quality positively. Brand experience is composed of four dimensions: sensory, affective, behavioral, and intellectual. These are evoked by brand-related stimuli like brand design, communications and environments. In this research, we investigate which brand experiences affect brand relationship quality. Among four brand experience dimensions, we investigate affective and behavioral brand experiences, because affective and behavioral dimensions have a decisive effect on the brand attachment. According to this research, an affective brand experience affects brand trust and brand commitment positively. A behavioral brand experience does not affect brand trust meaningfully but positively affects brand commitment. Also we examine brand trust-brand commitment relationship and brand relationship quality-brand loyalty. Brand trust affects brand commitment positively and brand relationship quality (trust, commitment) influences brand loyalty positively. In this study, we suggest that not all brand experiences are effective to promote brand relationship quality. According to the goal of a company or a brand, marketing managers should implement brand experience strategies selectively. Also, it is important to choose a brand experience activity that is well matched with the pursuing brand relationships. Through this study, we suggest brand experiences are crucial for building a brand relationship and a brand loyalty.
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Abstract A number of prior studies have suggested that personalization is more efficacious than non-personalization. However, the existing literature is somewhat ambiguous on whether the test of personalization effects should be based on a message sender's actual personalization process or a message recipient's perception of the message. It is argued in this article that an actual personalization process does not automatically yield more favorable effects because people's perceptions of personalized messages tend to be biased. Through three experiments, it is demonstrated that testing personalization effects based on a message sender's actual personalization process can be problematic and produce misleading results. Specifically, a personalized message can be perceived as non-personalized and a non-personalized message can be perceived as personalized. The key finding is that perceived personalization, instead of actual personalization, is the underlying psychological mechanism of message effectiveness. A message will show superior effects when it is perceived to be personalized by a message recipient, regardless of whether it is actually personalized or not.
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Purpose The purpose of this paper is to develop a comprehensive model that combines brand knowledge and brand relationship perspectives on brands and shows how knowledge and relationships affect current and future purchases. Design/methodology/approach The paper uses structural equation modeling to test the significance of the overall model and the specified paths. Findings It is found that current purchases are affected by brand image mostly directly and by brand awareness mostly indirectly. In contrast, future purchases are not affected by either dimension of brand knowledge directly; rather, brand knowledge affects future purchases via a brand relationship path that includes brand satisfaction, brand trust, and attachment to the brand. Thus, brand knowledge alone is not sufficient for building strong brands in the long term; brand relationship factors must be considered as well. Research implications/limitations The present study did not examine feedback effects and included consumer categories only and no individual‐differences variables. It is recommended that future research examine feedback effects and include additional consumer categories, B2B categories and individual‐differences variables such as variety seeking and innovativeness. Practical implications Brand managers spend considerable resources on measuring brand awareness and brand image. It is recommended that practitioners also use brand relationship measures and develop strategic and tactical initiatives that ensure that consumers are satisfied with the brand, trust it and feel attached to it. Originality/value The paper is a cross‐paradigm paper: it is the first that combines the two separate broad‐based perspectives on brands into a simple comprehensive model for researchers and brand managers.
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In a quest for connecting with customers, the world's largest brands have gone online to develop communities to interact with consumers. Despite widespread adoption less is known about what motivates consumers to continually interact in these communities. Across six studies, we develop and test a typology of online brand community engagement (i.e., the compelling intrinsic motivations to continue interacting with an online brand community). We identify 11 independent motivations and test the scale's predictive power for participation in an online brand community. This study provides a much needed refinement to the disparate conceptualizations and operationalizations of engagement in the literature. As a result, academic researchers can now rely on a diverse set of motivational measures that best fit the context of their research, adding to the versatility of future research studies. The results provide managers with new insight in the motivations for and impact of interacting in online brand communities.
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This paper presents a research model to explicate that the level of consumers’ participation on companies’ brand microblogs is influenced by their brand attachment process. That is, self-congruence and partner quality affect consumers’ trust and commitment toward companies’ brands, which in turn influence participation on brand microblogs. Further, we propose that gender has important moderating effects in our research model. We empirically test the research hypotheses through an online survey. The findings illustrate that self-congruence and partner quality have positive effects on trust and commitment. Trust affects commitment and participation, while participation is also influenced by commitment. More importantly, the effects of self-congruence on trust and commitment are found to be stronger for male consumers than females. In contrast, the effects of partner quality on trust and commitment are stronger for female consumers than males. Trust posits stronger effects on commitment and participation for males, while commitment has a stronger effect on participation for females. We believe that our findings contribute to the literature on consumer participation behavior and gender differences on brand microblogs. Companies can also apply our findings to strengthen their brand building and participation level of different consumers on their microblogs.
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In the last three decades, an influential research stream has emerged which highlights the dynamics of focal consumer/brand relationships. Specifically, more recently the ‘consumer brand engagement’ (CBE) concept has been postulated to more comprehensively reflect the nature of consumers' particular interactive brand relationships, relative to traditional concepts, including ‘involvement.’ However, despite the growing scholarly interest regarding the undertaking of marketing research addressing ‘engagement,’ studies have been predominantly exploratory in nature, thus generating a lack of empirical research in this area to date. By developing and validating a CBE scale in specific social media settings, we address this identified literature gap. Specifically, we conceptualize CBE as a consumer's positively valenced brand-related cognitive, emotional and behavioral activity during or related to focal consumer/brand interactions. We derive three CBE dimensions, including cognitive processing, affection, and activation. Within three different social media contexts, we employ exploratory and confirmatory factor analyses to develop a reliable, 10-item CBE scale, which we proceed to validate within a nomological net of conceptual relationships and a rival model. The findings suggest that while consumer brand ‘involvement’ acts as a CBE antecedent, consumer ‘self-brand connection’ and ‘brand usage intent’ represent key CBE consequences, thus providing a platform for further research in this emerging area. We conclude with an overview of key managerial and scholarly implications arising from this research.
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This study attempts to identify the potential determinants of advertising avoidance in the context of personalized advertising media, including unsolicited commercial e-mail, postal direct mail, telemarketing, and text messaging. Using a self-administered survey (n = 442), the proposed model is tested with structural equation modeling analysis. The findings indicate that while ad skepticism partially mediates the relationship between ad avoidance and its three determinants (perceived personalization, privacy concerns, and ad irritation), both privacy concerns and ad irritation have a direct positive effect on ad avoidance. However, increased perceived personalization leads directly to decreased ad avoidance.
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This publication contains reprint articles for which IEEE does not hold copyright. Full text is not available on IEEE Xplore for these articles.
Article
Purpose Customer engagement is a concept that has emerged recently to capture customers' total set of behavioral activities toward a firm. The purpose of this paper is to study the effect of customer engagement behaviors on perceived relationship benefits and relationship outcomes. Design/methodology/approach An online survey of members of a gaming Facebook brand community, resulting in 276 usable responses from gaming customers. Findings Customer engagement was divided into “Community Engagement Behaviors” (CEB) and “Transactional Engagement Behaviors” (TEB). In addition, three relationship benefits were identified: social benefits, entertainment benefits and economic benefits. The engagement behaviors largely influenced the benefits received. Furthermore, the mediation analysis results show that the influence of CEB on satisfaction is partially mediated by social benefits and entertainment benefits, while the effect of TEB on satisfaction is fully mediated through the same benefits. The effect of CEB on loyalty is mediated through entertainment benefits. Research limitations/implications The findings are limited to one brand community. The findings have implications for further research on customer engagement. Practical implications The paper's findings give ideas about how firms can utilize Facebook communities to enhance satisfaction and loyalty by offering the right kinds of relationship benefits. Managers are encouraged to study customer engagement behaviors on, and perceptions of, all channels and to utilize this information for the development of their social media strategies. Originality/value Customer engagement is a newly introduced concept on which scarce empirical research exists, and there is very little evidence of its effect on customer relationships. This is the first paper to study customer engagement empirically on a Facebook brand community, and to relate customer engagement to relationship constructs.
Article
Purpose The purpose of this paper is to present the augment of the authors, who are IBM consultants, that companies need to meld social media programs with customer relationship management (CRM). This new paradigm – Social CRM – recognizes that instead of just managing customers, the role of the business is to facilitate collaborative social experiences and dialogue that customers value. Design/methodology/approach Social media holds enormous potential for companies to get closer to customers and, by doing so, increase revenue, cost reduction and efficiencies. However, using social media as a channel for customer engagement will fail if the traditional CRM approaches are not reinvented, Findings According to IBM research, there is a large perception gap between what the customers seek via social media and what companies offer. Consumers are far more interested in obtaining tangible value, suggesting businesses may be confusing their own desire for customer intimacy with consumers' motivations for engaging. Practical implications To reinvent the company's CRM strategy it is important to recognize social media is a game changer and the customer is in control; make the customer experience seamless – across social media and other channels; start thinking like a customer – if one isn't sure what customers value, they should be asked; and monetize social media, if that is what customers want. Originality/value Social CRM is a new approach that recognizes consumers have strong opinions about relationships as customers being managed in a social media context and that their willingness to engage with companies should not be assumed or taken for granted.
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The trade off between customer privacy and Web site personalisation is currently moving to the forefront of academic and practical debate in marketing. The new Internet applications allow marketers to develop detailed customer databases where personal information is connected with buying patterns, providing a detailed behavioural profile. The collection and use of the data is regulated differently in the European Union and the USA. While Europe considers it important to implement formal legislation for the protection of customers’ privacy rights, the US authorities consider privacy policy to be determined through voluntary regulation by industry. Considering these different approaches, the present study explores and compares the privacy/personalisation dimensions of French, British and US Web sites.
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The statistical tests used in the analysis of structural equation models with unobservable variables and measurement error are examined. A drawback of the commonly applied chi square test, in addition to the known problems related to sample size and power, is that it may indicate an increasing correspondence between the hypothesized model and the observed data as both the measurement properties and the relationship between constructs decline. Further, and contrary to common assertion, the risk of making a Type II error can be substantial even when the sample size is large. Moreover, the present testing methods are unable to assess a model's explanatory power. To overcome these problems, the authors develop and apply a testing system based on measures of shared variance within the structural model, measurement model, and overall model.
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Purpose – The object of this paper is to help to understand what it is all about in question when talking about personalization. Design/methodology/approach – A conceptual framework of personalization is presented, based on the literature. Findings – Marketers are looking increasingly at personalization to help them improve the performance of their efforts. However, personalization seems to be hard to apply. Some of these problems are caused by the fact that personalization means something different to each business and to the different actors in the value chain. This lack of agreement regarding the meaning of personalization limits successful communication between the different actors who produce or buy services and products that are connection with personalized marketing. This hinders co‐operation between service providers and marketers who are willing to apply personalization. Originality/value – It is hoped that the framework is useful when discussing and developing the idea of personalization further.
Article
The authors examine two aspects of brand loyalty, purchase loyalty and attitudinal loyalty, as linking variables in the chain of effects from brand trust and brand affect to brand performance (market share and relative price). The model includes product-level, category-related controls (hedonic value and utilitarian value) and brand-level controls (brand differentiation and share of voice). The authors compile an aggregate data set for 107 brands from three separate surveys of consumers and brand managers. The results indicate that when the product- and brand-level variables are controlled for, brand trust and brand affect combine to determine purchase loyalty and attitudinal loyalty. Purchase loyalty, in turn, leads to greater market share, and attitudinal loyalty leads to a higher relative price for the brand. The authors discuss the managerial implications of these results.
Article
Customization and personalization services are a critical success factor for Internet stores and Web service providers. This paper studies personalized recommendation techniques that suggest products or services to the customers of Internet storefronts based on their demographics or past purchasing behavior. The underlining theories of recommendation techniques are statistics, data mining, artificial intelligence, and rule-based matching. In the rule-based approach to personalized recommendation, marketing rules for personalization are usually obtained from marketing experts and used to perform inferencing based on customer data. However, it is difficult to extract marketing rules from marketing experts, and to validate and maintain the constructed knowledge base. This paper proposes a marketing rule-extraction technique for personalized recommendation on Internet storefronts using machine learning techniques, and especially decision-tree induction techniques. Using tree induction techniques, data-mining tools can generate marketing rules that match customer demographics to product categories. The extracted rules provide personalized advertisement selection when a customer visits an Internet store. An experiment is performed to evaluate the effectiveness of the proposed approach with preference scoring and random selection.
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While some retailers may discourage groups of teenagers from shopping in their stores, there is reason to believe that peer groups may affect teen behaviors and evaluations in ways that could benefit retailers. In this paper, we examine the phenomenon of teenagers’ shopping with friends, and, in particular, whether shopping with friends might enhance teens’ attitudes toward retailing and their tendency to spend more when shopping with friends. We also examine why teens shop with friends. Specifically, we relate friends’ knowledge and teens’ age to teenagers’ susceptibility to informational and normative influence from friends. Susceptibility to peer influence is then related to various aspects of teen shopping, such as frequency and enjoyment of shopping with pals, which, in turn, are related to sentiment toward retailing and spending tendencies. With the exception of susceptibility to normative influence, results based on data from a sample of high school students generally supported the model.
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This paper investigates the antecedents and consequences of customer loyalty in an online business-to-consumer (B2C) context. We identify eight factors (the 8Cs—customization, contact interactivity, care, community, convenience, cultivation, choice, and character) that potentially impact e-loyalty and develop scales to measure these factors. Data collected from 1,211 online customers demonstrate that all these factors, except convenience, impact e-loyalty. The data also reveal that e-loyalty has an impact on two customer-related outcomes: word-of- mouth promotion and willingness to pay more.