Scheduling Content on Social Media: Theory, Evidence, and Application

2018 ◽  
Vol 82 (6) ◽  
pp. 89-108 ◽  
Author(s):  
Vamsi K. Kanuri ◽  
Yixing Chen ◽  
Shrihari (Hari) Sridhar

Content platforms (e.g., newspapers, magazines) post several stories daily on their dedicated social media pages and promote some of them using targeted content advertising (TCA). Posting stories enables content platforms to grow their social media audiences and generate digital advertising revenue from the impressions channeled through social media posts’ link clicks. However, optimal scheduling of social media posts and TCA is formidable, requiring content platforms to determine what to post; when to post; and whether, when, and how much to spend on TCA to maximize profits. Social media managers lament this complexity, and academic literature offers little guidance. Consequently, the authors draw from literature on circadian rhythms in information processing capabilities to build a novel theoretical framework on social media content scheduling and explain how scheduling attributes (i.e., time of day, content type, and TCA) affect the link clicks metric. They test their hypotheses using a model estimated on 366 days of Facebook post data from a top 50 U.S. newspaper. Subsequently, they build an algorithm that allows social media managers to optimally plan social media content schedules and maximize gross profits. Applying the algorithm to a holdout sample, the authors demonstrate a potential increase in gross profits by at least 8%.

2018 ◽  
Author(s):  
Caitlyn Johnston ◽  
William E. Davis

In the present study, we examined how the influence of exercise-related social media content on exercise motivation might differ across content type (with images vs. without images) and account type (individual vs. corporate). Using a 2 × 2 within-subjects experimental design, 229 participants viewed a series of 40 actual social media posts across the four conditions (individual posts with images, corporate posts with images, individual posts without images, and corporate posts without images) in a randomized order. Participants rated the extent to which they felt each social media post motivated them to exercise, would motivate others to exercise, and was posted for extrinsic reasons. Participants also completed other measures of individual differences including their own exercise motivation. Posts with images from individuals were more motivating than posts with images from corporations; however, corporate posts without images were more motivating than posts without images from individuals. Participants expected others to be similarly motivated by the stimuli, and perceived corporate posts as having been posted for more extrinsic reasons than individuals’ posts. These findings enhance our understanding of how social media may be used to promote positive health behaviors.


2017 ◽  
Vol 21 (4) ◽  
pp. 483-498 ◽  
Author(s):  
Orpha de Lenne ◽  
Laura Vandenbosch

Purpose Using the theory of planned behavior, the purpose of this paper is to examine the relationships between different types of media and the intention to buy sustainable apparel and test whether attitudes, social norms, and self-efficacy beliefs may explain these relationships. Design/methodology/approach A cross-sectional survey study was conducted among 681 young adults (18-26 years old). Findings Exposure to social media content of sustainable organizations, eco-activists, and sustainable apparel brands, and social media content of fashion bloggers and fast fashion brands predicted respondents’ attitudes, descriptive and subjective norms, and self-efficacy beliefs regarding buying sustainable apparel. In turn, attitudes, descriptive norms, and self-efficacy beliefs predicted the intention to buy sustainable apparel. Fashion magazines predicted the intention through self-efficacy. Specialized magazines did not predict the intention to buy sustainable apparel. Research limitations/implications Results should be generalized with caution as the current study relied on a convenience sample of young adults. The cross-sectional study design limits the ability to draw conclusions regarding causality. Actual behavior was not addressed and needs to be included in further research. Practical implications The present study hints at the importance of social media to affect young consumers’ intentions to buy sustainable apparel. Sustainable apparel brands should consider attracting more young social media users to their social media pages. Originality/value This study is one of the first to examine the potential of different media to promote sustainable apparel buying intention.


2017 ◽  
Vol 51 (3) ◽  
pp. 627-645 ◽  
Author(s):  
Angeline Close Scheinbaum ◽  
Stefan Hampel ◽  
Mihyun Kang

Purpose Marketers use e-mail in new, potentially more informative, entertaining and lucrative ways – such as embedding video. The purpose of this paper is to examine consumer responses to audiovisual (i.e. text along with a short video) versus text-only messages in brand communication. Specifically, authors seek to uncover the efficacy of marketer-embedded video (vs text-only) in e-mail on the consumer's product interest, informativeness, perceived prestige, electronic word-of-mouth (e-WOM) intentions and willingness to pass the electronic message along digitally or on social media. With the dual coding theory and selective visual attention as theoretical guideposts, the intended contribution is a framework that can explain and predict advantages for multi-modal e-mail marketing communications. Design/methodology/approach Five hypotheses are tested experimentally with a one-factor experiment with two conditions (text-only vs audiovisual). The sample was 240 adult participants. Real brands (Audi and Apple) were used. For both brands, participants were randomly assigned to one of two conditions of the e-mail (i.e. audiovisual vs text-only). The stimuli are identical, with the exception of embedded video in the e-mail body. The videos are authentic brand videos, are approximately 50 s and use a product feature appeal. Participants’ pre-existing brand attitude was measured. Then, five dependent variables (product interest, informativeness, perceived prestige, e-WOM intentions and willingness to pass the electronic message along digitally or on social media) were considered with respect to consumer exposure to e-mail with video and text in the e-mail from the brand versus text-only e-mail from the brand. Findings The results supported the hypotheses that audiovisual messages (i.e. those with text and video) heighten informativeness, product interest, perceived prestige, intentions to spread e-WOM for a brand and willingness to pass along the e-mail along to friends and family when compared to text-only messages. These experimental findings from a one-factor experiment with two conditions (text-only vs audiovisual) are generally consistent for an American consumer technology brand Apple (iPhone) and a German luxury automobile brand Audi (S4). Hypotheses are supported for both brands (Apple and Audi), with the exception of product interest for Audi, which may be explained by the high price of a luxury automobile. Research limitations/implications An implication here for the dual coding theory is that the theory may be extended to consider what happens after the consumer codes the information with both the verbal and the non-verbal subsystem. The finding of interest to information processing scholars is that a video accompanying text communication from a brand to a consumer has an advantage over text-only communication. Brands that communicate with multi-modal marketing communication have better outcomes in informativeness, brand prestige perceptions and intentions of online consumer behaviors, including positive e-WOM for the brand in general and willingness to pass the specific content along in digital and social media platforms. Consumers can become brand advocates by being more inclined to forward the e-mails with the product short video as well as the e-mail text. Practical implications Brand marketers should consider e-mail in an integrated brand promotion (IBP) campaign as a cost advantage; one of the reasons e-mail should have a solid place in the IBP toolkit is due to e-mail's relatively low cost. The main cost comes with administration and production of the video. As a managerial implication for advertisers, embedding ads of a short video format in e-mails is a way to be more effective than plain-text e-mails. Short videos in e-mails are a reasonable idea to include in an integrated marketing communications effort (plausibly due to information processing with both a verbal and a non-verbal system). Brands can use videos in e-mails to enhance informativeness regarding products to enhance product differentiation from competitors. Yet, it is important to raise caution with some concerning disadvantages potentially associated with e-mail marketing and video. The three areas of caution include potential issues of privacy, clutter and technical inhibitors. Originality/value Despite the fact that e-mail is one of the most heavily used communication tools in marketing, there is scarce literature on e-mail and branding. By brands evoking a degree of prestige with embedded videos, consumer willingness to become part of the marketing communications is enhanced, as their e-WOM and willingness to share the branded content increase.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Geeta Marmat

Purpose The purpose of this paper is to present the mechanism of online customer brand trust building through the lens of Walther’s Computer Mediated Communication (CMC) – Social Information Processing Theory (SIPT). Design/methodology/approach This paper integrates a range of theoretical and empirical works across branding and marketing, including concept of brand trust, use of online social media in brand communication and customer brand relations and CMC-SIPT theory and relational marketing literature other relevant information which were found useful in the given context were reviewed. The aim was to collect a broad spectrum of ideas, based on their relevance to the research purpose to propose effective online brand trust building framework. Findings This paper proposes three different developmental stages in brand trust building on online social media networks. Each stage is guided by the components of CMC-SIPT. Stage I is interaction and compliance of the brand communication clues which suggest that the aggregated level of interaction and compliance in online brand communication on social media determine the movement of the customer to the next level. Stage II suggests information processing at three successive layers by the customer as identification, internalization brand information and bonding, which eventually prompt the customer to the next level of brand trust building. Stage III is related to trust building which is the critical stage as customer internal states of arousal are experienced, which reduces the emotional risk of decision-making and increases confidence and trust of the customers in brands. Research limitations/implications The proposed framework of brand trust building has not been tested empirically. Future research could test and validate the proposed model tracking intrinsic changes in the customer in different brand trust development stages. This research is important for marketers or brands who wish to move beyond the notion of merely satisfying customers, to establishing more powerful emotional bonds between their brands and customers. It fills a gap in brand-trust literature and provides marketers and researchers a means to understand and draw strategies for consumers’ attraction toward brands (Patwardhan and Balasubramanian, 2011). The proposed framework has the capacity to revolutionize the way business and brands engage with society by enhancing and establishing trusting relationship. Originality/value To date, this research has not been done specifically from the SIPT perspective. This research is the first to examine brand communication strategies in an effort of building brand trust in the context of online social media network from the CMC-Social information theory perspective. It highlights the peculiarities of online brand communication on social media networks and customer information processing in presenting three stages of customer brand trust development to explain the development and flow of events.


2015 ◽  
pp. 1281-1304
Author(s):  
Asta Zelenkauskaite

In recent years, mass media content has undergone a blending process with social media. Large amounts of text-based social media content have not only shaped mass media products, but also provided new opportunities to access audience behaviors through these large-scale datasets. Yet, evaluating a plethora of audience contents strikes one as methodologically challenging endeavor. This study illustrates advantages and applications of a mixed-method approach that includes quantitative computer-mediated discourse analysis (CMDA) and automated analysis of content frequency. To evaluate these methodologies, audience comments consisting of Facebook comments and SMS mobile texting to Italian radio-TV station RTL 102.5 were analyzed. Blended media contents through computer-mediated discourse analysis expand horizons for theoretical and methodological audience analysis research in parallel to established audience analysis metrics.


2018 ◽  
pp. 1022-1046
Author(s):  
Asta Zelenkauskaite

In recent years, mass media content has undergone a blending process with social media. Large amounts of text-based social media content have not only shaped mass media products, but also provided new opportunities to access audience behaviors through these large-scale datasets. Yet, evaluating a plethora of audience contents strikes one as methodologically challenging endeavor. This study illustrates advantages and applications of a mixed-method approach that includes quantitative computer-mediated discourse analysis (CMDA) and automated analysis of content frequency. To evaluate these methodologies, audience comments consisting of Facebook comments and SMS mobile texting to Italian radio-TV station RTL 102.5 were analyzed. Blended media contents through computer-mediated discourse analysis expand horizons for theoretical and methodological audience analysis research in parallel to established audience analysis metrics.


2016 ◽  
Vol 29 (1) ◽  
pp. 7-18 ◽  
Author(s):  
Ashish K. Rathore ◽  
P. Vigneswara Ilavarasan ◽  
Yogesh K. Dwivedi

Purpose – The purpose of this paper is to conceptualise and discuss the possible insights that can be generated for product development by analysing the user-generated content available from various social media platforms. Design/methodology/approach – The paper reviews the role of user generated content in developing products and its features (e.g. appearance and shape). It delineates the directions in which the relationship between social media content and customer oriented concepts evolve while developing successful new products. Findings – The review and arguments presented in this paper suggest that the social media approach adds more value than the traditional approaches for obtaining insights about the products. Availability of users’ opinions and information about existing products provide insights for the improvement in the product design process. Co-creation and self-construal are important components that are based on customer engagement and customer behaviour, respectively, in the product design and development. Practical implications – As social media creates new ways of communication with users, businesses can include users into the product development process to improve and refine their products or for making the next generation of products. Originality/value – This paper suggests a new approach in getting useful insights about the products from user-generated contents. This way of using social media helps businesses to move forward from the traditional product development paradigms.


2019 ◽  
Vol 31 (1) ◽  
pp. 513-534 ◽  
Author(s):  
Bekir Bora Dedeoglu

Purpose This paper aims to first examine tourists’ perceptions of the source credibility and information quality of social media content to see whether they would have an impact on their perceptions of the importance of shared content on social media. The moderating role of gender in this relationship was then examined. Design/methodology/approach The research sample was composed of domestic and foreign tourists in Alanya, an important tourist destination in Turkey. The data in the current study were collected by the questionnaire method. The structural relationships in the research were examined using the partial least squares structural equation modeling, and the moderating effect of gender was examined via the partial least squares multiple group analysis. Findings According to the research findings, tourists’ perceptions of source credibility regarding social media content had a positive impact on the importance attached to non-participant shared content, whereas their perceptions of information quality had a positive impact on the importance attached to participant shared content. Furthermore, it was also observed that gender had a moderating effect on the relationship between information quality and source credibility perceptions and the importance of shared content on social media. Originality/value Two important predictive variables have been examined in the current research in term of customer-generated contents. It has been demonstrated that the effects of these predictive variables on different customer-generated types could be different. Furthermore, it has been determined that the effects of these influences differ according to the gender of the individuals following the content. Thus, the current study provides significant findings to understand the impacts of these variables on the basis of gender.


2019 ◽  
Vol 32 (5) ◽  
pp. 735-757 ◽  
Author(s):  
Purva Grover ◽  
Arpan Kumar Kar ◽  
Marijn Janssen

Purpose Although blockchain is often discussed, its actual diffusion seems to be varying for different industries. The purpose of this paper is to explore the blockchain technology diffusion in different industries through a combination of academic literature and social media (Twitter). Design/methodology/approach The insights derived from the academic literature and social media have been used to classify industries into five stages of the innovation-decision process, namely, knowledge, persuasion, decision, implementation and confirmation (Rogers, 1995). Findings Blockchain is found to be diffused in almost all industries, but the level of diffusion varies. The analysis highlights that manufacturing industry is at the knowledge stage. Further public administration is at persuasion stage. Subsequently, transportation, communications, electric, gas and sanitary services and trading industry had reached to the decision stage. Then, services industries have reached to implementation stage while finance, insurance and real estate industries are the innovators of blockchain technologies and have reached the confirmation stage of innovation-decision process. Practical implications Actual implementations of blockchain technology are still in its infancy stage for most of the industries. The findings suggest that specific industries are developing specific blockchain applications. Originality/value To the best of the authors’ knowledge this is the first study which is using social media data for investigating the diffusion of blockchain in industries. The results show that the combination of Twitter and academic literature analysis gives better insights into diffusion than a single data source.


2015 ◽  
Vol 30 (6) ◽  
pp. 761-770 ◽  
Author(s):  
Lauri Huotari ◽  
Pauliina Ulkuniemi ◽  
Saila Saraniemi ◽  
Minna Mäläskä

Purpose – The present study aims to examine how business-to-business (B2B) marketers can influence content creation in social media. Social media tools are becoming an interesting component of B2B marketing because of the roles of personal relationships and interactions in these markets. However, research has not approached social media content creation from a B2B marketing perspective. Design/methodology/approach – Social media tools are becoming an interesting component of B2B marketing because of the roles of personal relationships and interactions in these markets. However, research has not approached social media content creation from a B2B marketing perspective. The present study examines how B2B marketers can influence content creation in social media. Findings – The paper proposes that B2B firms engaging in social media as part of their marketing efforts should carefully consider the roles and activities of various users, which are directed to and by different internal and external users. B2B companies can influence content creation in social media directly by adding new content, participating in discussions and removing content through corporate user accounts and controlling employee social media behavior or indirectly by training employees to create desired content and performing marketing activities that influence other users to create content that is favorable for the company. Originality/value – The study contributes to the theoretical discussion over B2B marketing communication and the role of social media in it.


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