An emoji-based metric for monitoring consumers’ emotions toward brands on social media

2019 ◽  
Vol 37 (2) ◽  
pp. 211-225 ◽  
Author(s):  
Salim Moussa
Keyword(s):  
Social Media ◽  
Alternative Source ◽  
Content Type ◽  
Global Brands ◽  
Product Categories ◽  
Satisfaction Index ◽  
American Customer Satisfaction Index ◽  
Two Measures ◽  
Source Of Information ◽  
Practical Implications

PurposeThe purpose of this paper is to introduce and test a new emoji-based metric that could be used to monitor consumers’ emotions toward brands on social media.Design/methodology/approachTo test this new metric, 720 consumer tweets were retrieved from official Twitter accounts of 18 leading global brands representing 6 product categories/markets. In order to check its validity, the emoji-based metric was correlated with two measures: the percentage of positive emojis from Brandwatch’s (2018) Emoji Report and the American Customer Satisfaction Index (ACSI) for 2017.FindingsThe findings of this paper indicate that consumers tend to use more (vs less) positive emojis when expressing their feelings toward Coca-Cola (vs Taco Bell). They also show that the new metric is highly and positively associated with the ACSI, hence supporting its validity.Research limitations/implicationsThe new metric is only applicable to brands that have a social media presence.Practical implicationsThe proposed metric is easy to implement and interpret by almost every researcher and manager.Originality/valueWhile all extant brand sentiment analyses focus on analyzing the words in brand-related user-generated content, this paper considers an alternative source of information about emotions, that is, emojis. Beyond being valid, the proposed emoji-based metric is unique, easy to implement and interpret, and generalizable.

Analyzing media types and content orientations in Facebook for global brands

2015 ◽  
Vol 9 (1) ◽  
pp. 4-30 ◽  
Author(s):  
Dae-Hee Kim ◽  
Lisa Spiller ◽  
Matt Hettche
Keyword(s):  
Social Media ◽  
Consumer Response ◽  
Message Content ◽  
Content Type ◽  
Consumer Responses ◽  
Global Brands ◽  
Product Categories ◽  
Media Type ◽  
Media Message ◽  
Facebook Pages

Purpose – This study aims to examine current practices of social media marketing among major global brands across five product categories (namely, convenience, shopping, specialty, industrial and service). Assessing the frequency, media type and content orientations of corporate Facebook pages, this study aims to isolate the qualitative factors of a brand’s social media message that are most likely to facilitate a consumer response. Design/methodology/approach – A content analysis of 1,086 social media posts was conducted from the corporate Facebook pages of 92 global brands during a one-month (snapshot) time horizon in July 2013. The data collected from each individual post include its media type (i.e. text, photo or video), its content orientation (i.e. task, interaction and self-oriented) and the number and type of consumer response it generated (i.e. likes, comments and shares). Findings – Research findings reveal that global brands actively utilize social media, posting on average three messages per week and generally use photos (as a media type) and interaction-focused content (as a content orientation) to secure consumer responses. However, differences in consumer responses exist along various product categories, message media type and message content orientation. Practical implications – Findings imply that marketers should not only carefully consider the media type they use to message consumers on social media but should also try to consider the individual consumer’s motive for interaction. Originality/value – This article suggests a new way to study social media content by applying pre-existing communication frameworks from salesmanship literature as a way to define message content orientation.

Consumer engagement on social media: insights from a virtual brand community

2019 ◽  
Vol 22 (1) ◽  
pp. 14-32 ◽  
Author(s):  
Vitor Moura Lima ◽  
Hélio Arthur Reis Irigaray ◽  
Carlos Lourenco
Keyword(s):  
Social Media ◽  
Conceptual Model ◽  
Virtual Community ◽  
Psychological State ◽  
Brand Community ◽  
Consumer Engagement ◽  
Content Type ◽  
Product Categories ◽  
State Dependent ◽  
Practical Implications

Purpose Based on the conceptual model of consumer engagement in a virtual brand community, this study aims to investigate this phenomenon and gauges the validity of the model’s assumptions in the context of a Facebook fan page. Design/methodology/approach The interactions between L’Oréal Paris Brazil and the members of its virtual community were collected for three months using a netnographic approach. The data of these interactions were evaluated using content analysis techniques. Findings The dimensions, processes and sub-processes of the conceptual model of consumer engagement, as proposed in the literature, were confirmed. Furthermore, the results reinforce the perspective that simple participation or involvement does not presume engagement, which reflects a complex psychological state dependent on the context and requiring previous and subsequent processes to manifest. Research limitations/implications The findings were based on an examination of a high-end beauty product brand’s Facebook page. Nevertheless, these findings are not necessarily limited to high-end context consumers. Larger scale research (i.e. involving wider product categories) could endorse the underlying theoretical model of engagement. Practical implications The study contributes to understanding the dynamics of how brands build relationships with consumers through social media and confirms the dynamics of the engagement concept and its role as a tool to increase brand value and competitive advantage. Originality/value This study contributes to the field by bridging the knowledge gap concerning consumer engagement in a social media context with practical and empirical evidence.

What do marketers post on brands’ Facebook pages in Islamic countries?

2019 ◽  
Vol 10 (4) ◽  
pp. 1272-1287
Author(s):  
Mohammad Hatim Abuljadail ◽  
Louisa Ha
Keyword(s):  
Saudi Arabia ◽  
Content Analysis ◽  
Design Methodology ◽  
Arabic Language ◽  
Content Type ◽  
Global Brands ◽  
Product Categories ◽  
Informative Content ◽  
Facebook Pages ◽  
Practical Implications

Purpose This paper aims to investigate the “posting” behavior of marketers on brands’ Facebook pages and whether these “posting” behaviors differ between local and global brands in Saudi Arabia. Design/methodology/approach The study randomly selected a total of 400 Facebook brand page posts from a matching sample of top 20 global and 20 local brands in Saudi Arabia using content analysis. Findings One of the notable findings show that global brands are more likely to post content that consists of prizes/giveaways, games/competitions and socializing than local brands, while local brands are more likely to post informative content than global brands. The findings also show that local brands are more likely to use content that includes Islamic messages, women in modest clothing, Arabic language and Saudi dialect than global brands. Research limitations/implications This study is limited to 20 global and 20 local brands. More product categories are needed. Practical implications The findings of this study have implications for marketers in regards to what types of communication content is more likely to be posted on brands’ Facebook fan pages in Saudi Arabia – especially for those global brands that are interested in having a localized brand Facebook fan page for Saudi Arabia. Originality/value The first study to compare Facebook strategies used by global brands and local brands in the same market.

scholarly journals Social media influencers, product placement and network engagement: using AI image analysis to empirically test relationships

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Richard N. Rutter ◽  
Stuart J. Barnes ◽  
Stuart Roper ◽  
John Nadeau ◽  
Fiona Lettice
Keyword(s):  
Social Media ◽  
Return On Investment ◽  
Design Methodology ◽  
Network Effects ◽  
Product Placement ◽  
Content Type ◽  
Product Categories ◽  
Close Fit ◽  
Practical Implications ◽  
Beauty Products

PurposeThis research tests empirically the level of consumer engagement with a product via a nonbrand-controlled platform. The authors explore how social media influencers and traditional celebrities are using products within their own social media Instagram posts and how well their perceived endorsement of that product engages their network of followers.Design/methodology/approachA total of 226,881 posts on Instagram were analyzed using the Inception V3 convolutional neural network (CNN) pre-trained on the ImageNet dataset to identify product placement within the Instagram images of 75 of the world's most important social media influencers. The data were used to empirically test the relationships between influencers, product placement and network engagement and efficiency.FindingsInfluencers achieved higher network engagement efficiencies than celebrities; however, celebrity reach was important for engagement overall. Specialty influencers, known for their “subject” expertise, achieved better network engagement efficiency for related product categories. The highest level of engagement efficiency was achieved by beauty influencers advocating and promoting cosmetic and beauty products.Practical implicationsTo maximize engagement and return on investment, manufacturers, retailers and brands must ensure a close fit between the product type and category of influencer promoting a product within their social media posts.Originality/valueMost research to date has focused on brand-controlled social media accounts. This study focused on traditional celebrities and social media influencers and product placement within their own Instagram posts to extend understanding of the perception of endorsement and subsequent engagement with followers. The authors extend the theory of network effects to reflect the complexity inherent in the context of social media influencers.

scholarly journals Media relations in an evolving media landscape

2014 ◽  
Vol 18 (3) ◽  
pp. 271-294 ◽  
Author(s):  
Augustine Pang ◽  
Vivien H.E. Chiong ◽  
Nasrath Begam Binte Abul Hassan
Keyword(s):  
Design Methodology ◽  
Media Industry ◽  
Media Relations ◽  
Alternative Source ◽  
Content Type ◽  
The Media ◽  
Depth Interviews ◽  
Source Of Information ◽  
Practical Implications ◽  
Viable Model

Purpose – The purpose of this paper is to test the viability of the media relations framework, Mediating the Media model (Pang, 2010), and ascertains its relevance to practitioners in a changing media landscape in Singapore where social media is emerging as an alternative source of information tool. Design/methodology/approach – In-depth interviews with 20 media relations practitioners who were former journalists. Practitioners with journalism experience were chosen as they perform better at media relations (Sallot and Johnson, 2006a; Sinaga and Callison, 2008). Findings – The model posits two sets of influences, i.e. internal (journalist mindset, journalist routines and newsroom routines) and external (extra-media forces and media ideology) in media relations. Internal influences were found to be more prevalent than external influences and journalist mindset was the most pervasive factor influencing media relations. Research limitations/implications – Findings are based solely on interviews and some claims cannot be corroborated. As this is a qualitative study situated in one country, it is also not generalizable. Practical implications – This study will serve useful insights for new practitioners to approach media relations in a holistic and systematic manner and for seasoned practitioners to re-evaluate their current media strategies. Originality/value – This inaugural test found rigor in the model, and affords an in-depth understanding of the dynamics of journalist-practitioner relationships in a changing media landscape. It also presents an intriguing opportunity for the model to be applied to countries where the media industry operates under vastly different environments so as to ensure that the model stands up to scrutiny as it seeks to be positioned as a viable model for media relations.

Influencer marketing

2019 ◽  
Vol 23 (2) ◽  
pp. 109-122 ◽  
Author(s):  
Carolina Stubb ◽  
Anna-Greta Nyström ◽  
Jonas Colliander
Keyword(s):  
Social Media ◽  
Design Methodology ◽  
Product Category ◽  
Content Type ◽  
Disclosure Control ◽  
Product Categories ◽  
Social Media Platforms ◽  
Media Platform ◽  
Practical Implications ◽  
Control Post

PurposeThe purpose of this paper is to investigate the effects of a particular form of sponsorship disclaimer in sponsored content by social media influencers (SMIs), namely a sponsorship compensation justification disclosure. A sponsorship compensation justification disclosure explains why influencers and brands engage in sponsorship collaborations by providing a normative reason that justifies the existence and dissemination of sponsored content.Design/methodology/approachAn experimental design was used to compare the effects of a sponsorship compensation justification disclosure made by either an influencer or the sponsoring brand, to a simple sponsorship disclosure and a no disclosure control post, on consumers’ responses to a product-review video by a YouTube influencer.FindingsThe paper offers empirical evidence that sponsorship compensation justification generates more positive consumer attitudes toward influencers receiving sponsorship compensation, and increases source and message credibility, compared to a simple sponsorship disclosure.Research limitations/implicationsThe hypotheses were tested on one YouTube video, comprising of a single product category, one SMI and one social media platform. Further studies might replicate the experiment on different product categories and on different social media platforms.Practical implicationsThis empirical study can offer brand communication managers and influencers important information on how to communicate and design sponsorship disclosures to reach-desired responses from consumers.Originality/valueThe study is the first study to empirically demonstrate the effects of this particular type of sponsorship disclosure.

Is the equalization/normalization lens dead? Social media campaigning in US congressional elections

2018 ◽  
Vol 42 (5) ◽  
pp. 718-731 ◽  
Author(s):  
Jason Gainous ◽  
Andrew Segal ◽  
Kevin Wagner
Keyword(s):  
Social Media ◽  
Design Methodology ◽  
Power Structure ◽  
Congressional Elections ◽  
Campaign Spending ◽  
Interactive Effects ◽  
Content Type ◽  
Electoral Success ◽  
The Masses ◽  
Practical Implications

Purpose Early information technology scholarship centered on the internet’s potential to be a democratizing force was often framed using an equalization/normalization lens arguing that either the internet was going to be an equalizing force bringing power to the masses, or it was going to be normalized into the existing power structure. The purpose of this paper is to argue that considered over time the equalization/normalization lens still sheds light on our understanding of how social media (SM) strategy can shape electoral success asking if SM are an equalizing force balancing the resource gap between candidates or are being normalized into the modern campaign. Design/methodology/approach SM metrics and electoral data were collected for US congressional candidates in 2012 and 2016. A series of additive and interactive models are employed to test whether the effects of SM reach on electoral success are conditional on levels of campaign spending. Findings The results suggest that those candidates who spend more actually get more utility for their SM campaign than those who spend less in 2012. However, by 2016, spending inversely correlates with SM campaign utility. Research limitations/implications The findings indicate that SM appeared to be normalizing into the modern congressional campaign in 2012. However, with higher rates of penetration and greater levels of usage in 2016, the SM campaign utility was not a result of higher spending. SM may be a greater equalizing force now. Practical implications Campaigns that initially integrate digital and traditional strategies increase the effectiveness of the SM campaign because the non-digital strategy both complements and draws attention to the SM campaign. However, by 2016 the SM campaign was not driven by its relation to traditional campaign spending. Originality/value This is the first large N study to examine the interactive effects of SM reach and campaign spending on electoral success.

An empirical study on non-Muslim’s packaged halal food manufacturers

2016 ◽  
Vol 7 (4) ◽  
pp. 441-460 ◽  
Author(s):  
Afshan Azam
Keyword(s):  
Purchase Intention ◽  
Muslim Community ◽  
Specific Product ◽  
Content Type ◽  
Product Categories ◽  
Lifestyle Choice ◽  
Consumer Purchase Intention ◽  
Halal Food ◽  
Packaged Food ◽  
Practical Implications

Purpose This study aims to investigate the determinant factors that consumers may consider in buying halal packaged food produced by non-Muslim manufacturers. Design/methodology/approach This paper develops a seven-constructs-based model. Halal awareness, Islamic brand and product ingredients are used as the pre-determined factors for measuring consumer’s purchase intention. Findings The hypotheses which were tested using partial least squares have revealed that halal awareness and product ingredients have significantly influenced Muslims’ intention to buy halal packaged food that are produced by non-Muslim manufacturers. The findings show that the religious belief, exposure and certification/logo are potential sources of Muslim awareness about halal packaged food from non-Muslim manufacturers. Research limitations/implications This research is also not exempted from its limitations. The data collected for the current study investigate general purchase toward halal products. It would be interesting if future researchers examine consumers’ purchase intention toward specific halal products for specific product categories. A comparative study is also worthy of being steered, as such a study is beneficial for producers and marketers of the halal industry. Practical implications As an overall implication, this study will provide a valuable and important information for non-Muslim halal packaged food manufacturers in identifying the appropriate strategy to fulfill the needs and wants of Muslim consumers at best. It is sufficed to suggest that the Muslim community has adopted halal food from non-Islamic brands as part of their lifestyle choice. Clearly, this gives implications to non-Muslim halal food producers. Thus, it is critical for food manufacturers to increase the level of awareness toward halal products by providing sufficient and interesting information, especially on halal certification. Hence, the manufacturer must take the opportunity to do intensive promotion to encourage more consumers to purchase their products. Originality/value This paper examines consumer purchase intention toward non-Muslim packed food manufactures in Saudi Arabia. It is critical for non-Muslim packed halal food manufacturers to increase the level of awareness toward halal products by providing sufficient and interesting information, especially on halal certification.

scholarly journals What people study when they study Tumblr

2017 ◽  
Vol 73 (3) ◽  
pp. 528-554 ◽  
Author(s):  
Rose Attu ◽  
Melissa Terras
Keyword(s):  
Social Media ◽  
Research Papers ◽  
Content Type ◽  
Long Form ◽  
Media Research ◽  
Access To Data ◽  
Social Networking Website ◽  
Conference Papers ◽  
Published Research ◽  
Practical Implications

Purpose Since its launch in 2007, research has been carried out on the popular social networking website Tumblr. The purpose of this paper is to identify published Tumblr-based research, classify it to understand approaches and methods, and provide methodological recommendations for others. Design/methodology/approach Research regarding Tumblr was identified. Following a review of the literature, a classification scheme was adapted and applied, to understand research focus. Papers were quantitatively classified using open coded content analysis of method, subject, approach, and topic. Findings The majority of published work relating to Tumblr concentrates on conceptual issues, followed by aspects of the messages sent. This has evolved over time. Perceived benefits are the platform’s long-form text posts, ability to track tags, and the multimodal nature of the platform. Severe research limitations are caused by the lack of demographic, geo-spatial, and temporal metadata attached to individual posts, the limited Advanced Programming Interface, restricted access to data, and the large amounts of ephemeral posts on the site. Research limitations/implications This study focusses on Tumblr: the applicability of the approach to other media is not considered. The authors focus on published research and conference papers: there will be book content which was not found using the method. Tumblr as a platform has falling user numbers which may be of concern to researchers. Practical implications The authors identify practical barriers to research on the Tumblr platform including lack of metadata and access to big data, explaining why Tumblr is not as popular as Twitter in academic studies. Social implications This paper highlights the breadth of topics covered by social media researchers, which allows us to understand popular online platforms. Originality/value There has not yet been an overarching study to look at the methods and purpose of those who study Tumblr. The authors identify Tumblr-related research papers from the first appearing in 2011 July until 2015 July. The classification derived here provides a framework that can be used to analyse social media research, and in which to position Tumblr-related work, with recommendations on benefits and limitations of the platform for researchers.

Stairways to heaven: implementing social media in organizations

2013 ◽  
Vol 17 (5) ◽  
pp. 741-754 ◽  
Author(s):  
Moria Levy
Keyword(s):  
Social Media ◽  
Knowledge Management ◽  
Empirical Study ◽  
Design Methodology ◽  
Applied Research ◽  
Service Marketing ◽  
Content Type ◽  
Four Levels ◽  
Functional Components ◽  
Practical Implications

Purpose – This paper is aimed at both researchers and organizations. For researchers, it seeks to provide a means for better analyzing the phenomenon of social media implementation in organizations as a knowledge management (KM) enabler. For organizations, it seeks to suggest a step-by-step architecture for practically implementing social media and benefiting from it in terms of KM. Design/methodology/approach – The research is an empirical study. A hypothesis was set; empirical evidence was collected (from 34 organizations). The data were analyzed both quantitatively and qualitatively, thereby forming the basis for the proposed architecture. Findings – Implementing social media in organizations is more than a yes/no question; findings show various levels of implementation in organizations: some implementing at all levels, while others implement only tools, functional components, or even only visibility. Research limitations/implications – Two main themes should be further tested: whether the suggested architecture actually yields faster/eased KM implementation compared to other techniques; and whether it can serve needs beyond the original scope (KM, Israel) as tested in this study (i.e. also for other regions and other needs – service, marketing and sales, etc.). Practical implications – Organizations can use the suggested four levels architecture as a guideline for implementing social media as part of their KM efforts. Originality/value – This paper is original and innovative. Previous studies describe the implementation of social media in terms of yes/no; this research explores the issue as a graded one, where organizations can and do implement social media step-by-step. The paper's value is twofold: it can serve as a foundational study for future researches, which can base their analysis on the suggested architecture of four levels of implementation. It also serves as applied research that will help organizations searching for social media implementation KM enablers.

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