Discovery of repost patterns by topic analysis in enterprise social networking

2017 ◽  
Vol 69 (2) ◽  
pp. 158-173 ◽  
Author(s):  
Jianhong Luo ◽  
Xuwei Pan ◽  
Xiyong Zhu
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Online Social Network ◽  
Macro Level ◽  
Enterprise Management ◽  
Content Type ◽  
Topic Analysis ◽  
Enterprise Social Media ◽  
Media Messages ◽  
The Social

Purpose An increasing number of users are inspired by enterprises to repost social media messages, which greatly contributes to the dissemination of such messages in an online social network. The purpose of this paper is to discover the repost patterns of users regarding enterprise social media messages to help enterprises improve information management abilities for social media. Design/methodology/approach This paper proposes a novel method to discover the repost patterns of users in enterprise social networking (ESN) at the macro-level through topic analysis. Specifically, it proposes the message-diversity metric to measure the latent topic diversity degree of the social media messages. Through this technique, the paper analyzes the message-diversity characteristics of the enterprise social media messages and then explores the repost patterns of users. Findings The experimental results show that a high repost rate is more prominent for the messages with diverse latent topics, where message-diversity is as high as 0.5. Practical implications The findings have great potential in several management areas, such as employing social media marketing, predicting popular messages, helping enterprises strengthen their online presence, and gathering more potential customers. Originality/value This study explores how the repost patterns of users in ESN can be determined through general macro-level behavior of users instead of their micro-level processes. The patterns can also lead to a deeper understanding of which contents can drive people to diffuse information. This study gives an important insight into the information behavior of social media users for enterprise management researchers.

Social networking sites and customers’ attitude towards advertisements

2019 ◽  
Vol 13 (4) ◽  
pp. 477-491 ◽  
Author(s):  
Kaustav Mukherjee ◽  
Neelotpaul Banerjee
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Social Networking Sites ◽  
Purchase Intention ◽  
Positive Attitude ◽  
Social Networking Site ◽  
Customer Engagement ◽  
Content Type ◽  
The Social ◽  
The Impact

Purpose The study aims to demonstrate the impact of social media users’ positive attitude towards the social networking sites (SNS) on the generation of a positive attitude towards social networking advertisements (SNA). A favourable attitude towards the SNA thus generated can positively influence brand attitude and purchase intention. Design/methodology/approach An online survey was conducted to collect relevant data using a structured questionnaire. Structural equation modelling was conducted using the statistical software AMOS 18. Findings Empirical analysis revealed the importance of brand advertisements on the social networks in inciting a positive attitude as well as a purchase intention for the brand in the SNS users’ minds. Research limitations/implications The study has been conducted in the Indian context using Facebook as a model social networking site. Practical implications Social media being one of the most popular and user-friendly platforms for regular communications, marketers are suggested to allocate a sizeable share of the advertising budget for social media advertisements and customer engagement so as to help build a positive attitude towards the advertised brand in the SNS users’ minds. Originality/value To the best of the authors’ knowledge, the impact of users’ positive evaluation of SNS as an effective communication medium, on the generation of a positive attitude towards the SNA, has been dealt for the first time here.

scholarly journals What factors influence knowledge sharing in organizations? A social dilemma perspective of social media communication

2016 ◽  
Vol 20 (6) ◽  
pp. 1225-1246 ◽  
Author(s):  
Liana Razmerita ◽  
Kathrin Kirchner ◽  
Pia Nielsen
Keyword(s):  
Social Media ◽  
Knowledge Sharing ◽  
Social Dilemma ◽  
Self Determination ◽  
Management Support ◽  
Media Communication ◽  
Content Type ◽  
Enterprise Social Media ◽  
The Social ◽  
Social Media Platforms

Purpose Enterprise social media platforms provide new ways of sharing knowledge and communicating within organizations to benefit from the social capital and valuable knowledge that employees have. Drawing on social dilemma and self-determination theory, the purpose of this paper is to understand what factors drive employees’ participation and what factors hamper their participation in enterprise social media. Design/methodology/approach Based on a literature review, a unified research model is derived integrating demographic, individual, organizational and technological factors that influence the motivation of employees to share knowledge. The model is tested using statistical methods on a sample of 114 respondents in Denmark. Qualitative data are used to elaborate and explain quantitative findings. Findings The findings pinpoint towards the general drivers and barriers to knowledge sharing within organizations. The significant drivers to knowledge sharing are: enjoy helping others, monetary rewards, management support, management encourages and motivates knowledge sharing behavior and knowledge sharing is recognized. The significant identified barriers are: change of behavior, lack of trust and lack of time. Practical implications The proposed knowledge sharing framework helps to understand what factors impact engagement on social media. Furthermore, the article suggests different types of interventions to overcome the social dilemma of knowledge sharing. Originality/value The study contributes to an understanding of factors leading to the success or failure of enterprise social media drawing on self-determination and social dilemma theory.

Clubhouse Experience

2022 ◽  
pp. 244-264
Author(s):  
Ipek Deveci Kocakoç ◽  
Pınar Özkan
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Sentiment Analysis ◽  
Supervised Learning ◽  
European Countries ◽  
Media Messages ◽  
The Social ◽  
Social Media Platforms ◽  
Learning By Using

Clubhouse is an invitation-only social networking application that differs from the usual social media platforms in that it is “audio only.” In this chapter, the sentiments in the social media messages about Clubhouse in the classic SMPs are examined by supervised learning (by using Hugging Face Transformer Library), and the user feelings are analyzed. Because Turkey is in the first ranks among European countries in terms of both the number of social media users and the number of messages, the analysis is conducted using the Turkish users. Mentions of Clubhouse have begun on Twitter and Sourtimes platforms in Turkey in early 2021. In this study, the aim is to demonstrate how Clubhouse, a new and different SMP, is evaluated by Twitter and Sourtimes users and to reveal user thoughts about this SMP along the timeline by using sentiment analysis.

Impact of social media activity outcomes on brand equity

2020 ◽  
Vol 29 (7) ◽  
pp. 927-937 ◽  
Author(s):  
Jeen-Su Lim ◽  
Phuoc Pham ◽  
John H. Heinrichs
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Brand Equity ◽  
Hierarchical Regression ◽  
Content Type ◽  
User Comments ◽  
The Social ◽  
Potential Applications ◽  
Social Media Platforms ◽  
The Impact

Purpose Firms are increasingly using social media platforms to engage with individuals, as it is recognized that a firm’s social media activity outcomes, such as number of user comments, followers or likes, impact brand equity. This study aims to evaluate both the extent that these social media activity outcomes relate to brand equity and the classification of firms which benefit from the various types of social media activity outcomes. Design/methodology/approach This study identifies various components of social media activity and then captures specific social media activity outcomes for Fortune 500 firms. This study then performs a hierarchical regression analysis to assess the impact of the various social media activity outcomes on brand equity. Findings The results show significant relationships of social media activity outcomes with brand equity. The activity outcome measures of social networking and content communities platform are significantly related to a firm’s brand equity. This study also found that the social media activity outcome levels of various types of social media platforms are contingent upon a firm’s brand country of origin and industry classification type. Practical implications The results help firms gain a clearer view of potential applications of social media platforms, thus improving their understanding of the impact of social media. This study can enhance social media strategy and design tactics to improve brand equity. The findings can also guide firms in evaluating which social media activity outcomes enhance brand equity. Originality/value The results highlight that activity outcomes in a firm’s selected content communities platform and social networking platform are related to brand equity.

Employing a dramaturgical lens to the interpretation of brand online social networking

2019 ◽  
Vol 22 (3) ◽  
pp. 278-300
Author(s):  
Heejin Lim ◽  
David W. Schumann
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Sense Of Self ◽  
Online Social Networking ◽  
Content Type ◽  
The Public ◽  
Brand Relationship ◽  
Online Brand Communities ◽  
The Social ◽  
Media Platform

Purpose Brand online social networking (BOSN) is a novel marketing phenomenon in which companies initiate and cultivate relationships with their customers through online social networking (OSN) sites. Because of its openness to the public, BOSN is distinct from a traditional brand community. This study aims to explore patterns and schemes of individuals’ BOSN based on the sociological schemas noted in Goffman’s dramaturgical approach. Design/methodology/approach This study adopts in-depth personal interviews to uncover the full meaning of BOSN. A total of 21 Facebook brand page participants were interviewed, and the interviews were recorded digitally and transcribed verbatim, providing data for analysis. Triangulation was accomplished through examination of informants’ Facebook webpages that presented their own postings. The transcribed data were interpreted using a hermeneutic approach. Findings The data analysis based on the dramaturgical lens reveals four key themes: diversity in consumers’ intentionality toward BOSN social connections, their feeling of contamination of the digital self and a desire for autonomy, consumers’ roles as the actors and audiences on a brand’s BOSN stage and backstage experience and consumers’ feeling of intimacy. Findings highlight how individuals’ perceptions of audiences and the social media platform as a stage influence their performance in BOSN conjointly. These findings reveal that individuals participate in BOSN as a means of augmenting their identity. Originality/value Findings from this study advance the extant literature addressing online brand communities by exploring a novel form of brand assemblages within the context of social media. Employing a dramaturgical approach, this study identifies the distinct nature of the consumer–brand relationship in the virtual agora of OSN, which is hyperindividualistic in nature and is used to augment a sense of self.

Polarity Classification of Arabic Sentiments

2016 ◽  
Vol 11 (3) ◽  
pp. 32-49 ◽  
Author(s):  
Mohammed N. Al-Kabi ◽  
Heider A. Wahsheh ◽  
Izzat M. Alsmadi
Keyword(s):  
Social Media ◽  
Sentiment Analysis ◽  
Operating Characteristic ◽  
Opinion Mining ◽  
Online Social Network ◽  
The Social ◽  
Polarity Classification ◽  
Arabic Sentiment Analysis ◽  
Modern Standard

Sentiment Analysis/Opinion Mining is associated with social media and usually aims to automatically identify the polarities of different points of views of the users of the social media about different aspects of life. The polarity of a sentiment reflects the point view of its author about a certain issue. This study aims to present a new method to identify the polarity of Arabic reviews and comments whether they are written in Modern Standard Arabic (MSA), or one of the Arabic Dialects, and/or include Emoticons. The proposed method is called Detection of Arabic Sentiment Analysis Polarity (DASAP). A modest dataset of Arabic comments, posts, and reviews is collected from Online social network websites (i.e. Facebook, Blogs, YouTube, and Twitter). This dataset is used to evaluate the effectiveness of the proposed method (DASAP). Receiver Operating Characteristic (ROC) prediction quality measurements are used to evaluate the effectiveness of DASAP based on the collected dataset.

scholarly journals Defining user risk in social networking services

2015 ◽  
Vol 67 (1) ◽  
pp. 94-115 ◽  
Author(s):  
David Haynes ◽  
Lyn Robinson
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Personal Data ◽  
Sample Survey ◽  
Policy Makers ◽  
Social Networking Services ◽  
Content Type ◽  
The Uk ◽  
Purposive Sample ◽  
Risk Categories

Purpose – The purpose of this paper is to identify the risks faced by users of online social networking services (SNSs) in the UK and to develop a typology of risk that can be used to assess regulatory effectiveness. Design/methodology/approach – An initial investigation of the literature revealed no detailed taxonomies of risk in this area. Existing taxonomies were reviewed and merged with categories identified in a pilot survey and expanded in purposive sample survey directed at the library and information services (LIS) community in the UK. Findings – Analysis of the relationships between different risk categories yielded a grouping of risks by their consequences. This aligns with one of the objectives of regulation, which is to mitigate risks. Research limitations/implications – This research offers a tool for evaluation of different modes of regulation of social media. Practical implications – Awareness of the risks associated with use of online SNSs and wider social media contributes to the work of LIS professionals in their roles as: educators; intermediaries; and users of social media. An understanding of risk also informs the work of policy makers and legislators responsible for regulating access to personal data. Originality/value – A risk-based view of regulation of personal data on social media has not been attempted in such a comprehensive way before.

Is this mine? Psychological ownership and the social media follower

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Caroline S.L. Tan
Keyword(s):  
Social Media ◽  
Design Methodology ◽  
Vital Role ◽  
Psychological Ownership ◽  
Structured Interviews ◽  
Content Type ◽  
Face To Face ◽  
The Social ◽  
Social Currency ◽  
Different Levels

Purpose The purpose of this study is to examine psychological ownership (PO) experienced by followers of social media influencers toward both influencer and the product. Design/methodology/approach Data were collected using face-to-face semi-structured interviews that were conducted with 30 respondents and analyzed using thematic analysis. Findings The study demonstrated that the PO experienced by the follower changes under different conditions resulting from perceived value, social currency and follower activity. Social currency plays a vital role in determining the target of PO, often affecting the narrative by the follower. Originality/value To the best of the author’s knowledge, this is the first paper to examine the transference of PO between product and influencer as experienced by the follower. It provides an understanding on PO that is experienced in different levels of intensity and changes depending on the motive of the follower; hence, transference of PO occurs and it is not a static.

Should I suggest this YouTube clip? The impact of UGC source credibility on eWOM and purchase intention

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Mazzini Muda ◽  
Muhammad Iskandar Hamzah
Keyword(s):  
Social Media ◽  
Structural Equation Modeling ◽  
Purchase Intention ◽  
Structural Equation ◽  
Word Of Mouth ◽  
Source Credibility ◽  
Equation Modeling ◽  
Content Type ◽  
The Social ◽  
The Impact

PurposeIn spite of the increasing organic and interactive marketing activities over social media, a general understanding of the source credibility of voluntary user-generated content (UGC) is still limited. In line with the social identity theory, this paper examines the effects of consumers' perceived source credibility of UGC in YouTube videos on their attitudes and behavioral intentions. Additionally, source homophily theory is included to predict the antecedent of source credibility.Design/methodology/approachThree hundred and seventy two Generation Y respondents were interviewed using snowball sampling. Data were analyzed with component-based structural equation modeling technique of partial least squares-structural equation modeling (PLS-SEM).FindingsFindings confirmed that perceived source credibility indirectly affects purchase intention (PI) and electronic word-of-mouth via attitude toward UGC. Besides, perceived source credibility mediates the effect of perceived source homophily on attitude toward UGC.Practical implicationsSince today's consumers have begun to trust and rely more on UGC than company-generated content on social media when making purchase decisions, companies may reconsider democratizing certain aspects of their branding strategies. Firms may fine-tune their marketing communication budgets – not only just by sponsoring public figures and celebrities but also by nurturing coproductive engagements with independent content creators who are ordinary consumers. Endowed with their imposing credibility, these micro-influencers and prosumers have high potentials to be uplifted to brand ambassadors.Originality/valueWhile consumers' purchase outcome can be measured easily using metrics and analytics, the roles of source homophily in stages leading up to the purchase is still elusive. Drawing on the rich theoretical basis of source homophily may help researchers to understand not only how credibility and attitude are related to PI but also how this nexus generates positive word of mouth among UGC followers within the social media circles.

How to build employees' relationship capital through different enterprise social media platform use: the moderating role of innovation culture

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Liang Ma ◽  
Xin Zhang ◽  
Gaoshan Wang ◽  
Ge Zhang
Keyword(s):  
Social Media ◽  
Information Exchange ◽  
Content Type ◽  
Enterprise Social Media ◽  
Work Related ◽  
Innovation Culture ◽  
Social Media Platforms ◽  
Relationship Capital ◽  
Moderating Role

PurposeThe purpose of the present study is to build a research model to study how the use of different enterprise social media platforms affects employees' relationship capital, and the moderating role of innovation culture is also examined.Design/methodology/approachStructural equation modeling was performed to test the research model and hypotheses. Surveys were conducted in an electronic commerce company in China that uses different social media platforms, generating 301 valid responses for analysis.FindingsFirst, private social media used for work-related purposes can contribute to employees' relationship capital, and public social media QQ used for work-related purposes can contribute to employees' communication quality. WeChat used for social-related purposes has a positive effect on employees' information exchange. Second, innovation culture acts as a positive moderator between work-related media use and employees' information exchange, while innovation culture acts as a negative moderator between social-related WeChat use and employees' information exchange. Third, innovation culture acts as a positive moderator between work-related QQ use and employees' trust, while innovation culture acts as a negative moderator between social-related QQ use and employees' trust.Originality/valueFirst, this paper contributes to the information system (IS) social media literature by studying the effect of the use of different enterprise social media platforms used for different purposes on employees' relationship capital. Second, the authors contribute to relationship capital theory by clarifying that use of public and private social media platforms for social- and work-related purposes is an important driver of the formation of employees' relational capital. Third, the present study also contributes to enterprise social media literature by confirming that innovation culture acts as a different moderator between use of different enterprise social media platforms and employees' relationship capital.

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