scholarly journals Mining for Social Media: Usage Patterns of Small Businesses

2017 ◽  
Vol 8 (1) ◽  
pp. 43-50 ◽  
Author(s):  
Shilpa Balan ◽  
Janhavi Rege

AbstractBackground: Information can now be rapidly exchanged due to social media. Due to its openness, Twitter has generated massive amounts of data. In this paper, we apply data mining and analytics to extract the usage patterns of social media by small businesses. Objectives: The aim of this paper is to describe with an example how data mining can be applied to social media. This paper further examines the impact of social media on small businesses. The Twitter posts related to small businesses are analyzed in detail. Methods/Approach: The patterns of social media usage by small businesses are observed using IBM Watson Analytics. In this paper, we particularly analyze tweets on Twitter for the hashtag #smallbusiness. Results: It is found that the number of females posting topics related to small business on Twitter is greater than the number of males. It is also found that the number of negative posts in Twitter is relatively low. Conclusions: Small firms are beginning to understand the importance of social media to realize their business goals. For future research, further analysis can be performed on the date and time the tweets were posted.

2013 ◽  
Vol 28 (1) ◽  
pp. 187-207 ◽  
Author(s):  
Ludwig Christian Schaupp ◽  
France Bélanger

ABSTRACT Companies are implementing social media for marketing, advertising, employee recruitment, and overall communications with employees, clients, and partners. Small businesses are able to gain substantial value from social media but there are also many challenges. In this research, the Technology-Organization-Environment framework, the Resource-Based View theory, and interview data are combined to develop a model of social media usage and value for small businesses. Survey data from small businesses from a variety of industries and geographical locations are collected to validate the model. Results indicate that technology competence, pressure from clients, and characteristics of the mobile environment are significant antecedents of social media usage. The dimensions of social media value—perceived impact on internal operations, marketing, customer service, and sales—are also significant. Implications and avenues for future research are discussed.


Author(s):  
Sylvaine Castellano ◽  
Insaf Khelladi

New opportunities and challenges are emerging thanks to the growing Internet importance and social media usage. Although practitioners have already recognized the strategic dimension of e-reputation and the power of social media, academic research is still in its infancy when it comes to e-reputation determinants in a social networks context. A study was conducted in the sports setting to explore the impact of social networks on the sportspeople's e-reputation. Whereas the study emphasized (1) the influence of social networks' perception on the sportspeople's e-reputation, and the neutral roles of (2) the motives for following sportspeople online, and (3) the negative content on the Internet, additional insights are formulated on maintaining, restoring and managing e-reputation on social networks. Finally, future research directions are suggested on the role of image to control e-reputation.


2021 ◽  
Vol 9 (1) ◽  
pp. 19
Author(s):  
Khairil Anwar ◽  
Abdul Mujib

The predominance and use of social media for sacred and secular purposes have made it imperative to understand the role of social media in people’s religious motives and life. Therefore, grounded in gratification theory, the current study examines the impact of social media usage intensity, social media usage frequency, and religious appreciation in developing and strengthening different motives, i.e., ministering, spiritual enlightenment, religious information, relaxing entertainment, and well-being, among the followers of social media pages/accounts/sites for faith-based content. Following a quantitative research methodology, data were collected from the 562 followers of social media, i.e., Facebook, YouTube, Instagram, and Twitter. Data were analyzed using Structural Equation Modeling (SEM) in SmartPLS3 software. The results revealed that social media usage intensity and frequency positively influenced all five motives of individuals with a higher impact on individuals’ motive of gaining religious information followed by spiritual enlightenment and well-being. Likewise, religious appreciation positively impacted all five motives of individuals to assess the faith-based content on social media pages/accounts/sites. However, the intensity of the impact varied from well-being, relaxing entertainment, ministering, religious information to spiritual enlightenment from the highest to lowest level, respectively. Moreover, the unique concept, theoretical and practical implications, and future research insights of the study are major advances to literature in the field.


Author(s):  
Sylvaine Castellano ◽  
Insaf Khelladi

New opportunities and challenges are emerging thanks to the growing Internet importance and social media usage. Although practitioners have already recognized the strategic dimension of e-reputation and the power of social media, academic research is still in its infancy when it comes to e-reputation determinants in a social networks context. A study was conducted in the sports setting to explore the impact of social networks on the sportspeople's e-reputation. Whereas the study emphasized (1) the influence of social networks' perception on the sportspeople's e-reputation, and the neutral roles of (2) the motives for following sportspeople online, and (3) the negative content on the Internet, additional insights are formulated on maintaining, restoring and managing e-reputation on social networks. Finally, future research directions are suggested on the role of image to control e-reputation.


2019 ◽  
Vol 14 (2) ◽  
pp. 183-191
Author(s):  
Qing Deng ◽  
Yi Liu ◽  
Xiaodong Liu ◽  
Hui Zhang ◽  
Xiaolong Deng

ABSTRACTSocial media play an important role in emergency management. The location of citizens and distance from a disaster influence the social media usage patterns. Using the Tianjin Port Explosion, we apply the correlation analysis and regression analysis to explore the relationship between online engagement and location. Citizens’ online engagement is estimated by social media. Three dimensions of the psychological distance – spatial, temporal, and social distances – are applied to measure the effects of location and distance. Online engagement is negatively correlated to such 3 kinds of the distance, which indicates that citizens may pay less attention to a disaster that happens at a far away location and at an area of less interaction or at a relatively long period of time. Furthermore, a linear model is proposed to measure the psychological distance. The quantification relationship between online engagement and psychological distance is discussed. The result enhances our understanding of social media usage patterns related to location and distance. The study gives a new insight on situation awareness, decision-making during disasters.


2021 ◽  
Author(s):  
Olivia Hughes ◽  
Rachael Hunter

BACKGROUND Psoriasis is a chronic inflammatory skin condition, which can be affected by stress. Living with psoriasis can trigger negative emotions, which may influence quality of life. OBJECTIVE This study explored the experiences of people with psoriasis with attention to the potential role of anger in the onset and progression of the chronic skin condition. METHODS Semi-structured qualitative interviews were conducted with twelve participants (n=5 females, n=7 males) recruited online from an advert on a patient charity’s social media platforms. Data were transcribed and analysed using thematic analysis. RESULTS Four key themes were identified: (1) ‘I get really angry with the whole situation:’ anger at the self and others, (2) the impact of anger on psoriasis: angry skin, (3) shared experiences of distress, and (4) moving past anger to affirmation. CONCLUSIONS Findings suggest that anger can have a perceived impact on psoriasis through contributing to sensory symptoms and unhelpful coping cycles and point to a need for enhanced treatment with more psychological support. The findings also highlight the continued stigma which exists for people living with skin conditions and how this may contribute to, and sustain, anger for those individuals. Future research could usefully focus on developing targeted psychosocial interventions to promote healthy emotional coping with psoriasis.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Shaoyu Ye ◽  
Kevin K.W. Ho ◽  
Andre Zerbe

Purpose This study aims to clarify the effects of different patterns of Facebook, Twitter and Instagram usage on user loneliness and well-being in Japan. Design/methodology/approach Based on responses to a self-report questionnaire in Japan, 155 university students were separated into 4 groups: users of Twitter only, users of Twitter and Facebook, users of Twitter and Instagram and users of all three social media. The effects of social media usage on loneliness and well-being for each group were analysed. Findings No social media usage effects on loneliness or well-being were detected for those who used only Twitter or both Twitter and Instagram. For those using both Twitter and Facebook, loneliness was reduced when users accessed Twitter and Facebook more frequently but was increased when they posted more tweets. Users of all three social media were lonelier and had lower levels of well-being when they accessed Facebook via PC longer; whereas their their access time of Facebook via smartphones helped them decrease loneliness and improve their levels of well-being. Originality/value The findings reported here provide possible explanations for the conflicting results reported in previous research by exploring why users choose different social media platforms to communicate with different groups of friends or acquaintances and different usage patterns that affect their loneliness and well-being.


2018 ◽  
Vol 10 (9) ◽  
pp. 3032 ◽  
Author(s):  
Reginald Masocha ◽  
Olawale Fatoki

The study sought to examine the role that coercive isomorphic pressures play in the sustainable development practices by small and medium enterprises (SMEs). The survey research approach was utilised in the research through 222 self-administered questionnaires distributed to SME owners and managers. The structural equation modelling (SEM) method was utilised to analyse the data through the Maximum Likelihood Estimation (MLE) method in Amos Version 24 software. Major findings in this study are that coercive isomorphic pressures have a significant impact on all the three dimensions of sustainable development which are economic, environmental and social. The implications are that government, environmental pressure groups and other stakeholders need to take into consideration the coercive pressures such as laws and regulations in pressuring small businesses to enhance sustainability practices. The research contributes by unearthing the extent to which coercive pressures impact the behaviour and practices of SMEs in sustainability practices. The study indicates that eventually small firms are expected to behave the same when it comes to adopting sustainability practices due to coercive isomorphism. The findings of this study further contribute toward understanding the concept of sustainable development in practice and theory.


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