Discovering Key Actors and Opinion Leaders on Twitter’s Start-Up and Entrepreneurship Topics Trending: A Social Network Analysis Approach

Isi Artikel Utama

Eristian Wibisono

Abstrak

The topic of start-ups and entrepreneurship has been widely discussed on social media to disseminate information while serving as a digital marketing platform. Unfortunately, researchers and practitioners interested in analyzing social networks to gain business advantage through digital platforms still need to be expanded. This paper analyzes networks on social media to find important actors and opinion leaders on trending start-up and entrepreneurship topics. Data analytics is performed using one of the most extensive social media, Twitter. Several visualizations of the social network of these actors are then displayed using specific network visualization applications. The results are discussed by analyzing the main attributes in the network, namely degree, centrality, modularity, and word cloud, which can lead us to discover important attributes in the network: main actors, opinion leaders, groupings of actors according to topics discussed, and specific terms that are trending topics. This paper contributes to digital marketing practitioners and social network analysis studies in related fields with a concise and duplicable methodology. Further research is recommended to work more extensively with more representative data from multiple networks to analyze these topics in more depth.

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Alalwan, Ali Abdallah. 2018. “Investigating the Impact of Social Media Advertising Features on Customer Purchase Intention.” International Journal of Information Management 42: 65–77.

Almotairy, Bodor, Manal Abdullah, and Rabeeh Abbasi. 2020. “The Impact of Social Media Adoption on Entrepreneurial Ecosystem.” Emerging Extended Reality Technologies for Industry 4: 63–79.

Amado, Alexandra, Paulo Cortez, Paulo Rita, and Sérgio Moro. 2018. “Research Trends on Big Data in Marketing: A Text Mining and Topic Modeling Based Literature Analysis.” European Research on Management and Business Economics 24 (1): 1–7.

Asghari, Mohsen, Daniel Sierra-Sosa, and Adel Elmaghraby. 2018. “Trends on Health in Social Media: Analysis Using Twitter Topic Modeling.” In 2018 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), 558–63. IEEE.

Azaouzi, Mehdi, Delel Rhouma, and Lotfi ben Romdhane. 2019. “Community Detection in Large-Scale Social Networks: State-of-the-Art and Future Directions.” Social Network Analysis and Mining 9 (1): 1–32.

Barabási, Albert-László. 2013. “Network Science.” Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 371 (1987): 20120375.

Bharadwaj, Anandhi, Omar A El Sawy, Paul A Pavlou, and N v Venkatraman. 2013. “Digital Business Strategy: Toward a next Generation of Insights.” MIS Quarterly, 471–82.

Borgatti, Stephen P, Ajay Mehra, Daniel J Brass, and Giuseppe Labianca. 2009. “Network Analysis in the Social Sciences.” Science 323 (5916): 892–95.

Broder, Andrei, Ravi Kumar, Farzin Maghoul, Prabhakar Raghavan, Sridhar Rajagopalan, Raymie Stata, Andrew Tomkins, and Janet Wiener. 2011. “Graph Structure in the Web.” In The Structure and Dynamics of Networks, 183–94. Princeton University Press.

Bruns, Axel, and Jean Burgess. 2012. “Researching News Discussion on Twitter: New Methodologies.” Journalism Studies 13 (5–6): 801–14.

Cao, Yingxia, Haya Ajjan, Paul Hong, and Thuong Le. 2018. “Using Social Media for Competitive Business Outcomes: An Empirical Study of Companies in China.” Journal of Advances in Management Research.

Cheng, Qikai, Jiamin Wang, Wei Lu, Yong Huang, and Yi Bu. 2020. “Keyword-Citation-Keyword Network: A New Perspective of Discipline Knowledge Structure Analysis.” Scientometrics 124 (3): 1923–43.

Chouchani, Nadia, and Mourad Abed. 2020. “Online Social Network Analysis: Detection of Communities of Interest.” Journal of Intelligent Information Systems 54 (1): 5–21.

Coletto, Mauro, Andrea Esuli, Claudio Lucchese, Cristina Ioana Muntean, Franco Maria Nardini, Raffaele Perego, and Chiara Renso. 2017. “Perception of Social Phenomena through the Multidimensional Analysis of Online Social Networks.” Online Social Networks and Media 1: 14–32.

Cornwall, Jeffrey R, and Michael J Naughton. 2003. “Who Is the Good Entrepreneur? An Exploration within the Catholic Social Tradition.” Journal of Business Ethics 44 (1): 61–75.

Coulter, Keith S, and Anne Roggeveen. 2012. “‘Like It or Not’: Consumer Responses to Word‐of‐mouth Communication in On‐line Social Networks.” Management Research Review 35 (9): 878–99.

Cusumano, Michael A, David B Yoffie, and Annabelle Gawer. 2020. “The Future of Platforms.” MIT Sloan Management Review 61 (3): 46–54.

Dahal, Biraj, Sathish A P Kumar, and Zhenlong Li. 2019. “Topic Modeling and Sentiment Analysis of Global Climate Change Tweets.” Social Network Analysis and Mining 9 (1): 1–20.

Dijck, José van. 2011. “Tracing Twitter: The Rise of a Microblogging Platform.” International Journal of Media & Cultural Politics 7 (3): 333–48.

Dlamini, Nomusa Nomhle, and Kevin Johnston. 2018. “The Use of Social Media by South African Organisations.” Journal of Advances in Management Research.

Durda, Lukáš, and Aleksandr Ključnikov. 2019. “Social Networks in Entrepreneurial Startups Development.” Economics & Sociology 12 (3): 192–208.

Evans, Dave. 2010. Social Media Marketing: The next Generation of Business Engagement. John Wiley & Sons.

Freeman, Richard B. 1995. “The Large Welfare State as a System.” The American Economic Review 85 (2): 16–21.

Gandomi, Amir, and Murtaza Haider. 2015. “Beyond the Hype: Big Data Concepts, Methods, and Analytics.” International Journal of Information Management 35 (2): 137–44.

Garg, Ebha, Sanjeev Swami, and Sunita Kumari Malhotra. 2018. “Branding Effectiveness Measurement in Non-Profit Environment.” Journal of Advances in Management Research.

Geho, Patrick R, and Jennifer Dangelo. 2012. “The Evolution of Social Media as a Marketing Tool for Entrepreneurs.” The Entrepreneurial Executive 17: 61.

Gillin, Paul. 2007. The New Influencers: A Marketer’s Guide to the New Social Media. Linden Publishing.

Goodier, Sarah. 2018. “Evaluating the Network: A Workflow for Tracking Twitter Interactions Using Social Networking Analysis.” Journal of Interactive Media in Education 2018 (1).

Hajli, M Nick. 2014. “A Study of the Impact of Social Media on Consumers.” International Journal of Market Research 56 (3): 387–404.

Hidayat, Sutan Emir, Ahmad Rafiki, and Maryam Humood al Khalifa. 2018. “The Social Media Adoption of Public Sector in the Kingdom of Bahrain.” Journal of Advances in Management Research.

Hu, Yuheng, Anbang Xu, Yili Hong, David Gal, Vibha Sinha, and Rama Akkiraju. 2019. “Generating Business Intelligence through Social Media Analytics: Measuring Brand Personality with Consumer-, Employee-, and Firm-Generated Content.” Journal of Management Information Systems 36 (3): 893–930.

Hussain, Sadiq, L J Muhammad, and Atomsa Yakubu. 2018. “Mining Social Media and DBpedia Data Using Gephi and R.” Journal of Applied Computer Science & Mathematics 12 (1): 14–20.

Jha, Ashish Kumar, Maher A N Agi, and Eric W T Ngai. 2020. “A Note on Big Data Analytics Capability Development in Supply Chain.” Decision Support Systems 138: 113382.

Joseph, Nimish, Arpan Kumar Kar, P Vigneswara Ilavarasan, and Shankar Ganesh. 2017. “Review of Discussions on Internet of Things (IoT): Insights from Twitter Analytics.” Journal of Global Information Management (JGIM) 25 (2): 38–51.

Kaur, Irameet, Charu Shri, and K M Mital. 2018. “Performance Management Model for Teachers Based on Emotional Intelligence and Social Media Competencies.” Journal of Advances in Management Research.

Khajeheian, Datis. 2012. “New Venture Creation in Social Media Platform; Towards a Framework for Media Entrepreneurship.” In Handbook of Social Media Management: Value Chain and Business Models in Changing Media Markets, 125–42. Springer.

Khan, Gohar Feroz, Ho Young Yoon, Jiyoung Kim, and Han Woo Park. 2014. “From E-Government to Social Government: Twitter Use by Korea’s Central Government.” Online Information Review.

Kim, Namil, and Wonjoon Kim. 2018. “Do Your Social Media Lead You to Make Social Deal Purchases? Consumer-Generated Social Referrals for Sales via Social Commerce.” International Journal of Information Management 39: 38–48.

Kodithuwakku, Sarath S, and Peter Rosa. 2002. “The Entrepreneurial Process and Economic Success in a Constrained Environment.” Journal of Business Venturing 17 (5): 431–65.

Kuckertz, Andreas, Leif Brändle, Anja Gaudig, Sebastian Hinderer, Carlos Arturo Morales Reyes, Alicia Prochotta, Kathrin M Steinbrink, and Elisabeth S C Berger. 2020. “Startups in Times of Crisis–A Rapid Response to the COVID-19 Pandemic.” Journal of Business Venturing Insights 13: e00169.

Lakhiwal, Akshat, and Arpan Kumar Kar. 2016. “Insights from Twitter Analytics: Modeling Social Media Personality Dimensions and Impact of Breakthrough Events.” In Conference on E-Business, e-Services and e-Society, 533–44. Springer.

Lin, Hsin-Chen, Patrick F Bruning, and Hepsi Swarna. 2018. “Using Online Opinion Leaders to Promote the Hedonic and Utilitarian Value of Products and Services.” Business Horizons 61 (3): 431–42.

Malhotra, Arvind, Claudia Kubowicz Malhotra, and Alan See. 2012. “How to Get Your Messages Retweeted.” MIT Sloan Management Review 53 (2): 61–66.

Men, Linjuan Rita, Yi Grace Ji, and Zifei Fay Chen. 2017. “Dialogues with Entrepreneurs in China: How Start-up Companies Cultivate Relationships with Strategic Publics.” Journal of Public Relations Research 29 (2–3): 90–113.

Newman, Mark. 2008. “The Physics of Networks.” Physics Today 61 (11): 33–38.

Nisar, Tahir M, Guru Prabhakar, and Pushp P Patil. 2018. “Sports Clubs’ Use of Social Media to Increase Spectator Interest.” International Journal of Information Management 43: 188–95.

Park, Albert, Mike Conway, and Annie T Chen. 2018. “Examining Thematic Similarity, Difference, and Membership in Three Online Mental Health Communities from Reddit: A Text Mining and Visualization Approach.” Computers in Human Behavior 78: 98–112.

Park, Seunghyun Brian, Jichul Jang, and Chihyung Michael Ok. 2016. “Analyzing Twitter to Explore Perceptions of Asian Restaurants.” Journal of Hospitality and Tourism Technology 7 (4): 405–22.

Prabowo, Nugroho Agung, Bambang Pujiarto, Firmantya Safri Wijaya, Lutfiana Gita, and Denny Alfandy. 2021. “Social Network Analysis for User Interaction Analysis on Social Media Regarding E-Commerce Business.” International Journal of Informatics and Information Systems 4 (2): 95–102.

Rathore, Ashish Kumar, and P Vigneswara Ilavarasan. 2020. “Pre-and Post-Launch Emotions in New Product Development: Insights from Twitter Analytics of Three Products.” International Journal of Information Management 50: 111–27.

Rodriguez, Michael, Robert M Peterson, and Vijaykumar Krishnan. 2012. “Social Media’s Influence on Business-to-Business Sales Performance.” Journal of Personal Selling & Sales Management 32 (3): 365–78.

Sadri, Yasser, Saeid Taghavi Afshord, Shahriar Lotfi, and Vahid Majidnezhad. 2022. “Handling Topic Dependencies alongside Topology Interactions Using Fuzzy Inferences for Discovering Communities in Social Networks.” Expert Systems with Applications 208: 118188.

Sarkar, Dipanjan. 2016. Text Analytics with Python. Springer.

Sarker, Iqbal H. 2021. “Data Science and Analytics: An Overview from Data-Driven Smart Computing, Decision-Making and Applications Perspective.” SN Computer Science 2 (5): 377.

Saura, Jose Ramon, Pedro Palos-Sanchez, and Antonio Grilo. 2019. “Detecting Indicators for Startup Business Success: Sentiment Analysis Using Text Data Mining.” Sustainability 11 (3): 917.

Shao, Cuili, Yonggang Yang, Sapna Juneja, and Tamizharasi GSeetharam. 2022. “IoT Data Visualization for Business Intelligence in Corporate Finance.” Information Processing & Management 59 (1): 102736.

Simon, Tomer, Avishay Goldberg, and Bruria Adini. 2015. “Socializing in Emergencies—A Review of the Use of Social Media in Emergency Situations.” International Journal of Information Management 35 (5): 609–19.

Sindhani, Mohit, Nakul Parameswar, Sanjay Dhir, and Viput Ongsakul. 2019. “Twitter Analysis of Founders of Top 25 Indian Startups.” Journal for Global Business Advancement 12 (1): 117–44.

Singh, Shiwangi, and Sanjay Dhir. 2019. “Structured Review Using TCCM and Bibliometric Analysis of International Cause-Related Marketing, Social Marketing, and Innovation of the Firm.” International Review on Public and Nonprofit Marketing 16 (2): 335–47.

Siti-Nabiha, A K, Norfarah Nordin, and Boon Kar Poh. 2021. “Social Media Usage in Business Decision-Making: The Case of Malaysian Small Hospitality Organisations.” Asia-Pacific Journal of Business Administration.

Stieglitz, Stefan, and Linh Dang-Xuan. 2013. “Social Media and Political Communication: A Social Media Analytics Framework.” Social Network Analysis and Mining 3: 1277–91.

Stieglitz, Stefan, Linh Dang-Xuan, Axel Bruns, and Christoph Neuberger. 2014. “Social Media Analytics: An Interdisciplinary Approach and Its Implications for Information Systems.” Business & Information Systems Engineering 6: 89–96.

Stieglitz, Stefan, Milad Mirbabaie, Björn Ross, and Christoph Neuberger. 2018. “Social Media Analytics–Challenges in Topic Discovery, Data Collection, and Data Preparation.” International Journal of Information Management 39: 156–68.

Sukumar, Arun, Vahid Jafari-Sadeghi, and Zimu Xu. 2021. “The Influences of Social Media on Chinese Start-up Stage Entrepreneurship.” World Review of Entrepreneurship, Management and Sustainable Development 17 (5): 559–78.

Tajpour, Mehdi, and Elahe Hosseini. 2021. “Entrepreneurial Intention and the Performance of Digital Startups: The Mediating Role of Social Media.” Journal of Content, Community & Communication 13 (1): 2–15.

Takhteyev, Yuri, Anatoliy Gruzd, and Barry Wellman. 2012. “Geography of Twitter Networks.” Social Networks 34 (1): 73–81.

Toder-Alon, Anat, Frédéric F Brunel, and Susan Fournier. 2014. “Word-of-Mouth Rhetorics in Social Media Talk.” Journal of Marketing Communications 20 (1–2): 42–64.

Troise, Ciro, Leo Paul Dana, Mario Tani, and Kyung Young Lee. 2022. “Social Media and Entrepreneurship: Exploring the Impact of Social Media Use of Start-Ups on Their Entrepreneurial Orientation and Opportunities.” Journal of Small Business and Enterprise Development 29 (1): 47–73.

Wallace, Matthew L, Yves Gingras, and Russell Duhon. 2009. “A New Approach for Detecting Scientific Specialties from Raw Cocitation Networks.” Journal of the American Society for Information Science and Technology 60 (2): 240–46.

Xiang, Zheng, Zvi Schwartz, John H Gerdes Jr, and Muzaffer Uysal. 2015. “What Can Big Data and Text Analytics Tell Us about Hotel Guest Experience and Satisfaction?” International Journal of Hospitality Management 44: 120–30.

Zhang, Mingxin. 2010. “Social Network Analysis: History, Concepts, and Research.” Handbook of Social Network Technologies and Applications, 3–21.