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Topic Modeling Analysis of Social Enterprises: Twitter Evidence

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  • Shr-Wei Kao

    (Department of Business Administration, National Taiwan University of Science and Technology, Taipei City 10607, Taiwan)

  • Pin Luarn

    (Department of Business Administration, National Taiwan University of Science and Technology, Taipei City 10607, Taiwan)

Abstract

Social media is a major channel used for communication by professional and social groups. The text posted on social media contains extremely rich information. To capture the development of social enterprises (SEs), this paper examines the tweets posted on Twitter and searches the hashtags on the Twitter Application Programming Interface (API) that SEs deem to be the most important. The results suggest that these tweets can be divided into three content groups (strategy, impact and business). This paper expands this into four dimensions (strategy, impact, business and people) and six indicators (social, opportunity, change, enterprise, network and team) and establishes a conceptual framework of SEs. This paper aims to enhance the understanding of the pertinent issues recently affecting SEs and extract findings that can act as a reference for follow-up studies.

Suggested Citation

  • Shr-Wei Kao & Pin Luarn, 2020. "Topic Modeling Analysis of Social Enterprises: Twitter Evidence," Sustainability, MDPI, vol. 12(8), pages 1-20, April.
    • Handle: RePEc:gam:jsusta:v:12:y:2020:i:8:p:3419-:d:349068
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    References listed on IDEAS

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    1. Johanna Mair & Ignasi Marti, 2006. "Social Entrepreneurship Research: A Source of Explanation, Prediction, and Delight," Post-Print hal-02311880, HAL.
    2. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    3. Fergus Lyon, 2012. "Social Innovation, Co-operation, and Competition: Inter-organizational Relations for Social Enterprises in the Delivery of Public Services," Palgrave Macmillan Books, in: Alex Nicholls & Alex Murdock (ed.), Social Innovation, chapter 5, pages 139-161, Palgrave Macmillan.
    4. Geoff Mulgan, 2006. "The Process of Social Innovation," Innovations: Technology, Governance, Globalization, MIT Press, vol. 1(2), pages 145-162, April.
    5. Faïz Gallouj & Maria Savona, 2009. "Innovation in services: a review of the debate and a research agenda," Journal of Evolutionary Economics, Springer, vol. 19(2), pages 149-172, April.
    6. Seelos, Christian & Mair, Johanna, 2005. "Social entrepreneurship: Creating new business models to serve the poor," Business Horizons, Elsevier, vol. 48(3), pages 241-246.
    7. Jacques Defourny & Marthe Nyssens, 2010. "Conceptions of Social Enterprise and Social Entrepreneurship in Europe and the United States: Convergences and Divergences," Journal of Social Entrepreneurship, Taylor & Francis Journals, vol. 1(1), pages 32-53, March.
    8. Faïz Gallouj & Paul Windrum, 2009. "Services and services innovation," Journal of Evolutionary Economics, Springer, vol. 19(2), pages 141-148, April.
    9. Mohammad Asgari Ghods, 2019. "Entrepreneurial marketing: the missing link in social enterprise studies," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 9(1), pages 1-12, December.
    10. Francesco Perrini & Clodia Vurro & Laura A. Costanzo, 2010. "A process-based view of social entrepreneurship: From opportunity identification to scaling-up social change in the case of San Patrignano," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 22(6), pages 515-534, October.
    11. Scott Deerwester & Susan T. Dumais & George W. Furnas & Thomas K. Landauer & Richard Harshman, 1990. "Indexing by latent semantic analysis," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 41(6), pages 391-407, September.
    12. Ermanno C. Tortia & Florence Degavre & Simone Poledrini, 2020. "Why are social enterprises good candidates for social innovation? Looking for personal and institutional drivers of innovation," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 91(3), pages 459-477, September.
    13. Faïz Gallouj, 2009. "Services and Innovation," Post-Print halshs-01113947, HAL.
    14. Mair, Johanna & Schoen, Oliver, 2005. "Social entrepreneurial business models: An exploratory study," IESE Research Papers D/610, IESE Business School.
    15. Faridah Djellal & Faïz Gallouj, 2008. "Innovation in services and entrepreneurship: beyond industrialist and technologist concepts of sustainable development," Post-Print halshs-01113906, HAL.
    16. M. Tina Dacin & Peter A. Dacin & Paul Tracey, 2011. "Social Entrepreneurship: A Critique and Future Directions," Organization Science, INFORMS, vol. 22(5), pages 1203-1213, October.
    17. Peredo, Ana María & McLean, Murdith, 2006. "Social entrepreneurship: A critical review of the concept," Journal of World Business, Elsevier, vol. 41(1), pages 56-65, February.
    18. Yoon, Hyui Geon & Kim, Hyungjun & Kim, Chang Ouk & Song, Min, 2016. "Opinion polarity detection in Twitter data combining shrinkage regression and topic modeling," Journal of Informetrics, Elsevier, vol. 10(2), pages 634-644.
    19. Mair, Johanna & Martí, Ignasi, 2006. "Social entrepreneurship research: A source of explanation, prediction, and delight," Journal of World Business, Elsevier, vol. 41(1), pages 36-44, February.
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    2. Retno Kusumastuti & Mesnan Silalahi & Anugerah Yuka Asmara & Ria Hardiyati & Vishnu Juwono, 2022. "Finding the context indigenous innovation in village enterprise knowledge structure: a topic modeling," Journal of Innovation and Entrepreneurship, Springer, vol. 11(1), pages 1-15, December.
    3. Junjie Lv & Zichen Wang & Yuqing Huang & Tong Wang & Yuanzhuo Wang, 2020. "How Can E-Commerce Businesses Implement Discount Strategies through Social Media?," Sustainability, MDPI, vol. 12(18), pages 1-19, September.

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