Topic Modelling Application for Determining Competitiveness Factors of the Small Business Firms

Authors

  • Muhammad Masyhuri 1. Faculty of Business and Economics, University of Pécs, Hungary2. STIE GICI Business School, Indonesia

DOI:

https://doi.org/10.23887/ijssb.v6i2.43164

Keywords:

Competitiveness, small business firm, Mallet topic modelling tool

Abstract

Small and medium enterprises play an important role worldwide, in both developed and developing countries. A big part of the problem of small businesses today is competing and maintaining their business among competitors. This study aims to generate a theme of competitiveness from textual data by introducing topic modelling as a research approach. This type of research is quantitative research. This study uses a quantitative approach and descriptive analysis using the Mallet Topic Modelling program as an analytical tool. Ten themes have been identified, including two topics Understanding Entrepreneurship and Entrepreneurship Networks; and Conditions of Industry and Learning Organizations have the highest proportion of topic composition. These topics are used to understand the competitive factors between internal and external small businesses. This study uses the Mallet Topic Modelling Tool program, and ten factors of small business competition can be identified. The results of this study can provide a new area for future research directions. At the same time, entrepreneurs and business people can obtain competitive factors suitable for their business s sustainability.

Author Biography

Muhammad Masyhuri, 1. Faculty of Business and Economics, University of Pécs, Hungary2. STIE GICI Business School, Indonesia

A PhD candidate in Business Administration, University of Pecs, Hungary. Obtained an MBA from the University of Queensland, Australia and BSc from IPB University, Indonesia.  Had a 15 years plus as a corporate governance professional and a senior lecturer in business and management in Indonesia. Research Interests: Corporate Governance, SMEs, Entrepreneurship, Competitiveness, Capital Market

References

Adjekum, D. K., & Tous, M. F. (2020). Assessing the relationship between organizational management factors and a resilient safety culture in a collegiate aviation program with Safety Management Systems (SMS). Safety Science, 131, 104909. https://doi.org/https://doi.org/10.1016/j.ssci.2020.104909. DOI: https://doi.org/10.1016/j.ssci.2020.104909

Ahmedova, S. (2015). Factors for Increasing the Competitiveness of Small and Medium- Sized Enterprises (SMEs) in Bulgaria. Procedia - Social and Behavioral Sciences, 195, 1104–1112. https://doi.org/https://doi.org/10.1016/j.sbspro.2015.06.155. DOI: https://doi.org/10.1016/j.sbspro.2015.06.155

Ajismanto, F., & Widyanto, A. (2020). Analisa Strategi Teknologi Informasi Pemasaran UKM Kuliner di Media Sosial Menggunakan Metode SWOT. Jurnal Teknologi Informasi dan Ilmu Komputer, 7(6). https://doi.org/10.25126/jtiik.2020763791. DOI: https://doi.org/10.25126/jtiik.2020763791

Alegre, J., & Chiva, R. (2013). Linking entrepreneurial orientation and firm performance: The role of organizational learning capability and innovation performance. Journal of small business management, 51(4), 491–507. https://doi.org/10.1111/jsbm.12005. DOI: https://doi.org/10.1111/jsbm.12005

Ballester, O., & Penner, O. (2022). Robustness, replicability and scalability in topic modelling. Journal of Informetrics, 16(1), 101224. https://doi.org/https://doi.org/10.1016/j.joi.2021.101224. DOI: https://doi.org/10.1016/j.joi.2021.101224

Bhawsar, P., & Chattopadhyay, U. (2015). Competitiveness: Review, reflections and directions. Global Business Review, 16(4), 665–679. https://doi.org/10.1177/0972150915581115. DOI: https://doi.org/10.1177/0972150915581115

Bilbao-Osorio, B., Blanke, J., Davis, N., Hanouz, M. D., Galvan, C., & Pozza, S. (2012). Building a More Competitive Europe: Findings from the Europe 2020 Competitiveness Report. In World Economic Forum.

Blei, D. M. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77–84. https://doi.org/10.1145/2133806.2133826. DOI: https://doi.org/10.1145/2133806.2133826

Carter, D. J., Brown, J., & Rahmani, A. (2016). Reading the High Court at a distance: topic modelling the legal subject matter and judicial activity of the High Court of Australia, 1903-2015. University of New South Wales Law Journal, 39(4), 1300–1354. https://doi.org/10.3316/agispt.20170867.

Chung, H. F. L., Wang, C. L., Huang, P., & Yang, Z. (2016). Organizational capabilities and business performance: When and how does the dark side of managerial ties matter? Industrial Marketing Management, 55, 70–82. https://doi.org/https://doi.org/10.1016/j.indmarman.2016.02.014. DOI: https://doi.org/10.1016/j.indmarman.2016.02.014

Cirillo, A., Maggi, B., Sciascia, S., Lazzarotti, V., & Visconti, F. (2021). Exploring family millennials involvement in family business internationalization: Who should be their leader? Journal of Family Business Strategy. https://doi.org/10.1016/j.jfbs.2021.100455. DOI: https://doi.org/10.1016/j.jfbs.2021.100455

Crespo, N. F., Belchior, R., & Costa, E. B. (2020). Exploring individual differences in the relationship between entrepreneurial self-efficacy and intentions: Evidence from Angola. Journal of Small Business and Enterprise Development, 27(1). https://doi.org/10.1108/JSBED-03-2017-0105. DOI: https://doi.org/10.1108/JSBED-03-2017-0105

De Jong, J., & Den Hartog, D. (2010). Measuring innovative work behaviour. Creativity and innovation management, 19(1), 23–36. https://doi.org/10.1111/j.1467-8691.2010.00547.x. DOI: https://doi.org/10.1111/j.1467-8691.2010.00547.x

Ferri, P., Lusiani, M., & Pareschi, L. (2020). Shades of theory: A topic modelling of ways of theorizing in accounting history research. Accounting History, 1032373220964271. https://doi.org/10.1177/1032373220964271. DOI: https://doi.org/10.1177/1032373220964271

Graham, S., Weingart, S., & Milligan, I. (2012). Getting started with topic modeling and MALLET. The Editorial Board of the Programming Historian. DOI: https://doi.org/10.46430/phen0017

Guevara, Y., & Thiagarajan, S. (2019). Challenges Faced by Micro and Small Businesses in Belize. International Journal of Business and Applied Social Science, 5(3). https://doi.org/10.33642/ijbass.v5.n3p1. DOI: https://doi.org/10.33642/ijbass.v5.n3p1

Habibabadi, S. K., & Haghighi, P. D. (2019). Topic modelling for identification of vaccine reactions in twitter. Proceedings of the Australasian Computer Science Week Multiconference, 1–10. https://doi.org/10.1145/3290688.3290735. DOI: https://doi.org/10.1145/3290688.3290735

Hauser, A., Eggers, F., & Güldenberg, S. (2019). Strategic decision-making in SMEs: effectuation, causation, and the absence of strategy. Small Business Economics, 1–16. https://doi.org/10.1007/s11187-019-00152-x. DOI: https://doi.org/10.1007/s11187-019-00152-x

Himawan, A. F. I. (2019). Digital Marketing: Peningkatan Kapasitas Dan Brand Awareness Usaha Kecil Menengah. Jurnal Analisis Bisnis Ekonomi, 17(2). https://doi.org/10.31603/bisnisekonomi.v17i2.3030.

Hove-Sibanda, P., Sibanda, K., & Pooe, D. (2017). The impact of corporate governance on firm competitiveness and performance of small and medium enterprises in South Africa: A case of small and medium enterprises in Vanderbijlpark. Acta Commercii, 17(1), 1–11. https://doi.org/10.4102/ac.v17i1.446. DOI: https://doi.org/10.4102/ac.v17i1.446

Huang, C.-C., & Huang, S.-M. (2020). External and internal capabilities and organizational performance: Does intellectual capital matter? Asia Pacific Management Review, 25(2), 111–120. https://doi.org/https://doi.org/10.1016/j.apmrv.2019.12.001. DOI: https://doi.org/10.1016/j.apmrv.2019.12.001

Inan, G. G., & Bititci, U. S. (2015). Understanding Organizational Capabilities and Dynamic Capabilities in the Context of Micro Enterprises: A Research Agenda. Procedia - Social and Behavioral Sciences, 210, 310–319. https://doi.org/https://doi.org/10.1016/j.sbspro.2015.11.371. DOI: https://doi.org/10.1016/j.sbspro.2015.11.371

Jacobi, C., Van Atteveldt, W., & Welbers, K. (2016). Quantitative analysis of large amounts of journalistic texts using topic modelling. Digital Journalism, 4(1), 89–106. DOI: https://doi.org/10.1080/21670811.2015.1093271

Karadag, H. (2015). Financial management challenges in small and medium-sized enterprises: A strategic management approach. EMAJ: Emerging Markets Journal, 5(1), 26–40. https://doi.org/10.5195/emaj.2015.67. DOI: https://doi.org/10.5195/emaj.2015.67

Kherwa, P., & Bansal, P. (2020). Topic modeling: a comprehensive review. EAI Endorsed Transactions on Scalable Information Systems, 7(24). https://doi.org/10.4108/eai.13-7-2018.159623. DOI: https://doi.org/10.4108/eai.13-7-2018.159623

Klaus, S. (2019). The Global Competitiveness Report. In World Economic Forum.

Lafuente, E., Szerb, L., & Rideg, A. (2020). A system dynamics approach for assessing SMEs competitiveness. Journal of Small Business and Enterprise Development. https://doi.org/10.1108/JSBED-06-2019-0204. DOI: https://doi.org/10.1108/JSBED-06-2019-0204

Lenssen, G., Blagov, Y., Bevan, D., Cui, Y., & Jiao, H. (2011). Dynamic capabilities, strategic stakeholder alliances and sustainable competitive advantage: evidence from China. Corporate Governance: The international journal of business in society. https://doi.org/10.1108/14720701111159235. DOI: https://doi.org/10.1108/14720701111159235

Liu, G., Nzige, J. H., & Li, K. (2019). Trending topics and themes in offsite construction (OSC) research: The application of topic modelling. Construction Innovation. https://doi.org/10.1108/CI-03-2018-0013. DOI: https://doi.org/10.1108/CI-03-2018-0013

Mainela, T., Puhakka, V., & Servais, P. (2014). The concept of international opportunity in international entrepreneurship: a review and a research agenda. International journal of management reviews, 16(1), 105–129. https://doi.org/10.1111/ijmr.12011. DOI: https://doi.org/10.1111/ijmr.12011

Malecki, E. J. (2018). Entrepreneurship and entrepreneurial ecosystems. Geography compass, 12(3), e12359. https://doi.org/10.1111/gec3.12359. DOI: https://doi.org/10.1111/gec3.12359

Maretha, F., Sepriansyah, S., & Gunawan, A. A. (2018). Model Penerapan Informasi Pada Usaha Kecil Dan Menengah Di Kota Palembang. Eksis: Jurnal Riset Ekonomi dan Bisnis, 13(2). https://doi.org/10.26533/eksis.v13i2.173. DOI: https://doi.org/10.26533/eksis.v13i2.173

Martín Martín, O., Chetty, S., & Bai, W. (2021). Foreign market entry knowledge and international performance: The mediating role of international market selection and network capability. Journal of World Business, 101266. https://doi.org/https://doi.org/10.1016/j.jwb.2021.101266. DOI: https://doi.org/10.1016/j.jwb.2021.101266

Meinarni, N. P. S., Permana, I. P. H., Desnanjaya, I. G. M. N., Radhitya, M. L., & Winatha, K. R. (2021). Pemanfaatan Teknologi Informasi Untuk Bisnis UMKM. OSF Preprints. https://doi.org/10.31219/OSF.IO/T3JHP. DOI: https://doi.org/10.31219/osf.io/t3jhp

Meliala, A. S., Matondang, N., & Sari, R. M. (2016). Strategi Peningkatan Daya Saing Usaha Kecil dan Menengah (UKM) Berbasis Kaizen. Jurnal Optimasi Sistem Industri, 13(2). https://doi.org/10.25077/josi.v13.n2.p641-664.2014. DOI: https://doi.org/10.25077/josi.v13.n2.p641-664.2014

Mulyono, S., & Kresnaini, E. (2016). Memetakan Perubahan Organisasi Dalam Desain Learning Organization Pada Usaha Kecil Menengah di Kota Malang. Jurnal Ekonomi dan Bisnis, 18(1). https://doi.org/10.24914/jeb.v18i1.270. DOI: https://doi.org/10.24914/jeb.v18i1.270

Nguyen, H. N. (2010). The impact of leadership behaviours and organisational culture on knowledge management practices in small and medium enterprises. Griffith University. https://doi.org/10.25904/1912/1470.

Nongtji, B. (2013). Konsep “Efisiensi-Berkeadilan Dalam Demokrasi Ekonomi Menurut Pasal 33 Ayat (4) Uud Nri 1945 Dalam Perspektif Perlindungan Bagi Usaha Kecil. Masalah-Masalah Hukum, 42(2). https://doi.org/10.14710/mmh.42.2.2013.251-260.

Nuriyah, A., Endri, E., & Yasid, M. (2018). Micro, Small-Financial Financing and Its Implications on the Profitability of Sharia Banks. DeReMa (Development Research of Management): Jurnal Manajemen, 13(2). https://doi.org/10.19166/derema.v13i2.1054. DOI: https://doi.org/10.19166/derema.v13i2.1054

Pergelova, A., & Angulo-Ruiz, F. (2014). The impact of government financial support on the performance of new firms: the role of competitive advantage as an intermediate outcome. Entrepreneurship & Regional Development, 26(9–10), 663–705. https://doi.org/10.1080/08985626.2014.980757. DOI: https://doi.org/10.1080/08985626.2014.980757

Rani, S., & Kumar, M. (2021). Topic modeling and its applications in materials science and engineering. Materials Today: Proceedings, 45, 5591–5596. https://doi.org/https://doi.org/10.1016/j.matpr.2021.02.313. DOI: https://doi.org/10.1016/j.matpr.2021.02.313

Rasbin, R. (2019). Strategi Meningkatkan Ekspor Produk-Produk Usaha Mikro Kecil Dan Menengah Indonesia: Studi Kasus Di Kabupaten Sleman Dan Kota Surabaya. Kajian: Menjembatani Teori dan Persoalan Masyarakat dalam Perumusan Kebijakan, 24(3). https://doi.org/10.22212/kajian.v24i3.1865.

Reisenbichler, M., & Reutterer, T. (2019). Topic modeling in marketing: recent advances and research opportunities. Journal of Business Economics, 89(3), 327–356. https://doi.org/10.1007/s11573-018-0915-7. DOI: https://doi.org/10.1007/s11573-018-0915-7

Sieweke, J., & Santoni, S. (2020). Natural experiments in leadership research: An introduction, review, and guidelines. The Leadership Quarterly, 31(1), 101338. https://doi.org/10.1016/j.leaqua.2019.101338. DOI: https://doi.org/10.1016/j.leaqua.2019.101338

Singh, G., Sharma, S., Sharma, R., & Dwivedi, Y. K. (2021). Investigating environmental sustainability in small family-owned businesses: Integration of religiosity, ethical judgment, and theory of planned behavior. Technological Forecasting and Social Change, 173. https://doi.org/10.1016/j.techfore.2021.121094. DOI: https://doi.org/10.1016/j.techfore.2021.121094

Siudek, T., & Zawojska, A. (2014). Competitiveness in the economic concepts, theories and empirical research. Acta Scientiarum Polonorum. Oeconomia, 13(1), 91–108.

Storopoli, J. E. (2019). Topic Modeling: How and Why to Use in Management Research. Iberoamerican Journal of Strategic Management, 18(3), 316–338. https://doi.org/10.5585/ijsm.v18i3.14561. DOI: https://doi.org/10.5585/ijsm.v18i3.14561

Sukhija, N., Tatineni, M., Brown, N., Van Moer, M., Rodriguez, P., & Callicott, S. (2016). Topic modeling and visualization for big data in social sciences. 2016 Intl IEEE Conferences on Ubiquitous Intelligence & Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People, and Smart World Congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld), 1198–1205. https://doi.org/10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0183. DOI: https://doi.org/10.1109/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0183

Wang, C., Hong, J., Kafouros, M., & Wright, M. (2012). Exploring the role of government involvement in outward FDI from emerging economies. Journal of International Business Studies, 43(7), 655–676. https://doi.org/10.1057/jibs.2012.18. DOI: https://doi.org/10.1057/jibs.2012.18

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2022-06-28

How to Cite

Masyhuri, M. (2022). Topic Modelling Application for Determining Competitiveness Factors of the Small Business Firms. International Journal of Social Science and Business, 6(2), 174–182. https://doi.org/10.23887/ijssb.v6i2.43164

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