Faktor-Faktor yang Mempengaruhi Keberhasilan UKM di Kabupaten Sleman berdasarkan Formal Concept Analysis

Rudi Muslim, Ahmad Raf’ie Pratama, Taufiq Hidayat


Small Medium Enterprises (SME) play an important role in the economic growth of Indonesia, and it was no exception in Sleman Regency, D.I. Yogyakarta province. This study aims to investigate and to recommend factors driving SME success by using formal concept analysis (FCA). Eleven factors and 36 subfactors were found based on the literature study to be further tested against a dataset based on interviews of 14 SMEs from seven different business sectors. With 95 attribute values from the attribute scaling process, the FCA results showed 641 concepts and concept lattice visualizations. Using a support threshold of 64%, seven intents were found to be more important, while other intents not included in the iceberg concept lattices were considered to be less important. The findings show that five factors (i.e., customers, products, human resources, networks, and external influences) play more important roles in driving SME success in Sleman Regency than the other six factors (i.e., characteristics, finance, competitors, market, technology, and government policy).

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T. Mazzarol, T. Volery, N. Doss, and V. Thein, “Factors influencing small business start-ups: A comparison with previous research,” Int. J. Entrep. Behav. Res., vol. 5, no. 2, pp. 48–63, 1999, doi: 10.1108/13552559910274499.

G. Boocock and M. N. M. Shariff, “Measuring the effectiveness of credit guarantee schemes: Evidence from Malaysia,” Int. Small Bus. J., vol. 23, no. 4, pp. 427–454, 2005, doi: 10.1177/0266242605054054.

C. Chittithaworn, A. Islam, T. Keawchana, and D. H. M. Yusuf, “Factors affecting business success of small & medium enterprises (SMEs) in Thailand,” Asian Soc. Sci., vol. 7, no. 5, pp. 180–190, 2011, doi: 10.5539/ass.v7n5p180.

J. Hamdani and C. Wirawan, “Open Innovation Implementation to Sustain Indonesian SMEs,” Procedia Econ. Financ., vol. 4, pp. 223–233, 2012, doi: 10.1016/s2212-5671(12)00337-1.

C. H. Hsu, A. Y. Chang, and W. Luo, “Identifying key performance factors for sustainability development of SMEs – integrating QFD and fuzzy MADM methods,” J. Clean. Prod., vol. 161, pp. 629–645, Sep. 2017, doi: 10.1016/j.jclepro.2017.05.063.

P. Rao, S. Kumar, and V. Madhavan, “A study on factors driving the capital structure decisions of small and medium enterprises (SMEs) in India,” IIMB Manag. Rev., vol. 31, no. 1, pp. 37–50, 2019, doi: 10.1016/j.iimb.2018.08.010.

Sensus Ekonomi, Potensi Usaha Mikro Kecil. Yogyakarta: BPS Provinsi D.I. Yogyakarta, 2016.

Rakornas Yogyakarta, “PERKEMBANGAN KOPERASI & UKM DIY,” 2018.

D. K. U. Sleman, “Data UKM Tahun 2017,” Dinas Koperasi UKM Kabupaten SLEMAN. https://dinkopukm.slemankab.go.id/data-statistik/data-ukm/.

K. Rostek, “The reference model of competitiveness factors for SME medical sector,” Econ. Model., vol. 29, no. 5, pp. 2039–2048, Sep. 2012, doi: 10.1016/j.econmod.2012.03.002.

V. Matinaro, Y. Liu, T. R. (Jiun S. Lee, and J. Poesche, “Extracting key factors for sustainable development of enterprises: Case study of SMEs in Taiwan,” J. Clean. Prod., vol. 209, pp. 1152–1169, 2019, doi: 10.1016/j.jclepro.2018.10.280.

Z. Che Senik, R. Mat Isa, B. Scott-ladd, and L. Entrekin, “Influential Factors for SME Internationalization: Evidence from Malaysia,” 2010.

A. Sadeghi, “Success factors of high-tech SMEs in Iran: A fuzzy MCDM approach,” J. High Technol. Manag. Res., vol. 29, no. 1, pp. 71–87, 2018, doi: 10.1016/j.hitech.2018.04.007.

L. Kemayel, “Success Factors of Lebanese SMEs: An Empirical Study,” Procedia - Soc. Behav. Sci., vol. 195, pp. 1123–1128, Jul. 2015, doi: 10.1016/j.sbspro.2015.06.158.

D. Kurniawati and H. Yuliando, “Productivity Improvement of Small Scale Medium Enterprises (SMEs) on Food Products: Case at Yogyakarta Province, Indonesia,” Agric. Agric. Sci. Procedia, vol. 3, pp. 189–194, 2015, doi: 10.1016/j.aaspro.2015.01.037.

M. Aminul Islam, M. Aktaruzzaman Khan, A. Z. M. Obaidullah, and M. Syed Alam, “Effect of Entrepreneur and Firm Characteristics on the Business Success of Small and Medium Enterprises (SMEs) in Bangladesh,” Int. J. Bus. Manag., vol. 6, no. 3, 2011, doi: 10.5539/ijbm.v6n3p289.

N. Indarti and M. Langenberg, “Factors affecting business success among SMEs: empirical evidences from Indonesia,” Second bi-annual Eur. Summer …, no. August, pp. 1–15, 2004, [Online]. Available: http://www.utwente.nl/mb/nikos/archief/esu2004/papers/indartilangenberg.pdf.

Z. Abdullah, N. Ahsan, and S. S. Alam, “The Effect of Human Resource Management Practices on Business Performance among Private Companies in Malaysia,” Int. J. Bus. Manag., vol. 4, no. 6, 2009, doi: 10.5539/ijbm.v4n6p65.

B. Karpak and Y. I. Topçu, “Small medium manufacturing enterprises in Turkey: An analytic network process framework for prioritizing factors affecting success,” Int. J. Prod. Econ., vol. 125, no. 1, pp. 60–70, 2010, doi: 10.1016/j.ijpe.2010.01.001.

S. P. Coy, M. F. Shipley, and K. Omer, “Factors Contributory To Success :,” J. Dev. Entrep., vol. 12, no. 2, pp. 181–198, 2007.

E. Lampadarios, “Critical Success Factors for SMEs: An Empirical Study in the UK Chemical Distribution Industry,” Int. J. Bus. Manag., vol. 11, no. 7, p. 67, 2016, doi: 10.5539/ijbm.v11n7p67.

D. Anggraini, “Analisis Perubahan Kelompok Berdasarkan Perubahan Nilai Jual Pada Bloomberg Market Data dengan menggunakan Formal Concept Analysis,” Univ. Gunadarma, no. April, 2009.

A. K. Sarmah, S. M. Hazarika, and S. K. Sinha, “Formal concept analysis: current trends and directions,” Artif. Intell. Rev., vol. 44, no. 1, pp. 47–86, 2013, doi: 10.1007/s10462-013-9404-0.

Q.-A. Kester, “Using Formal Concepts Analysis Techniques in Mining Data from Criminal Databases and Profiling Events Based on Factors to Understand Criminal Environments,” Lect. Notes Comput. Sci., vol. 5, pp. 480–496, 2016, doi: 10.1007/978-3-319-42092-9_37.

R. Wille, “Formal Concept Analysis as Mathematical Theory of Concepts and Concept Hierarchies,” pp. 1–33, 2005, doi: 10.1007/11528784_1.

R. Wille, “Restructuring Lattice Theory: An Approach Based Hierarchies of Concept,” Lect. Notes Comput. Sci., vol. Volume 554, no. 1982, pp. 314–339, 2009, doi: 10.1007/978-3-642-01815-2_23.

F. Dau and J. Klinger, “to Contextual Logic,” pp. 81–82, 2005.

K. Sumangali and A. K. Ch, “Concept Lattice Simplification in Formal Concept Analysis Using Attribute Clustering,” J. Ambient Intell. Humaniz. Comput., vol. 10, no. 6, pp. 2327–2343, 2019, doi: 10.1007/s12652-018-0831-2.

A. Formica, “Similarity reasoning in formal concept analysis: from one- to many-valued contexts,” Knowl. Inf. Syst., 2018, doi: 10.1007/s10115-018-1252-4.

P. R. C. Silva, S. M. Dias, W. C. Brandão, M. A. Song, and L. E. Zárate, “Formal concept analysis applied to professional social networks analysis,” ICEIS 2017 - Proc. 19th Int. Conf. Enterp. Inf. Syst., vol. 1, no. April, pp. 123–134, 2017, doi: 10.5220/0006333401230134.

Y. Jiang, “Semantifying formal concept analysis using description logics,” Knowledge-Based Syst., no. xxxx, p. 104967, 2019, doi: 10.1016/j.knosys.2019.104967.

R. Bernhard Ganter, Wille, Formal Concept Analysis Mathematical Foundations, no. 9. 1999.

M. Simpson, J. Padmore, and N. Newman, “Towards a new model of success and performance in SMEs,” Int. J. Entrep. Behav. Res., vol. 18, no. 3, pp. 264–285, 2012, doi: 10.1108/13552551211227675.

C. Benzing, H. M. Chu, and O. Kara, “Entrepreneurs in Turkey: A factor analysis of motivations, success factors, and problems,” J. Small Bus. Manag., vol. 47, no. 1, pp. 58–91, 2009, doi: 10.1111/j.1540-627X.2008.00262.x.

M. E. Porter, “Towards a dynamic theory of strategy,” Strateg. Manag. J., vol. 12, no. 2 S, pp. 95–117, 1991, doi: 10.1002/smj.4250121008.

G. Stumme, R. Taouil, Y. Bastide, N. Pasquier, and L. Lakhal, “Computing iceberg concept lattices with TITANIC,” Data Knowl. Eng., vol. 42, no. 2, pp. 189–222, 2002, doi: 10.1016/S0169-023X(02)00057-5.

N. Jay and C. Springer, “Analysis of social communities with iceberg and stability-based concept lattices To cite this version : Analysis of Social Communities with Iceberg,” pp. 258–272, 2011.

DOI: http://dx.doi.org/10.30645/j-sakti.v4i2.222


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