Sains Malaysiana 50(8)(2021): 2455-2468
http://doi.org/10.17576/jsm-2021-5008-26
The
Relationship between Economic Growth, Small and Medium Enterprises and the
Number of Employees in Malaysia using Vine Copula Approach
(Hubungan antara Pertumbuhan Ekonomi, Perusahaan Kecil dan Sederhana dan Jumlah Pekerja di
Malaysia menggunakan Pendekatan Vain Kopula)
MAZMIRA
ADAN1,2 & SAIFUL IZZUAN HUSSAIN1*
1Department of Mathematical Sciences, Faculty of
Science and Technology, Universiti Kebangsaan Malaysia, 43600 UKM Bangi,
Selangor Darul Ehsan, Malaysia
2Department of Statistics, Malaysia, Federal
Government Administrative Center, 62514 Putrajaya, Federal Territory, Malaysia
Received: 19 May 2020/Accepted:
11 December 2020
ABSTRACT
This
paper investigates the dynamic linkages of dependency between economic growth,
the development of small and medium enterprises (SMEs) in Malaysia represented
by SMEs’ value-added, and the number of employees in Malaysia, shown by the
total number of SMEs’ employees in Malaysia as an additional variable. A vine
copula methods was used to assess the linkage between these three variables by
utilizing the panel data sets from 1998-2017. The results confirmed that
dependency modeling, using vine copulas, is useful for high dimensional
distributions of binding affinity between these variables. Vine copulas provide
a versatile and flexible approach to the study. The results show that there is
a strong positive correlation among the variables. The dependence between the
SMEs’ growth and the total number of employees is the strongest, followed by
the dependence between SMEs’ growth and economic growth. This study also found
that the interrelation among the variables and reliance structure is also
influenced by the country’s economic system and situation.
Keywords:
Copula; economic growth; SMEs; vine copula
ABSTRAK
Penyelidikan ini mengkaji tentang hubungan kebergantungan dinamik antara pertumbuhan ekonomi, pertumbuhan perusahaan kecil dan sederhana (PKS)
Malaysia dan juga jumlah pekerja di Malaysia yang diwakili oleh jumlah pekerja PKS di Malaysia sebagai pemboleh ubah tambahan. Pendekatan vain kopula digunakan untuk menilai hubungan antara tiga pemboleh ubah ini dengan menggunakan set data
panel yang meliputi tempoh 1998-2017. Hasil kajian menunjukkan bahawa penggunaan vain kopula membolehkan hubungan yang penting di kalangan pemboleh ubah membentuk model kebergantungan untuk taburan berdimensi tinggi. Pendekatan ini menawarkan kefleksibelan yang tinggi dan sangat sesuai digunakan untuk kajian ini. Hasilnya menunjukkan bahawa terdapat korelasi positif yang kukuh antara pemboleh ubah dan kebersandaran antara pertumbuhan PKS dan jumlah pekerja adalah yang paling tinggi, diikuti oleh kebersandaran antara pertumbuhan PKS dan pertumbuhan ekonomi. Kajian ini juga mendapati bahawa hubungan dinamik antara pemboleh ubah yang dikaji turut dipengaruhi oleh struktur dan keadaan ekonomi negara.
Kata kunci: Kopula; pertumbuhan ekonomi; PKS; vain kopula
REFERENCES
Adeoye,
A. & Abu, Z. 2015. The effect of entrepreneurship on economy growth and
development in Nigeria. International
Journal of Development and Economic Sustainability 3(2): 49-65.
Aloui, R. & Ben Aissa, M.S. 2016. Relationship between oil, stock price and
exchange rate: A vine copula based GARCH method. The North American Journal of Economic and Finance 37: 458-471.
Altman,
E. & Sabato, G. 2007. Modelling credit risk for SMEs: Evidence from the US
market. Abacus 43(3): 332-357.
Audretsch, D.B. & Keilbach, M. 2004. Entrepreneurship capital and economic
performance. Journal of Regional Studies 38(8): 949-959.
Ayandibu, O.A. &
Houghton, J. 2017. The role of small and medium scale enterprise in local
economic development (LED). Journal of
Business and Retail Management Research 11(2): 133-139.
Ayozie, D.O. & Latinwo, H.K. 2010. Entrepreneurial developments and small
scale industry contribution to Nigerian national development: A marketing
interface. Information Management and
Business Review 1(2): 51-68.
Bank
Negara Malaysia. 2008. Laporan Tahunan BNM. http://www.bnm.gov.my/index.php?ch=bm_publication&pg=bm_ar&ac=29&lang=bm.
Accessed on 10 April 2019.
Barro,
R. 2002. Quantity and Quality of Economic
Growth. Chile: Central Bank of Chile.
Beck,
T., Demirguc-Kunt, A. & Levine, R. 2005. SMEs,
growth, and poverty: Cross-country evidence. Journal of Economic Growth 10(3): 199-229.
Bedford, T. & Cooke, R.M. 2002. Vines-a new
graphical model for dependent random variables. The Annals of Statistics 30(4): 1031-1068.
Bedford, T. & Cooke, R.M. 2001. Probability
density decomposition for conditionally dependent random variables modeled by
vines. Annals of Mathematics and
Artificial Intelligence 32: 245-268.
Bello, A., Jibir, A. &
Ahmed, I. 2018. Impact of small and medium scale enterprises on economic
growth: Evidence from Nigeria. Global
Journal of Economics and Business 4(2): 236-244.
Cheng, Y., Du, J. & Ji, H. 2020. Multivariate
joint probability function of earthquake ground motion prediction equations
based on vine copula approach. Mathematical
Problem in Engineering 2020:
1697352.
Chinweuba, E.T. &
Sunday, C.O. 2015. Quantitative analysis of the impact of small and medium
scale enterprises on the growth of Nigerian economy: (1993-2011). International Journal of Development and
Emerging Economics 3(1): 26-38.
Craig,
S.G., Carlos, L.R. & Alex, F.D. 2008. SME competitive strategy and location
behavior: An exploratory study of high-technology manufacturing. Journal of Small Business Management 46(2): 183-202.
Czado, C.,
Min, A., Baumann, T. & Dakovic, R. 2009. Pair-copula
Constructions for Modeling Exchange Rate Dependence. Technical report. Technische Universität München.
Dißmann, J., Brechmann, E.C., Czado, C. & Kurowicka, D. 2013. Selecting and estimating regular vine
copula and application to financial returns. Computational Statistics & Data Analysis 59: 52-69.
DOSM. 2019. Press Release: Small and Medium
Enterprises (SMEs) Performance 2018. Department of Statistic Malaysia
(DOSM).
Genest, C. & Favre, A.C. 2007. Everything you
always wanted to know about copula modeling but were afraid to ask. Journal of Hydrologic Engineering 12(4):
347-368.
Habaradas, R.B. 2008. SME
development and technology upgrading in Malaysia: Lessons for the Philippines. Journal of International Business Research 7(Supp. Special Issue 1): 89-116.
Hu, M.W. 2010. SMEs and economic growth:
Entrepreneurship or employment. ICIC
Express Letters 4(6A): 2275-2280.
Joe, H. 1996. Families of m-variate distributions with
given margins and m (m - 1)/2 bivariate dependence parameters. In Distribution
with Fixed Marginals and Related Topics, edited by Ruschendorf,
L., Schweizer, B. & Taylor, M.D. Hayward: Institute of Mathematical
Statistics. pp. 120-141.
Karadag,
H. 2016. The role of SMEs and entrepreneurship on economic growth in emerging
economies within the post-crisis era. Turkey
Journal of Small Business and Entrepreneurship Development 4(1): 22-31.
Kurowicka, D.
& Cooke, R.M. 2006. Uncertainty Analysis with High Dimensional
Dependence Modelling. Chichester: John Wiley & Sons.
Leegwater, A. & Shaw,
A. 2008. The Role of Micro, Small and Medium Enterprises in Economic Growth:
Across-Country Regression Analysis. Micro report 135. United States Agency
for International Development.
Leonelli, S.,
Masciarelli, F. & Fontana, F. 2019. The impact of personality traits and
abilities on entrepreneurial orientation in SMEs. Journal of Small Business & Enterpreneurship https://doi.org/10.1080/08276331.2019.1666339.
Liao, R., Boonyakunakorn,
P., Liu, J. & Sriboonchitta, S. 2019. Modelling
dependency structure of crude oil prices and stock market of developed and
developing countries: A C-Vine copula approach. Journal of Physics: Conference Series 1324(1): 012097.
Lussier,
R.N., Bandara, C. & Marom,
S. 2016. Entrepreneurship success factors: An empirical investigation in Sri
Lanka. World Journal of Entrepreneurship,
Management and Sustainable Development 12(2): 102-112.
Malaysia SME Corp. 2019. SME annual report
2018/19. https://www.smecorp.gov.my/images/SMEAR/SMEAR2018_2019/final/english/SME%20AR%20-%20English%20-%20All%20Chapter%20Final%2024Jan2020.pdf.
Accessed on 3 January 2020.
Malaysia
SME Corp. 2014. SME annual report 2013/14.
http://www.smecorp.gov.my/index.php/en/sme-annual-report-2013-14. Accessed on
10 April 2019.
Muritala, T.A., Awolaja,
A.M. & Bako, Y.A. 2012. Impact of small and medium enterprises on economic
growth and development. American Journal
of Business and Management 1(1): 18-22.
Nager, T., Swanepoel, E. & Van Der
Merwe, M.A. 2014. Introduction to entrepreneurship and small business
management. Pretoria: UNISA Press 3:
316-320.
Opafunso, Z.O.
& Adepoju, O.O. 2014. The impact of small and
medium scale enterprises on economic development of Ekiti State, Nigeria. Journal of Economics and Sustainable
Development 5(16): 115-122.
Prusa, J.
2010. Productivity of Czech small and medium enterprises: Lagging behind their
potential. Journal of Industry
Competition and Trade 10(3): 343-363.
Roopchund, R.
2020. SMEs in Mauritius: Economic growth, employment and entrepreneurial
culture. International Journal of
Entrepreneurship and Small Business 39(4): 585-596.
Scheers, L.V.
2016. Is there a link between economic growth and SMEs success in South Africa. Investment
Management and Financial Innovations 13(2): 249-353.
Sun, H.
2019. The price linkage between oil, gold, stock and exchange rate based on
vine copula. IOP Conference Series: Materials Science and Engineering.
p. 012021.
TalentCorp Malaysia. 2015. Eleventh
Malaysia Plan 2016-2020: Anchoring Growth on People.
https://www.talentcorp.com.my/clients/TalentCorp_2016_7A6571AE-D9D0-4175-B35D-99EC514F2D24/contentms/img/publication/RMKe-11%20Book.pdf.
Accessed on 10 April 2019.
Tambunan, T. 2008. SME
development, economic growth and government intervention in a developing
country: The Indonesian story. Journal of
International Entrepreneurship 4(2): 111-133.
Vermeulen,
B. 2011. Press Release Issued by Sentient Communications. http://www.itweb.co.za/index.php?option=com_content&view=article&id=45967#prcontacts.
Accessed on 2 September 2019.
Vuong, Q.H. 1989.
Likelihood ratio tests for model selection and non-nested hypotheses. Econometrica 57(2): 307-333.
Wang,
Y. 2016. What are the biggest obstacles to growth of smes in developing countries? - an empirical evidence from an enterprise survey. Borsa Istanbul Review 16(3): 167-176.
Wozniaka, M., Dudaa, J., Gąsiorb, A. & Bernatb, T. 2019. Relations of GDP growth and
development of SMEs in Poland. Procedia
Computer Science 159: 2470-2480.
Yoshino,
N. & Taghizadeh-Hesary, F. 2016. Major challenges
facing small and medium sized enterprises in Asia and solutions for mitigating
them. ADBI Working Paper 564. http://www.adb.org/publications/majorchallenges-facing-small-and-medium-sized-enterprises-asia-and-solutions/.
*Corresponding author; email: sih@ukm.edu.my
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