Sains Malaysiana 50(7)(2021): 2095-2107
http://doi.org/10.17576/jsm-2021-5007-23
Data Envelopment Analysis and Panel Regression
in Analysing Technical Efficiency and Its Determinants of the Palm Oil Products-Based Manufacturing Subsector
(Analisis Penyampulan Data dan Regresi Panel dalam Menganalisis Kecekapan
Teknik dan Penentu bagi Subsektor Pembuatan Berasaskan Produk Sawit)
NOORASIAH SULAIMAN* & RAHMAH ISMAIL
Center for Sustainable and Inclusive Development, Faculty of Economics
and Management, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor Darul
Ehsan, Malaysia
Received: 7 January 2020/Accepted: 19 November
2020
ABSTRACT
This study measures the technical efficiency score of
the manufacturing sector of the palm oil products-based subsector in Malaysia and
investigates the major determinants that influence efficiency. Based on the
Industrial Manufacturing Survey, this study explores the data from 2000 to 2015
over sixteen years, with a total of eleven subsectors of palm oil
products-based. The first stage of the study is carried out with a data
envelopment analysis (DEA) to calculate the technical efficiency score, which
is considered a dependent variable. The second stage of the study uses a panel
regression model to examine the determinants of efficiency comprise the
variable capital-labour ratio, research and development, information
communication technology, training, and skilled labour. The study findings show
that most of the palm oil products-based subsectors are not operating
efficiently. Skilled labour, technical and supervisory, and professional is one of the main determinants contributing to the efficiency level. The variable capital-labour ratio though significant, but harms the efficiency level. The moderating effects show that skilled technical and supervisory workers relatively affect the food industry’s efficiency larger than the non-food industry. Therefore, the industry still has room to improve efficiency by utilising input efficiently. Moreover, the efforts involve organisational management, equipped appropriate technology and related factors that will improve efficiency, increase productivity and competitiveness of palm oil products-based industries.
Keywords: Data Envelopment Analysis; determinants of
efficiency; palm oil products-based manufacturing subsector; panel regression;
technical efficiency
ABSTRAK
Kajian ini mengukur skor kecekapan
teknik industri pembuatan berasaskan produk minyak sawit di Malaysia dan
mengkaji penentu penting yang mempengaruhi tahap kecekapan tersebut. Berasaskan
data Banci Industri Pembuatan, kajian ini meliputi tempoh enam belas tahun dari
2000 hingga 2015, melibatkan sebelas subsektor pembuatan berasaskan produk
minyak sawit. Tahap pertama kajian menggunakan Analisis Penyampulan Data (DEA)
bagi mengukur tahap kecekapan teknik. Skor kecekapan digunakan sebagai pemboleh
ubah sandaran. Tahap kedua analisis menggunakan model regresi panel mengkaji
faktor penentu bagi kecekapan, meliputi pemboleh ubah nisbah modal-buruh,
penyelidikan dan pembangunan, teknologi maklumat dan komunikasi, latihan dan
tenaga buruh mahir. Keputusan kajian menunjukkan sebahagian besar subsektor
pembuatan berasaskan produk minyak sawit tidak beroperasi pada tahap cekap.
Tenaga kerja mahir, iaitu teknikal dan penyeliaan dan profesional adalah
penentu penting yang menyumbang kepada kecekapan. Pemboleh ubah nisbah
modal-buruh walaupun signifikan, namun mempengaruhi tahap kecekapan secara
negatif. Keputusan bagi kesan moderasi menunjukkan pekerja mahir teknikal dan
penyeliaan secara relatif mempengaruhi tahap kecekapan industri makanan
berasaskan produk minyak sawit adalah lebih besar daripada industri bukan
makanan. Oleh itu, industri mempunyai potensi besar dalam meningkatkan tahap kecekapan dengan mengguna input dengan lebih efisien. Tambahan lagi, usaha tersebut melibatkan pelbagai aspek termasuk pengurusan organisasi, mengguna teknologi sesuai dan seumpamanya demi meningkatkan kecekapan, produktiviti dan daya saing industri berasaskan produk minyak sawit.
Kata kunci: Analisis Penyampulan
Data; kecekapan teknik; penentu kecekapan; regressi panel;
subsektor pembuatan berasaskan produk minyak sawit
REFERENCES
Andersson,
M. & Stone, T-A. 2017. Global sourcing and technical efficiency: a
firm-level study on the ICT industry in Sweden. Journal of Business Economics and Management 18(5): 877-896.
Amiruddin, M.N., Ab
Rahman, A.K. & Shariff, F. 2005. Market potential and challenges for the
Malaysian palm oil industry in facing competition from other vegetable oils. Oil Palm Industry Economic Journal 5(1):
17-27.
Banker, R.D., Charnes, A. & Cooper, W.W. 1984. Some
models for estimating technical and scale inefficiencies in data envelopment
analysis. Management Science 30(9):
1078-1092.
Becker, G. 1994. Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. New York: Columbia
University Press.
Charnes, A.C.,
Cooper, W.W. & Rhodes, E. 1978. Measuring the efficiency of decision-making
units. European Journal of Operational Research 2(6): 429-444.
Coelli,
T.J. 1996. A Guide to Frontier Version 4.1: A Computer Program for Stochastic Frontier Production and Cost Function Estimation (No.7/96). New South Wales:
Australia.
Coelli, T.J. &
Battese, G.E. 1996. Identification of factors which influence the technical
inefficiency of Indian farmers. Australian
Journal of Agricultural Economics 40: 103-128.
Coelli,
T.J., Rao, D.S.P., O’Donnell, C.J. & Battese, G.E. 2005. An Introduction to Efficiency and
Productivity Analysis. 2nd ed. New York, U.S: Springer.
Cooper, W.W., Seiford, L.M. & Zhu, J. 2011. Data
envelopment analysis: History, models, and interpretations. In Handbook on Data Envelopment Analysis,
edited by Cooper, W.W., Seiford, L.M. & Zhu, J. New York, U.S.: Springer.
pp. 1-39.
Department
of Statistics Malaysia (DoSM). 2013. Industrial
Manufacturing Survey. Putrajaya: Department of Statistics Malaysia.
European Commission.
2009. European Competitiveness Report
2008.
https://ec.europa.eu/growth/content/european-competitiveness-report-2008-0_en.
Fahmy-Abdullah, M., Lai,
W.S., Sulaiman, N. & Abd Rahim, M.H.I. 2020. Measuring inefficiency in the rubber
manufacturing industry. International
Journal of Economics, Management and Accounting 28(1): 79-96.
Fahmy-Abdullah, M., Lai, W.S. & Ridzuan, S. 2019.
Analisis penyampulan data (DEA) dua peringkat dalam mengenal pasti faktor
penentu kecekapan teknik firma pembuatan pengangkutan. Sains Malaysiana 48(4): 901-908.
Fahmy-Abdullah, M., Ismail, R., Sulaiman, N. & Abdul Talib, B. 2017. Technical efficiency in transport manufacturing firms: Evidence from Malaysia. Asian Academy of Management Journal 22(1): 57-77.
Farrell,
M.J. 1957. The measurement of productive efficiency. Journal of Royal
Statistical Society 120: 253-290.
Greene, W.H. 2008. Econometric Analysis. 6th ed. Upper Saddle River, N.J.:
Prentice Hall.
Hausman, J.A. 1978.
Specification tests in econometrics. Econometrica 46(6): 1251-1271.
Ismail, R. & Sulaiman, N. 2007. Technical efficiency in Malay manufacturing firms. International Journal of Business and Society 8: 47-62.
Ismail, R. 2009. Technical
efficiency, technical change and demand for skills in Malaysian food-based
industry. European Journal of Social
Sciences 9(3): 504-515.
Jajri, I. & Ismail, R. 2006. Technical Efficiency, Technological Change and
Total Factor Productivity Growth in Malaysian Manufacturing Sector. http://mpra.ub.uni-muenchen.de/1956/1/MPRA_paper_1956.pdf.
Kalirajan, K.P. & Tse, Y.K. 1989. Technical efficiency measures for the Malaysian food manufacturing industry. The Developing Economy 27(2): 174-184.
Latruffe, L. 2010. Competitiveness, Productivity and Efficiency in the Agricultural and Agri-food Sectors in OECD Food, Agriculture and Fisheries. Paper No.30, Paris: OECD Publishing.
Mad Nasir, S.,
Yodfiatfinda, Radam, A. & Yusop, Z. 2013. Partial productivity and technical efficiency of small and medium
enterprises in the Malaysian food processing industry. Pertanika Journal of Social Science and
Humanities 21: 17-30.
Mahadevan,
R. 2001. Assessing the output and productivity growth of
Malaysia's manufacturing sector. Journal of Asian
Economics 12(4): 587-597.
MASCO. 2013. Malaysia Standard Classification of Occupations.
Putrajaya: Department of Statistics Malaysia.
Mohd Noor, Z. & Ismail, R. 2007. Analisis
kecekapan teknik dalam industri skel kecil dan sederhana di Malaysia. International Journal of Management Studies 14(1): 199-218.
MPIC. 2017. Ministry of
plantation industries and commodities. http://www.kppk.gov.my/mpic/index.php/en/. Assessed on 31 May 2017.
MPOB. 2020. Malaysian
Palm Oil Board official portal. Economics and Industry
Development-Division. http://bepi.mpob.gov.my/index.php/en/?option=com_content&view=article&id=906&Itemid=138.
Accessed on 10 July 2020.
MPOB. 2017. Malaysian Palm Oil Board official portal. Oil Palm Production
Statistics. http://www.mpob.gov.my/ Assessed on 31 May 2017
MSIC. 2000. Malaysian
Standard Industrial Classification. Department of Statistics Malaysia.
Kuala Lumpur: Percetakan Nasional Malaysia Berhad.
MSIC. 2008. Malaysian
Standard Industrial Classification. Department of Statistics Malaysia.
Kuala Lumpur: Percetakan Nasional Malaysia Berhad.
Neys,
J. 2017. Multi-collinearity. In The SAGE Encyclopedia
of Communication Research Methods, edited by Allen, M. California, U.S.: SAGE Publications.
Porter,
M.E. 1990. The Competitive Advantage of Nations. New York: The Free
Press.
Ramsey, F. & Schafer, D. 2002. The Statistical Sleuth: A Course in Methods of Data Analysis. 2nd
ed. London: Duxbury Press.
Seiford, L.M.
1996. Data envelopment analysis: The evolution and state of the art. Journal of Productivity Analysis 7(2/3):
99-137.
Shahbandeh,
M. 2020. Vegetable oils: global consumption by oil type 2013/14-019/2020.
https://www.statista.com/statistics/263937/vegetable-oils-global-consumption/. Accessed
on 10 July 2020.
SME Annual Report 2018/2019. Entrepreneurship Drives SMEs. Kuala Lumpur: SME Corporation Malaysia.
Sulaiman, N. &
Ismail, R. 2007. Kecekapan teknik firma
usahawan Melayu dalam sektor perkhidmatan. Jurnal Teknologi 46(E): 113-130.
Yodfiatfinda, Mad Nasir, S., Mohamed, Z.A., Yusop, Z. & Radam, A. 2012. The empirical
evaluation of productivity growth and efficiency of LSEs in the Malaysian food
processing industry. International Food Research Journal 19(1):
287-295.
Zakaria, K., Mohamed Salleh, K. & Balu, N. 2017. The effect of soybean oil price changes on palm oil demand in China. Oil Palm Industry Economic Journal 17(1): 1-7.
*Corresponding author; email: rasiahs@ukm.edu.my
|