Sweet Success or Sour Struggles? Efficiency of the East Java Sugar Industry
Abstract
East Java is one of the major sugar-producing provinces in Indonesia, home to sugar firms that have been operating for more than a century. However, the annual increase in sugar consumption has not been matched by a corresponding increase in production. Therefore, this study examines the efficiency of the sugar industry in East Java using an output-oriented approach, which separates persistent and transient inefficiencies, as well as an input-oriented approach that examines the use of machinery and energy, along with the determinants of inefficiency. This study applies the Stochastic Frontier Analysis (SFA) method, utilizing microdata from Statistik Industri (SI). The results reveal a trend of decreasing returns to scale in the sugar industry in East Java. Inefficiency in the sugar industry is primarily driven by persistent inefficiency, indicating the presence of structural problems. Furthermore, production inefficiency was found to be higher than inefficiency related to the use of machinery and energy. Export intensity has been shown to reduce inefficiencies in production, machinery use, and energy use. Additionally, greater reliance on imported materials contributes to lower energy inefficiency, while increased market concentration tends to exacerbate production inefficiency.
References
Adli, F. F., & Sari, D. W. (2024). Efek Spillover dari Penanaman Modal Asing dan Keterbukaan Perdagangan Terhadap Efisiensi Teknis Industri Manufaktur di Indonesia. Dimensi, 13(3), 843–858. https://www.journal.unrika.ac.id/index.php/jurnaldms/article/view/6979/pdf
Anastasya, N., Widayanti, S., & Hamidah Hendrarini. (2020). Analisis Efisiensi Biaya Produksi Gula Di Pt. Pg Candi Baru Sidoarjo. Jurnal Ilmu Administrasi Dan Manajemen, 3(1), 25–33.
Antara. (2013). PTPN X Siapkan Enam PG Produksi Gula Premium.” ANTARA News Jawa Timur, jatim.antaranews.com/berita/102328/ptpn-x-siapkan-enam-pg-produksi-gula-premium. Accessed 26 July 2024. 2013.
Badan Pusat Statistik. (2024). Statistik Indonesia 2023. Statistik Indonesia 2023, 1101001, 790. https://www.bps.go.id/publication/2020/04/29/e9011b3155d45d70823c141f/statistik-indonesia-2020.html
Badunenko, O., & Kumbhakar, S. C. (2016). When, where and how to estimate persistent and transient efficiency in stochastic frontier panel data models. European Journal of Operational Research, 255(1), 272–287. https://doi.org/10.1016/j.ejor.2016.04.049
Battese, G. E., & Coelli, T. J. (1995). A model for technical inefficiency effects in a stochastic frontier production function for panel data. Empirical Economics, 20(2), 325–332. https://doi.org/10.1007/BF01205442
Bernardo, R., Lourenzani, W. L., Satolo, E. G., & Caldas, M. M. (2019). Analysis of the agricultural productivity of the sugarcane crop in regions of new agricultural expansions of sugarcane. Gestão & Produção, 26(3). https://doi.org/10.1590/0104-530x3554-19
Boyd, G. A., & Lee, J. M. (2019). Measuring plant level energy efficiency and technical change in the U.S. metal-based durable manufacturing sector using stochastic frontier analysis. Energy Economics, 81, 159–174. https://doi.org/10.1016/j.eneco.2019.03.021
Bribián, I. Z., Capilla, A. V., & Usón, A. A. (2011). Life cycle assessment of building materials: Comparative analysis of energy and environmental impacts and evaluation of the eco-efficiency improvement potential. Building and environment, 46(5), 1133-1140. https://doi.org/10.1016/j.buildenv.2010.12.002
Cash, B. A., & Burls, N. J. (2019). Predictable and Unpredictable Aspects of U.S. West Coast Rainfall and El Niño: Understanding the 2015/16 Event. Journal of Climate, 32(10), 2843–2868. https://doi.org/10.1175/JCLI-D-18-0181.1
Cavalcante, C. S., & de Albuquerque, F. M. (2015). The Sugar Production Process. In Sugarcane (pp. 285–310). Elsevier. https://doi.org/10.1016/B978-0-12-802239-9.00014-1
Chen, H., Wang, X., & Singh, B. (2021). Transient and persistent inefficiency traps in Chinese provinces. Economic Modelling, 97, 335–347. https://doi.org/10.1016/j.econmod.2020.04.005
Chohan, M. (2019). IMPACT OF CLIMATE CHANGE ON SUGARCANE CROP AND REMEDIAL MEASURES-A REVIEW. Pakistan Sugar Journal, 34(1). https://doi.org/10.35380/sugar.034.01.0141
Direktorat Jenderal Perkebunan Kementerian Pertanian Republik Indonesia. (2024). Statistik Perkebunan Jilid I 2022-2024. Jakarta: Kementerian Pertanian Republik Indonesia.
Dolšak, J., Hrovatin, N., & Zorić, J. (2022). Estimating the efficiency in overall energy consumption: Evidence from Slovenian household-level data. Energy Economics, 114, 106241. https://doi.org/10.1016/j.eneco.2022.106241
Galloway, J. H. (2005). The Modernization of Sugar Production in Southeast Asia, 1880–1940. Geographical Review, 95(1), 1–23. https://doi.org/10.1111/j.1931-0846.2005.tb00189.x
Gama, R., Waluyati, L. R., & Darwanto, D. H. (2019). The Production Efficiency of Sugar factory Owned by PT Perkebunan Nusantara XI Using Data Envelopment Analysis (DEA) Approach. IOSR Journal of Agriculture and Veterinary Science (IOSR-JAVS), 12(1), 32–37. https://doi.org/10.9790/2380-1201013237
Gicheru, S., Waiyaki, N., & Omiti, J. (2007). Technical efficiency of Kenya’s sugar factories : an agenda for enhancing competitiveness. 48.
Goldar, B., & Goldar, A. (2023). Impact of export intensity on energy intensity in manufacturing plants: Evidence from India. The Journal of International Trade & Economic Development, 32(4), 639–664. https://doi.org/10.1080/09638199.2022.2125552
Golovko, E., Lopes-Bento, C., & Sofka, W. (2023). Learning by exporting for marketing innovation. Industry and Innovation, 30(5), 607–635. https://doi.org/10.1080/13662716.2022.2161874
Guo, L., Li, H., Cao, X., Cao, A., & Huang, M. (2021). Effect of agricultural subsidies on the use of chemical fertilizer. Journal of Environmental Management, 299, 113621. https://doi.org/10.1016/j.jenvman.2021.113621
Hanani, N., Asmara, R., Mugroho, C. P., Ula, M., & Sulistiowati, S. E. (2023, April). Sugarcane Farming Risk Analysis in Malang Regency. In Brawijaya International Conference (BIC 2022) (pp. 541-548). Atlantis Press.
Hindasgeri, S., Kudari, M., & S N, A. (2022). Process Automation of Sugarcane in the Sugar Industry. Journal of Computer Science Engineering and Software Testing, 8(3), 62–71. https://doi.org/10.46610/JOCSES.2022.v08i03.003
Kulsum, U., & Suciati, L. P. (2023). Analysis of Income and Transaction Costs of Purchasing Farmer’s Sugarcane at Wonolangan Sugar Factory, Probolinggo Regency, East Java. PROCEEDING INTERNATIONAL CONFERENCE ON ECONOMICS, BUSINESS AND INFORMATION TECHNOLOGY (ICEBIT), 4, 875–882. https://doi.org/10.31967/prmandala.v4i0.839
Kumbhakar, S. C., Lien, G., & Hardaker, J. B. (2014). Technical efficiency in competing panel data models: A study of Norwegian grain farming. Journal of Productivity Analysis, 41(2), 321–337. https://doi.org/10.1007/s11123-012-0303-1
Kumbhakar, S. C., Ortega-Argilés, R., Potters, L., Vivarelli, M., & Voigt, P. (2012). Corporate R&D and firm efficiency: evidence from Europe’s top R&D investors. Journal of Productivity Analysis, 37(2), 125–140. https://doi.org/10.1007/s11123-011-0223-5
Kumbhakar, S. C., & Tsionas, M. G. (2021). Dissections of input and output efficiency: A generalized stochastic frontier model. International Journal of Production Economics, 232, 107940. https://doi.org/10.1016/j.ijpe.2020.107940
Lai, H. pin, & Kumbhakar, S. C. (2018). Panel data stochastic frontier model with determinants of persistent and transient inefficiency. European Journal of Operational Research, 271(2), 746–755. https://doi.org/10.1016/j.ejor.2018.04.043
Liang, Y., Shi, K., Tao, H., & Xu, J. (2024). Learning by exporting: Evidence from patent citations in China. Journal of International Economics, 150, 103933. https://doi.org/10.1016/j.jinteco.2024.103933
Lin, B., Lee, Z., & Gibbs, L. G. (2008). Operational restructuring: reviving an ailing business. Management Decision, 46(4), 539–552. https://doi.org/10.1108/00251740810865049
Liu, F., Sim, J.-Y., Kofi Edziah, B., Sun, H., Sarkodie, S. A., & Adom, P. K. (2024). Machinery import, R&D spillover, and energy efficiency. Journal of Environmental Planning and Management, 67(6), 1258–1279. https://doi.org/10.1080/09640568.2023.2166819
Maknunah, L. U., Achmadi, F., & Astuti, R. (2017). Penerapan Overall Equipment Effectiveness (Oee) Untuk Mengevaluasi Kinerja Mesin-Mesin Di Stasiun Giling Pabrik Gula Krebet Ii Malang. Journal of Agroindustrial Technology, 26(2), 189–198.
Mardhiana, H., Suryani, E., Asfari, U., & Nasrullah, M. (2021). SYSTEM DYNAMIC FRAMEWORK: INCREASING PRODUCTIVITY OF SUGARCANE TO SUPPORT SUSTAINABLE CULTIVATION. Sustainability in Food and Agriculture, 2(2), 105–109. https://doi.org/10.26480/sfna.02.2021.105.109
Marin, F. R., Rattalino Edreira, J. I., Andrade, J., & Grassini, P. (2019). On-farm sugarcane yield and yield components as influenced by number of harvests. Field Crops Research, 240, 134–142. https://doi.org/10.1016/j.fcr.2019.06.011
Marta, S., & Erza, O. (2017). Analisis Efisiensi Industri Gula Di Indonesia Dengan Metode Data Envelopment Analysis (Dea) Tahun 2001 – 2010. Media Ekonomi, 18(3), 1–19. https://doi.org/10.25105/me.v18i3.845
Maskun, Napang, M., Nur, S. S., Bachril, S. N., & Al Mukarramah, N. H. (2021). Detrimental impact of Indonesian food estate policy: Conflict of norms, destruction of protected forest, and its implication to the climate change. IOP Conference Series: Earth and Environmental Science, 824(1). https://doi.org/10.1088/1755-1315/824/1/012097
Masyhuri, Rahayu Waluyati, L., Rohmah, F., & Yoga Prasada, I. (2020). Factors affecting sugarcane production in Probolinggo Regency, East Java Province. IOP Conference Series: Earth and Environmental Science, 518(1), 012039. https://doi.org/10.1088/1755-1315/518/1/012039
Murali, P., & Puthira Prathap, D. (2017). Technical Efficiency of Sugarcane Farms: An Econometric Analysis. Sugar Tech, 19(2), 109–116. https://doi.org/10.1007/s12355-016-0456-8
Murdianti, F., & Hanoum, S. (2020). Evaluasi Efisiensi Produksi dengan Menggunakan Metode DEA Studi Kasus: Seluruh Unit Pabrik PTPN XI Tahun 2018. Jurnal Teknik ITS, 9(1). https://doi.org/10.12962/j23373539.v9i1.47011
National Sugar Summit. (2023). Leveraging Superior Agri-Tech Practice in Pursuance of National Sugar Resilience.
Nuhfil Hanani, Asmara, R., & Fahriyah, F. (2023). Technology gap ratio decomposition in sugarcane farming in Indonesia. Asian Journal of Agriculture and Rural Development, 13(1), 1–7. https://doi.org/10.55493/5005.v13i1.4707
Nurilmih, N., Zakaria, J., & Baharuddin, D. (2023). Pengaruh Penanaman Modal Asing, Penanaman Modal dalam Negeri, dan Belanja Modal terhadap Industri Pengolahan dan Produk Domestik Regional Bruto di Provinsi Sulawesi Selatan. Journal on Education, 5(3), 9432–9447. https://doi.org/10.31004/joe.v5i3.1812
Onour, I. (2022). Technical Efficiency of Sugar Industry in Sudan: Stochastic Frontier Approach. University of Khartoum Engineering Journal, 5(2), 1–11. https://doi.org/10.53332/kuej.v5i2.1031
Purnama., K. (2023). Analisis Produktivitas Dalam Upaya Peningkatan Produksi (Studi Kasus: PG Candi Baru Sidoarjo).(Productivity Analysis in an Effort to Increase Production (Case Study: PG Candi Baru Sidoarjo)) (Doctoral dissertation, Universitas 17 Agustus 1945 Surabaya).
Rafik, M. ., Qabli, H. ., Belhamidi, S. ., Elhannouni, F. ., Elkhedmaoui, A. ., & Elmidaoui, A. . (2015). Membrane separation in the sugar industry. Journal of Chemical and Pharmaceutical Research, 7(9), 653–658. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84979473439&partnerID=40&md5=71685980001b4c817ea673fcd0900e31
Rezende, M. L., & Richardson, J. W. (2015). Economic feasibility of sugar and ethanol production in Brazil under alternative future prices outlook. Agricultural Systems, 138, 77–87. https://doi.org/10.1016/j.agsy.2015.05.004
Riajaya, P. D., Kadarwati, F. T., Hariyono, B., Subiyakto, & Cholid, M. (2024). The distribution of rainfall in areas suitable for sugarcane farming in Blitar Regency, East Java. IOP Conference Series: Earth and Environmental Science, 1377(1), 012012. https://doi.org/10.1088/1755-1315/1377/1/012012
Roy, J., & Yasar, M. (2015). Energy efficiency and exporting: Evidence from firm-level data. Energy Economics, 52, 127–135. https://doi.org/10.1016/j.eneco.2015.09.013
Sabur, A., & Sina, A. (2018). Stochastic Frontier Approach of Value Added Measures of Sugar Production in Bangladesh: an Empirical Analysis. International Journal of Research -GRANTHAALAYAH, 6(5), 289–299. https://doi.org/10.29121/granthaalayah.v6.i5.2018.1451
Sari, D. W. (2019). The Potential Horizontal and Vertical Spillovers from Foreign Direct Investment on Indonesian Manufacturing Industries. Economic Papers, 38(4), 299–310. https://doi.org/10.1111/1759-3441.12264
Sari, D. W., Khalifah, N. A., & Suyanto, S. (2016). The spillover effects of foreign direct investment on the firms’ productivity performances. Journal of Productivity Analysis, 46(2–3), 199–233. https://doi.org/10.1007/s11123-016-0484-0
Smutka, L., Pawlak, K., Kotyza, P., & Svatoš, M. (2018). Polish Sugar Industry Development. Agris On-Line Papers in Economics and Informatics, 10(1), 71–90. https://doi.org/10.7160/aol.2018.100107
Soepardi, A., Pratikto, P., Santoso, P. B., Tama, I. P., & Thollander, P. (2018). Linking of Barriers to Energy Efficiency Improvement in Indonesia’s Steel Industry. Energies, 11(1), 234. https://doi.org/10.3390/en11010234
Soewardi, H., & Wulandari, S. A. (2019). Analysis of Machine Maintenance Processes by using FMEA Method in the Sugar Industry. IOP Conference Series: Materials Science and Engineering, 528(1), 012023. https://doi.org/10.1088/1757-899X/528/1/012023
Sugiharti, L., Yasin, M. Z., Purwono, R., Esquivias, M. A., & Pane, D. (2022). The FDI Spillover Effect on the Efficiency and Productivity of Manufacturing Firms: Its Implication on Open Innovation. Journal of Open Innovation: Technology, Market, and Complexity, 8(2). https://doi.org/10.3390/joitmc8020099
Sulaiman, A. A., Arsyad, M., Amiruddin, A., Teshome, T. T., & Nishanta, B. (2023). New Trends of Sugarcane Cultivation Systems Toward Sugar Production on the Free Market: A Review. AGRIVITA Journal of Agricultural Science, 45(2), 395–406. https://doi.org/10.17503/agrivita.v45i2.4066
Sun, X., Yuan, F., & Wang, Y. (2022). Market power and R&D investment: the case of China. Industrial and Corporate Change, 30(6), 1499–1515. https://doi.org/10.1093/icc/dtab015
Suyanto, Salim, R., & Bloch, H. (2014). Which firms benefit from foreign direct investment? Empirical evidence from Indonesian manufacturing. Journal of Asian Economics, 33, 16–29. https://doi.org/10.1016/j.asieco.2014.05.003
Taufiqo, F. U. K., Sari, D. W., & Hendrati, I. M. (2021). Technical Efficiency of Indonesia’s Sugar Manufacturing Industry: Based on DEA-Bootstrap Approach. Jurnal Ekonomi Dan Studi Pembangunan, 13(2), 136. https://doi.org/10.17977/um002v13i22021p136
Tegegn, D. A., & Dhont, F. (2023). The downhill journey of the Java sugar economy in the Netherlands Indies (Later Indonesia) from the late 19 th century to the mid-20 th century. Cogent Arts & Humanities, 10(1). https://doi.org/10.1080/23311983.2023.2220213
Toharisman, A., & Triantarti. (2016). An Overview of Sugar Sector in Indonesia. Sugar Tech, 18(6), 636–641. https://doi.org/10.1007/s12355-016-0490-6
US Department of Agriculture [USDA]. (2018). Sugar Annual 2017 - Indonesia (p. 9). USDA.
van Zanden, J. L., & Marks, D. (2013). An Economic History of Indonesia. Routledge. https://doi.org/10.4324/9780203126196
Wang, X., Wang, Y., & Lan, Y. (2021). Measuring the bias of technical change of industrial energy and environment productivity in China: a global DEA-Malmquist productivity approach. Environmental Science and Pollution Research, 28(31), 41896–41911. https://doi.org/10.1007/s11356-021-13128-w
Win, T., Haryanto, T., & Sari, D. W. (2021). Analysis of Energy Efficiency of Indonesia’s Sugar Industry. International Energy Journal, 21(2), 245–256.
Wulandari, F., Kuswardhani, N., & Rusdianto, A. S. (2024). ANALISIS TEKNIS DAN EKONOMIS PENGGUNAAN ALAT VAPOUR LINE JUICE HEATER (VLJH) DI STASIUN PEMURNIAN (STUDI KASUS PABRIK GULA PRADJEKAN). Jurnal Penelitian Sains Dan Teknologi Indonesia, 3(1), 282–289. https://doi.org/10.19184/jpsti.v3i1.788
Yasin, M. Z. (2023). Does R & D Stimulate Firm’ s Efficiency in the Indonesian Manufacturing Sector ? 12(3), 203–219.
Yasin, M. Z., Esquivas, M. A., & Adli, F. F. (2025). The Double-Edge Sword: Does FDI Exacerbate Inefficiency Traps? Evidence of Indonesian Manufacturing Firms. Bulletin of Monetary Economics and Banking, 28, 137–176. https://doi.org/10.59091/2460-9196.2370
Yasin, M. Z., & Esquivias, M. A. (2023). Spillover effects of foreign direct investment on manufacturing exports and imports in Indonesia. Studies in Economics and Finance, 40(4), 625–646. https://doi.org/10.1108/SEF-12-2022-0551
Yasin, M. Z., & Sari, D. W. (2022). Foreign direct investment, efficiency, and total factor productivity: Does technology intensity classification matter? Economic Journal of Emerging Markets, 41–54. https://doi.org/10.20885/ejem.vol14.iss1.art4
Yinguo, D., Yihao, S., & Jiayu, C. (2022). Analysis on the Import Quality of China’s Agricultural Products. South Asian Journal of Social Studies and Economics, 12–20. https://doi.org/10.9734/sajsse/2022/v13i230351
Yunitasari, D., & Priyono, T. H. (2021). Analisis Input-Output Produksi Tebu di Provinsi Jawa Timur. Buletin Tanaman Tembakau, Serat & Minyak Industri, 13(1), 36. https://doi.org/10.21082/btsm.v13n1.2021.36-47
Zabalza Bribián, I., Valero Capilla, A., & Aranda Usón, A. (2011). Life cycle assessment of building materials: Comparative analysis of energy and environmental impacts and evaluation of the eco-efficiency improvement potential. Building and Environment, 46(5), 1133–1140. https://doi.org/10.1016/j.buildenv.2010.12.002
Zheng, S., & Khan, R. (2021). Performance evaluation of e-commerce firms in China: Using three-stage data envelopment analysis and the Malmquist productivity index. PLOS ONE, 16(8), e0255851. https://doi.org/10.1371/journal.pone.0255851
Zhong, T., Zuo, Y., Sun, F., & Lee, J. Y. (2020). Customer Concentration, Economic Policy Uncertainty and Enterprise Sustainable Innovation. Sustainability, 12(4), 1392. https://doi.org/10.3390/su12041392
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