Determinants and allocative efficiency of milkfish (Chanos chanos) production in polyculture systems in Pangkep District, Indonesia
Main Article Content
Abstract
Abstract. Asruddin, Nadja RA, Salam M, Arief AA. 2026. Determinants and allocative efficiency of milkfish (Chanos chanos) production in polyculture systems in Pangkep District, Indonesia. Asian J Agric 10 (1): g100159. https://doi.org/10.13057/asianjagric/g100159. The use of polyculture systems in milkfish (Chanos chanos) farming is implemented to increase productivity and improve farmers’ income. This study aims to analyze the technical factors affecting milkfish production and to determine the allocative efficiency of the combination of production inputs used by farmers. The research was conducted in Pangkep District, South Sulawesi Province, Indonesia, during the 2023 production cycle. Primary data were collected through structured interviews using questionnaires with 117 milkfish farmers applying polyculture farming systems. A Cobb-Douglas production function was employed to examine the factors influencing milkfish production per production cycle, while an allocative efficiency analysis evaluated the ratio of marginal value product to input price (MVP/Px). The variables observed included land area, seed stocking, additional feed, fertilizer, medicines, labor, and capital. The results show that land area, seed stocking, additional feed, fertilizer, and labor have a positive and statistically significant effect on milkfish production (p < 0.05), whereas medicines and capital do not show a significant effect. The allocative efficiency analysis indicates that several production inputs have not yet been utilized at economically optimal levels. The estimated optimal input levels per farm per production cycle include a land area of 2.117 ha, seed stocking of 15,874 fish, additional feed of 978.528 kg, fertilizer of 318.991 kg, and labor of 45.447 man-days. These findings suggest that improving the allocation of key production inputs could enhance production performance and economic efficiency in milkfish polyculture farming systems
Article Details
Issue
Section

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
How to Cite
References
Adhiana, Riani, Maulina. 2023. Technical efficiency analysis of milkfish pond farming (Chanos chanos F) in Jangka District of Bireuen Regency. Intl J Econ Busines Account Agric Manag Sharia Admin 3 (2): 516-527. https://doi.org/10.54443/ijebas.v3i2.777.
Agusanty H, Kasri, Khaeriyah A, Arief AA, Akbar, Gosari BAJ, Amir F, Hasani MC. 2022. Pola manajerial dan relasi kerja pada tambak tradisional di Kabupaten Pangkajene dan Kepulauan (Kasus budidaya ikan bandeng di Desa Bonto Manai). Torani 6 (1): 14-32. https://doi.org/10.35911/torani.v6i1.23990. [Indonesian]
Ali H, Rahman MM, Murshed-e-Jahan K, Dhar GC. 2018. Production economics of striped catfish (Pangasianodon hypophthalmus, Sauvage, 1878) farming under polyculture system in Bangladesh. Aquaculture 491: 381-390. https://doi.org/10.1016/j.aquaculture.2017.12.004.
Al-Zahrani MS, Hassanien HA, Alsaade FW, Wahsheh HAM. 2023. Effect of stocking density on sustainable growth performance and water quality of nile tilapia-spinach in NFT aquaponic system. Sustainability 15 (8): 6935. https://doi.org/10.3390/su15086935.
Aragão C, Cabano M, Colen R, Fuentes J, Dias J. 2020. Alternative formulations for gilthead seabream diets: Towards a more sustainable production. Aquac Nutr 26 (2): 444-455. https://doi.org/10.1111/anu.13007.
Asamoah EK, Nunoo FKE, Osei-Asare YB, Addo S, Sumaila UR. 2012. A production function analysis of pond aquaculture in Southern Ghana. Aquac Econ Manag 16 (3): 183-201. https://doi.org/10.1080/13657305.2012.704616.
Azhari D, Alwi LO, Jabuddin LO, Saediman H. 2025. Agribusiness performance of milkfish and vannamei shrimp in a polyculture system. Intl J Econ Financ Busines Stat 3 (4): 231-248. https://doi.org/10.59890/ijefbs.v3i4.132.
Badan Pusat Statistik (BPS). 2022. Produksi dan Nilai Produksi Perikanan Budidaya menurut Komoditas Utama. Badan Pusat Statistik, Jakarta. [Indonesian]
Bala U, Shuaibu I. 2024. The impact of foreign direct investment, capital formation and technology on agricultural output in Nigeria. Intl J Intellect Disc 7 (1): 456-465.
Barbosa APD, Kosten S, Muniz CC, Oliveira-Junior ES. 2024. From feed to fish-nutrients’ fate in aquaculture systems. Appl Sci 14 (14): 6056. https://doi.org/10.3390/app14146056.
Bera A, Kailasam M, Mandal B, Padiyar A, Ambasankar K, Sukumaran K, Makesh M, Kumararaja P, Subburaj R, Thiagarajan G, Vijayan KK. 2021. Maturity induction and extended spawning kinetics of milkfish (Chanos chanos) administered with combined gnrha and 17α- methyl testosterone pellet at varied frequencie. Aquaculture 543: 736993. https://doi.org/10.1016/j.aquaculture.2021.736993.
Bondad‐Reantaso MG, MacKinnon B, Karunasagar I, Fridman S, Alday‐Sanz V, Brun E, Le Groumellec M, Li A, Surachetpong W, Karunasagar I, Hao B, Dall’Occo A, Urbani R, Caputo A. 2023. Review of alternatives to antibiotic use in aquaculture. Rev Aquac 15 (4): 1421-1451. https://doi.org/10.1111/raq.12786.
Bosma RH, Verdegem MCJ. 2011. Sustainable aquaculture in ponds: Principles, practices and limits. Livestoc Sci 139 (1-2): 58-68. https://doi.org/10.1016/j.livsci.2011.03.017.
Boyd CE. 2018. Aquaculture pond fertilization. CABI Rev: 1-12. https://doi.org/10.1079/PAVSNNR201813002.
Busti S, Bonaldo A, Dondi F, Cavallini D, Yúfera M, Gilannejad N, Moyano FJ, Gatta PP, Parma L. 2020. Effects of different feeding frequencies on growth, feed utilisation, digestive enzyme activities and plasma biochemistry of gilthead sea bream (Sparus aurata) fed with different fishmeal and fish oil dietary levels. Aquaculture 529: 735616. https://doi.org/10.1016/j.aquaculture.2020.735616.
Cassey AJ, Lee K, Sage J, Tozer PR. 2018. Assessing post-harvest labor shortages, wages, and welfare. Agric Food Econ 6 (1): 1-24. https://doi.org/10.1186/s40100-018-0112-6.
Chiang FS, Sun CH, Yu JM. 2004. Technical efficiency analysis of milkfish (Chanos chanos) production in Taiwan-an application of the stochastic frontier production function. Aquaculture 230 (1-4): 99-116. https://doi.org/10.1016/j.aquaculture.2003.09.038.
Chikwati EM, VenoldFF, Penn MH, Rohloff J, Refstie S, Guttvik A, Hillestad M, Krogdahl Å. 2012. Interaction of soyasaponins with plant ingredients in diets for Atlantic salmon, Salmo salar L. Brit J Nutr 107 (11): 1570-1590. https://doi.org/10.1017/S0007114511004892.
Coelli TJ, Rao DSP, O’Donnell CJ, Battese, GE. 2005. An Introduction to Efficiency and Productivity Analysis. Springer, New York.
Colt J, Schuur AM. 2021. Comparison of nutrient costs from fish feeds and inorganic fertilizers for aquaponics systems. Aquac Engineer: 95, 102205. https://doi.org/10.1016/j.aquaeng.2021.102205.
Debbarma A, Kumar SS, Kumar JVS, Tripura A. 2021. Impact of stocking density as the growth and biomass production of hybrid tilapia (red strain) in Cages. J Sci Res Rep 27: 114-123. https://doi.org/10.9734/jsrr/2021/v27i430384.
Debertin DL. 1986. Agricultural Production Economics. Macmillan Publishing Company, New York.
Diao W, Jia R, Hou Y, Dong Y, Li B, Zhu J. 2023. Effects of stocking density on the growth performance, physiological parameters, antioxidant status and lipid metabolism of pelteobagrus fulvidraco in the integrated rice-fish farming system. Animals 13 (11): 1721. https://doi.org/10.3390/ani13111721.
Dinas Kelautan dan Perikanan (DKP). 2020. Laporan Tahunan Dinas Kelautan dan Perikanan Pangkajene dan Kepulauan. Dinas Kelautan dan Perikanan, Jakarta. [Indonesian]
Dong Z, Sun T, Liang L, Wang L. 2017. Effect of tea saponin on ephyrae and polyps of the moon jellyfish Aurelia sp.1. PLOS ONE 12 (8): e0182787. https://doi.org/10.1371/journal.pone.0182787.
El Hack MEA, El Saadony MT, Nader MM, Salem HM, El Tahan AM, Soliman SM, Khafaga AF. 2022. Effect of environmental factors on growth performance of nile tilapia (Oreochromis niloticus). Intl J Biometeor 66 (11): 2183-2194. https://doi.org/10.1007/s00484-022-02347-6.
Engle CR. 2021. The workforce needed to support future growth of aquaculture. J World Aquac Soc 52 (4): 768-771. https://doi.org/10.1111/jwas.12838.
Food and Agriculture Organization (FAO). 2024. Global Fisheries and Aquaculture Production Reaches a New Record High. Food and Agriculture Organization, Rome. https://www.fao.org/newsroom/detail/fao-report-global-fisheries-and-aquaculture-production-reaches-a-new-record-high/en.
Fu YW, Guo SQ, Luo JJ, Sang CG, Lin DJ, Liu YM, Zhang QZ. 2021. Effectiveness assessment of plant mixtures against Ichthyophthirius multifiliis in grass carp Ctenopharyngodon idella. Aquaculture 530: 735742. https://doi.org/10.1016/j.aquaculture.2020.735742.
Gbigbi TM. 2021. Female fish farmers: How technically efficient are they? Evidence from Delta State Nigeria. Aquat Res 4 (3): 250-259. https://doi.org/10.3153/ar21019.
George UU, Essien-Ibok MA. 2024. Investigating the acute toxic effects of urea fertilizer on juvenile nile tilapia (Oreochromis niloticus). Asia J Fish Aquat Res 26 (6): 68-75. https://doi.org/10.9734/ajfar/2024/v26i6776.
Green BW. 2015. Fertilizers in aquaculture. Feed Feed Practic Aquac: 27-52. https://doi.org/10.1016/B978-0-08-100506-4.00002-7.
Guanzon NG, de Castro-Mallare TR, Lorque FM. 2004. Polyculture of milkfish Chanos chanos (Forsskal) and the red seaweed Gracilariopsis bailinae (Zhang et Xia) in brackish water earthen ponds. Aquac Res 35 (5): 423-431. https://doi.org/10.1111/j.1365-2109.2004.01001.x.
Haryanto T, Wardana WW, Jamil IR, Brintanti ARD, Ibrahim KH. 2023. Impact of credit access on farm performance: Does source of credit matter? Heliyon 9 (9): e19720. https://doi.org/10.1016/j.heliyon.2023.e19720.
Islam GN, Tai SY, Kusairi MN. 2016. A Stochastic Frontier Analysis of Technical Efficiency of Fish Cage Culture in Peninsular. SpringerPlus, New York. https://doi.org/10.1186/s40064-016-2775-3.
Islam S, Mitra S, Khan MA. 2023. Technical and cost efficiency of pond fish farms: Do young educated farmers bring changes? J Agric Food Res 12: 100581. https://doi.org/10.1016/j.jafr.2023.100581.
Isnaini N, Zahidah, Herawati H. 2024. Effectiveness of urea fertilizer with different concentrations on T. chuii culture on laboratory conditions. Asia J Fish Aquat Res 26 (8): 67-74. https://doi.org/10.9734/ajfar/2024/v26i8796.
Malik, Rosnida, Massiseng ANA. 2022. Analisis sektor unggulan komoditas perikanan di kawasan minapolitan Kabupaten Pangkep , Provinsi Sulawesi Selatan. Jurnal Akuakultur, Pesisir dan Pulau-Pulau Kecil 6 (1): 31-37. https://doi.org/10.29239/j.akuatikisle.6.1.31-37. [Indonesian]
Mardiatmoko G. 2020. Pentingnya uji asumsi klasik pada analisis regresi linier berganda (Studi Kasus penyusunan persamaan allometrik kenari muda [Canarium indicum L.]). Barekeng 14 (3): 333-342. https://doi.org/10.30598/barekengvol14iss3pp333-342.
Maulidiyah R, Salam M, Jamil MH, Tenriawaru AN, Rahmadanih, Saadah. 2024. Examining the effects of input allocation on potato production, production efficiency, and technical inefficiency in potato farming: evidence from the stochastic frontier model in search of sustainable farming practices. Sustain Futur 7: 1-6. https://doi.org/10.1016/j.sftr.2024.100218.
Mawundu S, Liti DM, Adiang E, Kaunda-Arara B. 2023. Effect of stocking density on growth performance, and survival of nile tilapia (Oreochromis niloticus) in cage culture system in Lake Victoria, Kenya. Afric J Edu Sci Technol 7 (3): 678-689.
Musyoka S, Nairuti R. 2021. Application of vermicompost fertilizer in aquaculture nutrition: review. In: Bakker J, Ronquillo MG, Pereira RMLN (eds.). Veterinary Medicine and Science Annual Volume 2025. IntechOpen, London. https://doi.org/10.5772/intechopen.100326.
Muti’ah M, Majid MSA, Seftarita C, Yahya Y. 2021. Exploring aquaculture fish production: The case of South Aceh District. J Aquac Fish Health 11 (1): 57-69. https://doi.org/10.20473/jafh.v11i1.25887.
Nauta RW, Widowati LL, Ariyati, RW, Rejeki S, Debrot AO. 2025. Assessing productivity and economic returns of integrated aquaculture of red seaweed with shrimp and fish during extensive floodings in Central Java, Indonesia. Aquac J 5 (4): 26. https://doi.org/10.3390/aquacj5040026.
Oké V, Goosen NJ. 2019. The effect of stocking density on profitability of African catfish (Clarias gariepinus) culture in extensive pond systems. Aquaculture 507: 385-392. https://doi.org/10.1016/j.aquaculture.2019.04.043.
Ott BD, Torrans EL, Tucker CS. 2024. Fish production, water quality, and the role of nitrification as an ammonia removal process in intensively aerated hybrid catfish ponds. J World Aquac Soc 55 (6): e13094. https://doi.org/10.1111/jwas.13094.
Pai WT, Schafferer C, Lee JM, Ho LM, Lu YH, Yang HC, Yeh CY. 2022. effect of culture period and stocking density on input demand and scale economies of milkfish (Chanos chanos) polycultures with white shrimp (Penaeus indicus). Fishes 7 (3): 1-7. https://doi.org/10.3390/fishes7030110.
Patangngari F, Musbir M, Najamuddin. 2025. Fish diversity and associated physicochemical conditions in seaweed farming areas in Bone Gulf Waters, South Sulawesi, Indonesia. Biodiversitas 26: 153-165. https://doi.org/10.13057/biodiv/d260117.
Ray S, Haqiqi I, Hill AE, Taylor JE, Hertel TW. 2023. Labor markets: A critical link between global-local shocks and their impact on agriculture. Environ Res Lett 18 (3): 035007. https://doi.org/10.1088/1748-9326/acb1c9.
Sharma PK, Sampath KJS, Manikandavelu D. 2021. Evaluation of stocking density for pond aquaculture with special reference to survival and production in Tiruchirapalli, Tamil Nadu. India J Anim Sci 91 (2): 159-164. https://doi.org/10.56093/ijans.v91i2.113834.
Showhdy KG, Eid AE, Mohamded K, Ali MAM, Elfeky A. 2025. Impact of stocking density variations on growth, net production, and feed utilization of the pangasius (Pangasius bocourti) fingerlings. Egypt J Aquat Biol Fish 29 (3): 2283-2294. https://doi.org/10.21608/ejabf.2025.432735.
Sidhoum AA. 2023. Assessing the contribution of farmers’ working conditions to productive efficiency in the presence of uncertainty, a nonparametric approach. Environ Dev Sustain 25 (8): 8601-8622. https://doi.org/10.1007/s10668-022-02414-3.
Sriyasak P, Chitmanat C, Whangchai N, Promya J, Lebel L. 2015. Effect of water de-stratification on dissolved oxygen and ammonia in tilapia ponds in Northern Thailand. Intl Aquat Res 7 (4): 287-299. https://doi.org/10.1007/s40071-015-0113-y.
Sumagaysay-Chavoso NS, Diego-McGlone MLS 2003. Water quality and holding capacity of intensive and semi-intensive milkfish (Chanos chanos) ponds. Aquaculture 219 (1-4): 413-429. https://doi.org/10.1016/S0044-8486(02)00576-8.
Sumaryanto, Zulham A, Saptana, Wardono B, Permana D, Santoso ARI, Putri HM, Sari YD, Lestari N, Prihadi TH, Mundayana Y. 2026. Estimating technical efficiency and its determinants in Indonesian smallholder brackish water aquaculture. Aquac Rep 47: 103453. https://doi.org/10.1016/j.aqrep.2026.103453.
Suparjo S, Gozali I. 2020. Technical efficiency analysis with a frontier approach in milkfish farming in Demak Regency. Intl J Suppl Chain Manag 9 (6): 1-10.
Tong T, Ye F, Zhang Q, Liao W, Ding Y, Liu Y, Li G. 2024. The impact of labor force aging on agricultural total factor productivity of farmers in China: Implications for food sustainability. Front Sustain Food System 8: 1-13. https://doi.org/10.3389/fsufs.2024.1434604.
Tudor VC, Dinu TA, Vladu M, Smedescu D, Vlad IM, Dumitru EA, Sterie CM, Costuleanu CL. 2022. Labour implications on agricultural production in Romania. Sustainability 14 (14): 8549. https://doi.org/10.3390/su14148549.
Utojo U, Ratnawati E. 2013. Kajian kesesuaian lahan budidaya tambak di wilayah pesisir Kabupaten Pangkep, Sulawesi Selatan dengan aplikasi sistem informasi geografis. J Ris Akuakultur 8 (3): 479-491. https://doi.org/10.15578/jra.8.3.2013.479-491. [Indonesian]
Waidbacher H, Liti DM, Fungomeli M, Mbaluka RK, Munguti JM, Straif M. 2006. Influence of pond fertilization and feeding rate on growth performance, economic returns and water quality in a small-scale cage-cum-pond integrated system for production of Nile tilapia (Oreochromis niloticus L.). Aquac Res 37 (6): 594-600. https://doi.org/10.1111/j.1365-2109.2006.01467.x.
Yu P, Zhao Y. 2013. Asymptotics for threshold regression under general conditions. Econometri J 16 (3): 430-462. https://doi.org/10.1111/ectj.12012.
Yusuf M, Jayadi, Suryahman A, Riana AD, Malik, Kasim N, Budiyati, Saman I, Muhtazib BS, Mahmud, Hajriani ARS, Ramis I. 2023. Stunting technique innovation for increasing milkfish production on traditional ponds in Usto Village, Mare District, Bone. Intl J Sci Res Archiv 10 (2): 725-734. https://doi.org/10.30574/ijsra.2023.10.2.1015.