Indonesian Climatic Factors and Its Effect on Cocoa Productivity
DOI:
https://doi.org/10.58812/wsis.v2i05.873Keywords:
Climate Change, Cocoa, Temperature, RainfallAbstract
One of the important aspects in cocoa cultivation is productivity, as it is related to the ability of national cocoa producers to meet market demand. Cocoa productivity is affected by many factors, including climate factors. On this basis, this study aims to determine the trend of national cocoa productivity and climatic factors (maximum temperature, minimum temperature, mean temperature, and rainfall) and to determine the influence of climatic factors on cocoa productivity. By applying a descriptive method, this research utilized secondary data with a time span between 1961-2021, which were analyzed using quadratic regression model. From the analysis, it was clear that there had been increasing tendency for national cocoa productivity, maximum temperature, minimum temperature, mean temperature and rainfall from year to year. Meanwhile, the climatic factors that affect cocoa productivity are the maximum temperature, minimum temperature, and mean temperature with an optimum point of 30.53°C; 21.31°C and 25.87°C respectively. Temperature generally has a negative effect on cocoa productivity, although it does not have a big impact. However, continuous exposure to temperature will lead to a more harmful threat to cocoa productivity. This research contributes to the use of non-linear regression analysis, especially quadratic regression model in determining climatic factors that influence cocoa productivity in Indonesia, considering that not many studies have used similar model.
References
S. A. Aziziah and N. D. Setiawina, “What is The Demand For Cocoa on The European Market?,” Jurnal Ilmiah Indonesia, vol. 1, no. April, pp. 448–455, 2020.
A. Dhamira and I. Irham, “THE IMPACT OF CLIMATIC FACTORS TOWARDS RICE PRODUCTION IN INDONESIA,” Agro Ekonomi, vol. 31, no. 1, Sep. 2020, doi: 10.22146/ae.55153.
A. G. Tirfi and A. S. Oyekale, “An Augmented Cobb-Douglas Production Function Modeling of the Impact of Climate Change on Maize Yields in Ethiopia,” Agro Ekonomi, vol. 34, no. 1, p. 12, Jul. 2023, doi: 10.22146/ae.76238.
E. Bomdzele and E. L. Molua, “Assessment of the impact of climate and non-climatic parameters on cocoa production: a contextual analysis for Cameroon,” Frontiers in Climate, vol. 5, 2023, doi: 10.3389/fclim.2023.1069514.
A. Chizari, Z. Mohamed, M. N. Shamsudin, and K. W. K. Seng, “The Effects of Climate Change Phenomena on Cocoa Production in Malaysia,” International Journal of Environment, Agriculture and Biotechnology, vol. 2, no. 5, pp. 2599–2604, 2017, doi: 10.22161/ijeab/2.5.42.
L. Gateau-Rey, E. V. J. Tanner, B. Rapidel, J. P. Marelli, and S. Royaert, “Climate change could threaten cocoa production: Effects of 2015-16 El Niño-related drought on cocoa agroforests in Bahia, Brazil,” PLoS One, vol. 13, no. 7, Jul. 2018, doi: 10.1371/journal.pone.0200454.
O. O. Bukola, A. E. Oluwadunsin, and F. O. Abimbola, “Effects of Climate Variabilityon Cocoa Production in Ondo State, Nigeria,” Am J Clim Change, vol. 10, no. 04, pp. 396–406, 2021, doi: 10.4236/ajcc.2021.104020.
W. Weidong, “Impact of climate change on West Africa cocoa yield: Evidence from Cote D ’ Ivoire,” International Journal of Econnomics, Commerece and Management, vol. X, no. 1, pp. 163–177, 2022.
Y. K. Tee, Y. L. Tun, and K. Karunanthi, “An empirical analysis of the climate and price of cocoa production in malaysia,” Malaysian Cocoa Journal, vol. 14, pp. 77–91, 2022.
F. Yoroba et al., “Evaluation of Rainfall and Temperature Conditions for a Perennial Crop in Tropical Wetland: A Case Study of Cocoa in Côte d’Ivoire,” Advances in Meteorology, vol. 2019, 2019, doi: 10.1155/2019/9405939.
J. O. Lawal and B. T. Omonona, “The effects of rainfall and other weather parameters on cocoa production in Nigeria,” Comunicata Scientiae, vol. 5, no. 4, pp. 518–523, 2014.
A. Herawati, Rahayu, G. Herdiansyah, Supriyadi, and R. Wijayanti, “The impact of climate change on land suitability and cocoa productivity in Tulakan District, Pacitan Regency,” IOP Conf Ser Earth Environ Sci, vol. 824, no. 1, 2021, doi: 10.1088/1755-1315/824/1/012028.
E. Santosa, G. P. Sakti, M. Z. Fattah, S. Zaman, and A. Wahjar, “Cocoa Production Stability in Relation to Changing Rainfall and Temperature in East Java, Indonesia,” J Trop Crop Sci, vol. 5, no. 1, pp. 6–17, 2018, doi: 10.29244/jtcs.5.1.6-17.
E. B. Tjahjana, H. Supriadi, and D. N. Rokhmah, “Pengaruh Lingkungan terhadap Produksi dan Mutu Kakao,” Bunga Rampai : Inovasi Teknologi Bioindustri Kakao, pp. 69–78, 2014.
M. Sundari and P. R. Sihombing, “The Influence of Climate Factors on Cocoa Productivity in Sulawesi, 2019,” Parameter: Journal of Statistics, vol. 1, no. 1, pp. 21–30, 2021, doi: 10.22487/27765660.2021.v1.i1.15444.
B. Y. Fosu-Mensah, P. L. G. Vlek, and D. S. MacCarthy, “Farmers’ perception and adaptation to climate change: A case study of Sekyedumase district in Ghana,” Environ Dev Sustain, vol. 14, no. 4, pp. 495–505, 2012, doi: 10.1007/s10668-012-9339-7.
L. Gateau-Rey, E. V. J. Tanner, B. Rapidel, J. P. Marelli, and S. Royaert, “Climate change could threaten cocoa production: Effects of 2015-16 El Niño-related drought on cocoa agroforests in Bahia, Brazil,” PLoS One, vol. 13, no. 7, pp. 1–17, 2018, doi: 10.1371/journal.pone.0200454.
F. Ardiani, H. Wirianata, and G. Noviana, “Pengaruh Iklim terhadap Produksi Kakao di Kabupaten Gunungkidul,” Jurnal Agro Industri Perkebunan, vol. 10, no. 1, pp. 45–52, 2022, doi: 10.25181/jaip.v10i1.2370.
R. S. Pindyck and D. L. Rubinfeld, “Microeconomics,” 2018.
A. T. Suryana, “Pengantar Ekonomi Mikro (Teori dan Praktis),” V. Rostwentivaivi, Ed., Bandung: Widina Media Utama, 2022. [Online]. Available: https://www.researchgate.net/publication/361025527
D. L. Debertin, Agricultural production economics. Macmillan, 1986.
United Nations, “What Is Climate Change?,” 2024.
IPCC, “Summary for Policymakers. In: Climate Change 2023: Synthesis Report.,” Jul. 2023. doi: 10.59327/IPCC/AR6-9789291691647.
L. Eka Suranny, E. Gravitiani, and M. Rahardjo, “Impact of climate change on the agriculture sector and its adaptation strategies,” in IOP Conference Series: Earth and Environmental Science, IOP Publishing Ltd, Apr. 2022. doi: 10.1088/1755-1315/1016/1/012038.
A. Kumar, D. Yadav, P. Gupta, V. Gupta, S. Ranjan, and S. Badhai, “Effects of climate change on agriculture,” FASJ, pp. 1–5, 2020, Accessed: May 10, 2024. [Online]. Available: https://www.researchgate.net/profile/Aman-Gupta-59/publication/344064949_Effects_of_Climate_Change_on_Agriculture/links/5f504ddf299bf13a3198f28b/Effects-of-Climate-Change-on-Agriculture.pdf?_tp=eyJjb250ZXh0Ijp7ImZpcnN0UGFnZSI6InB1YmxpY2F0aW9uIiwicGFnZSI6InB1YmxpY2F0aW9uIn19
D. N. Gujarati, Basic econometrics. McGraw Hill, 2003.
A. A. Bawdekar and B. R. Prusty, “Selection of Stationarity Tests for Time Series Forecasting Using Reliability Analysis,” Math Probl Eng, vol. 2022, 2022, doi: 10.1155/2022/5687518.
R. Mushtaq, “Testing Time Series Data for Stationarity,” 2011. doi: https://dx.doi.org/10.2139/ssrn.1911068.
H. Bayat, M. Rastgo, M. Mansouri Zadeh, and H. Vereecken, “Particle size distribution models, their characteristics and fitting capability,” J Hydrol (Amst), vol. 529, pp. 872–889, Oct. 2015, doi: 10.1016/j.jhydrol.2015.08.067.
W. A. Saputro and O. H. Helbawanti, “Produktivitas Tanaman Kakao Berdasarkan Umur Di Taman Teknologi Pertanian Nglanggeran,” Paradigma Agribisnis, vol. 3, no. 1, p. 7, 2020, doi: 10.33603/jpa.v3i1.3942.
A. J. Thifany, E. Santosa, and N. Khumaida, “Faktor-faktor yang Memengaruhi Produksi dan Efektivitas Panen pada Kakao Mulia,” Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy), vol. 48, no. 2, pp. 187–195, 2020, doi: 10.24831/jai.v48i2.30565.
A. A. Managanta, Sumardjo, D. Sadono, and P. Tjipranoto, “Interdependence of Farmers and Increasing Cocoa Productivity in Central Sulawesi Province , Indonesia,” Journal of Economics and Sustainable Development, vol. 9, no. 6, pp. 1–14, 2018.
N. Schaad and I. Fromm, “Sustainable Cocoa Production Program (SCPP): Analysis of cocoa beans processing and quality in post-harvest in South East Sulawesi in Indonesia,” Asia Pacific Journal of Sustainable Agriculture Food and Energy, vol. 6, no. 1, pp. 1–6, 2017.
Effendy et al., “Factors influencing the efficiency of cocoa farms: A study to increase income in rural Indonesia,” PLoS One, vol. 14, no. 4, pp. 1–15, 2019, doi: 10.1371/journal.pone.0214569.
B. K. Asitoakor et al., “Influences of climate variability on cocoa health and productivity in agroforestry systems in Ghana,” Agric For Meteorol, vol. 327, no. August, p. 109199, 2022, doi: 10.1016/j.agrformet.2022.109199.
D. R. Syaifullah, “Dampak Perubahan Iklim terhadap Produktivitas Padi di Provinsi NTT I,” 2022.
I. Pabalik, N. Ihsan, and M. Arsyad, “Analisis Fenomena Perubahan Iklim dan Karakteristik Curah Hujan Ekstrim di Kota Makassar,” Jurnal Sains dan Pendidikan Fisika, vol. 11, no. 1, pp. 88–92, 2015.
N. M. Hidayat, A. E. Pandiangan, and A. Pratiwi, “Identifikasi Perubahan Curah Hujan Dan Suhu Udara Menggunakan Rclimdex Di Wilayah Serang,” Jurnal Meteorologi Klimatologi dan Geofisika, vol. 5, no. 2, pp. 37–44, 2019, doi: 10.36754/jmkg.v5i2.57.
Julismin, “Dampak dan perubahan iklim di Indonesia,” Jurnal Geografi, vol. 5, no. 1, pp. 39–46, 2013.
E. Santosa, G. P. Sakti, Z. Fattah, S. Zaman, and A. Wachjar, “Cocoa Production Stability in Relation to Changing Rainfall and Temperature in East Java, Indonesia,” 2018. [Online]. Available: www.j-tropical-crops.com
K. Ofori-Boateng and B. Insah, “The impact of climate change on cocoa production in West Africa,” Int J Clim Chang Strateg Manag, vol. 6, no. 3, pp. 296–314, Aug. 2014, doi: 10.1108/IJCCSM-01-2013-0007.
T. Means, “Climate change and droughts: What’s the connection?,” Yale Climate Connections. Accessed: May 03, 2023. [Online]. Available: https://yaleclimateconnections.org/2021/08/climate-change-and-droughts-whats-the-connection/
E. O. Mensah et al., “Limited effects of shade on physiological performances of cocoa (Theobroma cacao L.) under elevated temperature,” Environ Exp Bot, vol. 201, Sep. 2022, doi: 10.1016/j.envexpbot.2022.104983.
A. N. Afifah and S. Prijono, “SIMULASI DAMPAK PERUBAHAN IKLIM TERHADAP KEMAMPUAN TANAH MENYIMPAN AIR TERSEDIA DAN POTENSI PRODUKSI PADA TANAMAN KAKAO DI KABUPATEN MALANG,” Jurnal Tanah dan Sumberdaya Lahan, vol. 9, no. 2, pp. 385–394, Jul. 2022, doi: 10.21776/ub.jtsl.2022.009.2.19.
M. A. Osorio Zambrano, D. A. Castillo, L. Rodríguez Pérez, and W. Terán, “Cacao (Theobroma cacao L.) Response to Water Stress: Physiological Characterization and Antioxidant Gene Expression Profiling in Commercial Clones,” Front Plant Sci, vol. 12, Sep. 2021, doi: 10.3389/fpls.2021.700855.
M. Köhler, D. Dierick, L. Schwendenmann, and D. Hölscher, “Water use characteristics of cacao and Gliricidia trees in an agroforest in Central Sulawesi, Indonesia,” Ecohydrology, vol. 2, no. 4, pp. 520–529, Dec. 2009, doi: 10.1002/eco.67.
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