Main Article Content
Abstract
Effective risk management is essential for rice farmers to achieve sustainable agriculture. Rice production is inherently influenced by uncertainties that can lead to yield declines or, in severe cases, complete crop failure. These uncertainties arise from various factors, including climate change, nutrient leaching, soil erosion, landslides, floods, pests, and droughts. Such risks not only threaten production but also have short-term impacts on food security at regional and national levels, potentially resulting in rice scarcity and rising prices. This study aims to analyze rice production and its associated risks in Purbalingga Regency, Central Java. Using multiple linear regression and multiplicative heteroscedasticity regression methods, the study incorporates novel elements such as agricultural inputs (land size, seeds, urea fertilizer, pesticides, and machinery), socio-demographic factors (planting season, education, farming experience), and government policies (ownership of farmer cards and extension service intensity). The findings indicate that land area, urea fertilizer, pesticides, agricultural tools, Farmer Card ownership, extension services, and planting seasons significantly affect rice production and its risks. These results underscore the importance of enhancing farmers' capabilities through improved agricultural inputs, education, and a deeper understanding of evolving planting processes, ultimately enabling more effective risk management strategies.
Keywords
Article Details
Copyright (c) 2025 Sodik Dwi Purnomo; Sri Sundari, Damar Jati, Heru Cahyo, Cahyaningtyas Ria Uripi, Sully Kemala Octisari, Tiladela Luhita

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with this journal agree with the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).
- This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
References
- Akram, R., Turan, V., Wahid, A., Ijaz, M., Shahid, M. A., Kaleem, S., & Nasim, W. (2018). Paddy Land Pollutants and Their Role in Climate Change. Environmental Pollution of Paddy Soils, 53(1), 113-124. doi: 10.1007/978-3-319-93671-0_7
- Alzahrani, K., Ali, M., Azeem, M. I., & Alotaibi, B. A. (2023). Efficacy Of Public Extension and Advisory Services for Sustainable Rice Production. Agriculture, 13(5), 1-17. doi: 10.3390/agriculture13051062
- Ambali, O. I., Areal, F. J., & Georgantzis, N. (2021). Improved Rice Technology Adoption: The Role of Spatially-Dependent Risk Preference. Agriculture, 11(8), 1-13. doi: 10.3390/agriculture11080691
- Amenyogbe, M. K., & Dzomeku, I. K. (2023). Rice (Oryza Sativa L.) Growth and Yield Responses to Yara Fertilizer Formulations in Rain-Fed Lowland Condition. Asian Journal of Research in Agriculture and Forestry, 9(2), 16-27. doi: 10.9734/ajraf/2023/v9i2197.
- Anik, A. R., Rahman, S., Sarker, J. R., & Al Hasan, M. (2021). Farmers’ Adaptation Strategies to Combat Climate Change in Drought Prone Areas in Bangladesh. International Journal Of Disaster Risk Reduction, 65(1), 102562-102572. doi:10.1016/j.ijdrr.2021.102562
- Aremu, T., & Reynolds, T. W. (2024). Welfare Benefits Associated with Access to Agricultural Extension Services In Nigeria. Food Security, 16(2), 295-320. doi: 10.1007/s12571-023-01428-7
- Aryal, J. P., Sapkota, T. B., Khurana, R., Khatri-Chhetri, A., Rahut, D. B., & Jat, M. L. (2020). Climate Change and Agriculture in South Asia: Adaptation Options in Smallholder Production Systems. Environment, Development and Sustainability, 22(6), 5045-5075. doi: 10.1007/s10668-019-00414-4
- Asante, F., Guodaar, L., & Arimiyaw, S. (2021). Climate Change and Variability Awareness and Livelihood Adaptive Strategies Among Smallholder Farmers in Semi-Arid Northern Ghana. Environmental Development, I39(1), 1-14. doi: 10.1016/j.envdev.2021.100629
- Assaye, A., Habte, E., & Sakurai, S. (2023). Adoption Of Improved Rice Technologies in Major Rice Producing Areas of Ethiopia: A Multivariate Probit Approach. Agriculture & Food Security, 12(1), 1-19. doi: 10.1186/s40066-023-00412-w
- Assaye, Y. M., & Alemayehu, H. A. (2023). Evaluation Of Different Seed Packaging Materials for Quality of Rice Seed Stored For Different Periods of Time In Ethiopia. Journal of Packaging Technology And Research, 7(1), 55-61. doi: 10.1007/s41783-022-00150-7
- Badan Meteorologi, Klimatologi, dan Geofisika. (2024). Fakta Perubahan Iklim 2024. Retrieved from https://www.bmkg.go.id/iklim/?p=ekstrem-perubahan-iklim
- Badan Pusat Statistik Kabupaten Purbalingga (2024). Kabupaten Purbalingga Dalam Angka Tahun 2024. Purbalingga: Badan Pusat Statistik
- Badan Pusat Statistik Provinsi Jawa Tengah. (2024). Luas Panen Dan Produksi Padi Di Provinsi Jawa Tengah 2023. Retrieved from https://jateng.bps.go.id/pressrelease/2023/11/01/1458/luas-panen-dan-produksi-padi-di-provinsi-jawa-tengah-2023--angka-sementara-.html
- Cahyo, H., Purnomo, S. D., Octisari, S. K., Surveyandini, M., Sundari, S., & Purwendah, E. K. (2023). Environment, Population, And Economy On CO2 Emission in Indonesia. International Journal of Energy Economics and Policy, 13(6), 295-303. doi: 10.32479/ijeep.14938
- Chandel, R. B. S., Khan, A., Li, X., & Xia, X. (2022). Farm-Level Technical Efficiency and Its Determinants of Rice Production in Indo-Gangetic Plains: A Stochastic Frontier Model Approach. Sustainability, 14(4), 1-16. doi: 10.3390/su14042267
- Chang, S. H. E., Benjamin, E. O., & Sauer, J. (2024). Factors Influencing The Adoption of Sustainable Agricultural Practices for Rice Cultivation in Southeast Asia: A Review. Agronomy For Sustainable Development, 44(27), 123-133 doi: 10.1007/s13593-024-00960-w
- Chau, N. T., & Ahamed, T. (2022). Analyzing Factors That Affect Rice Production Efficiency and Organic Fertilizer Choices in Vietnam. Sustainability, 14(14), 1-11. doi: 10.3390/su14148842
- Chen, C., McCarl, B. A., & Chang, C. C. (2012). Climate Change, Sea Level Rise and Rice: Global Market Implications. Climatic Change, 110(1), 543-560. doi: 10.1007/s10584-011-0074-0
- Cobb, C.W., & Douglas, P.H. (1928). A Theory of Production. American: The American Economic Review
- Coulibaly, T., Islam, M., & Managi, S. (2020). The Impacts of Climate Change and Natural Disasters On Agriculture in African Countries. Economics Of Disasters and Climate Change, 4(1), 347-364. doi: 10.1007/s41885-019-00057-9
- Creswell, J. W. (2010). Research Design: Pendekatan Kualitatif, Kuantitatif, Dan Mixed. Yogjakarta: PT Pustaka Pelajar
- Dabi, T., & Khanna, V. K. (2018). Effect Of Climate Change on Rice. Agrotechnology, 7(2), 2-7. doi: 10.4172/2168-9881.1000181
- Damalas, C. A. (2021). Farmers’ Intention to Reduce Pesticide Use: The Role of Perceived Risk of Loss in the Model of The Planned Behavior Theory. Environmental Science and Pollution Research, 28(26), 35278-35285. doi: 10.1007/s11356-021-13183-3
- Danso-Abbeam, G., Ehiakpor, D. S., & Aidoo, R. (2018). Agricultural Extension and Its Effects on Farm Productivity and Income: Insight from Northern Ghana. Agriculture & Food Security, 7(1), 1-10.
- doi: 10.1186/s40066-018-0225-x
- Dewanti, R, & Waluyati, L. R (2018). Production Risk of Rice in Kebonsari, Madiun Regency. Agro Ekonomi, 29(2), 161-17. doi: 10.22146/ae.35711
- Dorvlo, S. Y., Mkandawire, E., Roelich, K., & Jumbe, C. B. (2023). Pathways And Interactions for Integrating Mechanisation into Sustainable Agricultural Production: The Case of Rice Production in Asutsuare, Ghana. Sustainability, 15(22), 1-16. doi: 10.3390/su152215888
- Dube, T., Moyo, P., Ncube, M., & Nyathi, D. (2016). The Impact Of Climate Change on Agro-Ecological Based Livelihoods in Africa: A Review. Journal Of Sustainable Development, 9(1), 256-267. doi:10.5539/jsd.v9n1p256
- Gava, O., Ardakani, Z., Delalic, A., & Monaco, S. (2024). Environmental Impacts of Rice Intensification Using High-Yielding Varieties: Evidence from Mazandaran, Iran. Sustainability, 16(6), 2563-2571. doi: 10.3390/su16062563
- Greene, W. H. (2003). Econometric Analysis (Fifth Edition). New Jersey: Prentice Hall
- Greene, W. H. (2018). Econometric analysis (8th ed.). Inggris: Pearson
- Gujarati, D. N., & Porter, D. C. (2009). Basic econometrics (5th ed.). New York: McGraw-Hill
- Gurung, R., Choubey, M., & Rai, R. (2024). Economic Impact of Farmer Producer Organisation (FPO) Membership: Empirical Evidence from India. International Journal of Social Economics, 51(8), 1015-1028. doi: 10.1108/IJSE-06-2023-0451
- Hammad, H. M., Farhad, W., Abbas, F., Fahad, S., Saeed, S., Nasim, W., & Bakhat, H. F. (2017). Maize Plant Nitrogen Uptake Dynamics at Limited Irrigation Water and Nitrogen. Environmental Science and Pollution Research, 24(1), 2549-2557. doi: 10.1007/s11356-016-8031-0
- Hardaker, J. B., Richardson, J. W., Lien, G., & Schumann, K. D. (2004b). Stochastic Efficiency Analysis with Risk Aversion Bounds: A Simplified Approach. Australian Journal Of Agricultural And Resource Economics, 48(2), 253-270. doi: 10.1111/j.1467-8489.2004.00239.x
- Hardaker, J.B., Lien, G., Anderson, J.R., & Huirne, R.B.M. (2015a). Coping with Risk in Agriculture: Applied Decision Analysis. United Kingdom: CABI, Oxfordshire
- Huq, N., Hugé, J., Boon, E., & Gain, A. K. (2015). Climate Change Impacts in Agricultural Communities in Rural Areas of Coastal Bangladesh: A Tale Of Many Stories. Sustainability, 7(7), 8437-8460. doi: 10.3390/su7078437.
- Hussain, J., Hussain, S., Tahir, N., Rasool, I., Ullah, A., & Ahmad, S. (2022). Climate Change And Rice Production: Impacts and Adaptations. In Modern Techniques Of Rice Crop Production. Singapore: Springer Singapore
- Hussain, S., Mubeen, M., Ahmad, A., Akram, W., Hammad, H. M., Ali, M., & Nasim, W. (2020). Using GIS Tools To Detect The Land Use/Land Cover Changes During Forty Years In Lodhran District Of Pakistan. Environmental Science And Pollution Research, 27(1), 39676-39692. doi: 10.1007/s11356-019-06072-3
- Johnson, J. M., Becker, M., Dossou-Yovo, E. R., & Saito, K. (2023). Farmers’ Perception And Management Of Water Scarcity In Irrigated Rice-Based Systems In Dry Climatic Zones Of West Africa. Agronomy For Sustainable Development, 43(2), 1-16. doi: 10.1007/s13593-023-00878-9
- Kijima, Y. (2019). Farmers’ Risk Preferences And Rice Production: Experimental And Panel Data Evidence From Uganda. Plos One, 14(7), 1-16. doi: 10.1371/journal.pone.0219202
- Kogo, B. K., Kumar, L., & Koech, R. (2021). Climate Change And Variability In Kenya: A Review Of Impacts On Agriculture And Food Security. Environment, Development And Sustainability, 23(1), 23-43. doi: 10.1007/s10668-020-00589-1
- Krein, D. D. C., Rosseto, M., Cemin, F., Massuda, L. A., & Dettmer, A. (2023). Recent Trends And Technologies For Reduced Environmental Impacts Of Fertilizers: A Review. International Journal Of Environmental Science And Technology, 20(11), 12903-12918. doi: 10.1007/s13762-023-04929-2
- Li, W., Lin, G., Dou, Q., Chandio, A. A., Larik, S. A., & Liu, Y. (2024). Can Digital Finance Promote Rice Production? Evidence From Sichuan Province, China. Agriculture, 14(6),1-22. doi: 10.3390/agriculture14060965
- Liu, K., Song, C., Ye, P., Liu, H., Xia, Z., Waseem, H., Deng, Y., Liu, Z., Wang, L., Wang, B. and Yang, X. (2023). Optimizing Rice Sowing Dates For High Yield And Climate Adaptation In Central China. Agronomy, 13(5), 1-11. doi: 10.3390/agronomy13051339
- Lobell, D. B., & Burke, M. B. (2010). On The Use Of Statistical Models To Predict Crop Yield Responses To Climate Change. Agricultural And Forest Meteorology, 150(11), 1443-1452. doi: 10.1016/j.agrformet.2010.07.008
- Ludher, E., & Teng, P. (2023). Rice Production And Food Security In Southeast Asia Under Threat From El Niño. Retrieved from https://www.iseas.edu.sg
- Malhi, G. S., Kaur, M., & Kaushik, P. (2021). Impact Of Climate Change On Agriculture And Its Mitigation Strategies: A Review. Sustainability, 13(3), 1-21. doi: 10.3390/su13031318
- Mishra, A. K., Bairagi, S., Velasco, M. L., & Mohanty, S. (2018). Impact Of Access To Capital And Abiotic Stress On Production Efficiency: Evidence From Rice Farming In Cambodia. Land Use Policy, 79(1), 215-222. doi: 10.1016/j.landusepol.2018.08.016
- Mumtahina, N., Yoshinaga, K., Moriwaki, A., Uemura, M., Matsuoka, A., Shimono, H., & Matsunami, M. (2024). Effects Of Deep Placement Of Fertilizer On Growth, Productivity, And Fertilizer Use Efficiency Of Rice In Cool Climatic Region. Journal Of Soil Science And Plant Nutrition, 24(1), 2985–2996. doi: 10.1007/s42729-024-01723-y
- Nguyen, K. T., Ho, C. H. P., & Trinh, D. C. (2022). Risks And Risk Responses Of Rice Farmers In The Mekong Delta, Vietnam. Letters In Spatial And Resource Sciences, 15(1), 129-144. doi: 10.1007/s12076-021-00290-5
- Ninh, L. K. (2021). Economic Role Of Education In Agriculture: Evidence From Rural Vietnam. Journal Of Economics And Development, 23(1), 47-58. doi: 10.1108/JED-05-2020-0052
- Nwankwoala, H. N. L. (2015). Causes Of Climate And Environmental Changes: The Need For Environmental-Friendly Education Policy In Nigeria. Journal Of Education And Practice, 6(30), 224-234. Retrieved from https://eric.ed.gov/?id=EJ1081366
- Pathak, V. M., Verma, V. K., Rawat, B. S., Kaur, B., Babu, N., Sharma, A., Dewali, S., Yadav, M., Kumari, R., Singh, S. and Mohapatra, A., (2022). Current Status Of Pesticide Effects On Environment, Human Health And It’s Eco-Friendly Management As Bioremediation: A Comprehensive Review. Front. Microbiol, 13(1), 1-29. doi: 10.3389/fmicb.2022.962619
- Peng, J., Zhao, Z., & Liu, D. (2022). Impact Of Agricultural Mechanization On Agricultural Production, Income, And Mechanism: Evidence From Hubei Province, China. Frontiers In Environmental Science, 10(1), 1-15. doi: 10.3389/fenvs.2022.838686
- Pickson, R. B., Gui, P., Chen, A., & Boateng, E. (2023). Examining The Impacts Of Climate Change And Political Instability On Rice Production: Empirical Evidence From Nigeria. Environmental Science And Pollution Research, 30(23), 64617-64636. doi: 10.1007/s11356-023-26859-9
- Raj, S., & Garlapati, S. (2020). Extension And Advisory Services For Climate-Smart Agriculture. Global Climate Change: Resilient And Smart Agriculture, 19(3), 273-299. doi: 10.1007/978-981-32-9856-9_13
- Ray, D. K., West, P. C., Clark, M., Gerber, J. S., Prishchepov, A. V., & Chatterjee, S. (2019). Climate Change Has Likely Already Affected Global Food Production. Plos One, 14(5), 1-18. doi: 10.1371/journal.pone.0217148
- Roumasset, J. A. (1976). Risk Aversion, Inderict Utility Function Market Failure, In: Roumasset, J.A, Bouussard, J.M. Signh, I. (Eds) Risk And Uncertainty An Agriculture Develop-Ment. New York: Agriculture Development Council
- Solaymani, S. (2023). Impacts Of Environmental Variables On Rice Production In Malaysia. World, 4(3), 450-466. doi: 10.3390/world4030028
- Stock, J. H., & Watson, M. W. (2015). Introduction To Econometrics (3rd Ed.). Inggris: Pearson
- Stuecker, M. F., Tigchelaar, M., & Kantar, M. B. (2018). Climate Variability Impacts On Rice Production In The Philippines. Plos One, 13(8), 1-17. doi: 10.1371/journal.pone.0201426
- Suharyanto, S., Rinaldy J, & Arya N. N. (2015). Analisis Risiko Produksi Usahatani Padi Sawah Di Provinsi Bali. AGRARIS: Journal Of Agribusiness And Rural Development Research, 1(2):70-77. doi: 10.18196/agr.1210
- Tadele, Z. (2017). Raising Crop Productivity In Africa Through Intensification. Agronomy, 7(1), 1-22. doi: 10.3390/agronomy7010022
- Tripathi, A., Tripathi, D. K., Chauhan, D. K., Kumar, N., & Singh, G. S. (2016). Paradigms Of Climate Change Impacts On Some Major Food Sources Of The World: A Review On Current Knowledge And Future Prospects. Agriculture, Ecosystems & Environment, 216(1), 356-373. doi: 10.1016/j.agee.2015.09.034
- Wadu, J., Yuliawati, Y., & Nuswantara, B. (2019). Strategi Menghadapi Risiko Produksi Padi Sawah Di Kabupaten Sumba Timur. Jurnal Ekonomi Dan Bisnis, 22(2), 231-256. doi: 10.24914/jeb.v22i2.2342
- Wahab, A. A., Hussain, M., Fatima, Z., Ahmed, M., & Ahmad, S. (2024). Evaluating The Interactive Impact Of Nitrogen Levels And Cultivars On Yield Traits, Nitrogen Use Efficiency, Water Use Efficiency And Benefit Cost Ratio Of Ratoon Rice In Punjab, Pakistan. International Journal Of Plant Production, 18(1), 97-107. doi: 10.1007/s42106-023-00280-1
- Wang, Q., Sun, L., & Yang, X. (2024). Identifying Spatial Determinants of Rice Yields In Main Producing Areas Of China Using Geospatial Machine Learning. Isprs International Journal Of Geo-Information, 13(3), 1-19. doi: 10.3390/ijgi13030076
- Wooldridge, J. M. (2016). Introductory Econometrics: A Modern Approach (6th Ed.). Boston: Cengage Learning
- Yan, A., Luo, X., Tang, L., & Du, S. (2023). The Effect Of Agricultural Extension Service Need-Supply Fit On Biological Pesticides Adoption Behavior: Evidence From Chinese Rice Farmers. Agriculture, 13(11), 1-18. doi: 10.3390/agriculture13112074
- Yanamisra, A., Fariyanti, A., & Utami, A. D. (2023). Risiko Produksi Dan Harga Pada Usahatani Rumput Laut Di Kabupaten Takalar Provinsi Sulawesi Selatan. Forum Agribisnis, 13(2): 137-151. doi: 10.29244/fagb.13.2.137-151
- Yang, S., & Zhang, F. (2023). The Impact Of Agricultural Machinery Socialization Services On The Scale Of Land Operation: Evidence From Rural China. Agriculture, 13(8), 1-22. doi: 10.3390/agriculture13081594
- Zaini, A. H., Hariyono, D., & Wicaksono, K. P. (2017). Performance Of Rice (Oryza sativa L.) Varieties In Rainy Season And Interaction With Plant Spacing. Bioscience Research, 14(3), 662-667. Retrieved from https://www.isisn.org/BR_14_3_2017.htm
- Zhang, X., Yu, X., Tian, X., Geng, X., & Zhou, Y. (2019). Farm Size, Inefficiency, And Rice Production Cost In China. Journal Of Productivity Analysis, 52(1), 57-68. doi: 10.1007/s11123-019-00557-6
References
Akram, R., Turan, V., Wahid, A., Ijaz, M., Shahid, M. A., Kaleem, S., & Nasim, W. (2018). Paddy Land Pollutants and Their Role in Climate Change. Environmental Pollution of Paddy Soils, 53(1), 113-124. doi: 10.1007/978-3-319-93671-0_7
Alzahrani, K., Ali, M., Azeem, M. I., & Alotaibi, B. A. (2023). Efficacy Of Public Extension and Advisory Services for Sustainable Rice Production. Agriculture, 13(5), 1-17. doi: 10.3390/agriculture13051062
Ambali, O. I., Areal, F. J., & Georgantzis, N. (2021). Improved Rice Technology Adoption: The Role of Spatially-Dependent Risk Preference. Agriculture, 11(8), 1-13. doi: 10.3390/agriculture11080691
Amenyogbe, M. K., & Dzomeku, I. K. (2023). Rice (Oryza Sativa L.) Growth and Yield Responses to Yara Fertilizer Formulations in Rain-Fed Lowland Condition. Asian Journal of Research in Agriculture and Forestry, 9(2), 16-27. doi: 10.9734/ajraf/2023/v9i2197.
Anik, A. R., Rahman, S., Sarker, J. R., & Al Hasan, M. (2021). Farmers’ Adaptation Strategies to Combat Climate Change in Drought Prone Areas in Bangladesh. International Journal Of Disaster Risk Reduction, 65(1), 102562-102572. doi:10.1016/j.ijdrr.2021.102562
Aremu, T., & Reynolds, T. W. (2024). Welfare Benefits Associated with Access to Agricultural Extension Services In Nigeria. Food Security, 16(2), 295-320. doi: 10.1007/s12571-023-01428-7
Aryal, J. P., Sapkota, T. B., Khurana, R., Khatri-Chhetri, A., Rahut, D. B., & Jat, M. L. (2020). Climate Change and Agriculture in South Asia: Adaptation Options in Smallholder Production Systems. Environment, Development and Sustainability, 22(6), 5045-5075. doi: 10.1007/s10668-019-00414-4
Asante, F., Guodaar, L., & Arimiyaw, S. (2021). Climate Change and Variability Awareness and Livelihood Adaptive Strategies Among Smallholder Farmers in Semi-Arid Northern Ghana. Environmental Development, I39(1), 1-14. doi: 10.1016/j.envdev.2021.100629
Assaye, A., Habte, E., & Sakurai, S. (2023). Adoption Of Improved Rice Technologies in Major Rice Producing Areas of Ethiopia: A Multivariate Probit Approach. Agriculture & Food Security, 12(1), 1-19. doi: 10.1186/s40066-023-00412-w
Assaye, Y. M., & Alemayehu, H. A. (2023). Evaluation Of Different Seed Packaging Materials for Quality of Rice Seed Stored For Different Periods of Time In Ethiopia. Journal of Packaging Technology And Research, 7(1), 55-61. doi: 10.1007/s41783-022-00150-7
Badan Meteorologi, Klimatologi, dan Geofisika. (2024). Fakta Perubahan Iklim 2024. Retrieved from https://www.bmkg.go.id/iklim/?p=ekstrem-perubahan-iklim
Badan Pusat Statistik Kabupaten Purbalingga (2024). Kabupaten Purbalingga Dalam Angka Tahun 2024. Purbalingga: Badan Pusat Statistik
Badan Pusat Statistik Provinsi Jawa Tengah. (2024). Luas Panen Dan Produksi Padi Di Provinsi Jawa Tengah 2023. Retrieved from https://jateng.bps.go.id/pressrelease/2023/11/01/1458/luas-panen-dan-produksi-padi-di-provinsi-jawa-tengah-2023--angka-sementara-.html
Cahyo, H., Purnomo, S. D., Octisari, S. K., Surveyandini, M., Sundari, S., & Purwendah, E. K. (2023). Environment, Population, And Economy On CO2 Emission in Indonesia. International Journal of Energy Economics and Policy, 13(6), 295-303. doi: 10.32479/ijeep.14938
Chandel, R. B. S., Khan, A., Li, X., & Xia, X. (2022). Farm-Level Technical Efficiency and Its Determinants of Rice Production in Indo-Gangetic Plains: A Stochastic Frontier Model Approach. Sustainability, 14(4), 1-16. doi: 10.3390/su14042267
Chang, S. H. E., Benjamin, E. O., & Sauer, J. (2024). Factors Influencing The Adoption of Sustainable Agricultural Practices for Rice Cultivation in Southeast Asia: A Review. Agronomy For Sustainable Development, 44(27), 123-133 doi: 10.1007/s13593-024-00960-w
Chau, N. T., & Ahamed, T. (2022). Analyzing Factors That Affect Rice Production Efficiency and Organic Fertilizer Choices in Vietnam. Sustainability, 14(14), 1-11. doi: 10.3390/su14148842
Chen, C., McCarl, B. A., & Chang, C. C. (2012). Climate Change, Sea Level Rise and Rice: Global Market Implications. Climatic Change, 110(1), 543-560. doi: 10.1007/s10584-011-0074-0
Cobb, C.W., & Douglas, P.H. (1928). A Theory of Production. American: The American Economic Review
Coulibaly, T., Islam, M., & Managi, S. (2020). The Impacts of Climate Change and Natural Disasters On Agriculture in African Countries. Economics Of Disasters and Climate Change, 4(1), 347-364. doi: 10.1007/s41885-019-00057-9
Creswell, J. W. (2010). Research Design: Pendekatan Kualitatif, Kuantitatif, Dan Mixed. Yogjakarta: PT Pustaka Pelajar
Dabi, T., & Khanna, V. K. (2018). Effect Of Climate Change on Rice. Agrotechnology, 7(2), 2-7. doi: 10.4172/2168-9881.1000181
Damalas, C. A. (2021). Farmers’ Intention to Reduce Pesticide Use: The Role of Perceived Risk of Loss in the Model of The Planned Behavior Theory. Environmental Science and Pollution Research, 28(26), 35278-35285. doi: 10.1007/s11356-021-13183-3
Danso-Abbeam, G., Ehiakpor, D. S., & Aidoo, R. (2018). Agricultural Extension and Its Effects on Farm Productivity and Income: Insight from Northern Ghana. Agriculture & Food Security, 7(1), 1-10.
doi: 10.1186/s40066-018-0225-x
Dewanti, R, & Waluyati, L. R (2018). Production Risk of Rice in Kebonsari, Madiun Regency. Agro Ekonomi, 29(2), 161-17. doi: 10.22146/ae.35711
Dorvlo, S. Y., Mkandawire, E., Roelich, K., & Jumbe, C. B. (2023). Pathways And Interactions for Integrating Mechanisation into Sustainable Agricultural Production: The Case of Rice Production in Asutsuare, Ghana. Sustainability, 15(22), 1-16. doi: 10.3390/su152215888
Dube, T., Moyo, P., Ncube, M., & Nyathi, D. (2016). The Impact Of Climate Change on Agro-Ecological Based Livelihoods in Africa: A Review. Journal Of Sustainable Development, 9(1), 256-267. doi:10.5539/jsd.v9n1p256
Gava, O., Ardakani, Z., Delalic, A., & Monaco, S. (2024). Environmental Impacts of Rice Intensification Using High-Yielding Varieties: Evidence from Mazandaran, Iran. Sustainability, 16(6), 2563-2571. doi: 10.3390/su16062563
Greene, W. H. (2003). Econometric Analysis (Fifth Edition). New Jersey: Prentice Hall
Greene, W. H. (2018). Econometric analysis (8th ed.). Inggris: Pearson
Gujarati, D. N., & Porter, D. C. (2009). Basic econometrics (5th ed.). New York: McGraw-Hill
Gurung, R., Choubey, M., & Rai, R. (2024). Economic Impact of Farmer Producer Organisation (FPO) Membership: Empirical Evidence from India. International Journal of Social Economics, 51(8), 1015-1028. doi: 10.1108/IJSE-06-2023-0451
Hammad, H. M., Farhad, W., Abbas, F., Fahad, S., Saeed, S., Nasim, W., & Bakhat, H. F. (2017). Maize Plant Nitrogen Uptake Dynamics at Limited Irrigation Water and Nitrogen. Environmental Science and Pollution Research, 24(1), 2549-2557. doi: 10.1007/s11356-016-8031-0
Hardaker, J. B., Richardson, J. W., Lien, G., & Schumann, K. D. (2004b). Stochastic Efficiency Analysis with Risk Aversion Bounds: A Simplified Approach. Australian Journal Of Agricultural And Resource Economics, 48(2), 253-270. doi: 10.1111/j.1467-8489.2004.00239.x
Hardaker, J.B., Lien, G., Anderson, J.R., & Huirne, R.B.M. (2015a). Coping with Risk in Agriculture: Applied Decision Analysis. United Kingdom: CABI, Oxfordshire
Huq, N., Hugé, J., Boon, E., & Gain, A. K. (2015). Climate Change Impacts in Agricultural Communities in Rural Areas of Coastal Bangladesh: A Tale Of Many Stories. Sustainability, 7(7), 8437-8460. doi: 10.3390/su7078437.
Hussain, J., Hussain, S., Tahir, N., Rasool, I., Ullah, A., & Ahmad, S. (2022). Climate Change And Rice Production: Impacts and Adaptations. In Modern Techniques Of Rice Crop Production. Singapore: Springer Singapore
Hussain, S., Mubeen, M., Ahmad, A., Akram, W., Hammad, H. M., Ali, M., & Nasim, W. (2020). Using GIS Tools To Detect The Land Use/Land Cover Changes During Forty Years In Lodhran District Of Pakistan. Environmental Science And Pollution Research, 27(1), 39676-39692. doi: 10.1007/s11356-019-06072-3
Johnson, J. M., Becker, M., Dossou-Yovo, E. R., & Saito, K. (2023). Farmers’ Perception And Management Of Water Scarcity In Irrigated Rice-Based Systems In Dry Climatic Zones Of West Africa. Agronomy For Sustainable Development, 43(2), 1-16. doi: 10.1007/s13593-023-00878-9
Kijima, Y. (2019). Farmers’ Risk Preferences And Rice Production: Experimental And Panel Data Evidence From Uganda. Plos One, 14(7), 1-16. doi: 10.1371/journal.pone.0219202
Kogo, B. K., Kumar, L., & Koech, R. (2021). Climate Change And Variability In Kenya: A Review Of Impacts On Agriculture And Food Security. Environment, Development And Sustainability, 23(1), 23-43. doi: 10.1007/s10668-020-00589-1
Krein, D. D. C., Rosseto, M., Cemin, F., Massuda, L. A., & Dettmer, A. (2023). Recent Trends And Technologies For Reduced Environmental Impacts Of Fertilizers: A Review. International Journal Of Environmental Science And Technology, 20(11), 12903-12918. doi: 10.1007/s13762-023-04929-2
Li, W., Lin, G., Dou, Q., Chandio, A. A., Larik, S. A., & Liu, Y. (2024). Can Digital Finance Promote Rice Production? Evidence From Sichuan Province, China. Agriculture, 14(6),1-22. doi: 10.3390/agriculture14060965
Liu, K., Song, C., Ye, P., Liu, H., Xia, Z., Waseem, H., Deng, Y., Liu, Z., Wang, L., Wang, B. and Yang, X. (2023). Optimizing Rice Sowing Dates For High Yield And Climate Adaptation In Central China. Agronomy, 13(5), 1-11. doi: 10.3390/agronomy13051339
Lobell, D. B., & Burke, M. B. (2010). On The Use Of Statistical Models To Predict Crop Yield Responses To Climate Change. Agricultural And Forest Meteorology, 150(11), 1443-1452. doi: 10.1016/j.agrformet.2010.07.008
Ludher, E., & Teng, P. (2023). Rice Production And Food Security In Southeast Asia Under Threat From El Niño. Retrieved from https://www.iseas.edu.sg
Malhi, G. S., Kaur, M., & Kaushik, P. (2021). Impact Of Climate Change On Agriculture And Its Mitigation Strategies: A Review. Sustainability, 13(3), 1-21. doi: 10.3390/su13031318
Mishra, A. K., Bairagi, S., Velasco, M. L., & Mohanty, S. (2018). Impact Of Access To Capital And Abiotic Stress On Production Efficiency: Evidence From Rice Farming In Cambodia. Land Use Policy, 79(1), 215-222. doi: 10.1016/j.landusepol.2018.08.016
Mumtahina, N., Yoshinaga, K., Moriwaki, A., Uemura, M., Matsuoka, A., Shimono, H., & Matsunami, M. (2024). Effects Of Deep Placement Of Fertilizer On Growth, Productivity, And Fertilizer Use Efficiency Of Rice In Cool Climatic Region. Journal Of Soil Science And Plant Nutrition, 24(1), 2985–2996. doi: 10.1007/s42729-024-01723-y
Nguyen, K. T., Ho, C. H. P., & Trinh, D. C. (2022). Risks And Risk Responses Of Rice Farmers In The Mekong Delta, Vietnam. Letters In Spatial And Resource Sciences, 15(1), 129-144. doi: 10.1007/s12076-021-00290-5
Ninh, L. K. (2021). Economic Role Of Education In Agriculture: Evidence From Rural Vietnam. Journal Of Economics And Development, 23(1), 47-58. doi: 10.1108/JED-05-2020-0052
Nwankwoala, H. N. L. (2015). Causes Of Climate And Environmental Changes: The Need For Environmental-Friendly Education Policy In Nigeria. Journal Of Education And Practice, 6(30), 224-234. Retrieved from https://eric.ed.gov/?id=EJ1081366
Pathak, V. M., Verma, V. K., Rawat, B. S., Kaur, B., Babu, N., Sharma, A., Dewali, S., Yadav, M., Kumari, R., Singh, S. and Mohapatra, A., (2022). Current Status Of Pesticide Effects On Environment, Human Health And It’s Eco-Friendly Management As Bioremediation: A Comprehensive Review. Front. Microbiol, 13(1), 1-29. doi: 10.3389/fmicb.2022.962619
Peng, J., Zhao, Z., & Liu, D. (2022). Impact Of Agricultural Mechanization On Agricultural Production, Income, And Mechanism: Evidence From Hubei Province, China. Frontiers In Environmental Science, 10(1), 1-15. doi: 10.3389/fenvs.2022.838686
Pickson, R. B., Gui, P., Chen, A., & Boateng, E. (2023). Examining The Impacts Of Climate Change And Political Instability On Rice Production: Empirical Evidence From Nigeria. Environmental Science And Pollution Research, 30(23), 64617-64636. doi: 10.1007/s11356-023-26859-9
Raj, S., & Garlapati, S. (2020). Extension And Advisory Services For Climate-Smart Agriculture. Global Climate Change: Resilient And Smart Agriculture, 19(3), 273-299. doi: 10.1007/978-981-32-9856-9_13
Ray, D. K., West, P. C., Clark, M., Gerber, J. S., Prishchepov, A. V., & Chatterjee, S. (2019). Climate Change Has Likely Already Affected Global Food Production. Plos One, 14(5), 1-18. doi: 10.1371/journal.pone.0217148
Roumasset, J. A. (1976). Risk Aversion, Inderict Utility Function Market Failure, In: Roumasset, J.A, Bouussard, J.M. Signh, I. (Eds) Risk And Uncertainty An Agriculture Develop-Ment. New York: Agriculture Development Council
Solaymani, S. (2023). Impacts Of Environmental Variables On Rice Production In Malaysia. World, 4(3), 450-466. doi: 10.3390/world4030028
Stock, J. H., & Watson, M. W. (2015). Introduction To Econometrics (3rd Ed.). Inggris: Pearson
Stuecker, M. F., Tigchelaar, M., & Kantar, M. B. (2018). Climate Variability Impacts On Rice Production In The Philippines. Plos One, 13(8), 1-17. doi: 10.1371/journal.pone.0201426
Suharyanto, S., Rinaldy J, & Arya N. N. (2015). Analisis Risiko Produksi Usahatani Padi Sawah Di Provinsi Bali. AGRARIS: Journal Of Agribusiness And Rural Development Research, 1(2):70-77. doi: 10.18196/agr.1210
Tadele, Z. (2017). Raising Crop Productivity In Africa Through Intensification. Agronomy, 7(1), 1-22. doi: 10.3390/agronomy7010022
Tripathi, A., Tripathi, D. K., Chauhan, D. K., Kumar, N., & Singh, G. S. (2016). Paradigms Of Climate Change Impacts On Some Major Food Sources Of The World: A Review On Current Knowledge And Future Prospects. Agriculture, Ecosystems & Environment, 216(1), 356-373. doi: 10.1016/j.agee.2015.09.034
Wadu, J., Yuliawati, Y., & Nuswantara, B. (2019). Strategi Menghadapi Risiko Produksi Padi Sawah Di Kabupaten Sumba Timur. Jurnal Ekonomi Dan Bisnis, 22(2), 231-256. doi: 10.24914/jeb.v22i2.2342
Wahab, A. A., Hussain, M., Fatima, Z., Ahmed, M., & Ahmad, S. (2024). Evaluating The Interactive Impact Of Nitrogen Levels And Cultivars On Yield Traits, Nitrogen Use Efficiency, Water Use Efficiency And Benefit Cost Ratio Of Ratoon Rice In Punjab, Pakistan. International Journal Of Plant Production, 18(1), 97-107. doi: 10.1007/s42106-023-00280-1
Wang, Q., Sun, L., & Yang, X. (2024). Identifying Spatial Determinants of Rice Yields In Main Producing Areas Of China Using Geospatial Machine Learning. Isprs International Journal Of Geo-Information, 13(3), 1-19. doi: 10.3390/ijgi13030076
Wooldridge, J. M. (2016). Introductory Econometrics: A Modern Approach (6th Ed.). Boston: Cengage Learning
Yan, A., Luo, X., Tang, L., & Du, S. (2023). The Effect Of Agricultural Extension Service Need-Supply Fit On Biological Pesticides Adoption Behavior: Evidence From Chinese Rice Farmers. Agriculture, 13(11), 1-18. doi: 10.3390/agriculture13112074
Yanamisra, A., Fariyanti, A., & Utami, A. D. (2023). Risiko Produksi Dan Harga Pada Usahatani Rumput Laut Di Kabupaten Takalar Provinsi Sulawesi Selatan. Forum Agribisnis, 13(2): 137-151. doi: 10.29244/fagb.13.2.137-151
Yang, S., & Zhang, F. (2023). The Impact Of Agricultural Machinery Socialization Services On The Scale Of Land Operation: Evidence From Rural China. Agriculture, 13(8), 1-22. doi: 10.3390/agriculture13081594
Zaini, A. H., Hariyono, D., & Wicaksono, K. P. (2017). Performance Of Rice (Oryza sativa L.) Varieties In Rainy Season And Interaction With Plant Spacing. Bioscience Research, 14(3), 662-667. Retrieved from https://www.isisn.org/BR_14_3_2017.htm
Zhang, X., Yu, X., Tian, X., Geng, X., & Zhou, Y. (2019). Farm Size, Inefficiency, And Rice Production Cost In China. Journal Of Productivity Analysis, 52(1), 57-68. doi: 10.1007/s11123-019-00557-6