A system dynamics model for rice farmers’ livelihood resilience in Indonesia coastal area
DOI:
https://doi.org/10.61511/tafoa.v2i1.2025.2482Keywords:
climate change, drought, livelihood resilience, rice farmers, system dynamicsAbstract
Background: Climate change has become a major global challenge, particularly for vulnerable archipelagic and agrarian countries like Indonesia. Many rice fields in coastal areas—including Cirebon District—are highly exposed to extreme climate events such as prolonged droughts. These conditions disrupt rice farmers’ livelihood systems and reduce their income, threatening their overall livelihood resilience. Methods: This study employed a mixed-methods approach by integrating qualitative and quantitative data to develop a system dynamics model. The model explored interactions between livelihood capital assets, self-organization, learning capacity, and climate conditions. Livelihood resilience was assessed through farmers’ income as a key livelihood outcome. Finding: Model outcomes show that rice farmers’ livelihood systems are not resilient to drought impacts, as their income consistently falls below the ideal threshold. Drought events disrupt livelihoods and lead to income losses, and current farmer-led adaptation efforts are insufficient to improve resilience. Without intervention from government or relevant stakeholders, the livelihood system is projected to remain non-resilient in the future. Conclusion: Rice farmers in Cirebon District lack adequate resilience to cope with drought impacts. Strengthening livelihood resilience requires targeted government interventions to improve critical subsystems, including irrigation governance, crop insurance mechanisms, adaptive farming capacity, and access to climate information. Novelty/Originality of this article: This study provides a system-level understanding of rice farmers’ livelihood resilience by integrating system dynamics modeling with mixed-methods data. It offers a holistic analysis of how livelihood assets, learning capacity, self-organization, and climate stressors interact, and identifies leverage points for policy intervention in drought-prone coastal regions.
References
Abid, M., Schneider, U. A., & Scheffran, J. (2016a). Adaptation to climate change and its impacts on food productivity and crop income: Perspectives of farmers in rural Pakistan. Journal of Rural Studies, 47, 254–266. https://doi.org/10.1016/j.jrurstud.2016.08.005
Abid, M., Schilling, J., Scheffran, J., & Zulfiqar, F. (2016b). Climate change vulnerability, adaptation and risk perceptions at farm level in Punjab, Pakistan. Science of the Total Environment, 547, 447–460. https://doi.org/10.1016/j.scitotenv.2015.11.125
Adger, W. N. (2000). Social and ecological resilience: Are they related? Progress in Human Geography, 24(3), 347–364. https://doi.org/10.1191/030913200701540465
Badan Nasional Penanggulangan Bencana. (2016a). Risiko bencana Indonesia. BNPB.
Badan Nasional Penanggulangan Bencana. (2016b). Kejadian bencana kekeringan di wilayah Provinsi Jawa Barat: Data dan informasi bencana Indonesia. BNPB.
BAPPENAS. (2010). Indonesia climate change sectoral roadmap: Synthesis report. BAPPENAS.
Bhuvaneswari, K., Geethalakshmi, V., Lakshmanan, A., Srinivasan, R., & Sekhar, N. U. (2013). The impact of El Niño–Southern Oscillation on hydrology and rice productivity in the Cauvery Basin, India: Application of the Soil and Water Assessment Tool. Weather and Climate Extremes, 2, 39–47. https://doi.org/10.1016/j.wace.2013.10.003
Brocklesby, M. A., & Fisher, E. (2003). Community development in sustainable livelihoods approaches: An introduction. Community Development Journal, 38(3), 185–198. https://doi.org/10.1093/cdj/38.3.185
Bryan, E., Ringler, C., Okoba, B., Roncoli, C., Silvestri, S., & Herrero, M. (2013). Adapting agriculture to climate change in Kenya: Household strategies and determinants. Journal of Environmental Management, 114, 26–35. https://doi.org/10.1016/j.jenvman.2012.10.036
Calzadilla, A., Zhu, T., Rehdanz, K., Tol, R. S. J., & Ringler, C. (2014). Climate change and agriculture: Impacts and adaptation options in South Africa. Water Resources and Economics, 5, 24–48. https://doi.org/10.1016/j.wre.2014.03.001
Capa-Morocho, M., Rodríguez-Fonseca, B., & Ruiz-Ramos, M. (2014). Crop yield as a bioclimatic index of El Niño impact in Europe: Crop forecast implications. Agricultural and Forest Meteorology, 198, 42–52. https://doi.org/10.1016/j.agrformet.2014.07.012
Carpenter, S., Walker, B., Anderies, J. M., & Abel, N. (2001). From metaphor to measurement: Resilience of what to what? Ecosystems, 4(8), 765–781. https://doi.org/10.1007/s10021-001-0045-9
Chang, K. Y., Xu, L., & Starr, G. (2018). A drought indicator reflecting ecosystem responses to water availability: The normalized ecosystem drought index. Agricultural and Forest Meteorology, 250, 102–117. https://doi.org/10.1016/j.agrformet.2017.12.001
Cinner, J. E., Adger, W. N., Allison, E. H., Barnes, M. L., Brown, K., Cohen, P. J., & Morrison, T. H. (2018). Building adaptive capacity to climate change in tropical coastal communities. Nature Climate Change, 8(2), 117–123. https://doi.org/10.1038/s41558-017-0065-x
Curtin, C. G., & Parker, J. P. (2014). Foundations of resilience thinking. Conservation Biology, 28(4), 912–923. https://doi.org/10.1111/cobi.12321
Department for International Development. (1999). Sustainable livelihoods guidance sheets. DFID.
Dick, W. J., & Wang, W. (2010). Government interventions in agricultural insurance. Agriculture and Agricultural Science Procedia, 1, 4–12. https://doi.org/10.1016/j.aaspro.2010.09.002
Elasha, B. O., Elhassan, N. G., Ahmed, H., & Zakieldin, S. (2005). Sustainable livelihood approach for assessing community resilience to climate change: Case studies from Sudan (AIACC Working Paper No. 17). Assessments of Impacts and Adaptations to Climate Change. http://www.iflea.org/pdf/AIACC_WP_No017.pdf
Euler, J., & Heldt, S. (2018). From information to participation and self-organization: Visions for European river basin management. Science of the Total Environment, 621, 905–914. https://doi.org/10.1016/j.scitotenv.2017.11.072
Farzaneh, M., Allahyari, M. S., Damalas, C. A., & Seidavi, A. (2017). Crop insurance as a risk management tool in agriculture: The case of silk farmers in northern Iran. Land Use Policy, 64, 225–232. https://doi.org/10.1016/j.landusepol.2017.02.018
Fischer, A. P. (2018). Pathways of adaptation to external stressors in coastal natural-resource-dependent communities: Implications for climate change. World Development, 108, 235–248. https://doi.org/10.1016/j.worlddev.2017.12.007
Folke, C. (2006). Resilience: The emergence of a perspective for social–ecological systems analyses. Global Environmental Change, 16(3), 253–267. https://doi.org/10.1016/j.gloenvcha.2006.04.002
Forrester, J. W. (1987). Lessons from system dynamics modeling. System Dynamics Review, 3(2), 136–149. https://doi.org/10.1002/sdr.4260030205
Gentle, P., & Maraseni, T. N. (2012). Climate change, poverty and livelihoods: Adaptation practices by rural mountain communities in Nepal. Environmental Science & Policy, 21, 24–34. https://doi.org/10.1016/j.envsci.2012.03.007
Hochman, Z., Horan, H., Reddy, D. R., Sreenivas, G., Tallapragada, C., Adusumilli, R., & Roth, C. H. (2017). Smallholder farmers managing climate risk in India: 1. Adapting to a variable climate. Agricultural Systems, 150, 54–66. https://doi.org/10.1016/j.agsy.2016.10.001
Hugo, G. (2011). Future demographic change and its interactions with migration and climate change. Global Environmental Change, 21(Suppl. 1), S21–S33. https://doi.org/10.1016/j.gloenvcha.2011.09.008
Intergovernmental Panel on Climate Change. (2001). Climate change 2001: Synthesis report. Contribution of Working Groups I, II and III to the Third Assessment Report of the Intergovernmental Panel on Climate Change (R. T. Watson & Core Writing Team, Eds.). Cambridge University Press. https://archive.ipcc.ch/ipccreports/tar/vol4/english/
Intergovernmental Panel on Climate Change. (2012). Managing the risks of extreme events and disasters to advance climate change adaptation: Summary for policymakers (C. B. Field, V. Barros, T. F. Stocker, D. Qin, D. J. Dokken, K. L. Ebi, M. D. Mastrandrea, K. J. Mach, G.-K. Plattner, S. K. Allen, M. Tignor, & P. M. Midgley, Eds.). Cambridge University Press. https://www.ipcc.ch/report/managing-the-risks-of-extreme-events-and-disasters-to-advance-climate-change-adaptation/
Intergovernmental Panel on Climate Change. (2014). Climate change 2014: Synthesis report. Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change (R. K. Pachauri, L. A. Meyer, & Core Writing Team, Eds.). IPCC. https://www.ipcc.ch/report/ar5/syr/
Irawan, B. (2006). Fenomena anomali iklim El Niño dan La Niña: Kecenderungan jangka panjang dan pengaruhnya terhadap produksi pangan. Forum Penelitian Agro Ekonomi, 24(1), 28–45. https://epublikasi.pertanian.go.id/berkala/fae/article/view/1414
Jianjun, J., Yiwei, G., Xiaomin, W., & Nam, P. K. (2015). Farmers’ risk preferences and their climate change adaptation strategies in the Yongqiao District, China. Land Use Policy, 47, 365–372. https://doi.org/10.1016/j.landusepol.2015.04.028
Karimi, V., Karami, E., & Keshavarz, M. (2018). Climate change and agriculture: Impacts and adaptive responses in Iran. Journal of Integrative Agriculture, 17(1), 1–15. https://doi.org/10.1016/S2095-3119(17)61794-5
Keshavarz, M., Maleksaeidi, H., & Karami, E. (2017). Livelihood vulnerability to drought: A case of rural Iran. International Journal of Disaster Risk Reduction, 21, 223–230. https://doi.org/10.1016/j.ijdrr.2016.12.012
Khanal, U., Wilson, C., Hoang, V. N., & Lee, B. (2018). Farmers’ adaptation to climate change, its determinants and impacts on rice yield in Nepal. Ecological Economics, 144, 139–147. https://doi.org/10.1016/j.ecolecon.2017.08.006
Khayyati, M., & Aazami, M. (2016). Drought impact assessment on rural livelihood systems in Iran. Ecological Indicators, 69, 850–858. https://doi.org/10.1016/j.ecolind.2016.05.039
Makuvaro, V., Walker, S., Masere, T. P., & Dimes, J. (2018). Smallholder farmer perceived effects of climate change on agricultural productivity and adaptation strategies. Journal of Arid Environments, 152, 75–82. https://doi.org/10.1016/j.jaridenv.2018.01.016
Martin, S. M., & Lorenzen, K. (2016). Livelihood diversification in rural Laos. World Development, 83, 231–243. https://doi.org/10.1016/j.worlddev.2016.01.018
Mârza, B., Angelescu, C., & Tindeche, C. (2015). Agricultural insurances and food security: The new climate change challenges. Procedia Economics and Finance, 27, 594–599. https://doi.org/10.1016/S2212-5671(15)01038-2
Milestad, R. (2003). Building farm resilience (Acta Universitatis Agriculturae Sueciae, Agraria No. 375). Swedish University of Agricultural Sciences.
Nam, W. H., Choi, J. Y., & Hong, E. M. (2015). Irrigation vulnerability assessment on agricultural water supply risk for adaptive management of climate change in South Korea. Agricultural Water Management, 152, 173–187. https://doi.org/10.1016/j.agwat.2015.01.012
Nyamwanza, A. M. (2012). Livelihood resilience and adaptive capacity: A critical conceptual review. Jàmbá: Journal of Disaster Risk Studies, 4(1), 1–6. https://hdl.handle.net/10520/EJC128737
Obrist, B., Pfeiffer, C., & Henley, R. (2010). Multi-layered social resilience: A new approach in mitigation research. Progress in Development Studies, 10(4), 283–293. https://doi.org/10.1177/146499340901000402
Osbahr, H., Twyman, C., Adger, W. N., & Thomas, D. S. (2008). Effective livelihood adaptation to climate change disturbance: Scale dimensions of practice in Mozambique. Geoforum, 39(6), 1951–1964. https://doi.org/10.1016/j.geoforum.2008.07.010
Paavola, J. (2008). Livelihoods, vulnerability and adaptation to climate change in Morogoro, Tanzania. Environmental Science & Policy, 11(7), 642–654. https://doi.org/10.1016/j.envsci.2008.06.002
Partey, S. T., Zougmoré, R. B., Ouédraogo, M., & Campbell, B. M. (2018). Developing climate-smart agriculture to face climate variability in West Africa: Challenges and lessons learnt. Journal of Cleaner Production, 187, 285–295. https://doi.org/10.1016/j.jclepro.2018.03.199
Pratiwi, N., Karuniasa, M., & Suroso, D. (2018a). Self-organization and crop insurance to enhance livelihood resilience: A case of rice farmers in Cirebon Regency, Indonesia. ASEAN Journal of Community Engagement, 2(1), Article 1. https://doi.org/10.7454/ajce.v2i1.116
Pratiwi, N. A. H., Karuniasa, M., & Suroso, D. S. A. (2018b). Exploring historical and projection of drought periods in Cirebon Regency, Indonesia. E3S Web of Conferences, 68, 02007. https://doi.org/10.1051/e3sconf/20186802007
Rahut, D. B., & Ali, A. (2017). Coping with climate change and its impact on productivity, income, and poverty: Evidence from the Himalayan region of Pakistan. International Journal of Disaster Risk Reduction, 24, 515–525. https://doi.org/10.1016/j.ijdrr.2017.05.006
Reed, M. S., Podesta, G., Fazey, I., Geeson, N., Hessel, R., Hubacek, K., Letson, D., Nainggolan, D., Prell, C., Rickenbach, M. G., Ritsema, C., Schwilch, G., Stringer, L. C., & Thomas, A. D. (2013). Combining analytical frameworks to assess livelihood vulnerability to climate change and analyse adaptation options. Ecological Economics, 94, 66–77. https://doi.org/10.1016/j.ecolecon.2013.07.007
Shah, K. U., Dulal, H. B., Johnson, C., & Baptiste, A. (2013). Understanding livelihood vulnerability to climate change: Applying the livelihood vulnerability index in Trinidad and Tobago. Geoforum, 47, 125–137. https://doi.org/10.1016/j.geoforum.2013.04.004
Shiferaw, B., Tesfaye, K., Kassie, M., Abate, T., Prasanna, B. M., & Menkir, A. (2014). Managing vulnerability to drought and enhancing livelihood resilience in sub-Saharan Africa: Technological, institutional and policy options. Weather and Climate Extremes, 3, 67–79. https://doi.org/10.1016/j.wace.2014.04.004
Speranza, C. I., Wiesmann, U., & Rist, S. (2014). An indicator framework for assessing livelihood resilience in the context of social–ecological dynamics. Global Environmental Change, 28, 109–119. https://doi.org/10.1016/j.gloenvcha.2014.06.005
Sterman, J. D. (2000). Business dynamics: Systems thinking and modeling for a complex world. Irwin/McGraw-Hill.
Suroso, D. S. A., & Firman, T. (2018). The role of spatial planning in reducing exposure towards impacts of global sea level rise: Case study of the northern coast of Java, Indonesia. Ocean & Coastal Management, 153, 84–97. https://doi.org/10.1016/j.ocecoaman.2017.12.007
Tanner, T., Lewis, D., Wrathall, D., Bronen, R., Cradock-Henry, N., Huq, S., Lawless, C., Nawrotzki, R., Prasad, V., Rahman, M. A., Alaniz, R., King, K., McNamara, K., Nadiruzzaman, M., Henly-Shepard, S., & Thomalla, F. (2015). Livelihood resilience in the face of climate change. Nature Climate Change, 5(1), 23–26. https://doi.org/10.1038/nclimate2431
Tripathi, A., & Mishra, A. K. (2017). Knowledge and passive adaptation to climate change: An example from Indian farmers. Climate Risk Management, 16, 195–207. https://doi.org/10.1016/j.crm.2016.11.002
Walters, J. P., Archer, D. W., Sassenrath, G. F., Hendrickson, J. R., Hanson, J. D., Halloran, J. M., Vadas, P., & Alarcon, V. J. (2016). Exploring agricultural production systems and their fundamental components with system dynamics modelling. Ecological Modelling, 333, 51–65. https://doi.org/10.1016/j.ecolmodel.2016.04.015
Williams, A. (2016). Climate change impacts on coastal agriculture (CoastAdapt Impact Sheet No. 11). National Climate Change Adaptation Research Facility.
Zikra, M. (2015). Climate change impacts on Indonesian coastal areas. Procedia Earth and Planetary Science, 14, 57–63. https://doi.org/10.1016/j.proeps.2015.07.085
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