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A viable and cost-effective weather index insurance for rice in Indonesia

Author

Listed:
  • Aditya Kusuma

    (Victoria University of Wellington)

  • Bethanna Jackson

    (Victoria University of Wellington)

  • Ilan Noy

    (Victoria University of Wellington)

Abstract

The potentially adverse effects of droughts on agricultural output are obvious. Currently, Indonesian rice farmers have little financial protection from climate risk via catastrophic weather risk transfer tools. Done well, a weather index insurance (WII) program can not only provide resources that enable recovery, but can also facilitate the adoption of prevention and adaptation measures and incentivize risk reduction. However, implementations of WII programs have faced difficulties because of basis risk—among several other obstacles. Here, we quantify the applicability, viability, and likely cost of introducing a WII for droughts for rice production in Indonesia. To reduce basis risk, we construct district-specific indices that are based on the estimation of Panel Geographically Weighted Regressions models. With these spatial models, and detailed district level data on past agricultural productivity and weather conditions, we identify an algorithm that can generate an effective and actuarially sound WII in some districts but not in others. We then measure its effectiveness in reducing income volatility for farmers by reducing this basis risk, at the district level. We end by calculating an actuarially robust and welfare-enhancing price for this scheme and prioritize the districts in which it can be implemented.

Suggested Citation

  • Aditya Kusuma & Bethanna Jackson & Ilan Noy, 2018. "A viable and cost-effective weather index insurance for rice in Indonesia," The Geneva Papers on Risk and Insurance Theory, Springer;International Association for the Study of Insurance Economics (The Geneva Association), vol. 43(2), pages 186-218, September.
  • Handle: RePEc:kap:geneva:v:43:y:2018:i:2:d:10.1057_s10713-018-0033-z
    DOI: 10.1057/s10713-018-0033-z
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    as
    1. Toshichika Iizumi & Jing-Jia Luo & Andrew J. Challinor & Gen Sakurai & Masayuki Yokozawa & Hirofumi Sakuma & Molly E. Brown & Toshio Yamagata, 2014. "Impacts of El Niño Southern Oscillation on the global yields of major crops," Nature Communications, Nature, vol. 5(1), pages 1-7, September.
    2. Jerry R. Skees & J. Roy Black & Barry J. Barnett, 1997. "Designing and Rating an Area Yield Crop Insurance Contract," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(2), pages 430-438.
    3. Skees, Jerry*Gober, Stephanie*Varangis, Panos*Le, 2001. "Developing rainfall-based index insurance in Morocco," Policy Research Working Paper Series 2577, The World Bank.
    4. James LeSage & Matthew Dominguez, 2012. "The importance of modeling spatial spillovers in public choice analysis," Public Choice, Springer, vol. 150(3), pages 525-545, March.
    5. Sally Owen & Ilan Noy, 2017. "The Unfortunate Regressivity of Public Natural Hazard Insurance: A Quantitative Analysis of a New Zealand Case," CESifo Working Paper Series 6540, CESifo.
    6. Kelejian, Harry H. & Prucha, Ingmar R., 2010. "Specification and estimation of spatial autoregressive models with autoregressive and heteroskedastic disturbances," Journal of Econometrics, Elsevier, vol. 157(1), pages 53-67, July.
    7. Veronika Bertram-Huemmer & Kati Kraehnert, 2018. "Does Index Insurance Help Households Recover from Disaster? Evidence from IBLI Mongolia," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(1), pages 145-171.
    8. Cai, Ruohong & Yu, Danlin & Oppenheimer, Michael, 2014. "Estimating the Spatially Varying Responses of Corn Yields toWeather Variations using GeographicallyWeighted Panel Regression," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 39(2), pages 1-23.
    9. Askar Choudhury & James Jones & Adolph Okine & Raquiba (Lena) Choudhury, 2016. "Drought†Triggered Index Insurance Using Cluster Analysis of Rainfall Affected by Climate Change," Journal of Insurance Issues, Western Risk and Insurance Association, vol. 39(2), pages 169-186.
    10. Nicholas D. Paulson & Chad E. Hart & Dermot J. Hayes, 2010. "A spatial Bayesian approach to weather derivatives," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 70(1), pages 79-96, May.
    11. Luc Anselin, 2001. "Spatial Effects in Econometric Practice in Environmental and Resource Economics," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 705-710.
    12. Emmanuel Skoufias & Roy S. Katayama & B. Essama-Nssah, 2012. "Too little too late: welfare impacts of rainfall shocks in rural Indonesia," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 48(3), pages 351-368, December.
    13. Barnett, Barry J., 2004. "Agricultural Index Insurance Products: Strengths And Limitations," Agricultural Outlook Forum 2004 32971, United States Department of Agriculture, Agricultural Outlook Forum.
    14. Hans P. Binswanger-Mkhize, 2012. "Is There Too Much Hype about Index-based Agricultural Insurance?," Journal of Development Studies, Taylor & Francis Journals, vol. 48(2), pages 187-200, February.
    15. A S Fotheringham & M E Charlton & C Brunsdon, 1998. "Geographically Weighted Regression: A Natural Evolution of the Expansion Method for Spatial Data Analysis," Environment and Planning A, , vol. 30(11), pages 1905-1927, November.
    16. Skees, Jerry & Varangis, Panos & Larson, Donald & Siegel, Paul, 2002. "Can financial markets be tapped to help poor people cope with weather risks ?," Policy Research Working Paper Series 2812, The World Bank.
    17. Skoufias, Emmanuel, 2003. "Economic Crises and Natural Disasters: Coping Strategies and Policy Implications," World Development, Elsevier, vol. 31(7), pages 1087-1102, July.
    18. Dercon, Stefan & Hill, Ruth Vargas & Clarke, Daniel & Outes-Leon, Ingo & Seyoum Taffesse, Alemayehu, 2014. "Offering rainfall insurance to informal insurance groups: Evidence from a field experiment in Ethiopia," Journal of Development Economics, Elsevier, vol. 106(C), pages 132-143.
    19. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    20. Berloffa, Gabriella & Modena, Francesca, 2013. "Income shocks, coping strategies, and consumption smoothing: An application to Indonesian data," Journal of Asian Economics, Elsevier, vol. 24(C), pages 158-171.
    21. Kellner, Ulla & Musshoff, Oliver, 2011. "Precipitation or water capacity indices? An analysis of the benefits of alternative underlyings for index insurance," Agricultural Systems, Elsevier, vol. 104(8), pages 645-653, October.
    22. Olivier Mahul, 2001. "Optimal Insurance Against Climatic Experience," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 593-604.
    23. Sally Owen & Ilan Noy, 2017. "The Unfortunate Regressivity of Public Natural Hazard Insurance: A Quantitative Analysis of a New Zealand Case," CESifo Working Paper Series 6540, CESifo.
    24. Benjamin Collier & Jerry Skees & Barry Barnett, 2009. "Weather Index Insurance and Climate Change: Opportunities and Challenges in Lower Income Countries," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 34(3), pages 401-424, July.
    25. Huck-ju Kwon & Woo-rim Kim, 2015. "The Evolution of Cash Transfers in Indonesia: Policy Transfer and National Adaptation," Asia and the Pacific Policy Studies 201534, Crawford School of Public Policy, The Australian National University.
    26. Million Tadesse & Bekele Shiferaw & Olaf Erenstein, 2015. "Weather index insurance for managing drought risk in smallholder agriculture: lessons and policy implications for sub-Saharan Africa," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 3(1), pages 1-21, December.
    27. Michael Carter & Alain de Janvry & Elisabeth Sadoulet & Alexandros Sarris, 2017. "Index Insurance for Developing Country Agriculture: A Reassessment," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 421-438, October.
    28. Skees, Jerry & Hazell, P. B. R. & Miranda, Mario, 1999. "New approaches to crop yield insurance in developing countries:," EPTD discussion papers 55, International Food Policy Research Institute (IFPRI).
    29. Olivier Mahul & Charles J. Stutley, 2010. "Government Support to Agricultural Insurance : Challenges and Options for Developing Countries," World Bank Publications - Books, The World Bank Group, number 2432, December.
    30. Olivier Mahul, 2001. "Optimal insurance against climatic experience," Post-Print hal-01952102, HAL.
    31. Jamie Sanderson & Sardar M. N. Islam, 2007. "Climate Change and Economic Development," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-59012-0, December.
    32. Mario J. Miranda & Katie Farrin, 2012. "Index Insurance for Developing Countries," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 34(3), pages 391-427.
    33. Noy, Ilan & Kusuma, Aditya & Nguyen, Cuong, 2017. "Insuring disasters: A survey of the economics of insurance programs for earthquakes and droughts," Working Paper Series 6408, Victoria University of Wellington, School of Economics and Finance.
    34. A. Stewart Fotheringham & Wenbai Yang & Wei Kang, 2017. "Multiscale Geographically Weighted Regression (MGWR)," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(6), pages 1247-1265, November.
    35. Mario Miranda & Dmitry V. Vedenov, 2001. "Innovations in Agricultural and Natural Disaster Insurance," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 650-655.
    36. Joshua D Woodard & Apurba Shee & Andrew Mude, 2016. "A Spatial Econometric Approach to Designing and Rating Scalable Index Insurance in the Presence of Missing Data," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 41(2), pages 259-279, April.
    37. Clarke,Daniel Jonathan & Mahul,Olivier & Rao,Kolli Nageswara & Verma,Niraj, 2012. "Weather based crop insurance in India," Policy Research Working Paper Series 5985, The World Bank.
    38. Antoine Leblois & Philippe Quirion, 2013. "Agricultural insurances based on meteorological indices: realizations, methods and research challenges," Post-Print hal-00656778, HAL.
    39. Huck-ju Kwon & Woo-rim Kim, 2015. "The Evolution of Cash Transfers in Indonesia: Policy Transfer and National Adaptation," Asia and the Pacific Policy Studies, Wiley Blackwell, vol. 2(2), pages 425-440, May.
    40. Hong Shi & Zhihui Jiang, 2016. "The efficiency of composite weather index insurance in hedging rice yield risk: evidence from China," Agricultural Economics, International Association of Agricultural Economists, vol. 47(3), pages 319-328, May.
    41. Nicholas D. Paulson & Chad E. Hart & Dermot J. Hayes, 2010. "A spatial Bayesian approach to weather derivatives," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 70(1), pages 79-96, May.
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    More about this item

    Keywords

    Index; Parametric; Indonesia; Rice; Agricultural insurance; Drought;
    All these keywords.

    JEL classification:

    • Q15 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Land Ownership and Tenure; Land Reform; Land Use; Irrigation; Agriculture and Environment
    • Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy; Animal Welfare Policy
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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