Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design

Good index selection is key to minimising basis risk in weather index insurance design. However, interannual, seasonal, and intra-seasonal hydroclimatic variabilities pose challenges in identifying robust proxies for crop losses. In this study, we systematically investigated 574 hydroclimatic indice...

Full description

Bibliographic Details
Main Authors: Zulkafli, Zed Diyana, Muharam, Farrah Melissa, Raffar, Nurfarhana, Jajarmizadeh, Amirparsa, Abdi, Mukhtar Jibril, Mohamed Rehan, Balqis, Khairudin, Nurulhuda
Format: Article
Published: Multidisciplinary Digital Publishing Institute 2021
Online Access:http://psasir.upm.edu.my/id/eprint/96525/
_version_ 1848862386920882176
author Zulkafli, Zed Diyana
Muharam, Farrah Melissa
Raffar, Nurfarhana
Jajarmizadeh, Amirparsa
Abdi, Mukhtar Jibril
Mohamed Rehan, Balqis
Khairudin, Nurulhuda
author_facet Zulkafli, Zed Diyana
Muharam, Farrah Melissa
Raffar, Nurfarhana
Jajarmizadeh, Amirparsa
Abdi, Mukhtar Jibril
Mohamed Rehan, Balqis
Khairudin, Nurulhuda
author_sort Zulkafli, Zed Diyana
building UPM Institutional Repository
collection Online Access
description Good index selection is key to minimising basis risk in weather index insurance design. However, interannual, seasonal, and intra-seasonal hydroclimatic variabilities pose challenges in identifying robust proxies for crop losses. In this study, we systematically investigated 574 hydroclimatic indices for their relationships with yield in Malaysia’s irrigated double planting system, using the Muda rice granary as a case study. The responses of seasonal rice yields to seasonal and monthly averages and to extreme rainfall, temperature, and streamflow statistics from 16 years’ observations were examined by using correlation analysis and linear regression. We found that the minimum temperature during the crop flowering to the maturity phase governed yield in the drier off-season (season 1, March to July, Pearson correlation, r = +0.87; coefficient of determination, R2 = 74%). In contrast, the average streamflow during the crop maturity phase regulated yield in the main planting season (season 2, September to January, r = +0.82, R2 = 67%). During the respective periods, these indices were at their lowest in the seasons. Based on these findings, we recommend temperature- and water-supply-based indices as the foundations for developing insurance contracts for the rice system in northern Peninsular Malaysia.
first_indexed 2025-11-15T13:16:12Z
format Article
id upm-96525
institution Universiti Putra Malaysia
institution_category Local University
last_indexed 2025-11-15T13:16:12Z
publishDate 2021
publisher Multidisciplinary Digital Publishing Institute
recordtype eprints
repository_type Digital Repository
spelling upm-965252023-01-11T08:26:22Z http://psasir.upm.edu.my/id/eprint/96525/ Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design Zulkafli, Zed Diyana Muharam, Farrah Melissa Raffar, Nurfarhana Jajarmizadeh, Amirparsa Abdi, Mukhtar Jibril Mohamed Rehan, Balqis Khairudin, Nurulhuda Good index selection is key to minimising basis risk in weather index insurance design. However, interannual, seasonal, and intra-seasonal hydroclimatic variabilities pose challenges in identifying robust proxies for crop losses. In this study, we systematically investigated 574 hydroclimatic indices for their relationships with yield in Malaysia’s irrigated double planting system, using the Muda rice granary as a case study. The responses of seasonal rice yields to seasonal and monthly averages and to extreme rainfall, temperature, and streamflow statistics from 16 years’ observations were examined by using correlation analysis and linear regression. We found that the minimum temperature during the crop flowering to the maturity phase governed yield in the drier off-season (season 1, March to July, Pearson correlation, r = +0.87; coefficient of determination, R2 = 74%). In contrast, the average streamflow during the crop maturity phase regulated yield in the main planting season (season 2, September to January, r = +0.82, R2 = 67%). During the respective periods, these indices were at their lowest in the seasons. Based on these findings, we recommend temperature- and water-supply-based indices as the foundations for developing insurance contracts for the rice system in northern Peninsular Malaysia. Multidisciplinary Digital Publishing Institute 2021 Article PeerReviewed Zulkafli, Zed Diyana and Muharam, Farrah Melissa and Raffar, Nurfarhana and Jajarmizadeh, Amirparsa and Abdi, Mukhtar Jibril and Mohamed Rehan, Balqis and Khairudin, Nurulhuda (2021) Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design. Sustainability, 13 (9). pp. 1-23. ISSN 2071-1050 https://www.mdpi.com/2071-1050/13/9/5207 10.3390/su13095207
spellingShingle Zulkafli, Zed Diyana
Muharam, Farrah Melissa
Raffar, Nurfarhana
Jajarmizadeh, Amirparsa
Abdi, Mukhtar Jibril
Mohamed Rehan, Balqis
Khairudin, Nurulhuda
Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title_full Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title_fullStr Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title_full_unstemmed Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title_short Contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of Northern Peninsular Malaysia for weather index insurance design
title_sort contrasting influences of seasonal and intra-seasonal hydroclimatic variabilities on the irrigated rice paddies of northern peninsular malaysia for weather index insurance design
url http://psasir.upm.edu.my/id/eprint/96525/
http://psasir.upm.edu.my/id/eprint/96525/
http://psasir.upm.edu.my/id/eprint/96525/