Unraveling the Impact of Climate Change on Food Security in Malaysia: Insights from Vector Error Correction Modeling
Received: 28 November 2024 | Revised: 25 December 2024, 2 January 2025, and 8 January 2025 | Accepted: 11 January 2025 | Online: 26 January 2025
Corresponding author: Oyebayo Ridwan Olaniran
Abstract
This study examines the influence of climate variables on paddy production in Malaysia, focusing on historical data from 1980 to 2016. The employed methodology incorporates Multiple Linear Regression (MLR) to identify the critical predictors, Johansen cointegration tests to explore the long-term relationships, and Vector Error Correction Models (VECMs) alongside Granger causality tests to analyze the dynamic interactions among variables. The performed analysis reveals consistent patterns in mean rainy days and rainfall amounts, indicating a relatively stable climate. In contrast, mean 24-hour temperatures show an upward trend, while mean 24-hour relative humidity exhibits a decline. The findings identify the mean rainfall amount and 24-hour relative humidity as significant predictors of the paddy production. The advanced analytical techniques confirm two long-term cointegrating relationships among the variables. Granger causality tests reveal a bidirectional relationship between the mean rainfall amount and paddy production, suggesting mutual predictability. Conversely, the mean 24-hour relative humidity exhibited a unidirectional relationship, predicting paddy production but not vice versa. These findings underscore the critical role of climate variables, particularly rainfall and humidity, in shaping the paddy cultivation outcomes in Malaysia.
Keywords:
Vector Error Correction Model (VECM), Multiple Linear Regression (MLR), climate change, food security, Granger causalityDownloads
References
A. A. Chandio, Y. Jiang, A. Rehman, and A. Rauf, "Short and long-run impacts of climate change on agriculture: an empirical evidence from China," International Journal of Climate Change Strategies and Management, vol. 12, no. 2, pp. 201–221, Jan. 2020.
K. Appiah, J. Du, and J. Poku, "Causal relationship between agricultural production and carbon dioxide emissions in selected emerging economies," Environmental Science and Pollution Research, vol. 25, no. 25, pp. 24764–24777, Sep. 2018.
D. Bocchiola, L. Brunetti, A. Soncini, F. Polinelli, and M. Gianinetto, "Impact of climate change on agricultural productivity and food security in the Himalayas: A case study in Nepal," Agricultural Systems, vol. 171, pp. 113–125, May 2019.
"Rising concerns over food security," The Star, Nov. 15, 2022. https://www.thestar.com.my/news/nation/2022/11/15/rising-concerns-over-food-security
S. Solaymani, "Impacts of climate change on food security and agriculture sector in Malaysia," Environment, Development and Sustainability, vol. 20, no. 4, pp. 1575–1596, Aug. 2018.
R. B. R. Firdaus, M. Leong Tan, S. R. Rahmat, and M. Senevi Gunaratne, "Paddy, rice and food security in Malaysia: A review of climate change impacts," Cogent Social Sciences, vol. 6, no. 1, Jan. 2020, Art. no. 1818373.
B. Praveen and P. Sharma, "Climate Change and its impacts on Indian agriculture: An Econometric analysis," Journal of Public Affairs, vol. 20, no. 1, 2020, Art. no. e1972.
E. K. Ceesay and M. Ben Omar Ndiaye, "Climate change, food security and economic growth nexus in the Gambia: Evidence from an econometrics analysis," Research in Globalization, vol. 5, Dec. 2022, Art. no. 100089.
S. D. Applanaidu, N. A. Bakar, and A. H. Baharudin, "An Econometric Analysis of Food Security and Related Macroeconomic Variables in Malaysia: A Vector Autoregressive Approach (VAR)," UMK Procedia, vol. 1, pp. 93–102, Jan. 2014.
A. Aroyehun, "Impacts of Climate Change and Population Growth on Food Security in Nigeria," Black Sea Journal of Agriculture, vol. 6, no. 3, pp. 232–240, May 2023.
R. P. Pradhan and T. P. Bagchi, "Effect of transportation infrastructure on economic growth in India: The VECM approach," Research in Transportation Economics, vol. 38, no. 1, pp. 139–148, Feb. 2013.
T. Panagiotidis and P. Printzis, "On the macroeconomic determinants of the housing market in Greece: a VECM approach," International Economics and Economic Policy, vol. 13, no. 3, pp. 387–409, Jul. 2016.
M. A. Koondhar, N. Aziz, Z. Tan, S. Yang, K. Raza Abbasi, and R. Kong, "Green growth of cereal food production under the constraints of agricultural carbon emissions: A new insights from ARDL and VECM models," Sustainable Energy Technologies and Assessments, vol. 47, Oct. 2021, Art. no. 101452.
A. E. Alaoui, "Causality and Cointegration Between Export, Import and Economic Growth: Evidence from Morocco," Journal of World Economic Research, vol. 4, no. 3, pp. 83–91, Jun. 2015.
M. M. Alam, C. Siwar, B. Talib, and M. Toriman, "Impacts of Climatic Changes on Paddy Production in Malaysia: Micro Study on IADA at North West Selangor," Research Journal of Environmental and Earth Sciences, vol. 6, no. 5, pp. 251–258, Mar. 2017.
D. N. Gujarati and D. C. Porter, Basic Econometrics, 5th ed. McGraw-Hill Irwin, 2009.
B. D. Franks and S. W. Huck, "Why Does Everyone Use the .05 Significance Level?,"Research Quarterly for Exercise and Sport, vol. 57, no. 3, pp. 245–249, Sep. 1986.
Y. Kassem, H. Camur, and T. Apreala, "Assessment of Wind Energy Potential for achieving Sustainable Development Goal 7 in the Rural Region of Jeje, Nigeria," Engineering, Technology & Applied Science Research, vol. 14, no. 4, pp. 14977–14987, Aug. 2024.
L. T. P. Thao and R. Geskus, "A comparison of model selection methods for prediction in the presence of multiply imputed data," Biometrical Journal, vol. 61, no. 2, pp. 343–356, 2019.
O. R. Olaniran and M. A. A. Abdullah, "Bayesian weighted random forest for classification of high-dimensional genomics data," Kuwait Journal of Science, vol. 50, no. 4, pp. 477–484, Oct. 2023.
O. R. Olaniran and A. R. R. Alzahrani, "On the Oracle Properties of Bayesian Random Forest for Sparse High-Dimensional Gaussian Regression," Mathematics, vol. 11, no. 24, Jan. 2023, Art. no. 4957.
C. Katris, "Unemployment and COVID-19 Impact in Greece: A Vector Autoregression (VAR) Data Analysis," Engineering Proceedings, vol. 5, no. 1, 2021, Art. no. 41.
R. F. Engle and C. W. J. Granger, "Co-Integration and Error Correction: Representation, Estimation, and Testing," Econometrica, vol. 55, no. 2, pp. 251–276, 1987.
S. Winarno, M. Usman, Warsono, D. Kurniasari, and Widiarti, "Application of Vector Error Correction Model (VECM) and Impulse Response Function for Daily Stock Prices," Journal of Physics: Conference Series, vol. 1751, no. 1, Jan. 2021, Art. no. 012016.
C. M. Jarque and A. K. Bera, "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, vol. 6, no. 3, pp. 255–259, Jan. 1980.
T. S. Breusch, "Testing for Autocorrelation in Dynamic Linear Models," Australian Economic Papers, vol. 17, no. 31, pp. 334–355, 1978.
L. G. Godfrey, "Testing Against General Autoregressive and Moving Average Error Models when the Regressors Include Lagged Dependent Variables," Econometrica, vol. 46, no. 6, pp. 1293–1301, 1978.
H. White, "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, vol. 48, no. 4, pp. 817–838, 1980.
Y.-Y. Liu, F.-M. Tseng, and Y.-H. Tseng, "Big Data analytics for forecasting tourism destination arrivals with the applied Vector Autoregression model," Technological Forecasting and Social Change, vol. 130, pp. 123–134, May 2018.
M. Mahmud, "The La Nina episode and the heavy winter rainfall of 1999 over Peninsular Malaysia," Geografia : Malaysian Journal of Society and Space, vol. 2, no. 1, pp. 1–18, 2006.
K. H. D. Tang, "Climate change in Malaysia: Trends, contributors, impacts, mitigation and adaptations," Science of The Total Environment, vol. 650, pp. 1858–1871, Feb. 2019.
A. I. Ismail, S. Ahmad, N. Hashim, and Y. M. Jani, "Impact of deforestation on the patterns of temperature and relative humadity in Cameron Highlands, Pahang: a preliminary analysis," Geografia : Malaysian Journal of Society and Space, vol. 7, no. 3, pp. 56–65, Jul. 2011.
A. Razali, S. N. Syed Ismail, S. Awang, S. M. Praveena, and E. Zainal Abidin, "Land use change in highland area and its impact on river water quality: a review of case studies in Malaysia," Ecological Processes, vol. 7, no. 1, May 2018, Art. no. 19.
D. Y. Gumel, A. Abdullah, A. Sood, R. E. Elhadi, M. A. Jamalani, and K. Youssef, "Assessing paddy rice yield sensitivity to temperature and rainfall variability in Peninsular Malaysia using DSSAT model," International Journal of Applied Environmental Sciences, vol. 12, no. 8, pp. 1521–1545, 2017.
P. Ekanayake, W. Rankothge, R. Weliwatta, and J. W. Jayasinghe, "Machine Learning Modelling of the Relationship between Weather and Paddy Yield in Sri Lanka," Journal of Mathematics, vol. 2021, no. 1, 2021, Art. no. 9941899.
Downloads
How to Cite
License
Copyright (c) 2025 Nur Fazlin Ibrahim, Mohd Asrul Affendi Abdullah, Oyebayo Ridwan Olaniran

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain the copyright and grant the journal the right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement 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 acknowledgement 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) after its publication in ETASR with an acknowledgement of its initial publication in this journal.