The response of cereal production to climate variability in B otswana: an ARDL model analysis

Climate variability threatens cereal crop production in the Global South countries, such as Botswana. This study aims to examine the associations between climate variability and cereal crop production in Botswana at a national level, focusing more on temperature. The study employs time series data from 1969 to 2020, along with the autoregressive distributed lag (ARDL), to determine the associations between climate variability and Botswana’s most cultivated cereal crops, maize, and sorghum. The climate variables used are seasonal maximum surface air temperature, seasonal minimum surface air temperature, precipitation, and dry/wet season defined through the standardized precipitation index. The ARDL estimations show that maize is negatively associated with maximum temperatures (-14.42, P-value 0.08) and positively associated with the wet season (0.50, P-value 0.05) in the long run. Sorghum is positively associated with dry season (0.54, P < 0.01), maximum temperatures (12.64, P-value 0.03), and precipitation (2.47, P-value 0.05) in the long run. The associations between cereal crops and climatic variables might indicate that the future focus should be on sorghum production and heat-tolerant maize varieties. Further research on the physiological and morphological reactions of the two crops to temperature may be needed. This may assist in formulating policies aimed at reducing cereal crop losses from projected variations in climate in the future.

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Publication Details

Journal
Theoretical and Applied Climatology
Published
2026-01-29
DOI
https://doi.org/10.1007/s00704-025-06007-8
Primary Topic
Climate change impacts on agriculture
Type
article
Field-Weighted Citation Impact
0.00

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article

The response of cereal production to climate variability in B otswana: an ARDL model analysis

Boga Thura Manatsha, Given Matopote, K. R. Hossain, Niraj Prakash Joshi
Theoretical and Applied Climatology
Climate change impacts on agriculture
article

The response of cereal production to climate variability in B otswana: an ARDL model analysis

Boga Thura Manatsha, Given Matopote, K. R. Hossain, Niraj Prakash Joshi
article en

Abstract

Climate variability threatens cereal crop production in the Global South countries, such as Botswana. This study aims to examine the associations between climate variability and cereal crop production in Botswana at a national level, focusing more on temperature. The study employs time series data from 1969 to 2020, along with the autoregressive distributed lag (ARDL), to determine the associations between climate variability and Botswana’s most cultivated cereal crops, maize, and sorghum. The climate variables used are seasonal maximum surface air temperature, seasonal minimum surface air temperature, precipitation, and dry/wet season defined through the standardized precipitation index. The ARDL estimations show that maize is negatively associated with maximum temperatures (-14.42, P-value 0.08) and positively associated with the wet season (0.50, P-value 0.05) in the long run. Sorghum is positively associated with dry season (0.54, P < 0.01), maximum temperatures (12.64, P-value 0.03), and precipitation (2.47, P-value 0.05) in the long run. The associations between cereal crops and climatic variables might indicate that the future focus should be on sorghum production and heat-tolerant maize varieties. Further research on the physiological and morphological reactions of the two crops to temperature may be needed. This may assist in formulating policies aimed at reducing cereal crop losses from projected variations in climate in the future.

Theoretical and Applied ClimatologyVol. 157(2)
Hiroshima University (JP), Gopalganj Science and Technology University (BD), University of Botswana (BW), Hiroshima International University (JP)
Ministry of Education, Culture, Sports, Science and Technology
Climate action
Openalex Percentile: Top 82%
Climate change impacts on agriculture
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The response of cereal production to climate variability in B otswana: an ARDL model analysis — Boga Thura Manatsha, Given Matopote, et al. · Theoretical and Applied Climatology (2026) | TGRS Research Map | TGRS