TRENDS OF EXTREME TEMPERATURE AND RAINFALL USING INNOVATIVE TREND ANALYSIS IN KADUNA STATE, NIGERIA

Authors

  • Madinatu Ahmad
    Kaduna State University
  • Asmau Mukhtar Ahmed
    Kaduna State University
  • Joseph David Ariko
    Kaduna State University
  • Hindatu Abdulkadir
    Kaduna State University

Keywords:

Climate Extreme Events, ETCCDI, RClimdex, Kaduna State, Livelihood

Abstract

This study analyzed the trends in climate extremes and their implications for the livelihoods of communities relying on rainfed agriculture in Kaduna State, Nigeria. Data on daily rainfall, minimum, and maximum temperatures were obtained from the Nigerian Meteorological Agency (NiMET) and analyzed using the RClimDex software. The trends were assessed using Innovative Trend Analysis (ITA) and the Modified Mann-Kendall (MMK) test. The results revealed decreasing rainfall trends, but increasing trends of minimum and maximum temperatures. For the temperature indices, the findings revealed a significant increasing trend for all the selected indices except for cool days (TX10 p), cool nights (TN10 p), Diurnal Temperature Range (DTR), and Cold Spell Index (CSDI), which showed a significant decreasing trend (p<0.05). The annual minima of daily maximum temperatures (TXn) experienced a non-significant increasing trend (p > 0.05). Six (6) indices revealed significantly increasing trends, while heavy precipitation days (R10 mm), total precipitation (PRCPTOT), and the Simple Daily Intensity Index (SDII) experienced significantly decreasing trends. Very heavy precipitation days (R20 mm) were not significant. These changes are likely to shorten the length of crop development, reduce yields, impair livestock productivity, and exacerbate heat stress on both humans and animals. Changing rainfall indices suggest heightened risks of flooding, erosion, soil saturation, and a shift toward a drier and more erratic rainfall regime. These results suggest an increase in climate variability, which undermines agricultural productivity, food security, and household income. The study recommends the need for adaptive approaches, such as climate-smart farming, enhanced water management, and early...

Dimensions

Abaje, I. B., & Oladipo, E. O. (2019). Recent Changes in the Temperature and Rainfall Conditions Over Kaduna State, Nigeria. Ghana Journal of Geography, 11(2), 127–157.

Abdussalam, A. F. (2015). Changes in Indices of Daily Temperature and Precipitation Extremes in Northwest Nigeria. Science World Journal, 10(2), 18–26.

Abubakar, M. L., Abdussalam, A. F., Ahmed, M. S., & Wada, A. I. (2024). Spatiotemporal variability of rainfall and drought characterization in Kaduna, Nigeria. Discover Environment, 2(1), 72. https://doi.org/10.1007/s44274-024-00112-7

Abubakar, M. L., Ahmed, M. S., Abdussalam, A. F., & Mohammed, S. (2025a). Meteorological drought and long-term trends and spatial variability of rainfall in the Niger River Basin, Nigeria. Environmental Science and Pollution Research, 32(9), 5302–5319. https://doi.org/10.1007/s11356-025-36048-5

Abubakar, M. L., Ahmed, M. S., Ashiru, U.-K. A., Ahmed, M., Mohammed, R. Z., & Abdussalam, A. F. (2025b). Assessment of spatiotemporal rainfall variability over the Niger Delta region, Nigeria: implications for water resource management. Hydrological Sciences Journal, 70(10), 1571–1584. https://doi.org/10.1080/02626667.2025.2496279

Ahmad, M., Ariko, J. D., Abdulkadir, H., & Mohammed, H. I. (2025). Trend and Variability of Rainfall in Kaduna Using Innovative Trend Analysis: Implications For Climate Resilience and Livelihood Sustainability. Science World Journal, 20(2), 492–499. https://doi.org/10.4314/swj.v2012.6

Ahmed, M. S., Abdussalam, A. F., Abubakar, M. L., & Richifa, K. I. (2024). Trend and Variability of Extreme Climate Indices in Kano State, Nigeria (1991-2023). 64th Annual Conference of the Association of Nigerian Geographers (ANG), March 2025. https://www.researchgate.net/publication/390093460_Trend_and_Variability_of_Extreme_Climate_Indices_in_Kano_State_Nigeria_1991-2023

Ahmed, M. S., Abubakar, M. L., Lawal, A. I., & Richifa, K. I. (2024). Influence of extreme temperature on adverse pregnancy outcomes in Kaduna State, Nigeria. Science World Journal, 19(2), 409–417. https://doi.org/10.4314/swj.v19i2.17

Ayanlade, A., Oluwaranti, A., Ayanlade, O. S., Borderon, M., Sterly, H., Sakdapolrak, P., Jegede, M. O., Weldemariam, L. F., & Ayinde, A. F. O. (2022). Extreme climate events in sub-Saharan Africa: A call for improving agricultural technology transfer to enhance adaptive capacity. Climate Services, 27, 100311. https://doi.org/10.1016/J.CLISER.2022.100311

Bekele, D., Alamirew, T., Kebede, A., Zeleke, G., & Melese, A. M. (2017). Analysis of rainfall trend and variability for agricultural water management in Awash River Basin, Ethiopia. Journal of Water and Climate Change, 8(1), 127–141. https://doi.org/10.2166/WCC.2016.044

Bennett, J. G., Rains, A. B., Gosden, P. N., Howard, W. J., Hutcheon, A. A., Kerr, W. B., Mansfield, J. E., Rackham, L. J., & Wood, A. W. (1979). Land Resources of central Nigeria; agricultural development possibilities. Volume 3A. The Jema’a Platform Executive Summary. In I. D. Hill (Ed.), Agricultural development possibilities: The Jema’a Platform (Vol. 3B). Land Resources Development Centre.

Cardel, M. I., Dhurandhar, E., Yarar-Fisher, C., Foster, M., Hidalgo, B., McClure, L. A., Pagoto, S., Brown, N., Pekmezi, D., Sharafeldin, N., Willig, A. L., & Angelini, C. (2020). Turning Chutes into Ladders for Women Faculty: A Review and Roadmap for Equity in Academia. Journal of Women’s Health, 29(5), 721–733. https://doi.org/10.1089/jwh.2019.8027

Farauta, B. K., Idrisa, Y. L., Egule, C. L., & Agu, V. C. (2011). Climate Change Adaptation Measures in Northern Nigeria: Empirical Situation and Policy Implications. Empirical Situation and Policy Implications. (Issue 62).

Faybishenko, B., Versteeg, R., Pastorello, G., Dwivedi, D., Varadharajan, C., & Agarwal, D. (2022). Challenging problems of quality assurance and quality control (QA/QC) of meteorological time series data. Stochastic Environmental Research and Risk Assessment, 36(4), 1049–1062. https://doi.org/10.1007/s00477-021-02106-w

Gbode, I. E., Adeyeri, O. E., Menang, K. P., Intsiful, J. D. K., Ajayi, V. O., Omotosho, J. A., & Akinsanola, A. A. (2019). Observed changes in climate extremes in Nigeria. Meteorological Applications, 26(4), 642–654. https://doi.org/10.1002/MET.1791

Godde, C. M., Mason-D’Croz, D., Mayberry, D. E., Thornton, P. K., & Herrero, M. (2021). Impacts of climate change on the livestock food supply chain; a review of the evidence. Global Food Security, 28, 100488. https://doi.org/10.1016/J.GFS.2020.100488

Goo, T., Han, K., Song, H., Park, J., Liu, Z., Oh, J., Jose, S. A., & Park, T. (2024). Confidence Interval Estimation for Machine Learning Models in Forecasting Infectious Diseases. 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 5914–5919. https://doi.org/10.1109/BIBM62325.2024.10822362

GRID3 - Nigeria. (2024). Geo-Referenced Infrastructure and Demographic Data for Development. National Space Research and Development Agency. http://grid3.gov.ng/

Habeeb, A. A., Osman, S. F., Teama, F. E. I., & Gad, A. E. (2023). The detrimental impact of high environmental temperature on physiological response, growth, milk production, and reproductive efficiency of ruminants. Tropical Animal Health and Production, 55(6), 1–15. https://doi.org/10.1007/S11250-023-03805-Y/FIGURES/1

Haider, H. (2019). Climate change in Nigeria: impacts and responses. In K4D Helpdesk Report. http://www.rockfound.org/initiatives/climate/climate_change.shtml%0Awww.iied.org/HS/publications.html.%0AHOW%0Ahttps://assets.publishing.service.gov.uk/media/5dcd7a1aed915d0719bf4542/675_Climate_Change_in_Nigeria.pdf

Hailu, D., Woldetsadik, M., & Ayal, D. Y. (2025). Changes in extreme rainfall indices in Wereilu district, northeastern Ethiopian highlands, using innovative trend analysis. Discover Applied Sciences, 7(3), 1–15. https://doi.org/10.1007/S42452-025-06657-3/TABLES/2

Han, X., Chen, Q., & Fu, D. (2025). Trends in Extreme Precipitation and Associated Natural Disasters in China, 1961–2021. Climate, 13(4), 74. https://doi.org/10.3390/cli13040074

Haque, S., Akbar, D., & Kinnear, S. (2024). Identifying impacts & adaptation strategies for tropical fruit farms affected by extreme weather events in sub-tropical Australia: Stakeholders’ insights. Heliyon, 10(4), e26097. https://doi.org/10.1016/J.HELIYON.2024.E26097

Haruna, M., Muhammad, R. Z., & Abubakar, M. L. (2025). Assessment of climate variability and meteorological drought in Lere, Kaduna State, Nigeria. Science World Journal, 20(1), 78–88. https://doi.org/10.4314/swj.v20i1.11

Hatfield, J. L., & Prueger, J. H. (2015). Temperature extremes: Effect on plant growth and development. Weather and Climate Extremes, 10, 4–10. https://doi.org/10.1016/J.WACE.2015.08.001

Impa, S. M., Raju, B., Hein, N. T., Sandhu, J., Prasad, P. V. V., Walia, H., & Jagadish, S. V. K. (2021). High night temperature effects on wheat and rice: Current status and way forward. Plant Cell and Environment, 44(7), 2049–2065. https://doi.org/10.1111/PCE.14028,

Incoom, A. B. M., Adjei, K. A., Odai, S. N., Akpoti, K., & Siabi, E. K. (2022). Impacts of climate change on crop and irrigation water requirement in the Savannah regions of Ghana. Journal of Water and Climate Change, 13(9), 3338–3356. https://doi.org/10.2166/WCC.2022.129

IPCC. (2023). Sections. In H. Lee & J. Romero (Eds.), Climate Change 2023: Synthesis Report. Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (pp. 42–66). IPCC. https://doi.org/10.59327/IPCC/AR6-9789291691647

Isa, Z., Sawa, B. A., Abdussalam, A. F., Ibrahim, M., Babati, A.-H., Baba, B. M., & Ugya, A. Y. (2023). Impact of climate change on climate extreme indices in Kaduna River basin, Nigeria. Environmental Science and Pollution Research, 30(31), 77689–77712. https://doi.org/10.1007/s11356-023-27821-5

Javan, K., & Movaghari, A. (2024). Trend Analysis of Temperature Changes in Northwest of Iran Using Extreme Indices and Its Relation to Atmospheric Circulation. Journal of Water and Soil, 38(5), 629–647. https://doi.org/https://doi.org/10.22067/jsw.2024.86169.1366

Jiang, P., Ding, W., Yuan, Y., Ye, W., & Mu, Y. (2022). Interannual variability of vegetation sensitivity to climate in China. Journal of Environmental Management, 301, 113768. https://doi.org/10.1016/j.jenvman.2021.113768

Jury, M. R. (2024). A Survey of African Weather and Climate Extremes. Climate, 12(5). https://doi.org/10.3390/cli12050065

Khanal, D., Bastakoti, B., & Banjade, D. (2024). A Review: Elevated Nighttime Temperature Impacts on Rice. International Journal of Plant & Soil Science, 36(8), 437–446. https://doi.org/10.9734/ijpss/2024/v36i84873

Khayat, M. El, Halwani, D. A., Hneiny, L., Alameddine, I., Haidar, M. A., & Habib, R. R. (2022). Impacts of Climate Change and Heat Stress on Farmworkers ’ Health : A Scoping Review. 10(February), 1–19. https://doi.org/10.3389/fpubh.2022.782811

Kim, K. H., & Lee, B. M. (2023). Effects of Climate Change and Drought Tolerance on Maize Growth. Plants, 12(20), 3548. https://doi.org/10.3390/PLANTS12203548

Kroeger, C. (2023). Heat is associated with short-term increases in household food insecurity in 150 countries and this is mediated by income. Nature Human Behaviour, 7(10), 1777–1786. https://doi.org/10.1038/s41562-023-01684-9

Kunda, J. J., Gosling, S. N., & Foody, G. M. (2024). The effects of extreme heat on human health in tropical Africa. International Journal of Biometeorology, 68(6), 1015. https://doi.org/10.1007/S00484-024-02650-4

Liang, X., Niu, Z., & Li, X. (2023). Temporal and Spatial Variations of Extreme Climate Events in Northwestern China from 1960 to 2020. Sustainability, 15(20), 14882. https://doi.org/10.3390/su152014882

Malhi, G. S., Kaur, M., & Kaushik, P. (2021). Impact of Climate Change on Agriculture and Its Mitigation Strategies: A Review. Sustainability, 13(3), 1318. https://doi.org/10.3390/su13031318

Mande, K. H. (2020). Assessing the Impact of Climate Change on the Built Environment in Kaduna Metropolis and Environs. Science World Journal, 15(3), 78–84.

Manghwar, H., Hussain, A., Alam, I., Khoso, M. A., Ali, Q., & Liu, F. (2024). Waterlogging stress in plants: Unraveling the mechanisms and impacts on growth, development, and productivity. Environmental and Experimental Botany, 224, 105824. https://doi.org/10.1016/J.ENVEXPBOT.2024.105824

Mistry, M. N. (2019). A High-Resolution Global Gridded Historical Dataset of Climate Extreme Indices. Data, 4(1), 41. https://doi.org/10.3390/data4010041

Musa, K., & Abubakar, M. L. (2024). Monitoring urban growth and landscape fragmentation in Kaduna, Nigeria, using remote sensing approach. Journal of Degraded and Mining Lands Management, 12(1), 6757–6769. https://doi.org/10.15243/jdmlm.2024.121.6757

Ngcamu, B. S. (2023). Climate change effects on vulnerable populations in the Global South: a systematic review. Natural Hazards, 118(2), 977–991. https://doi.org/10.1007/s11069-023-06070-2

Nnabude, P. C., Onunwa, A. O., & Madueke, C. O. (2022). Management of erosion ravaged soils of Southeastern Nigeria. International Journal of Agriculture, Food and Biodiversity, 1(1), 31–42.

Okon, E. M., Falana, B. M., Solaja, S. O., Yakubu, S. O., Alabi, O. O., Okikiola, B. T., Awe, T. E., Adesina, B. T., Tokula, B. E., Kipchumba, A. K., & Edeme, A. B. (2021). Systematic review of climate change impact research in Nigeria: implication for sustainable development. Heliyon, 7(9), e07941. https://doi.org/10.1016/J.HELIYON.2021.E07941

Parthasarathi, T., Firdous, S., Mariya David, E., Lesharadevi, K., & Djanaguiraman, M. (2022). Effects of High Temperature on Crops. In Advances in Plant Defense Mechanisms. IntechOpen. https://doi.org/10.5772/intechopen.105945

Pizzorni, M., Innocenti, A., & Tollin, N. (2024). Droughts and floods in a changing climate and implications for multi-hazard urban planning: A review. City and Environment Interactions, 24, 100169. https://doi.org/10.1016/j.cacint.2024.100169

Porcuna-Ferrer, A., Calvet-Mir, L., Faye, N. F., Klappoth, B., Reyes-García, V., & Labeyrie, V. (2024). Drought-tolerant indigenous crops decline in the face of climate change: A political agroecology account from south-eastern Senegal. Journal of Rural Studies, 105, 103163. https://doi.org/10.1016/J.JRURSTUD.2023.103163

Sen, P. K. (1968). Estimates of the Regression Coefficient Based on Kendall’s Tau. Journal of the American Statistical Association, 63(324), 1379–1389. https://doi.org/10.1080/01621459.1968.10480934

Suleiman, U. B., Abdulhamed, A. I., Musa, I. J., & Yelwa, S. A. (2019). Decadal Analysis and Estimation of Temperature Changes in Northern Senatorial Zone of Kaduna State, Nigeria. FUDMA Journal of Sciences (FJS), 3(3), 509–518.

Topali, C., Antonopoulou, C., & Chatzissavvidis, C. (2024). Effect of Waterlogging on Growth and Productivity of Fruit Crops. Horticulturae, 10(6), 623. https://doi.org/10.3390/horticulturae10060623

Tung, Y. S., Wang, C. Y., Weng, S. P., & Yang, C. D. (2022). Extreme index trends of daily gridded rainfall dataset (1960–2017) in Taiwan. Terrestrial, Atmospheric and Oceanic Sciences, 33(1). https://doi.org/10.1007/s44195-022-00009-z

Wang, N., Liu, Q., Ming, B., Shang, W., Zhao, X., Wang, X., Wang, J., Zhang, J., Luo, Z., & Liao, Y. (2022). Impacts of Heat Stress around Flowering on Growth and Development Dynamic of Maize (Zea mays L.) Ear and Yield Formation. Plants, 11(24), 3515. https://doi.org/10.3390/PLANTS11243515

Yeleliere, E., Antwi-Agyei, P., & Baffour-Ata, F. (2023). Impacts of climate change on the yields of leguminous crops in the Guinea Savanna agroecological zone of Ghana. Regional Sustainability, 4(2), 139–149. https://doi.org/10.1016/J.REGSUS.2023.04.002

Yin, H., & Sun, Y. (2018). Characteristics of extreme temperature and precipitation in China in 2017 based on ETCCDI indices. Advances in Climate Change Research, 9(4), 218–226. https://doi.org/10.1016/j.accre.2019.01.001

Yue, S., & Wang, C. (2004). The Mann-Kendall Test Modified by Effective Sample Size to Detect Trend in Serially Correlated Hydrological Series. Water Resources Management, 18(3), 201–218. https://doi.org/10.1023/B:WARM.0000043140.61082.60

Zeileis, A., & Grothendieck, G. (2005). zoo : S3 Infrastructure for Regular and Irregular Time Series. Journal of Statistical Software, 14(6). https://doi.org/10.18637/jss.v014.i06

RClimDex User Interface Flowchart Steps to Calculate Extreme Climate Indices

Published

10-11-2025

How to Cite

Ahmad, M., Ahmed, A. M., Ariko, J. D., & Abdulkadir, H. (2025). TRENDS OF EXTREME TEMPERATURE AND RAINFALL USING INNOVATIVE TREND ANALYSIS IN KADUNA STATE, NIGERIA. FUDMA JOURNAL OF SCIENCES, 9(11), 407-420. https://doi.org/10.33003/fjs-2025-0911-3983

How to Cite

Ahmad, M., Ahmed, A. M., Ariko, J. D., & Abdulkadir, H. (2025). TRENDS OF EXTREME TEMPERATURE AND RAINFALL USING INNOVATIVE TREND ANALYSIS IN KADUNA STATE, NIGERIA. FUDMA JOURNAL OF SCIENCES, 9(11), 407-420. https://doi.org/10.33003/fjs-2025-0911-3983