Assessing direct and indirect effect of flood disaster on smallholder agriculture: A Structural Equation Modelling Approach
Abdussalam Adamu Jega, Norsida Man, Shehu Usman Hassan, Muhammad Bala
Published May 30, 2026
Pages 47-57
Flood impact assessment and understanding of the costs of flood disaster is critical for decision making processes towards an integrated flood risk management by the policymakers to effectively reduce flood disaster effects. Virtually, most economic analysis of flood disaster effects focuses too often on direct physical effect, neglecting the wider indirect ones, this paper, therefore aimed at assessing both the direct and indirect effect of 2014/2015 flood disaster on smallholder agriculture in Kelantan. Data were obtained from 385 affected smallholder farmers using multistage sampling technique and analyzed through the use of correlation, factor analyses and structural equation modeling (SEM) using SPSS and AMOS software. The findings showed that flood has a significant direct effect on agriculture which in turn results in wider indirect effects. The study offers valuable implications, first it could help policymakers to facilitate and improve on the flood disaster management practices to lessen/avoid future effects in the study area and finally give an insight to academicians/researchers in applying and/or improving the model while assessing the effect of flood and other natural disasters in future research.
Direct effect
Flood disaster
Flood disaster characteristics
Flood effect assessment
Indirect effect
Smallholder agriculture
structural equation modelling
Abdussalam Adamu Jega, Norsida Man, Shehu Usman Hassan, Muhammad Bala.
"Assessing direct and indirect effect of flood disaster on smallholder agriculture: A Structural Equation Modelling Approach."
KIU Journal of Science, Engineering and Technology
, vol. 5
, no. 1
, 2026
, pp. 47-57