Abstract
Technical efficiency (TE) in wheat production is important for achieving food security in resource-constrained regions such as northern Iraq. Nineveh Governorate, a major grain-producing region of Iraq, has experienced productivity shortfalls despite substantial investment in agricultural inputs, creating a need for rigorous efficiency analysis to inform policy and extension programs. This study estimates and compares the TE of 450 wheat farmers in Nineveh Governorate during the 2023–2024 agricultural season using input-oriented data envelopment analysis (DEA) under variable returns to scale (VRS). The sample comprised 225 farmers officially enrolled in a conservation agriculture (CA) program and 225 conventional-tillage farmers selected from the same agro-climatic districts. The estimates indicate a substantial difference in efficiency between the two groups. The mean TE score was 0.849 for CA adopters and 0.551 for non-adopters, corresponding to estimated proportional input-reduction potentials of 15.1% and 44.9%, respectively, relative to the estimated frontier. In the high-efficiency category (TE ≥ 0.81), CA adopters accounted for 69.33% of their group, compared with 10.67% of non-adopters. The reported Mann–Whitney test indicated a statistically significant difference between groups (Z = −14.71; p < 0.001). Descriptive comparisons showed lower mean pesticide, fertilizer, and seed quantities among adopters, although input-specific inefficiency cannot be established from group means alone. The observed efficiency advantage occurred during the relatively favorable rainfall conditions described for the study season. However, a single-season observational comparison cannot isolate management effects from weather, selection into adoption, or other farm characteristics. The findings support further evaluation of CA promotion and targeted extension interventions in Iraq and comparable dryland wheat-producing areas, with attention to appropriate input use and consistent implementation of CA practices.
Keywords: Conservation agriculture; Data envelopment analysis; Food security; Nineveh Governorate; Resource efficiency; Wheat production
Abstract
Technical efficiency (TE) in wheat production is important for achieving food security in resource-constrained regions such as northern Iraq. Nineveh Governorate, a major grain-producing region of Iraq, has experienced productivity shortfalls despite substantial investment in agricultural inputs, creating a need for rigorous efficiency analysis to inform policy and extension programs. This study estimates and compares the TE of 450 wheat farmers in Nineveh Governorate during the 2023–2024 agricultural season using input-oriented data envelopment analysis (DEA) under variable returns to scale (VRS). The sample comprised 225 farmers officially enrolled in a conservation agriculture (CA) program and 225 conventional-tillage farmers selected from the same agro-climatic districts. The estimates indicate a substantial difference in efficiency between the two groups. The mean TE score was 0.849 for CA adopters and 0.551 for non-adopters, corresponding to estimated proportional input-reduction potentials of 15.1% and 44.9%, respectively, relative to the estimated frontier. In the high-efficiency category (TE ≥ 0.81), CA adopters accounted for 69.33% of their group, compared with 10.67% of non-adopters. The reported Mann–Whitney test indicated a statistically significant difference between groups (Z = −14.71; p < 0.001). Descriptive comparisons showed lower mean pesticide, fertilizer, and seed quantities among adopters, although input-specific inefficiency cannot be established from group means alone. The observed efficiency advantage occurred during the relatively favorable rainfall conditions described for the study season. However, a single-season observational comparison cannot isolate management effects from weather, selection into adoption, or other farm characteristics. The findings support further evaluation of CA promotion and targeted extension interventions in Iraq and comparable dryland wheat-producing areas, with attention to appropriate input use and consistent implementation of CA practices.
Keywords: Conservation agriculture; Data envelopment analysis; Food security; Nineveh Governorate; Resource efficiency; Wheat production
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How to cite:
Mahmood Khalaf Wasmi AlKhulaifi, {bid Ali Hasan Al-doski. Technical Efficiency and Productivity Gaps in Wheat Farming: A Comparative Analysis of Conservation Agriculture Adopters and Non-Adopters in Nineveh Governorate, Iraq. Revista Cultura Científica, 2026 Issue 24. pg. 2607-2617.
Publication History
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Received: 09/06/2026
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Accepted: 10/11/2026
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Published: 13/11/2026
Copyright © 2026, Mahmood Khalaf Wasmi AlKhulaifi, {bid Ali Hasan Al-doski. Published by Revista Cultura Científica. This article is published as open access under the Creative Commons Attribution 4.0 International (CC BY 4.0) license (
http://creativecommons.org/licenses/by/4.0/).