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Article

Re-Evaluating Agricultural Carbon Efficiency Across Functional Grain Zones: From Spatial Analysis

1
Law School, Shanxi University of Finance and Economics, Taiyuan 030006, China
2
Business School, Qilu Institute of Technology, Jinan 250200, China
3
Institute of Platform Economics, Shanxi University of Finance and Economics, Taiyuan 030006, China
*
Author to whom correspondence should be addressed.
Land 2026, 15(4), 571; https://doi.org/10.3390/land15040571
Submission received: 25 February 2026 / Revised: 25 March 2026 / Accepted: 27 March 2026 / Published: 30 March 2026
(This article belongs to the Special Issue Connections Between Land Use, Land Policies, and Food Systems)

Abstract

Regional reassessments of agricultural carbon emission efficiency are essential for improving the sustainability of food production systems under climate constraints. This study evaluates agricultural carbon emission efficiency (ACEE) across China’s major grain-producing zone (GPZ), major grain-consuming zone (GSZ), and grain production–consumption balanced zone (GBZ) during 2003–2022, excluding Hong Kong, Macao, Taiwan, and Tibet due to data limitations. A super-efficient EBM–GML model incorporating both desirable and undesirable outputs is employed to measure ACEE at the provincial level, with comparisons conducted within each functional zone and nationally unified efficiency values used as a benchmark. Spatial dependence is examined using Moran’s I, and a spatial Durbin model is applied to identify driving factors and spatial spillover effects. The results indicate that the average efficiency levels differ systematically across functional grain zones, following the order GBZ > GPZ > GSZ, while several provinces experience notable changes in their relative rankings. Carbon emissions increase in the earlier period and decline in later years, whereas efficiency exhibits an opposite temporal pattern, reflecting a gradual transition of grain production systems from extensive input-driven growth toward more sustainability-oriented practices. Substantial regional disparities in ACEE are also observed. Rational industrial organization and efficient allocation of production resources contribute to positive spillover effects on neighboring regions, whereas natural disasters and inefficient resource distribution tend to weaken such effects. These findings suggest that functional grain zones provide an effective framework for capturing intra-regional heterogeneity and should be adopted as the basic unit for efficiency assessment and the formulation of differentiated governance strategies.
Keywords: agricultural carbon emission efficiency; zonal calculation; spatial spillover effects agricultural carbon emission efficiency; zonal calculation; spatial spillover effects

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MDPI and ACS Style

Bu, M.; Xi, W.; Mi, L.; Gao, M.; Wang, G. Re-Evaluating Agricultural Carbon Efficiency Across Functional Grain Zones: From Spatial Analysis. Land 2026, 15, 571. https://doi.org/10.3390/land15040571

AMA Style

Bu M, Xi W, Mi L, Gao M, Wang G. Re-Evaluating Agricultural Carbon Efficiency Across Functional Grain Zones: From Spatial Analysis. Land. 2026; 15(4):571. https://doi.org/10.3390/land15040571

Chicago/Turabian Style

Bu, Miaoling, Weiming Xi, Lingchen Mi, Mingyan Gao, and Guofeng Wang. 2026. "Re-Evaluating Agricultural Carbon Efficiency Across Functional Grain Zones: From Spatial Analysis" Land 15, no. 4: 571. https://doi.org/10.3390/land15040571

APA Style

Bu, M., Xi, W., Mi, L., Gao, M., & Wang, G. (2026). Re-Evaluating Agricultural Carbon Efficiency Across Functional Grain Zones: From Spatial Analysis. Land, 15(4), 571. https://doi.org/10.3390/land15040571

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