# Effect of Climate Change on Food Industry Supply Chain Resilience in China on the Basis of Double Machine Learning Models

**Authors:** Shengtian Jin, Dongxian Liu, Luchen Huang

PMC · DOI: 10.3390/foods14213623 · 2025-10-24

## TL;DR

This study examines how climate change affects the resilience of China's food industry supply chain using data from 30 provinces between 2011 and 2022.

## Contribution

The paper introduces a novel application of double machine learning models to analyze climate impacts on food supply chain resilience in China.

## Key findings

- Climate change significantly reduces food supply chain resilience, with temperature having a stronger negative effect than rainfall.
- The impact of climate change varies between major and non-major food-producing regions and across levels of mechanization.
- Crop diversification helps reduce the negative effects of temperature fluctuations on supply chain resilience.

## Abstract

In recent years, global climate fluctuation has been obvious and has had a significant impact on the food industry system, which makes the impact of climate change on the resilience of the food industry supply chain of great concern. Based on this, this paper selects the panel data of 30 provinces in China from 2011 to 2022; it takes the relationship between climate change and the toughness of the food industry supply chain as the entry point, and probes deeply into the intrinsic mechanism of the impact of climate change on the toughness of the food industry supply chain. The study found the following: First, climate change has a significant negative impact on the food industry supply chain resilience, and in climate change, the impact of temperature on the food industry supply chain resilience is significantly higher than the impact of rainfall on the food industry supply chain resilience. Second, the mechanism of the effect of climate change on food industry supply chains exhibits substantial heterogeneity between major food-producing regions and non-major food-producing ones and varies across different levels of mechanization. Third, crop diversification within the study scope remarkably mitigates the negative effect of temperature fluctuations on the resilience of the food industry supply chain. Therefore, the food supply chain system must enhance its capacity to withstand climate change, and current and future resilience should be strengthened by advancing the implementation of adaptation policies, plans, and actions that drive transformation.

## Full-text entities

- **Diseases:** injury to (MESH:D014947), drought (MESH:C536747), SID (MESH:D013398), DML (MESH:D007859)
- **Chemicals:** carbon (MESH:D002244)
- **Species:** Oryza sativa (Asian cultivated rice, species) [taxon 4530], Solanum tuberosum (potatoes, species) [taxon 4113], Homo sapiens (human, species) [taxon 9606]

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12609341/full.md

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Source: https://tomesphere.com/paper/PMC12609341