More Grain-Oriented, but Limited Efficiency Gains? Smallholder Grain Production Under Farm-Scale Expansion in Rural China
Abstract
1. Introduction
2. Theoretical Analysis and Research Hypotheses
2.1. Farm-Scale Expansion and Smallholders’ Cropping Choices
2.2. Farm-Scale Expansion and Smallholders’ Production Conditions
2.3. Cooperatives and Smallholders’ Access to Production Support
3. Data, Measures, and Analytical Approach
3.1. Data and Sample
3.2. Variable Descriptions
3.2.1. Dependent Variable
3.2.2. Core Explanatory Variable
3.2.3. Variables for Mechanism Analysis
3.2.4. Moderating Variables
3.2.5. Control Variables
3.3. Model Specification
3.3.1. Baseline Model
3.3.2. Model for Mechanism Analysis
3.3.3. Moderating Role of Cooperative Membership
4. Empirical Results and Analysis
4.1. Impact of Farm-Scale Expansion on Smallholders’ Grain-Oriented Cropping Adjustment
4.1.1. Baseline Results
4.1.2. Robustness Checks
4.1.3. Endogeneity Test
4.2. Characterizing Grain-Oriented Adjustment Through Production Inputs
4.3. Heterogeneity Analysis: Which Smallholders Become More Grain-Oriented?
4.4. Moderating Effect of Cooperative Membership
5. Discussion
6. Conclusions, Policy Recommendations, and Limitations
6.1. Conclusions
6.2. Policy Recommendations
6.3. Limitations
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Variable Type | Variable Name | Description | Mean | SD |
|---|---|---|---|---|
| Dependent variable | Grain-sown share | Ratio of a household’s grain-sown area to its total crop-sown area | 0.753 | 0.360 |
| Core explanatory variables | Farm-scale expansion intensity | Share of village household-contracted farmland operated by scale operators | 0.218 | 0.292 |
| Mechanism variables | Mechanization level in grain production | Sum of mechanized-operation shares across five key grain production stages: tillage, sowing, pesticide spraying, fertilization, and harvesting/transportation | 1.538 | 1.496 |
| Cost share of purchased socialized services | Expenditure on agricultural socialized services as a share of total grain production costs | 0.217 | 0.747 | |
| Share of self-owned machinery operations | Share of self-owned machinery operations: Ratio of summed household-owned machinery-operation shares to summed mechanized-operation shares across the same five stages | 0.186 | 0.280 | |
| Family agricultural labor input | Natural logarithm of total household labor time spent on crop production | 5.253 | 1.054 | |
| Moderating Variables | Cooperative membership | Whether the household has joined a cooperative: 1 = yes, 0 = no | 0.201 | 0.401 |
| Grain production cost per unit area | Sum of per-mu costs across five grain production stages (tillage, sowing, pesticide spraying, fertilization, harvesting/transportation), used in logarithmic form in the analysis. | 0.043 | 0.193 | |
| Control variables | Family size | Number of household members | 4.213 | 1.704 |
| Village political embeddedness | Whether the household head holds a village office: 1 = yes, 0 = no | 0.236 | 0.424 | |
| Internet access | Whether the household owns an internet-enabled device: 1 = yes, 0 = no | 0.921 | 0.269 | |
| Health shock | Whether any household member is reported to be in poor or very poor health relative to peers of the same age: 1 = yes, 0 = no | 0.277 | 0.448 | |
| Village income level | Natural logarithm of village per capita net income | 9.408 | 0.574 | |
| Relative crop returns | Ratio of provincial grain crop prices to cash crop prices | 1.058 | 0.037 |
| Variable | Dependent Variables: Grain-Sown Share | ||||
|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | |
| Farm-scale expansion intensity | 0.081 *** (0.023) | 1.012 *** (0.162) | 0.081 *** (0.030) | 0.098 ** (0.047) | |
| Ln(farm-scale operation area) | 0.023 *** (0.005) | ||||
| Family size | −0.003 (0.006) | −0.058 ** (0.024) | −0.003 (0.007) | −0.003 (0.006) | −0.003 (0.006) |
| Village political embeddedness | 0.006 (0.022) | −0.129 (0.093) | 0.006 (0.022) | 0.007 (0.022) | 0.006 (0.021) |
| Internet access | 0.002 (0.028) | −0.093 (0.148) | 0.002 (0.029) | 0.001 (0.028) | 0.001 (0.028) |
| Health shock | 0.029 * (0.015) | 0.112 (0.084) | 0.029 * (0.015) | −0.030 ** (0.015) | 0.028 * (0.015) |
| Ln(Income level) | −0.005 (0.010) | −0.877 *** (0.107) | −0.005 (0.015) | −0.005 (0.010) | −0.006 (0.010) |
| Relative crop returns | −0.104 *** (0.040) | 1.202 *** (0.268) | −0.103 * (0.055) | −0.096** (0.039) | −0.105 *** (0.041) |
| _Cons | 1.197 *** (0.212) | 8.473 *** (1.076) | 0.889 *** (0.155) | −0.863 *** (0.109) | 0.931 *** (0.109) |
| N | 3270 | 3277 | 3270 | 3270 | 3275 |
| Adj R2 | 0.575 | 0.575 | 0.577 | ||
| Instrumental variable | 0.051 *** (0.035) | ||||
| First-stage F-statistic | 386.46 | ||||
| Variable | (1) Cost Share of Purchased Socialized Services | (2) Mechanization Level in Grain Production | (3) Share of Self-Owned Machinery Operations | (4) Family Agricultural Labor Input |
|---|---|---|---|---|
| Farm-scale expansion intensity | −0.065 ** (0.025) | −0.309 ** (0.128) | 0.044 * (0.026) | 0.192 ** (0.092) |
| Control variables | Yes | Yes | Yes | Yes |
| _Cons | −0.115 (0.644) | 2.511 *** (0.415) | −0.107 (0.148) | 4.269 *** (0.557) |
| N | 2572 | 3270 | 2374 | 3114 |
| Adj R2 | 0.041 | 0.579 | 0.410 | 0.337 |
| Variable | (1) Cooperative Membership | (2) Mechanization Level | (3) Grain Production Cost |
|---|---|---|---|
| Farm-scale expansion intensity | 0.059 * (0.034) | −0.477 *** (0.140) | 0.044 * (0.026) |
| Cooperative membership | −0.174 ** (0.088) | 0.027 * (0.016) | |
| Interaction term | 0.766 *** (0.237) | −0.167 * (0.100) | |
| Control variables | Yes | Yes | Yes |
| _Cons | 0.658 *** (0.229) | 2.574 *** (0.410) | 0.328 *** (0.079) |
| N | 3270 | 3270 | 2578 |
| Adj R2 | 0.576 | 0.583 | 0.104 |
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Li, J.; Shen, Z.; Xiong, Z. More Grain-Oriented, but Limited Efficiency Gains? Smallholder Grain Production Under Farm-Scale Expansion in Rural China. Sustainability 2026, 18, 6874. https://doi.org/10.3390/su18136874
Li J, Shen Z, Xiong Z. More Grain-Oriented, but Limited Efficiency Gains? Smallholder Grain Production Under Farm-Scale Expansion in Rural China. Sustainability. 2026; 18(13):6874. https://doi.org/10.3390/su18136874
Chicago/Turabian StyleLi, Jing, Zhiqi Shen, and Zixin Xiong. 2026. "More Grain-Oriented, but Limited Efficiency Gains? Smallholder Grain Production Under Farm-Scale Expansion in Rural China" Sustainability 18, no. 13: 6874. https://doi.org/10.3390/su18136874
APA StyleLi, J., Shen, Z., & Xiong, Z. (2026). More Grain-Oriented, but Limited Efficiency Gains? Smallholder Grain Production Under Farm-Scale Expansion in Rural China. Sustainability, 18(13), 6874. https://doi.org/10.3390/su18136874

