Does the National Key Ecological Function Zones Policy Promote Leapfrog Development in Urban–Rural Integration?
Abstract
1. Introduction
2. Literature Review
3. Policy Background
4. Theoretical Analysis and Research Hypotheses
4.1. The Driving Force of the NKEFZ Policy on Urban–Rural Integration
4.2. The Constraining Force of the NKEFZ Policy on Urban–Rural Integration
5. Research Design, Variables, and Data
5.1. Model Specification
5.2. Variable Selection
5.2.1. Dependent Variable: Level of Urban–Rural Integration Development
5.2.2. Independent Variable
5.2.3. Control Variables
5.2.4. Mechanism Variables
5.2.5. Covariates
5.3. Data Sources and Descriptive Statistics
6. Empirical Results and Analysis
6.1. Analysis of Baseline Regression Results
6.2. Robustness Checks
6.2.1. Parallel Trend Test
6.2.2. Placebo Test
6.2.3. PSM-DID
6.2.4. Sample Exclusion
6.2.5. Alternative Dependent Variable
6.2.6. Addressing Heterogeneity in Multi-Period Difference-in-Differences (DID)
7. Further Analysis
7.1. Mechanism Analysis
7.1.1. Industrial Structure Upgrading
7.1.2. Government Fiscal Pressure
7.2. Further Analysis: Heterogeneous Effects
7.2.1. Proportion of Key Ecological Function Counties
7.2.2. Regional Location
8. Conclusions, Recommendations, and Discussion
8.1. Research Conclusions
8.2. Policy Recommendations
8.3. Discussion
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Composite Indicator | First-Level Indicator | Second-Level Indicator | Explanation | Unit | Direction |
|---|---|---|---|---|---|
| Comprehensive Evaluation Indicators for Urban- Rural Integration | Population Integration | Urbanization Rate | Urban Population/Resident Population | % | + |
| Urban–rural Employment Level | Employed Population in Municipal Districts/Total Employed Population | % | − | ||
| Wage Level | Average Wage of Employed Workers | CNY | + | ||
| Coverage Rate of Social Security for Urban and Rural Residents | Number of Basic Pension Insurance Participants/Resident Population | % | + | ||
| Unemployment Insurance Coverage/Resident Population | % | + | |||
| Population Density | Resident Population/Land Area of Administrative Region | People per Square Kilometer | + | ||
| Spatial Integration | Degree of Product Mobility | Total Road Freight Volume/Total Domestic Road Mileage | Ten Thousand Tons per Kilometer | + | |
| Degree of Information Communication | Telecommunication Revenue/Resident Population | CNY per Capita | + | ||
| Degree of Digitalization | Number of Internet Users/Resident Population | Households per Ten Thousand People | + | ||
| Road Accessibility | Total Domestic Road Mileage/Land Area of Administrative Region | Kilometers per Square Kilometer | + | ||
| Degree of Postal Development | Total Postal Service Revenue/Resident Population | CNY per Capita | + | ||
| Urban Environmental Supply Level | Green Coverage Rate | % | + | ||
| Economic Integration | Per Capita GDP | GDP/Resident Population | CNY per Capita | + | |
| Urban–rural Budget Expenditure Gap | General Budget Expenditure of Municipal Districts/General Budget Expenditure of Administrative Regions | % | − | ||
| Urban–rural Budget Revenue–Expenditure Ratio | General Budget Revenue of Municipal Districts/General Budget Revenue of Administrative Regions | % | − | ||
| Urban–rural Income Gap | Urban Residents’ Disposable Income/Rural Residents’ Disposable Income | - | − | ||
| Urban–rural Tertiary Industry Development | Tertiary Industry Output of Municipal Districts/Tertiary Industry Output of Administrative Regions | % | − | ||
| Per Capita Year-End Savings Balance of Urban and Rural Residents | Year-End Savings Balance of Urban and Rural Residents/Total Population | CNY per Capita | + |
| Variable Categories | Variable Name | Measurement Method | Variable Symbols | Mean | Standard Deviation | Minimum Value | Maximum Value |
|---|---|---|---|---|---|---|---|
| Dependent Variable | Urban–Rural Integration Development | Entropy Weight Method for Indicator System Calculation | uri | 0.254 | 0.050 | 0.153 | 0.603 |
| Independent Variable | Policy Variable | Whether It Includes Key Ecological Function Zones | did | 0.253 | 0.435 | 0 | 1 |
| Control Variable | Level of Economic Development | Logarithm of GDP | led | 16.417 | 1.028 | 13.160 | 19.973 |
| Economic Vitality | Year-End Total Loans Balance of Financial Institutions/GDP | ev | 1.001 | 0.642 | 0.027 | 12.817 | |
| Scale of Education Expenditure | Education Expenditure/Fiscal Expenditure | see | 0.180 | 0.042 | 0.015 | 0.408 | |
| Scale of Science and Technology Expenditure | Technology Expenditure/Fiscal Expenditure | sste | 0.015 | 0.016 | 0 | 0.178 | |
| Per Capita Fiscal Expenditure | General Budget Expenditure/Resident Population | pcfe | 0.822 | 0.605 | 0.058 | 11.665 | |
| Mechanism Variable | Industrial Structure Upgrading | Tertiary Sector Output/Primary Sector Output | isu | 0.943 | 0.017 | 0.844 | 0.992 |
| Government Fiscal Pressure | (General Budget Expenditure − General Budget Revenue)/GDP | gfp | 0.116 | 0.097 | −0.002 | 0.521 | |
| Covariates | Vegetation Coverage | Statistical Division by Prefecture-Level Cities, Averaging Monthly Data | vc | 0.502 | 0.140 | 0.067 | 0.765 |
| Share of Primary Industry | Primary Sector Output/GDP | spi | 0.129 | 0.083 | 0.002 | 0.499 |
| Variable | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| uri | pop | spa | eco | |
| did | −0.005 *** (0.001) | −0.001 (0.002) | −0.006 *** (0.002) | −0.008 *** (0.002) |
| lngdp | 0.012 *** (0.002) | 0.008 ** (0.004) | 0.013 *** (0.003) | 0.016 *** (0.003) |
| act | 0.003 * (0.002) | 0.003 (0.002) | 0.005 ** (0.002) | 0.000 (0.002) |
| edu | 0.067 *** (0.018) | 0.099 *** (0.029) | 0.052 ** (0.024) | 0.050 ** (0.023) |
| sci | 0.254 *** (0.047) | 0.266 *** (0.081) | 0.268 *** (0.066) | 0.219 *** (0.048) |
| pfis | 0.012 ** (0.005) | 0.013 * (0.008) | 0.005 ** (0.002) | 0.019 *** (0.007) |
| Constant Term | 0.029 (0.034) | 0.016 (0.061) | −0.111 ** (0.044) | 0.253 *** (0.050) |
| Fixed Effects by Region | YES | YES | YES | YES |
| Fixed Effects by Year | YES | YES | YES | YES |
| Observation | 5112 | 5112 | 5112 | 5112 |
| R2 | 0.960 | 0.965 | 0.826 | 0.923 |
| Type | PSM-DID | Omitted Samples | Alternative Dependent Variable | |||
|---|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
| uri | uri | uri | uri | D | D | |
| did | −0.003 * (0.002) | −0.004 *** (0.001) | −0.004 *** (0.001) | −0.004 *** (0.001) | −0.008 *** (0.002) | −0.007 *** (0.002) |
| Constant Term | 0.246 *** (0.000) | 0.039 (0.038) | 0.248 *** (0.000) | 0.097 *** (0.031) | 0.252 *** (0.001) | −0.038 (0.049) |
| Control Variable | NO | YES | NO | YES | NO | YES |
| Fixed Effects by Region | YES | YES | YES | YES | YES | YES |
| Fixed Effects by Year | YES | YES | YES | YES | YES | YES |
| Observation | 3294 | 3294 | 4482 | 4482 | 5112 | 5112 |
| R2 | 0.947 | 0.954 | 0.951 | 0.958 | 0.872 | 0.885 |
| Type | 2 × 2 Treatment Approach | Proportional Weight | Average Treatment Effect | |
|---|---|---|---|---|
| Treatment Group | Control Group | |||
| A | Treatment Group of the First Policy Implementation Cohort | Treatment Group of the Second Policy Implementation Cohort | 0.056 | −0.004 |
| B | Treatment group of the second policy implementation cohort | Treatment Group of the First Policy Implementation Cohort | 0.089 | 0.003 |
| C | All Cohorts of the Policy Implementation Treatment Groups | Control Group that has never been Exposed to Policy Implementation | 0.855 | −0.007 |
| Type | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| isu | isu | gfp | gfp | |
| did | −0.002 ** (0.001) | −0.001 * (0.001) | 0.020 *** (0.004) | 0.016 *** (0.003) |
| Constant Term | 0.944 *** (0.000) | 1.123 *** (0.034) | 0.111 *** (0.001) | 1.716 *** (0.132) |
| Control Variable | NO | YES | NO | YES |
| Fixed Effects by Region | YES | YES | YES | YES |
| Fixed Effects by Year | YES | YES | YES | YES |
| Observation | 5112 | 5112 | 5112 | 5112 |
| R2 | 0.864 | 0.875 | 0.881 | 0.936 |
| Type | Proportion of the Number of Key Ecological Function Counties | Geographical Location | |||
|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) |
| Low Proportion | Medium Proportion | High Proportion | Eastern Region | Central and Western Regions | |
| did | −0.001 (0.002) | −0.009 *** (0.002) | −0.009 *** (0.002) | −0.003 (0.003) | −0.003 *** (0.001) |
| Constant Term | −0.005 (0.037) | 0.052 (0.038) | 0.059 (0.042) | −0.044 (0.075) | 0.024 (0.035) |
| Control Variable | YES | YES | YES | YES | YES |
| Fixed Effects by Region | YES | YES | YES | YES | YES |
| Fixed Effects by Year | YES | YES | YES | YES | YES |
| Observation | 3672 | 3636 | 3636 | 1764 | 3348 |
| R2 | 0.961 | 0.965 | 0.965 | 0.970 | 0.950 |
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Li, F.; Ma, G.; Zhang, G. Does the National Key Ecological Function Zones Policy Promote Leapfrog Development in Urban–Rural Integration? Land 2026, 15, 128. https://doi.org/10.3390/land15010128
Li F, Ma G, Zhang G. Does the National Key Ecological Function Zones Policy Promote Leapfrog Development in Urban–Rural Integration? Land. 2026; 15(1):128. https://doi.org/10.3390/land15010128
Chicago/Turabian StyleLi, Fanfan, Guangpeng Ma, and Guixiang Zhang. 2026. "Does the National Key Ecological Function Zones Policy Promote Leapfrog Development in Urban–Rural Integration?" Land 15, no. 1: 128. https://doi.org/10.3390/land15010128
APA StyleLi, F., Ma, G., & Zhang, G. (2026). Does the National Key Ecological Function Zones Policy Promote Leapfrog Development in Urban–Rural Integration? Land, 15(1), 128. https://doi.org/10.3390/land15010128

