Do Ecotourism Demonstration Areas Mitigate Tourism Carbon Emissions in China?—A Perspective Based on Quasi-Natural Experimentation
Abstract
:1. Introduction
2. Literature Review
3. Theoretical Mechanism and Research Hypotheses
3.1. Government–Tourism Enterprise Evolutionary Game Analysis
3.1.1. Model Assumptions
3.1.2. Model Establishment and Solution
3.2. Dynamic Evolutionary Game Analysis Between Government and Tourists
3.2.1. Model Assumptions
3.2.2. Model Establishment and Solution
3.3. Research Hypotheses
4. Research Design
4.1. Sample Selection and Data Sources
4.2. Model Setup and Variable Definitions
4.2.1. Dependent Variable
4.2.2. Key Explanatory Variable
4.2.3. Control Variables
5. Empirical Results Analysis
5.1. Baseline Regression Test
5.2. Parallel Trends Test
5.3. Robustness Test
5.3.1. Placebo Test
5.3.2. Propensity Score Matching Test
5.3.3. Excluding Policy Interference
6. Heterogeneity Test and Mechanism Analysis
6.1. Regional Heterogeneity Test
6.2. Heterogeneity Test of Resource-Based City Types
6.3. Mechanism Verification
7. Conclusions, Recommendations, and Discussion
7.1. Conclusions
7.2. Recommendations
7.3. Discussion
7.4. Limitations and Future Research Directions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Strategic Choice | Tourism Enterprises | ||
---|---|---|---|
Control x | Not Control 1 − x | ||
Government | Supervision y | L − K − A + W, D1 + A | S − K − A + W + F1, D2 + A − F1 |
No supervision 1 − y | L − P1, D1 | S − P1, D2 |
Equilibrium Point | Eigenvalue | Symbol | Stability |
---|---|---|---|
(0, 0) | σ1 = D1 − D2 σ2 = F1 − A − K + P1+W | σ1 > 0 σ2 > 0 | Not stable |
(1, 0) | σ1 = D2 − D1 σ2 = P1 − K − A + W | σ1 < 0 σ2 > 0 | Not stable |
(0, 1) | σ1 = D1 − D2 + F1 σ2 = A − F1 + K − P1 − W | σ1 > 0 σ2 < 0 | Not stable |
(1, 1) | σ1 = D2 − D1 − F1 σ2 = A + K − P1 − W | σ1 < 0 σ2 < 0 | Stable |
Strategic Choice | Tourists | ||
---|---|---|---|
Choosing x | Not Choosing 1 − x | ||
Government | Investing y | L − M + W, R1 − C | S + W + R3 − M, R1 + R2 − R3 |
Not investing 1 − y | L − P1, −C | S − P1, R3 |
Equilibrium Point | Eigenvalue | Symbol | Stability |
---|---|---|---|
(0, 0) | σ1 = −C − R2 σ2 = P1 − M + R3 + W | σ1 < 0 σ2 > 0 | Not stable |
(1, 0) | σ1 = C + R2 σ2 = P1 − M + W | σ1 > 0 σ2 > 0 | Not stable |
(0, 1) | σ1 = R3 − R2 − C σ2 = M − P1 − R3 − W | σ1 > 0 σ2 < 0 | Not stable |
(1, 1) | σ1 = C + R2 − R3 σ2 = M − P1 − W | σ1 < 0 σ2 < 0 | Stable |
Category | Title | Obs. | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|---|
Dependent Variable | LTCE | 2760 | 6.018 | 0.982 | 3.444 | 9.215 |
Core Explanatory Variable | City × Year | 2760 | 0.155 | 0.362 | 0 | 1 |
Control Variable | LREL | 2760 | 12 | 1.064 | 8.424 | 16.246 |
Lpgdp | 2760 | 10.663 | 0.590 | 8.576 | 12.579 | |
LTSE | 2760 | 5.331 | 1.172 | 0.811 | 8.736 | |
TE | 2760 | 0.228 | 7.094 | 0.003 | 372.742 | |
ISE | 2760 | 40.548 | 9.999 | 9.76 | 83.52 | |
LEL | 2760 | 14.812 | 0.768 | 11.711 | 18.241 | |
LTSL | 2760 | 7.417 | 1.072 | −0.354 | 11.178 |
Control Variable | VIF | 1/VIF |
---|---|---|
LREL | 4.25 | 0.235 |
Lpgdp | 1.85 | 0.542 |
LTSE | 3.62 | 0.277 |
TE | 1.00 | 0.999 |
ISE | 1.75 | 0.572 |
LEL | 4.29 | 0.233 |
LPSL | 1.96 | 0.509 |
Mean VIF | 2.67 |
Variable | (1) | (2) |
---|---|---|
LTCE | LTCE | |
City × Year | −0.078 * (0.046) | −0.03 ** (0.014) |
LREL | −0.025 ** (0.01) | |
Lpgdp | −0.657 *** (0.057) | |
LTSE | 0.941 *** (0.016) | |
TE | 0.008 *** (0) | |
ISE | 0.006 *** (0.001) | |
LEL | −0.088 ** (0.039) | |
LTSL | −0.009 (0.01) | |
Constant | 5.368 *** (0.019) | 9.369 *** (0.518) |
City Fixed Effect | Control | Control |
Year Fixed Effect | Control | Control |
N | 2760 | 2760 |
R2 | 0.756 | 0.953 |
Variable | (1) | (2) |
---|---|---|
LTCE (Two Years in Advance) | LTCE (Three Years in Advance) | |
City × Year | −0.019 (0.015) | −0.024 (0.019) |
Constant | 9.37 *** (0.521) | 9.383 *** (0.519) |
Control Variable | Control | Control |
City Fixed Effect | Control | Control |
Year Fixed Effect | Control | Control |
N | 2760 | 2760 |
R2 | 0.953 | 0.953 |
Variable | LTCE |
---|---|
City × Year | −0.036 * (0.02) |
Constant | 8.295 *** (0.65) |
Control Variable | Control |
City Fixed Effect | Control |
Year Fixed Effect | Control |
N | 1317 |
R2 | 0.937 |
Variable | LTCE |
---|---|
City × Year | −0.029 ** (0.014) |
Low-Carbon Pilot Cities | −0.003 (0.01) |
Constant | 9.371 *** (0.518) |
Control Variable | Control |
City Fixed Effect | Control |
Year Fixed Effect | Control |
N | 2760 |
R2 | 0.953 |
Variable | (1) | (2) | (3) |
---|---|---|---|
LTCE (Eastern) | LTCE (Central) | LTCE (Western) | |
City × Year | −0.053 *** (0.018) | 0.01 (0.02) | −0.035 (0.027) |
Constant | 8.719 *** (1.129) | 10.337 *** (0.975) | 8.072 *** (0.758) |
Control Variable | Control | Control | Control |
City Fixed Effect | Control | Control | Control |
Year Fixed Effect | Control | Control | Control |
N | 1000 | 950 | 810 |
R2 | 0.961 | 0.962 | 0.948 |
Variable | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
LTCE Growth Oriented | LTCE Mature Oriented | LTCE Decline Oriented | LTCE Regeneration Oriented | LTCE Non-Resource Based | |
City × Year | −0.105 *** (0.032) | 0.007 (0.0334) | −0.147 * (0.084) | 0.007 (0.065) | −0.03 * (0.016) |
Constant | 1.757 (4.356) | 10.36 *** (0.613) | 11.619 *** (1.636) | 12.191 *** (1.772) | 8.211 *** (0.845) |
Control Variable | Control | Control | Control | Control | Control |
City Fixed Effect | Control | Control | Control | Control | Control |
Year Fixed Effect | Control | Control | Control | Control | Control |
N | 120 | 600 | 200 | 140 | 1700 |
R2 | 0.955 | 0.964 | 0.948 | 0.961 | 0.953 |
Variable | (1) | (2) | (3) |
---|---|---|---|
Hotel Scale | Environmental Regulation | Low-Carbon Tourism Investment | |
City × Year | −5.618 ** (2.181) | 0.12 ** (0.052) | 124.106 *** (46.33) |
Constant | 74.556 * (43.016) | 1.483 (1.857) | −7899.024 *** (1081.812) |
Control Variable | Control | Control | Control |
City Fixed Effect | Control | Control | Control |
Year Fixed Effect | Control | Control | Control |
N | 2760 | 2760 | 2760 |
R2 | 0.261 | 0.186 | 0.999 |
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Quan, S.; Wang, F. Do Ecotourism Demonstration Areas Mitigate Tourism Carbon Emissions in China?—A Perspective Based on Quasi-Natural Experimentation. Reg. Sci. Environ. Econ. 2025, 2, 9. https://doi.org/10.3390/rsee2020009
Quan S, Wang F. Do Ecotourism Demonstration Areas Mitigate Tourism Carbon Emissions in China?—A Perspective Based on Quasi-Natural Experimentation. Regional Science and Environmental Economics. 2025; 2(2):9. https://doi.org/10.3390/rsee2020009
Chicago/Turabian StyleQuan, Shanxin, and Feng Wang. 2025. "Do Ecotourism Demonstration Areas Mitigate Tourism Carbon Emissions in China?—A Perspective Based on Quasi-Natural Experimentation" Regional Science and Environmental Economics 2, no. 2: 9. https://doi.org/10.3390/rsee2020009
APA StyleQuan, S., & Wang, F. (2025). Do Ecotourism Demonstration Areas Mitigate Tourism Carbon Emissions in China?—A Perspective Based on Quasi-Natural Experimentation. Regional Science and Environmental Economics, 2(2), 9. https://doi.org/10.3390/rsee2020009