The Mechanism and Mediating Effect of the “Perception–Emotion–Behaviour” Chain of Tourists at World Natural Heritage Sites—A Case Study from Bayanbulak, China
Abstract
:1. Introduction
1.1. Theoretical Basis
1.2. Concept Definition
1.3. Relationship Interpretation
2. Materials and Method
2.1. Hypotheses and Conceptual Model
2.2. Study Area and Methodology
2.2.1. Study Area Overview
2.2.2. Questionnaire Design
2.2.3. Questionnaire Research
2.2.4. Analysis Method
3. Results
3.1. Descriptive Statistical Analysis
3.2. Structural Equation Model
3.2.1. Exploratory Factor Analysis
3.2.2. Validation Factor Analysis
- Measurement Model Check
- 2.
- Structural Model Check
- 3.
- Mediation Effect Check
4. Discussion
4.1. Theoretical Implications
4.2. Practical Implications
4.3. Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Demographic | Type | Percentage | Demographic | Type | Percentage |
---|---|---|---|---|---|
Sex | Male | 52.1 | Occupation | Tourism-related staff | 6.2 |
Female | 47.9 | Enterprise and business Unit staff | 37.8 | ||
Age | 18–25 | 24.8 | Private owners | 10.7 | |
26–46 | 50.2 | Freelance | 7.2 | ||
47–60 | 20.2 | Retirees | 6.5 | ||
>60 | 4.9 | Workers | 3.3 | ||
Ethnicity | Han | 87.3 | Students | 19.9 | |
Uighur | 2.9 | Other | 8.5 | ||
Hui | 3.6 | Place of residence | Bayingol Mongolian Autonomous Prefecture | 8.8 | |
Mongolian | 2.9 | Xinjiang Uygur Autonomous Region | 20.8 | ||
Other | 3.3 | Other provinces | 70.4 | ||
Education level | Junior high school | 4.2 | Frequency of interaction | First time | 75.6 |
Secondary education | 16.6 | Second time | 10.4 | ||
Bachelor’s degree | 61.6 | Three times or more | 14.0 | ||
Master’s degree or above | 17.6 | Mode of travel | Travel agency | 14.7 | |
Average monthly income (CNY) | ≤3000 | 22.5 | Group trips | 6.5 | |
3001–5000 | 23.1 | Self-driving travel | 62.5 | ||
5001–10,000 | 32.9 | Travel by car | 11.7 | ||
≥10,001 | 21.5 | Other | 4.6 |
Components | Initial Eigenvalue | Sum of Squared Rotating Loads | ||||
---|---|---|---|---|---|---|
Total | Percentage of Variance | Cumulative Percentage | Total | Percentage of Variance | Cumulative Percentage | |
1 | 10.859 | 40.218 | 40.218 | 4.636 | 17.170 | 17.170 |
2 | 2.694 | 9.976 | 50.195 | 4.273 | 15.825 | 32.996 |
3 | 2.083 | 7.713 | 57.908 | 3.504 | 12.978 | 45.974 |
4 | 1.502 | 5.561 | 63.469 | 3.207 | 11.879 | 57.853 |
5 | 1.225 | 4.538 | 68.007 | 2.742 | 10.154 | 68.007 |
6 | 0.946 | 3.505 | 71.512 |
Factor Naming | Dimensions | Measurement Topics | Factor Loadings | KMO and Bartlett Test | Cronbach’s α |
---|---|---|---|---|---|
Heritage genes perception | Integrity | Integrity of grassland ecosystems (HGP1) | 0.881 | KMO = 0.859 Sig. = 0.000 | 0.890 |
Integrity of wetland ecosystem (HGP2) | 0.883 | ||||
Integrity of the overall landscape (HGP3) | 0.825 | ||||
Authenticity | The natural landscape presents a natural state and a wilderness state, undisturbed by humans (HGP4) | 0.731 | |||
Core landscape | Nine curves and eighteen bends (HGP5) | 0.731 | |||
Alpine meadow landscape (HGP6) | 0.780 | ||||
Environmental knowledge perception | Self-directed education | A variety of environmental interpretation signs and environmental protection markings are installed in the scenic area (EKP1) | 0.836 | KMO = 0.732 Sig. = 0.000 | 0.861 |
I learned about environmental protection from the visitor centre, scenic guide signs and related banners (EKP2) | 0.875 | ||||
Other-directed education | The interpreter’s presentation helped me to learn some knowledge (EKP3) | 0.840 | |||
Tour guide’s presentation helped me to learn some knowledge (EKP4) | 0.829 | ||||
Place attachment | Place dependency | I feel like I will not forget about the beauty of sightseeing here (PD1) | 0.910 | KMO = 0.546 Sig. = 0.000 | 0.848 |
I enjoy sightseeing, photography, horse riding and recreation here (PD2) | 0.908 | ||||
I like this place better than other scenic spots (PD3) | 0.484 | ||||
Place identity | This tour means a lot to me (PI1) | 0.846 | KMO = 0.719 Sig. = 0.000 | 0.848 | |
I agree that the site has high natural heritage value (PI2) | 0.894 | ||||
I have a feeling of being in nature and a strong sense of belonging (PI3) | 0.900 | ||||
Pro-environmental behaviour intentions | Compliance Pro-environmental behaviour intentions | I will abide by the visitor code of conduct (CPEBI1) | 0.959 | KMO = 0.743 Sig. = 0.000 | 0.938 |
I will abide by social ethics (CPEBI2) | 0.958 | ||||
I will respect local customs, cultural traditions and religious beliefs (CPEBI3) | 0.916 | ||||
Positive pro-environmental behaviour intentions | I will guide others to put their garbage in the box (PPEBI1) | 0.818 | KMO = 0.717 Sig. = 0.000 | 0.879 | |
I will warn and stop others from harming the environment (PPEBI2) | 0.867 | ||||
I will reflect the relevant environmental situation to the scenic spot or relevant departments (PPEBI3) | 0.751 |
Fit Indices | CMIN/DF | RMSEA | AGFI | CFI | NFI | PGFI |
---|---|---|---|---|---|---|
Standard value | 1–3 | <0.08 | >0.80 | >0.90 | >0.90 | >0.5 |
Original model | 2.925 | 0.079 | 0.808 | 0.922 | 0.887 | 0.774 |
Correction Model | 2.432 | 0.068 | 0.835 | 0.942 | 0.906 | 0.667 |
Latent Variable | Items | The Standardised Factor Loadings | Parameter Significance Estimation | Items Reliability | Combination reliability | Average of Variance Extracted | |||
---|---|---|---|---|---|---|---|---|---|
Std | Ustd | S.E | C.R | p | SMC | CR | AVE | ||
HGP | HGP6 | 0.701 | 1 | 0.491 | 0.894 | 0.588 | |||
HGP5 | 0.644 | 0.905 | 0.083 | 10.888 | *** | 0.415 | |||
HGP4 | 0.655 | 1.159 | 0.107 | 10.837 | *** | 0.429 | |||
HGP3 | 0.766 | 1.277 | 0.101 | 12.597 | *** | 0.587 | |||
HGP2 | 0.897 | 1.361 | 0.096 | 14.245 | *** | 0.805 | |||
HGP1 | 0.895 | 1.398 | 0.098 | 14.242 | *** | 0.801 | |||
EKP | EKP4 | 0.625 | 1 | 0.391 | 0.849 | 0.591 | |||
EKP3 | 0.636 | 1.092 | 0.077 | 14.214 | *** | 0.404 | |||
EKP2 | 0.917 | 1.236 | 0.104 | 11.913 | *** | 0.841 | |||
EKP1 | 0.854 | 1.124 | 0.097 | 11.64 | *** | 0.729 | |||
PD | PD1 | 0.894 | 1 | 0.799 | 0.745 | 0.533 | |||
PD2 | 0.85 | 1.014 | 0.057 | 17.883 | *** | 0.723 | |||
PD3 | 0.28 | 1.256 | 0.265 | 4.74 | *** | 0.078 | |||
PI | PI1 | 0.854 | 1 | 0.729 | 0.858 | 0.668 | |||
PI2 | 0.754 | 1.056 | 0.071 | 14.976 | *** | 0.569 | |||
PI3 | 0.841 | 1.002 | 0.056 | 18.012 | *** | 0.707 | |||
CPEBIs | CPEBI1 | 0.954 | 1.000 | 0.910 | 0.941 | 0.842 | |||
CPEBI2 | 0.954 | 0.969 | 0.028 | 34.183 | *** | 0.910 | |||
CPEBI3 | 0.84 | 0.923 | 0.040 | 23.335 | *** | 0.706 | |||
PPEBIs | PPEBI1 | 0.869 | 1 | 0.755 | 0.888 | 0.726 | |||
PPEBI2 | 0.913 | 1.095 | 0.056 | 19.623 | *** | 0.834 | |||
PPEBI3 | 0.768 | 1.054 | 0.067 | 15.649 | *** | 0.590 |
AVE | EKP | HGP | PD | PI | CPEBIs | PPEBIs | |
---|---|---|---|---|---|---|---|
EKP | 0.591 | 0.769 | |||||
HGP | 0.588 | 0.482 | 0.767 | ||||
PD | 0.533 | 0.477 | 0.595 | 0.730 | |||
PI | 0.668 | 0.515 | 0.613 | 0.852 | 0.817 | ||
CPEBIs | 0.842 | 0.302 | 0.471 | 0.526 | 0.658 | 0.918 | |
PPEBIs | 0.726 | 0.422 | 0.350 | 0.412 | 0.509 | 0.465 | 0.852 |
Hypothesised Relationship | Standardised Path Coefficient | T-Value | Test Results |
---|---|---|---|
H1: environmental knowledge perception → heritage genes perception | 0.482 *** | 6.574 | Valid |
H2: environmental knowledge perception → place dependence | 0.248 *** | 3.8 | Valid |
H3: environmental knowledge perception → place identity | 0.106 | 2.03 | Not valid |
H4: environmental knowledge perception → compliance pro-environmental behaviour intentions | −0.075 | −1.195 | Not valid |
H5: environmental knowledge perception → positive pro-environmental behaviour intentions | 0.239 *** | 3.394 | Valid |
H6: heritage genes perception → place dependence | 0.475 *** | 6.994 | Valid |
H7: heritage genes perception → place identity | 0.132 | 2.263 | Not valid |
H8: heritage genes perception → compliance pro-environmental behaviour intentions | 0.147 | 2.127 | Not valid |
H9: heritage genes perception → positive pro-environmental behaviour intentions | −0.020 | −0.265 | Not valid |
H10: place dependence → place identity | 0.723 *** | 10.559 | Valid |
H11: place dependence → compliance pro-environmental behaviour intentions | −0.154 | −1.161 | Not valid |
H12: place dependence → positive pro-environmental behaviour intentions | −0.076 | −0.526 | Not valid |
H13: place identity → compliance pro-environmental behaviour intentions | 0.738 *** | 5.195 | Valid |
H14: place identity → positive pro-environmental behaviour intentions | 0.303 | 1.782 | Not valid |
H15: compliance pro-environmental behaviour intentions → positive pro-environmental behaviour intentions | 0.242 ** | 3.059 | Valid |
Action Path | Intermediary Type | Confidence Interval | Std. | Proportion of IE | Results | ||||
---|---|---|---|---|---|---|---|---|---|
Bias-Corrected 95%CI | Percentile 95% CI | ||||||||
Lower | Upper | Lower | Upper | ||||||
EKP→PD | OE | 0.699 | 2.350 | 0.710 | 2.410 | 1.163 | / | Partial mediating effect | |
DE | 0.200 | 1.307 | 0.213 | 1.360 | 0.603 | / | |||
Path 1 | EKP→HGP→PD | IE | 0.233 | 1.387 | 0.226 | 1.344 | 0.560 | 0.481 | |
EKP→PI | OE | 0.327 | 0.610 | 0.324 | 0.604 | 0.455 | / | Full mediating effect | |
DE | 0.027 | 0.238 | −0.010 | 0.203 | 0.119 | / | |||
Path 2 | EKP→PD→PI | IE 1 | 0.026 | 0.296 | 0.228 | 0.499 | 0.166 | 0.364 | |
Path 3 | EKP→HGP→PD→ PI | IE 2 | 0.079 | 0.311 | 0.078 | 0.309 | 0.171 | 0.375 | |
EKP→CPEBIs | OE | 0.102 | 0.363 | 0.098 | 0.353 | 0.211 | / | Full mediating effect | |
DE | −0.095 | 0.083 | −0.103 | 0.076 | −0.012 | / | |||
Path 4 | EKP→PD→PI→ CPEBIs | IE 1 | 0.041 | 0.203 | 0.046 | 0.207 | 0.117 | 0.556 | |
Path 5 | EKP→HGP→PD→ PI→CPEBIs | IE 2 | 0.047 | 0.222 | 0.042 | 0.208 | 0.106 | 0.503 | |
EKP→PPEBIs | OE | 0.274 | 0.569 | 0.273 | 0.566 | 0.402 | / | Partial mediating effect | |
DE | 0.188 | 0.443 | 0.182 | 0.437 | 0.299 | / | |||
Path 6 | EKP→PD→PI→ CPEBIs→PPEBIs | IE 1 | 0.019 | 0.117 | 0.017 | 0.112 | 0.055 | 0.136 | |
Path 7 | EKP→HGP→PD→ PI→CPEBIs→PPEBIs | IE 2 | 0.02 | 0.128 | 0.016 | 0.107 | 0.049 | 0.121 |
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Ren, Q.; He, B.; Chen, X.; Han, J.; Han, F. The Mechanism and Mediating Effect of the “Perception–Emotion–Behaviour” Chain of Tourists at World Natural Heritage Sites—A Case Study from Bayanbulak, China. Int. J. Environ. Res. Public Health 2021, 18, 12531. https://doi.org/10.3390/ijerph182312531
Ren Q, He B, Chen X, Han J, Han F. The Mechanism and Mediating Effect of the “Perception–Emotion–Behaviour” Chain of Tourists at World Natural Heritage Sites—A Case Study from Bayanbulak, China. International Journal of Environmental Research and Public Health. 2021; 18(23):12531. https://doi.org/10.3390/ijerph182312531
Chicago/Turabian StyleRen, Qingliu, Baoshi He, Xiaodong Chen, Jiali Han, and Fang Han. 2021. "The Mechanism and Mediating Effect of the “Perception–Emotion–Behaviour” Chain of Tourists at World Natural Heritage Sites—A Case Study from Bayanbulak, China" International Journal of Environmental Research and Public Health 18, no. 23: 12531. https://doi.org/10.3390/ijerph182312531
APA StyleRen, Q., He, B., Chen, X., Han, J., & Han, F. (2021). The Mechanism and Mediating Effect of the “Perception–Emotion–Behaviour” Chain of Tourists at World Natural Heritage Sites—A Case Study from Bayanbulak, China. International Journal of Environmental Research and Public Health, 18(23), 12531. https://doi.org/10.3390/ijerph182312531