Factors Influencing the Conservation Intentions of Visitors to a World Heritage Site: A Case Study of Libo Karst
Abstract
:1. Introduction
2. Theoretical Background and Hypotheses
2.1. Environmental Knowledge Awareness
2.2. Heritage Geomorphology Value Perception
2.3. Place Attachment
2.4. Behavior Intentions
2.5. Assumptions and Conceptual Models
3. Study Area and Methods
3.1. Study Area
3.2. Survey Instrument
3.3. Sampling Instructions
4. Results
4.1. Descriptive Statistical Analysis
4.2. Structural Equation Model
4.2.1. Reliability and Validity
4.2.2. Exploratory Factor Analysis
4.3. Validation Factor Analysis
4.3.1. Portfolio Validity
4.3.2. Distinguishing Validity
4.4. Mediation Effect Check
4.5. Structural Model Hypothesis Validation Evaluation and Results Analysis
5. Results and Discussion
5.1. Results
5.2. Theoretical Contributions
5.3. Managerial Contributions
5.4. Limitations and Future Research Directions
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
WH | World Heritage |
WNHSs | World Natural Heritage sites |
WNHS | World Natural Heritage Site |
WHSs | World Heritage sites |
WHKSs | World Heritage karst sites |
OUV | Outstanding universal value |
M-R | Mehrabian and Russell model |
S-O-R | Stimulus–organism–response |
EKA | Environmental knowledge perception |
PA | Place attachment |
GVP | Geomorphological value perception |
BI | Behavioral intention to conserve |
AVE | Average variance extracted |
CR | Combined reliability |
KMO | Kaiser–Meyer–Olkin |
CMID | Cardinality minimum difference value |
DF | Degree of freedom |
GFI | Goodness-of-fit indicator |
AGFI | Adjusted goodness-of-fit indicator |
CFI | Comparative goodness-of-fit indicator |
TL | Non-canonical goodness-of-fit indicator |
RMSEA | Root mean squared error of approximation |
SRMR | Standardized root mean square residual |
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Demographic | Type | Frequency | Percentage (%) | Demographic | Type | Frequency | Percentage (%) |
---|---|---|---|---|---|---|---|
Gender | Man | 245 | 43.9 | Dwell time (day) | 1 | 69 | 12.4 |
Women | 313 | 56.1 | 2–3 | 376 | 67.3 | ||
Age | 18–25 | 164 | 29.4 | >3 | 113 | 20.3 | |
26–45 | 251 | 45.1 | Place of residence | In Guizhou province | 319 | 57.2 | |
46–60 | 122 | 21.7 | Other provinces | 239 | 42.8 | ||
>60 | 21 | 3.8 | Mode of travel | Travel agency | 49 | 8.8 | |
Education level | Middle School and below | 43 | 7.7 | Group trips | 69 | 12.4 | |
Secondary education | 254 | 45.5 | Self-driving travel | 248 | 44.4 | ||
Bachelor’s degree | 221 | 39.6 | public transport | 166 | 29.7 | ||
Master’s degree or above | 40 | 7.2 | Other | 26 | 4.7 | ||
Average annual income (CNY) | <10,000 | 24 | 4.3 | Career | Students | 162 | 29.0 |
10,000–60,000 | 315 | 56.5 | Workers | 50 | 9.0 | ||
>60,000 | 219 | 39.2 | Service industry operators | 72 | 12.9 | ||
Frequency of interaction | First time | 355 | 63.6 | Professional person | 140 | 25.1 | |
Second time | 149 | 26.7 | Retirees | 92 | 16.5 | ||
Three times or more | 54 | 9.7 | Other | 42 | 7.5 |
Number of Projects | Cronbach’s α | KMO and Bartlett Test | |||
---|---|---|---|---|---|
21 | Cronbach alpha based on standardized terms | 0.935 | Kaiser–Meyer–Olkin Measurement of Sampling Appropriateness | 0.947 | |
Cronbach’s α | 0.935 | Bartlett’s sphericity test | Approximate chi-square | 6609.166 | |
Degree of freedom | 210 | ||||
Significance | 0.000 |
Latent Variable | Dimensions | Observational Variable | Factor Loadings | KMO and Bartlett Test | Cronbach’s α |
---|---|---|---|---|---|
Heritage Geomorphology Value Perception | Value cognition | Libo meets the geological, landform and aesthetic standards (GVP1) | 0.793 | KMO = 0.880 Sig. = 0.000 | 0.864 |
Libo peak depressions, valleys, canyons and other geomorphic landscape combinations are rich, complete and typical (GVP2) | 0.821 | ||||
Effective management | Perfect management system and measures for heritage protection (GVP3) | 0.808 | |||
Integration of tourism development status and value conservation of heritage sites (GVP4) | 0.703 | ||||
Cognition of heritage value | The heritage site has the significance of scientific research, cultivation and popularization (GVP5) | 0.667 | |||
The heritage sites are rich in demonstrations of outstanding universal values and educational activities (GVP6) | 0.834 | ||||
Environmental Knowledge Awareness | Self-directed education | Interesting knowledge of heritage sites presented through brochures, video clips, etc. (EKA1) | 0.871 | KMO = 0.818 Sig. = 0.000 | 0.873 |
Publicity and explanation of heritage sites contribute to heritage conservation management. (EKA2) | 0.858 | ||||
Other-directed education | Tour guide’s presentation helped me to learn some knowledge. (EKA3) | 0.860 | |||
Lecture training on heritage conservation management. (EKA4) | 0.817 | ||||
Place Attachment | Place dependency | I really like this place and the heritage tour is unforgettable. (PA1) | 0.800 | KMO = 0.887 Sig. = 0.000 | 0.885 |
Compared with other sites, the heritage sites of Shibing and Libo are more satisfying. (PA2) | 0.790 | ||||
I think I will never forget the beautiful natural scenery here. (PA3) | 0.797 | ||||
Place identity | Heritage tourism sites are very important tourism activities for me. (PA4) | 0.812 | |||
I consider the site to be of high natural heritage value. (PA5) | 0.798 | ||||
I have a strong sense of identification with the Libo and Shibing heritage sites. (PA6) | 0.785 | ||||
Behavior Intentions | Compliance behavior intentions | When I visit, I will observe the heritage site notes. (BI1) | 0.765 | KMO = 0.833 Sig. = 0.000 | 0.847 |
I will respect local customs, cultural traditions and religious beliefs. (BI2) | 0.764 | ||||
Positive behavior intentions | I will discourage any behavior that I see on the tour that breaks the rules of heritage sites. (BI3) | 0.828 | |||
I would like to support or participate in volunteer activities for the conservation and management of heritage sites if they are available. (BI4) | 0.788 | ||||
After learning about heritage sites, I will take the initiative to promote relevant environmental knowledge to others. (BI5) | 0.794 |
Fit Indices | Model Index Values | Reference Range | Conclusion | Reference Sources |
---|---|---|---|---|
CMID | 474.802 | The smaller the better | ||
DF | 183 | The smaller the better | ||
CMID/DF | 2.595 | <3 Excellent, <5 Acceptable | Excellent | Hayduck, 1987 [78] |
GFI | 0.925 | >0.8 Acceptable, >0.9 Good fit | Good fit | Bagozzi and Yi, 1988 [79] |
AGFI | 0.906 | >0.8 Acceptable, >0.9 Good fit | Good fit | Hu and Bentler, 1998 [80] |
CFI | 0.952 | >0.9 | Good fit | Bagozzi and Yi, 1988 [79] |
TLI(NNFI) | 0.945 | >0.9 | Good fit | |
RMSEA | 0.054 | <0.08 Excellent, <0.1Acceptable | Excellent | Bagozzi and Yi, 1988 [79] |
SRMR | 0.043 | <0.08 | Good fit | Hu and Bentler, 1998 [80] |
Dimensionality | Title Item | Significance Estimation | Topic Validity | Component Reliability | Convergent Validity | ||||
---|---|---|---|---|---|---|---|---|---|
Unstd. | S.E. | z-Value | p | Std. | SMC | CR | AVE | ||
Heritage Geomorphology Value Perception | GVP1 | 1.000 | 0.751 | 0.564 | 0.866 | 0.523 | |||
GVP2 | 1.042 | 0.056 | 18.634 | *** | 0.787 | 0.619 | |||
GVP3 | 1.023 | 0.057 | 18.053 | *** | 0.764 | 0.584 | |||
GVP4 | 0.837 | 0.058 | 14.430 | *** | 0.621 | 0.386 | |||
GVP5 | 0.784 | 0.058 | 13.537 | *** | 0.585 | 0.342 | |||
GVP6 | 1.070 | 0.056 | 18.965 | *** | 0.800 | 0.640 | |||
Place Attachment | PA6 | 1.000 | 0.729 | 0.531 | 0.885 | 0.562 | |||
PA5 | 1.021 | 0.060 | 17.037 | *** | 0.750 | 0.563 | |||
PA4 | 1.066 | 0.060 | 17.793 | *** | 0.783 | 0.613 | |||
PA3 | 1.012 | 0.060 | 16.883 | *** | 0.743 | 0.552 | |||
PA2 | 1.005 | 0.060 | 16.753 | *** | 0.737 | 0.543 | |||
PA1 | 1.021 | 0.059 | 17.156 | *** | 0.755 | 0.570 | |||
Environmental Knowledge Awareness | EKA4 | 1.000 | 0.708 | 0.501 | 0.873 | 0.633 | |||
EKA3 | 1.161 | 0.064 | 18.073 | *** | 0.817 | 0.667 | |||
EKA2 | 1.158 | 0.064 | 18.185 | *** | 0.822 | 0.676 | |||
EKA1 | 1.164 | 0.064 | 18.324 | *** | 0.829 | 0.687 | |||
Behavior Intentions | BI1 | 1.000 | 0.704 | 0.496 | 0.848 | 0.527 | |||
BI2 | 0.983 | 0.065 | 15.174 | *** | 0.695 | 0.483 | |||
BI3 | 1.075 | 0.065 | 16.600 | *** | 0.764 | 0.584 | |||
BI4 | 1.049 | 0.064 | 16.268 | *** | 0.748 | 0.560 | |||
BI5 | 1.009 | 0.064 | 15.652 | *** | 0.718 | 0.516 |
Convergent Validity | Distinct Validity | ||||
---|---|---|---|---|---|
AVE | Place Attachment | Environmental Knowledge Awareness | Heritage Geomorphology Value Perception | Behavior Intentions | |
Place Attachment | 0.633 | 0.796 | |||
Environmental Knowledge Awareness | 0.562 | 0.748 | 0.749 | ||
Heritage Geomorphology Value Perception | 0.523 | 0.719 | 0.473 | 0.723 | |
Behavior Intentions | 0.527 | 0.770 | 0.491 | 0.852 | 0.726 |
Assumptions | Unstd. | S.E. | C.R. | p | Std. (β) | R2 | Verification Results |
---|---|---|---|---|---|---|---|
EKA→GVP | 0.764 | 0.058 | 13.103 | *** | 0.719 | 0.518 | Support |
EKA→PA | 0.858 | 0.079 | 10.843 | *** | 0.844 | 0.568 | Support |
GVP→PA | 0.431 | 0.058 | 9.543 | *** | 0.602 | Support | |
GVP→BI | 0.563 | 0.058 | 9.758 | *** | 0.605 | 0.782 | Support |
PA→BI | 0.401 | 0.054 | 5.023 | *** | 0.408 | Support | |
EKA→BI | 0.408 | 0.078 | 5.244 | *** | 0.413 | Support |
Assumptions | Intermediary Path | Indirect Effect Coefficient | Bootstrapping | Verification Results | |||
---|---|---|---|---|---|---|---|
Bias-Corrected 95% | Percentile 95% | ||||||
Lower Limit | Upper Limit | Lower Limit | Upper Limit | ||||
H7 | EKA → GVP → BI | 0.000 | 0.244 | 0.496 | 0.241 | 0.491 | Support |
H8 | EKA → PA → BI | 0.000 | 0.017 | 0.240 | 0.018 | 0.237 | Support |
H9 | EKA → GVP → PA → BI | 0.165 | −0.047 | 0.001 | −0.037 | 0.004 | Rejection |
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Zhang, H.; Xiong, K.; Fei, G.; Jin, A.; Zhang, S. Factors Influencing the Conservation Intentions of Visitors to a World Heritage Site: A Case Study of Libo Karst. Sustainability 2023, 15, 5370. https://doi.org/10.3390/su15065370
Zhang H, Xiong K, Fei G, Jin A, Zhang S. Factors Influencing the Conservation Intentions of Visitors to a World Heritage Site: A Case Study of Libo Karst. Sustainability. 2023; 15(6):5370. https://doi.org/10.3390/su15065370
Chicago/Turabian StyleZhang, Haipeng, Kangning Xiong, Guangyu Fei, Ao Jin, and Shirong Zhang. 2023. "Factors Influencing the Conservation Intentions of Visitors to a World Heritage Site: A Case Study of Libo Karst" Sustainability 15, no. 6: 5370. https://doi.org/10.3390/su15065370
APA StyleZhang, H., Xiong, K., Fei, G., Jin, A., & Zhang, S. (2023). Factors Influencing the Conservation Intentions of Visitors to a World Heritage Site: A Case Study of Libo Karst. Sustainability, 15(6), 5370. https://doi.org/10.3390/su15065370