Assessment and Validation of a Geoethical Awareness Scale (GAS) for UNESCO Global Geoparks: A Case Study in Greece
Abstract
:1. Introduction
- Research question 1: Is the GAS valid for measuring geoethical awareness within the context of UGGps?
- Research question 2: What latent factors compromise the GAS?
- Research question 3: Which correlations between the model’s factors are significant?
- Research question 4: What correlations exist between the model’s factors and demographic information (gender, age, education level, employment sector, place of origin and residence, visit frequency to UGGps, membership in environmental organizations)?
- Research question 5: Which UGGps perform better in the model’s factors?
2. Materials and Methods
2.1. Research Design
2.2. Participants
2.3. Data Collection
2.4. Instrument
2.5. Data Analysis
2.6. Ethical Considerations
3. Results
3.1. Descriptive Statistics
3.2. Exploratory Factor Analysis
3.3. Confirmatory Factor Analysis
3.4. Correlational Analysis of Construct Validity
3.5. Correlations with Demographic Information
3.6. Comparative Analysis of Geoconservation, Sustainability, and Governance in Hellenic UGGps
3.7. Multivariate Analysis of Factors Influencing Perceptions of UGGp’s Latent Factors
4. Discussion
4.1. Summary of Key Findings
4.2. Research Gaps and Future Directions
4.3. Limitations
Supplementary Materials
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
GAS | Geoethical Awareness Scale |
UNESCO | United Nations Educational, Scientific and Cultural Organization |
UGGp(s) | UNESCO Global Geopark(s) |
EFA | Exploratory Factor Analysis |
CFA | Confirmatory Factor Analysis |
CFI | Comparative Fit Index |
IFI | Incremental Fit Index |
RMSEA | Root Mean Square Error of Approximation |
NFI | Normed Fit Index |
PNFI | Parsimony Normed Fit Index |
PCFI | Parsimony Comparative Fit Index |
AIC | Akaike Information Criterion |
ECVI | Expected Cross-Validation Index |
CN | Critical N |
CVI | Content Validity Index |
IBM | International Business Machines |
SPSS | Statistical Package for the Social Sciences |
AMOS | Analysis of Moment Structures |
KMO | Kaiser–Meyer–Olkin Statistic |
PAF | Principal Axis Factor |
SEM | Structural Equation Model |
TLI | Tucker–Lewis Index |
SRMR | Standardized Root Mean Residual |
MLE | Maximum Likelihood Estimation |
ANOVA | Analysis of Variance |
MANOVA | Multivariate Analysis of Variance |
GLMs | General Linear Models |
M | Mean |
SD | Standard Deviation |
PhD | Doctor of Philosophy |
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Name of UGGp | Year of Establishment |
---|---|
Lesvos Island UGGp | 2000 |
Psiloritis UGGp | 2001 |
Chelmos-Vouraikos UGGp | 2009 |
Vikos-Aoos UGGp | 2010 |
Sitia UGGp | 2015 |
Grevana-Kozani UGGp | 2021 |
Kefalonia-Ithaca UGGp | 2022 |
Lavreotiki UGGp | 2023 |
Meteora-Pyli UGGp | 2024 |
Demographic Information | Frequency (f) | Percent (%) |
---|---|---|
Gender | ||
Female | 518 | 64.9 |
Male | 269 | 33.7 |
Other | 1 | 0.1 |
Prefer not to answer | 10 | 1.3 |
Age (years) | ||
18 to 24 | 16 | 2.0 |
25 to 34 | 48 | 6.0 |
35 to 44 | 267 | 33.5 |
45 to 54 | 286 | 35.8 |
55 to 64 | 154 | 19.3 |
65 or more | 27 | 3.4 |
Highest level of education | ||
Primary school diploma | 5 | 0.7 |
Secondary school diploma | 9 | 1.1 |
Vocational specialty/Training degree (level 3) | 12 | 1.5 |
High school | 79 | 9.9 |
Vocational specialty/Training degree (level 5) | 36 | 4.5 |
Bachelor’s degree | 364 | 45.6 |
Master’s degree | 273 | 34.2 |
Doctoral degree | 20 | 2.5 |
Professional employment sectors | ||
Agriculture and livestock | 22 | 2.8 |
Arts and entertainment | 8 | 1.0 |
Education | 449 | 56.2 |
Finance and accounting | 9 | 1.1 |
Freelance | 68 | 8.5 |
Health services | 21 | 2.6 |
Industry and construction | 2 | 0.3 |
Other | 7 | 0.9 |
Public administration | 79 | 9.9 |
Retail and wholesale trade | 15 | 1.9 |
Retired | 25 | 3.1 |
Science and research | 12 | 1.5 |
Security forces | 14 | 1.8 |
Student | 13 | 1.6 |
Technology and information technology | 14 | 1.8 |
Tourism and hospitality | 28 | 3.5 |
Unemployed | 12 | 1.5 |
Place of origin | ||
Rural area (up to 2000 inhabitants) | 260 | 32.6 |
Semi-urban area (2000 to 10,000 inhabitants) | 265 | 33.2 |
Urban area (10000 inhabitants and more) | 273 | 34.2 |
Place of residence (past two years) | ||
Rural area (up to 2000 inhabitants) | 88 | 11.0 |
Semi-urban area (2000 to 10,000 inhabitants) | 243 | 30.5 |
Urban area (10000 inhabitants and more) | 467 | 58.5 |
Have you ever visited your region’s UGGp? | ||
No | 522 | 65.4 |
Yes | 245 | 30.7 |
I do not know | 31 | 3.9 |
In the past two years, how many times have you visited geosites (geotopes) or point of interest in your region’s UGGp? | ||
None | 234 | 29.3 |
1 time | 103 | 12.9 |
2 to 3 times | 191 | 24.0 |
4 to 6 times | 107 | 13.4 |
7 times or more | 116 | 14.5 |
I do not know | 47 | 5.9 |
Have you ever visited any other Hellenic UGGp? | ||
No | 479 | 60 |
Yes | 266 | 33.4 |
I do not know | 53 | 6.6 |
Are you a member of any organization, group, or collective dedicated to environmental protection and advocacy? | ||
No | 689 | 86.3 |
Yes | 109 | 13.7 |
Please indicate which UGGp you are located in, based on your region of residence: | ||
Lesvos Island UGGp | 89 | 11.2 |
Psiloritis UGGp | 95 | 11.9 |
Vikos-Aoos UGGp | 84 | 10.5 |
Chelmos-Vouraikos UGGp | 100 | 12.5 |
Sitia UGGp | 100 | 12.5 |
Grevena-Kozani UGGp | 85 | 10.6 |
Kefalonia-Ithaca UGGp | 81 | 10.2 |
Lavreotiki UGGp | 83 | 10.4 |
Meteora-Pyli UGGp | 81 | 10.2 |
Items | 1 | 2 | 3 | 4 | 5 | M. | S.D. | Skw. | Kurt. |
---|---|---|---|---|---|---|---|---|---|
Q1 | 4 (0.5%) | 12 (1.5%) | 68 (8.5%) | 354 (44.4%) | 360 (45.1%) | 4.32 | 0.734 | −1.118 | 1.864 |
Q2 | 2 (0.3%) | 9 (1.1%) | 74 (9.3%) | 360 (45.1%) | 353 (44.2%) | 4.32 | 0.708 | −0.907 | 1.050 |
Q3 | 2 (0.3%) | 5 (0.6%) | 64 (8.0%) | 373 (46.7%) | 354 (44.7%) | 4.34 | 0.674 | −0.860 | 1.158 |
Q4 | 3 (0.4%) | 7 (0.9%) | 64 (8.0%) | 350 (43.9%) | 374 (46.9%) | 4.36 | 0.699 | −1.047 | 1.675 |
Q5 | 3 (0.4%) | 10 (1.3%) | 71 (8.9%) | 317 (39.7%) | 397 (49.7%) | 4.37 | 0.730 | −1.133 | 1.553 |
Q6 | 9 (1.1%) | 12 (1.9%) | 106 (13.3%) | 391 (49.0%) | 277 (34.7%) | 4.14 | 0.798 | −1.019 | 1.739 |
Q7 | 1 (0.1%) | 6 (0.1%) | 55 (6.9%) | 333 (41.7%) | 403 (50.5%) | 4.42 | 0.665 | −0.967 | 1.004 |
Q8 | 1 (0.1%) | 8 (1.0%) | 69 (8.6%) | 354 (44.4%) | 366 (45.9%) | 4.35 | 0.690 | −0.859 | 0.722 |
Q9 | 5 (0.6%) | 13 (1.6%) | 58 (7.3%) | 329 (41.2%) | 393 (49.2%) | 4.37 | 0.743 | −1.320 | 2.491 |
Q10 | 6 (0.8%) | 37 (4.6%) | 131 (16.4%) | 376 (47.1%) | 248 (31.1%) | 4.03 | 0.853 | −0.801 | 0.574 |
Q11 | 4 (0.5%) | 10 (1.3%) | 120 (15.0%) | 383 (48.0%) | 281 (35.2%) | 4.16 | 0.757 | −0.731 | 0.754 |
Q12 | 4 (0.5%) | 11 (1.4%) | 120 (15.0%) | 347 (43.5%) | 316 (39.6%) | 4.20 | 0.779 | −0.802 | 0.634 |
Q13 | 5 (0.6%) | 3 (0.4%) | 56 (7.0%) | 361 (45.2%) | 373 (46.7%) | 4.37 | 0.687 | −1.169 | 2.682 |
Q14 | 6 (0.8%) | 11 (1.4%) | 126 (15.8%) | 373 (46.7%) | 282 (35.3%) | 4.15 | 0.783 | −0.810 | 0.975 |
Q15 | 5 (0.6%) | 10 (1.3%) | 67 (8.4%) | 413 (51.8%) | 303 (38.0%) | 4.25 | 0.712 | −1.035 | 2.280 |
Q16 | 1 (0.1%) | 12 (1.5%) | 68 (8.5%) | 408 (51.1%) | 309 (38.7%) | 4.27 | 0.687 | −0.776 | 0.942 |
Q17 | 3 (0.4%) | 6 (0.8%) | 51 (6.4%) | 376 (47.1%) | 362 (45.4%) | 4.36 | 0.671 | −1.030 | 2.067 |
Q18 | 3 (0.4%) | 12 (1.5%) | 78 (9.8%) | 380 (47.6%) | 325 (40.7%) | 4.27 | 0.726 | −0.931 | 1.332 |
Q19 | 4 (0.5%) | 7 (0.9%) | 70 (8.8%) | 417 (52.3%) | 300 (37.6%) | 4.26 | 0.692 | −0.911 | 1.937 |
Q20 | 3 (0.4%) | 10 (1.3%) | 46 (5.8%) | 351 (44.0%) | 388 (48.6%) | 4.39 | 0.689 | −1.201 | 2.371 |
Q21 | 5 (0.6%) | 4 (0.5%) | 62 (7.8%) | 334 (41.9%) | 393 (49.2%) | 4.39 | 0.706 | −1.222 | 2.482 |
Q22 | 6 (0.8%) | 10 (1.3%) | 60 (7.5%) | 337 (42.2%) | 385 (48.2%) | 4.36 | 0.739 | −1.320 | 2.697 |
Q23 | 6 (0.8%) | 6 (0.8%) | 87 (10.9%) | 421 (52.8%) | 278 (34.8%) | 4.20 | 0.718 | −0.932 | 2.071 |
Q24 | 5 (0.6%) | 8 (1.0%) | 80 (10%) | 395 (49.5%) | 310 (38.8%) | 4.25 | 0.724 | −0.975 | 1.861 |
Q25 | 3 (0.4%) | 8 (1.0%) | 67 (8.4%) | 409 (51.3%) | 311 (39.0%) | 4.27 | 0.688 | −0.881 | 1.648 |
Q26 | 6 (0.8%) | 20 (2.5%) | 113 (14.2%) | 387 (48.5%) | 272 (34.1%) | 4.13 | 0.797 | −0.887 | 1.134 |
Q27 | 0 (0.0%) | 6 (0.8%) | 52 (6.5%) | 375 (47.0%) | 365 (45.7%) | 4.38 | 0.641 | −0.709 | 0.292 |
Q28 | 4 (0.5%) | 9 (1.1%) | 68 (8.5%) | 401 (50.3%) | 316 (39.6%) | 4.27 | 0.705 | −0.979 | 1.937 |
Q29 | 2 (0.3%) | 8 (1.0%) | 60 (7.5%) | 378 (47.4%) | 350 (43.9%) | 4.34 | 0.681 | −0.919 | 1.387 |
Q30 | 4 (0.5%) | 6 (0.8%) | 32 (4.0%) | 353 (44.2%) | 403 (50.5%) | 4.43 | 0.657 | −1.328 | 3.479 |
Q31 | 4 (0.5%) | 1 (0.1%) | 47 (5.9%) | 370 (46.4%) | 376 (47.1%) | 4.39 | 0.652 | −1.077 | 2.600 |
Q32 | 2 (0.3%) | 8 (1.0%) | 50 (6.3%) | 311 (39.0%) | 427 (53.5%) | 4.44 | 0.680 | −1.213 | 1.930 |
Factors | F1 | F2 | F3 | F4 | F5 | F6 |
---|---|---|---|---|---|---|
Cronbach’s Alpha | 0.894 | 0.754 | 0.866 | 0.762 | 0.585 | 0.826 |
Variance Explained (%) | 42.61 | 4.65 | 3.96 | 3.20 | 2.94 | 2.76 |
Items | Score of factor loadings | |||||
Q1. The preservation of geological heritage is essential for maintaining cultural and scientific values in the Geopark. | 0.724 | |||||
Q3. Effective geoconservation strategies of Geopark are critical for protecting geological features from degradation. | 0.580 | |||||
Q2. Public awareness programs on the geoheritage of the Geopark significantly enhance community appreciation and protection efforts. | 0.532 | |||||
Q9. The protection of biodiversity within the Geopark is as important as the preservation of geological features. | 0.503 | |||||
Q4. Geoconservation within the Geopark should be integrated into local development plans to ensure the sustainable use of geological resources. | 0.418 | |||||
Q12. Regulations on the extraction of georesources in the Geopark are necessary to prevent environmental degradation. | 0.413 | |||||
Q11. The responsible use of georesources within the Geopark can support local communities while preserving the environment. | 0.409 | |||||
Q13. Sustainable water management practices are essential to maintain the ecological balance within the Geopark. | 0.401 | |||||
Q7. The recognition and protection of the Geopark’s geodiversity contribute to ecological balance. | 0.372 | |||||
Q27. Strong environmental advocacy initiatives are essential for raising awareness about conservation issues within the Geopark. | 0.341 | |||||
Q17. Risk prevention measures are necessary to protect both geological and anthropogenic resources within the Geopark. | 0.303 | |||||
Q26. Local communities should play a key role in decision-making processes related to the Geopark. | 0.753 | |||||
Q14. Community involvement in water management decisions within the Geopark can lead to more effective conservation outcomes. | 0.453 | |||||
Q25. Active community engagement is crucial for the success of conservation initiatives in the Geopark. | 0.398 | |||||
Q28. Collaboration of local communities with environmental advocacy groups can amplify the impact of conservation efforts within the Geopark. | 0.386 | |||||
Q10. Biodiversity and geodiversity conservation in the Geopark should be approached in a complementary manner. | 0.313 | |||||
Q31. Geoenvironmental education programs are essential for raising awareness about the importance of conservation in the Geopark. | −0.752 | |||||
Q30. Ecological experiences within the Geopark should be designed to foster a sense of place and responsibility towards nature. | −0.735 | |||||
Q32. Schools and educational institutions should be actively involved in geoenvironmental education initiatives within the Geopark. | −0.666 | |||||
Q29. Programs that emotionally connect visitors to the Geopark can lead to stronger conservation efforts. | −0.648 | |||||
Q21. All activities within the Geopark should be guided by principles of sustainability to ensure long-term conservation. | −0.394 | |||||
Q22. Sustainable development within the Geopark can serve as a model for other protected areas. | −0.308 | |||||
Q19. The Geopark must develop adaptive strategies to address environmental changes and their impacts. | −0.616 | |||||
Q20. Continuous research is of vital importance for the Geopark’s effective adaptation to the changing conditions. | −0.377 | |||||
Q18. Adequate infrastructure and planning can significantly reduce the risks of natural disasters within the Geopark. | −0.376 | |||||
Q6. The promotion of geotourism in the Geopark can help boost local economies without compromising geological integrity. | 0.357 | |||||
Q5. Geotourism activities within the Geopark should prioritize environmental sustainability. | 0.318 | |||||
Q24. Community resilience within the Geopark can be strengthened through education and conservation involvement. | −0.548 | |||||
Q16. Raising awareness about the climate crisis within the Geopark can motivate visitors and locals to adopt more sustainable practices. | −0.476 | |||||
Q23. Enhancing the resilience of the Geopark’s ecosystems is crucial for managing environmental pressures. | −0.409 | |||||
Q15. The Geopark should implement strategies to mitigate the impacts of climate crisis on its geological and biological resources. | −0.369 |
Factor | Cronbach’s α | M. (S.D.) | F1 | F2 | F3 | F4 | F5 | F6 |
---|---|---|---|---|---|---|---|---|
Geological heritage conservation and sustainable georesource use | 0.895 | 4.33 (0.49) | -- | |||||
Community engagement and collaborative governance | 0.760 | 4.17 (0.55) | 0.650 ** | -- | ||||
Sustainability through geoenvironmental education | 0.864 | 4.39 (0.53) | 0.753 ** | 0.642 ** | -- | |||
Environmental challenges and risk adaptation | 0.764 | 4.31 (0.58) | 0.740 ** | 0.609 ** | 0.701 ** | -- | ||
Sustainable geotourism | 0.583 | 4.26 (0.64) | 0.617 ** | 0.489 ** | 0.555 ** | 0.521 ** | -- | |
Climate awareness and ecosystem resilience | 0.825 | 4.24 (0.58) | 0.794 ** | 0.673 ** | 0.743 ** | 0.702 ** | 0.589 ** | -- |
Factor | Female | Male | t (df) | p | Cohen’s d | ||
---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.37 | 0.48 | 4.27 | 0.47 | 2.64 (785) | 0.008 | 0.20 |
Community engagement and collaborative governance | 4.18 | 0.54 | 4.18 | 0.53 | −0.06 (785) | 0.955 | −0.00 |
Sustainability through geoenvironmental education | 4.41 | 0.50 | 4.39 | 0.52 | 0.67 (786) | 0.505 | 0.05 |
Environmental challenges and risk adaptation | 4.33 | 0.56 | 4.29 | 0.58 | 0.81 (786) | 0.423 | 0.06 |
Sustainable geotourism | 4.29 | 0.62 | 4.22 | 0.66 | 1.48 (511) | 0.138 | 0.11 |
Climate awareness and ecosystem resilience | 4.28 | 0.55 | 4.20 | 0.56 | 1.88 (536) | 0.061 | 0.14 |
Factor | Secondary/ Vocational | Bachelor’s Degree | Master’s/PhD Degree | F(2, 795) | p | η2 | |||
---|---|---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.19 | 0.65 | 4.31 | 0.46 | 4.42 | 0.43 | 11.29 | <0.001 | 0.03 |
Community engagement and collaborative governance | 4.11 | 0.69 | 4.17 | 0.52 | 4.20 | 0.51 | 1.25 | 0.288 | 0.00 |
Sustainability through geoenvironmental education | 4.25 | 0.72 | 4.39 | 0.50 | 4.47 | 0.44 | 8.93 | <0.001 | 0.02 |
Environmental challenges and risk adaptation | 4.21 | 0.72 | 4.27 | 0.56 | 4.40 | 0.52 | 6.99 | <0.001 | 0.02 |
Sustainable geotourism | 4.16 | 0.80 | 4.23 | 0.62 | 4.33 | 0.58 | 4.03 | 0.018 | 0.01 |
Climate awareness and ecosystem resilience | 4.18 | 0.71 | 4.22 | 0.56 | 4.30 | 0.52 | 2.54 | 0.080 | 0.01 |
Factors | F(6, 791) | p | η2 | Welch(6, 95) | p |
---|---|---|---|---|---|
Geological heritage conservation and sustainable georesource use | 6.22 | <0.001 | 0.045 | 3.445 | 0.004 |
Community engagement and collaborative governance | 3.64 | 0.001 | 0.027 | 1.009 | 0.425 |
Sustainability through geoenvironmental education | 3.86 | <0.001 | 0.028 | 2.261 | 0.044 |
Environmental challenges and risk adaptation | 2.78 | 0.011 | 0.021 | 1.823 | 0.103 |
Sustainable geotourism | 2.82 | 0.010 | 0.021 | 2.034 | 0.069 |
Climate awareness and ecosystem resilience | 4.05 | <0.001 | 0.030 | 1.976 | 0.077 |
Factor | Rural | Semi-Urban | Urban | F(2, 795) | p | η2 | |||
---|---|---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.25 | 0.50 | 4.21 | 0.48 | 4.51 | 0.44 | 32.58 | <0.001 | 0.08 |
Community engagement and collaborative governance | 4.15 | 0.53 | 4.14 | 0.54 | 4.22 | 0.57 | 1.66 | 0.190 | 0.00 |
Sustainability through geoenvironmental education | 4.34 | 0.56 | 4.30 | 0.55 | 4.53 | 0.44 | 15.10 | <0.001 | 0.04 |
Environmental challenges and risk adaptation | 4.21 | 0.57 | 4.23 | 0.60 | 4.46 | 0.53 | 15.99 | <0.001 | 0.04 |
Sustainable geotourism | 4.20 | 0.63 | 4.17 | 0.67 | 4.40 | 0.60 | 10.31 | <0.001 | 0.03 |
Climate awareness and ecosystem resilience | 4.18 | 0.57 | 4.15 | 0.58 | 4.39 | 0.56 | 14.47 | <0.001 | 0.04 |
Factor | Rural | Semi-Urban | Urban | F(2, 795) | p | η2 | |||
---|---|---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.31 | 0.60 | 4.28 | 0.48 | 4.35 | 0.48 | 1.72 | 0.180 | 0.00 |
Community engagement and collaborative governance | 4.14 | 0.70 | 4.13 | 0.55 | 4.20 | 0.51 | 1.49 | 0.226 | 0.00 |
Sustainability through geoenvironmental education | 4.38 | 0.62 | 4.35 | 0.54 | 4.42 | 0.51 | 1.45 | 0.235 | 0.00 |
Environmental challenges and risk adaptation | 4.27 | 0.67 | 4.27 | 0.58 | 4.33 | 0.56 | 0.95 | 0.387 | 0.00 |
Sustainable geotourism | 4.34 | 0.73 | 4.21 | 0.69 | 4.27 | 0.60 | 1.52 | 0.219 | 0.00 |
Climate awareness and ecosystem resilience | 4.29 | 0.65 | 4.19 | 0.60 | 4.26 | 0.55 | 1.47 | 0.232 | 0.00 |
Factor | Never Visited UGGp | Visited UGGP | t (df) | p | Cohen’s d | ||
---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.19 | 0.48 | 4.40 | 0.49 | −5.75 (565) | <0.001 | 0.43 |
Community engagement and collaborative governance | 4.12 | 0.51 | 4.20 | 0.57 | −1.87 (609) | 0.062 | 0.14 |
Sustainability through geoenvironmental education | 4.27 | 0.58 | 4.46 | 0.49 | −4.56 (485) | <0.001 | 0.36 |
Environmental challenges and risk adaptation | 4.22 | 0.56 | 4.35 | 0.58 | −3.22 (578) | 0.001 | 0.24 |
Sustainable geotourism | 4.13 | 0.63 | 4.32 | 0.64 | −4.11 (562) | <0.001 | 0.31 |
Climate awareness and ecosystem resilience | 4.09 | 0.57 | 4.32 | 0.56 | −5.50 (549) | <0.001 | 0.41 |
Factor | Not Visited Other UGGps | Visited Other UGGps | t (df) | p | Cohen’s d | ||
---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.24 | 0.49 | 4.51 | 0.44 | −7.75 (583) | <0.001 | 0.48 |
Community engagement and collaborative governance | 4.16 | 0.53 | 4.20 | 0.58 | −0.98 (496) | 0.328 | 0.08 |
Sustainability through geoenvironmental education | 4.33 | 0.54 | 4.52 | 0.48 | −5.15 (590) | <0.001 | 0.37 |
Environmental challenges and risk adaptation | 4.25 | 0.56 | 4.42 | 0.60 | −3.98 (500) | <0.001 | 0.31 |
Sustainable geotourism | 4.19 | 0.65 | 4.40 | 0.59 | −4.52 (579) | <0.001 | 0.33 |
Climate awareness and ecosystem resilience | 4.17 | 0.56 | 4.39 | 0.58 | −5.02 (519) | <0.001 | 0.38 |
Factor | Not a Member | Being a Member | t (df) | p | Cohen’s d | ||
---|---|---|---|---|---|---|---|
M. | S.D. | M. | S.D. | ||||
Geological heritage conservation and sustainable georesource use | 4.30 | 0.50 | 4.49 | 0.42 | −4.35 (161) | <0.001 | 0.40 |
Community engagement and collaborative governance | 4.15 | 0.55 | 4.30 | 0.54 | −2.60 (145) | 0.010 | 0.27 |
Sustainability through geoenvironmental education | 4.37 | 0.54 | 4.56 | 0.46 | −4.01 (159) | <0.001 | 0.37 |
Environmental challenges and risk adaptation | 4.28 | 0.59 | 4.47 | 0.51 | −3.64 (157) | <0.001 | 0.34 |
Sustainable geotourism | 4.23 | 0.66 | 4.42 | 0.53 | −3.28 (165) | 0.001 | 0.29 |
Climate awareness and ecosystem resilience | 4.21 | 0.58 | 4.45 | 0.53 | −4.22 (151) | <0.001 | 0.41 |
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
---|---|---|---|---|---|---|---|---|
1. Age | — | |||||||
2. Visit frequency | 0.016 | — | ||||||
3. Geological heritage conservation and sustainable georesource use | 0.183 ** | 0.080 * | — | |||||
4. Community engagement and collaborative governance | 0.087 * | 0.051 | 0.606 ** | — | ||||
5. Sustainability through geoenvironmental education | 0.114 ** | 0.069 | 0.717 ** | 0.622 ** | — | |||
6. Environmental challenges and risk adaptation | 0.146 ** | 0.031 | 0.718 ** | 0.577 ** | 0.644 ** | — | ||
7. Sustainable geotourism | 0.122 ** | 0.072 * | 0.614 ** | 0.457 ** | 0.538 ** | 0.524 ** | — | |
8. Climate awareness and ecosystem resilience | 0.137 ** | 0.082 * | 0.770 ** | 0.629 ** | 0.725 ** | 0.680 ** | 0.551 ** | — |
Factors | F(6, 791) | p | η2 |
---|---|---|---|
Geological heritage conservation and sustainable georesource use | 4.58 | <0.001 | 0.044 |
Community engagement and collaborative governance | 0.80 | 0.603 | 0.008 |
Sustainability through geoenvironmental education | 2.91 | 0.003 | 0.029 |
Environmental challenges and risk adaptation | 2.28 | 0.020 | 0.023 |
Sustainable geotourism | 2.82 | 0.004 | 0.028 |
Climate awareness and ecosystem resilience | 2.99 | 0.003 | 0.029 |
Demographic Effect | Pillai’s Trace | F | Hypothesis df | Error df | p | η2 |
---|---|---|---|---|---|---|
Intercept | 0.752 | 388.135 | 6 | 768 | <0.001 | 0.752 |
Age | 0.028 | 3.701 | 6 | 768 | 0.001 | 0.028 |
Visit frequency | 0.003 | 0.449 | 6 | 768 | 0.846 | 0.003 |
Gender (female vs. male) | 0.019 | 2.51 | 6 | 768 | 0.021 | 0.019 |
Employment sector (ref. education and research) | ||||||
Public sector and services | 0.013 | 1.687 | 6 | 768 | 0.121 | 0.013 |
Business and professional services | 0.02 | 2.606 | 6 | 768 | 0.017 | 0.02 |
Commerce and tourism | 0.008 | 1.027 | 6 | 768 | 0.406 | 0.008 |
Primary and industrial sectors | 0.007 | 0.906 | 6 | 768 | 0.490 | 0.007 |
Other and unclassified | 0.041 | 5.487 | 6 | 768 | <0.001 | 0.041 |
Retired | 0.017 | 2.186 | 6 | 768 | 0.042 | 0.017 |
Place of origin (ref. rural) | ||||||
Semi-urban | 0.006 | 0.78 | 6 | 768 | 0.586 | 0.006 |
Urban | 0.031 | 4.044 | 6 | 768 | <0.001 | 0.031 |
Educational level | ||||||
Bachelor’s degree | 0.012 | 1.585 | 6 | 768 | 0.149 | 0.012 |
Master’s degree or PhD | 0.016 | 2.026 | 6 | 768 | 0.060 | 0.016 |
Visits to the local UGGp | 0.015 | 1.985 | 6 | 768 | 0.065 | 0.015 |
Visiting other UGGps besides the local one | 0.028 | 3.755 | 6 | 768 | 0.001 | 0.028 |
Membership in environmental organization | 0.011 | 1.374 | 6 | 768 | 0.222 | 0.011 |
UGGp location | 0.096 | 1.571 | 48 | 4638 | 0.007 | 0.016 |
Dependent Variable | df (Between) | df (Within) | F | p | Partial η2 |
---|---|---|---|---|---|
Geological heritage conservation and sustainable georesource use | 8 | 773 | 4.432 | <0.001 | 0.044 |
Community engagement and collaborative governance | 8 | 773 | 0.687 | 0.704 | 0.007 |
Sustainability through geoenvironmental education | 8 | 773 | 2.555 | 0.009 | 0.026 |
Environmental challenges and risk adaptation | 8 | 773 | 2.317 | 0.019 | 0.023 |
Sustainable geotourism | 8 | 773 | 2.461 | 0.012 | 0.025 |
Climate awareness and ecosystem resilience | 8 | 773 | 2.401 | 0.015 | 0.024 |
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Share and Cite
Koupatsiaris, A.A.; Drinia, H. Assessment and Validation of a Geoethical Awareness Scale (GAS) for UNESCO Global Geoparks: A Case Study in Greece. Geosciences 2025, 15, 213. https://doi.org/10.3390/geosciences15060213
Koupatsiaris AA, Drinia H. Assessment and Validation of a Geoethical Awareness Scale (GAS) for UNESCO Global Geoparks: A Case Study in Greece. Geosciences. 2025; 15(6):213. https://doi.org/10.3390/geosciences15060213
Chicago/Turabian StyleKoupatsiaris, Alexandros Aristotelis, and Hara Drinia. 2025. "Assessment and Validation of a Geoethical Awareness Scale (GAS) for UNESCO Global Geoparks: A Case Study in Greece" Geosciences 15, no. 6: 213. https://doi.org/10.3390/geosciences15060213
APA StyleKoupatsiaris, A. A., & Drinia, H. (2025). Assessment and Validation of a Geoethical Awareness Scale (GAS) for UNESCO Global Geoparks: A Case Study in Greece. Geosciences, 15(6), 213. https://doi.org/10.3390/geosciences15060213