The Interplay of Likeability and Fear in Willingness to Pay for Bat Conservation
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sampling Protocol
2.2. Survey Design
2.3. Econometric Model
2.4. Data Analysis
3. Results
3.1. Sociodemographic Variables, Likeability and Fear
3.2. WTP Models
4. Discussion
4.1. WTP for Bat Conservation
4.2. WTP and Emotions
4.3. WTP and Sociodemographics
4.4. Management Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Definition | Mean | SD | Min | Max |
---|---|---|---|---|---|
WTP | 1 if the participant is willing to pay for the conservation of bat species in Greece. | 0.55 | 0.50 | 0 | 1 |
Bat likeability | How strongly the participant likes or dislikes bats (1 = strongly dislike, 2 = dislike, 3 = neither, 4 = like, 5 = strongly like). | 2.32 | 0.92 | 1 | 5 |
Bat fear | How safe or afraid would the participant feel if encountering bats (1 = very safe, 2 = safe, 3 = neither, 4 = afraid, 5 = very afraid). | 2.64 | 1.21 | 1 | 5 |
Age | Years of age. | 46.69 | 15.37 | 18 | 85 |
Gender | 1 if the participant is a woman. | 0.53 | 0.50 | 0 | 1 |
Level of education | 1 if lower (elementary or high school degree), 2 if higher (technological institute or university degree). | 1.25 | 0.45 | 1 | 2 |
Income | Participant’s household income (€ × 1000). | 11.85 | 18.14 | 0 | 250 |
Residence | 1 if the participant lives in a rural area, 0 if the participant lives in an urban area. | 0.23 | 0.41 | 0 | 1 |
Occupation | 1 if the participant is a farmer, 0 if the participant is not a farmer. | 0.11 | 0.32 | 0 | 1 |
Pet ownership | 1 if the participant owns a pet, 0 if the participant does not own a pet. | 0.59 | 0.49 | 0 | 1 |
Consumptive recreation | How often the participant goes for hunting or fishing (1 = never, 2 = rarely, 3 = sometimes, 4 = often, 5 = very often). | 2.05 | 0.88 | 1 | 5 |
Non-consumptive recreation | How often the participant is involved in outdoor activities other than hunting and fishing, e.g., wildlife-watching and photography (1 = never, 2 = rarely, 3 = sometimes, 4 = often, 5 = very often). | 2.57 | 1.00 | 1 | 5 |
Variable | Full Model | Final Model | ||||
---|---|---|---|---|---|---|
Odds Ratio | Marginal Effects | p | Odds Ratio | Marginal Effects | p | |
Bat likeability | 2.314 | 0.205 | <0.001 | 2.534 | 0.234 | <0.001 |
Bat fear | 0.962 | −0.009 | 0.603 | |||
Age | 1.025 | 0.006 | <0.001 | 1.025 | 0.006 | <0.001 |
Gender (Female) | 1.064 | 0.015 | 0.734 | |||
Level of education (Higher) | 1.911 | 0.156 | <0.001 | 1.993 | 0.166 | <0.001 |
Income | 1.000 | 0.000 | 0.676 | |||
Residence (Rural) | 0.830 | −0.046 | 0.283 | |||
Occupation (Farmer) | 1.899 | 0.151 | 0.016 | 1.913 | 0.157 | 0.011 |
Pet ownership (Yes) | 1.416 | 0.086 | 0.035 | 1.454 | 0.095 | 0.025 |
Consumptive recreation | 0.956 | −0.011 | 0.654 | |||
Non-consumptive recreation | 1.083 | 0.020 | 0.312 | |||
Nagelkerke’s R2 | 0.217 | 0.211 | ||||
−LogLik | 488.774 | 490.103 | ||||
AIC | 1001.500 | 992.210 |
Variable | Full Model | Final Model | ||
---|---|---|---|---|
Coefficient | p | Coefficient | p | |
Bat likeability | 0.078 | 0.474 | ||
Bat fear | −0.674 | <0.001 | −0.779 | <0.001 |
Age | −0.003 | 0.667 | ||
Gender (Female) | 0.208 | 0.273 | ||
Level of education (Higher) | 0.637 | 0.007 | 0.715 | 0.005 |
Income | 0.076 | 0.439 | ||
Residence (Rural) | 0.243 | 0.241 | ||
Occupation (Farmer) | 0.622 | 0.033 | 0.681 | 0.023 |
Pet ownership (Yes) | 0.115 | 0.568 | ||
Consumptive recreation | 0.371 | 0.007 | 0.452 | 0.005 |
Non-consumptive recreation | 0.108 | 0.237 | ||
Nagelkerke’s R2 | 0.244 | 0.229 | ||
−LogLik | 560.405 | 563.610 | ||
AIC | 1146.810 | 1139.221 | ||
Mean WTP (€) | 21.64 | 21.71 | ||
95% CI of mean WTP (€) | 19.747–23.699 | 19.945–23.900 |
Taxon | Mean WTP (€) | GDP per Capita (€) a | WTP/GDP | Year of Study | Country | Source |
---|---|---|---|---|---|---|
White Stork Ciconia ciconia | 117.0 | 13110.7 | 0.00892 | 2018 | Poland | [16] |
Forest Elephant Loxodonta africana cyclotis | 20.9 | 3200.8 | 0.00653 | 2014 | Congo | [54] |
Andean Condor Vultur gryphus | 29.3 | 5274.1 | 0.00556 | 2019 | Ecuador | [55] |
Giant Panda Ailuropoda melanoleuca | 26.3 | 6508.2 | 0.00404 | 2014 | China | [56] |
African Elephant Loxodonta africana | 20.8 | 6906.1 | 0.00301 | 2016 | China | [57] |
Gray Wolf Canis lupus | 71.2 | 50947.9 | 0.00140 | 2017 | U.S.A. | [11] |
Bats | 21.7 | 16752.4 | 0.00130 | 2018 | Greece | Here |
White Stork Ciconia ciconia | 44.6 | 35348.2 | 0.00126 | 2018 | Israel | [16] |
Northern Pintail Anas acuta | 6.8 | 7411.6 | 0.00092 | 2016 | Mexico | [58] |
Mexican Free-tailed Bat Tadarida brasiliensis mexicana | 6.8 | 7872.2 | 0.00086 | 2017 | Mexico | [22] |
Large carnivores | 28.4 | 36294.9 | 0.00078 | 2004 | Sweden | [29] |
Mauritian Flying Fox Pteropus niger | 6.0 | 8205.9 | 0.00073 | 2016 | Mauritius | [20] |
Red-crowned Crane Grus japonensis | 4.6 | 6508.3 | 0.00071 | 2014 | China | [59] |
Unique and Charismatic (Gorilla) | 18.5 | 32832.7 | 0.00056 | 2009 | U.K. | [60] |
Birds | 28.8 | 52988.9 | 0.00054 | 2011 | Australia | [18] |
Whales | 34.0 | 63016.3 | 0.00054 | 2018 | Iceland | [15] |
Mexican Free-tailed Bat Tadarida brasiliensis mexicana | 25.4 | 50947.9 | 0.00050 | 2017 | U.S.A. | [22] |
Northern Pintail Anas acuta | 23.7 | 49177.9 | 0.00048 | 2016 | U.S.A. | [58] |
Non-unique, Charismatic (Lion) | 14.9 | 32832.7 | 0.00045 | 2009 | U.K. | [60] |
Golden-cheeked Warbler Setophaga chrysoparia | 18.2 | 45012.1 | 0.00040 | 2013 | U.S.A. | [17] |
Ryukyu Flying Fox Pteropus dasymallus | 11.5 | 32300.8 | 0.00036 | 2014 | Japan | [21] |
Unique, Non-Charismatic (Frog, Toad, Lizard, Bird) | 11.4 | 32832.7 | 0.00035 | 2009 | U.K. | [58] |
Northern Pintail Anas acuta | 10.2 | 35865.9 | 0.00028 | 2016 | Canada | [56] |
Corncrake Crex crex | 10.8 | 46009.4 | 0.00023 | 2006 | Ireland | [19] |
Finless Porpoise Neophocaena phocaenoides | 2.0 | 28329.1 | 0.00007 | 2018 | S. Korea | [13] |
Loggerhead Sea Turtle Caretta caretta | 1.7 | 24825.1 | 0.00007 | 2016 | S. Korea | [14] |
Non-unique, Non-Charismatic (Frog) | 0 | 32832.7 | 0.00000 | 2009 | U.K. | [60] |
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Liordos, V.; Kontsiotis, V.J.; Koutoulas, O.; Parapouras, A. The Interplay of Likeability and Fear in Willingness to Pay for Bat Conservation. Earth 2021, 2, 781-796. https://doi.org/10.3390/earth2040046
Liordos V, Kontsiotis VJ, Koutoulas O, Parapouras A. The Interplay of Likeability and Fear in Willingness to Pay for Bat Conservation. Earth. 2021; 2(4):781-796. https://doi.org/10.3390/earth2040046
Chicago/Turabian StyleLiordos, Vasilios, Vasileios J. Kontsiotis, Orestis Koutoulas, and Aristarchos Parapouras. 2021. "The Interplay of Likeability and Fear in Willingness to Pay for Bat Conservation" Earth 2, no. 4: 781-796. https://doi.org/10.3390/earth2040046
APA StyleLiordos, V., Kontsiotis, V. J., Koutoulas, O., & Parapouras, A. (2021). The Interplay of Likeability and Fear in Willingness to Pay for Bat Conservation. Earth, 2(4), 781-796. https://doi.org/10.3390/earth2040046