Analysis of the Impact of Values and Perception on Climate Change Skepticism and Its Implication for Public Policy
Abstract
:1. Introduction
2. Theoretical Background
2.1. Concepts of Climate Change Skepticism
2.2. Values Versus Perceptions
2.3. Value Factor
2.3.1. Ideology
2.3.2. Environmentalism
2.3.3. Religiosity
2.3.4. Cultural Bias
2.3.5. Science and Technology Optimism
2.4. Perception Factor
2.4.1. Perceived Risk and Benefit
2.4.2. Trust
2.4.3. Negative Affect
2.4.4. Knowledge
3. Sample and Measures
4. Analysis and Findings
4.1. Basic Structure
4.2. Determinant Structure
4.3. Interaction Structure
5. Summary and Implications
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Perceived risk (IV) × Religiosity (M) = Skepticism (DV) | Perceived risk (IV) × Individualism (M) = Skepticism (DV) | ||||||||||||
B | SE | beta | B | SE | beta | B | SE | beta | B | SE | beta | ||
Perceived risk | −0.144 *** | 0.045 | −0.152 | −0.136 ** | 0.045 | −0.144 | Perceived risk | −0.144 *** | 0.045 | −0.152 | −0.138 ** | 0.045 | −0.146 |
Religiosity | 0.040 * | 0.019 | 0.068 | 0.033 | 0.02 | 0.056 | Individualism | 0.141 *** | 0.032 | 0.164 | 0.137 *** | 0.031 | 0.16 |
Interaction rerm | 0.050* | 0.023 | 0.066 | Interaction Term | 0.00 ** | 0.034 | 0.091 | ||||||
F-value | 24.111 *** | 23.141 *** | F-value | 24.111 *** | 23.521 *** | ||||||||
R2 | 0.371 | 0.375 | R² square | 0.371 | 0.379 | ||||||||
R2 change | 0.355 | 0.359 | R² square Change | 0.355 | 0.362 | ||||||||
Simple slope test | Law | B = −0.195 *** se = 0.057 t = −3.456 | Simple Slope Test | Law | B = −0.220 *** se = 0.051 t = −4.278 | ||||||||
Middle | B = −0.136 *** se = 0.448 t = −3.039 | Middle | B = −0.138 *** se = 0.045 t = −3.068 | ||||||||||
High | B = −0.077 se = 0.060 t = −1.274 | High | B = −0.056 *** se = 0.054 t = −1.055 | ||||||||||
Effect size | 0.004 | Effect Size | 0.008 | ||||||||||
Perceived benefit (IV) × Individualism (M) = Skepticism (DV) | Trust (IV) × Ideology (M) = Skepticism (DV) | ||||||||||||
B | SE | beta | B | SE | beta | B | SE | beta | B | SE | beta | ||
Perceived benefit | −0.094 * | 0.038 | −0.099 | −0.096 * | 0.037 | −0.099 | Trust | 0.006 | 0.039 | 0.005 | 0.004 | 0.039 | 0.004 |
Individualism | 0.141 *** | 0.032 | 0.164 | 0.138 *** | 0.032 | 0.16 | Ideology | −0.03 * | 0.013 | −0.079 | −0.029 * | 0.013 | −0.078 |
Interaction term | − | 0.100 ** | 0.034 | 0.088 | Interaction Term | - | −0.043 * | 0.018 | −0.074 | ||||
F-value | 24.111 *** | 23.477 *** | F-value | 24.111 *** | 23.255 *** | ||||||||
R2 | 0.371 | 0.378 | R² square | 0.371 | 0.376 | ||||||||
R2 change | 0.355 | 0.362 | R² square Change | 0.355 | 0.36 | ||||||||
Simple slope test | Law | B = −0.178 *** se = 0.042 t = −4.203 | Simple Slope Test | Law | B = 0.030 se = 0.041 t = 0.729 | ||||||||
Middle | B = −0.096 *** se = 0.032 t = −2.982 | Middle | B = 0.004 se = 0.040 t = 0.102 | ||||||||||
High | B = −0.014 se = 0.042 t = −0.342 | High | B = −0.022 se = 0.041 t = −0.527 | ||||||||||
Effect size | 0.007 | Effect Size | 0.005 | ||||||||||
Trust (IV) × Environmentalism (M) = Skepticism (DV) | Negative affect (IV) × Egalitarianism (M) = Skepticism (DV) | ||||||||||||
B | SE | beta | B | SE | beta | B | SE | beta | B | SE | beta | ||
Trust | 0.006 | 0.039 | 0.005 | −0.012 | 0.04 | −0.01 | Negative affect | −0.227 *** | 0.046 | −0.242 | −0.227 *** | 0.046 | −0.241 |
Environmentalism | −0.149 *** | 0.039 | −0.139 | −0.155 *** | 0.039 | −0.146 | Egalitarianism | −0.014 | 0.026 | −0.018 | −0.019 | 0.026 | −0.024 |
Interaction term | 0.101 * | 0.049 | 0.064 | Interaction Term | − | 0.063 * | 0.028 | 0.07 | |||||
F-value | 24.111 *** | 23.111 *** | F-value | 24.111’*** | 23.188 *** | ||||||||
R2 | 0.371 | 0.374 | R² square | 0.371 | 0.375 | ||||||||
R2 change | 0.355 | 0.358 | R² square Change | 0.355 | 0.359 | ||||||||
Simple slope test | Law | B = −0.078 se = 0.055 t = −1.479 | Simple Slope Test | Law | B = −0.283 *** se = 0.053 t = −5.368 | ||||||||
Middle | B = −0.012 se = 0.045 t = −0.267 | Middle | B = −0.227 *** se = 0.0456 t = −4.982 | ||||||||||
High | B = 0.054 se = 0.055 t = −1.418 | High | B = −0.171 *** se = 0.053 t = −3.222 | ||||||||||
Effect size | 0.003 | Effect Size | 0.004 | ||||||||||
Knowledge (IV) × Religiosity (M) = Skepticism (DV) | Knowledge (IV) × Hierarchy (M) = Skepticism (DV) | ||||||||||||
B | SE | beta | B | SE | beta | B | SE | beta | B | SE | beta | ||
Knowledge | 0.047 | 0.034 | 0.047 | 0.05 | 0.033 | 0.051 | Knowledge | 0.047 | 0.034 | 0.047 | 0.03 | 0.033 | 0.03 |
Religiosity | 0.040 * | 0.019 | 0.068 | 0.036 | 0.019 | 0.061 | Hierarchy | 0.159 *** | 0.027 | 0.202 | 0.143 *** | 0.027 | 0.181 |
Interaction term | 0.064 ** | 0.024 | 0.083 | Interaction Term | 0.155 *** | 0.03 | 0.157 | ||||||
F-value | 24.111 *** | 23.390 *** | F-value | 24.111 *** | 25.063 *** | ||||||||
R2 | 0.371 | 0.377 | R² square | 0.371 | 0.394 | ||||||||
R2 change | 0.355 | 0.361 | R² square Change | 0.355 | 0.378 | ||||||||
Simple slope test | Law | B = −0.026 se = 0.041 t = −0.627 | Simple Slope Test | Law | B = −0.107 ** se = 0.032 t = −2.419 | ||||||||
Middle | B = 0.05 se = 0.032 t = 1.582 | Middle | B = 0.03 se = 0.032 t = 0.933 | ||||||||||
High | B = 0.126 *** se = 0.043 t = 2.923 | High | B = 0.167 *** se = 0.040 t = 4.170 | ||||||||||
Effect size | 0.006 | Effect Size | 0.020 | ||||||||||
Knowledge (IV) × Individualism (M) = Skepticism (DV) | |||||||||||||
B | SE | beta | B | SE | beta | ||||||||
Knowledge | 0.047 | 0.034 | 0.047 | 0.053 | 0.034 | 0.054 | |||||||
Individualism | 0.141 *** | 0.032 | 0.164 | 0.130 *** | 0.032 | 0.152 | |||||||
Interaction term | - | 0.095 ** | 0.033 | 0.09 | |||||||||
F-value | 24.111 *** | 23.493 *** | |||||||||||
R2 | 0.371 | 0.378 | |||||||||||
R2 change | 0.355 | 0.362 | |||||||||||
Simple slope test | Law | B = 0.024 se = 0.040 t = −0.613 | |||||||||||
Middle | B = 0.053 se = 0.032 t = 1.678 | ||||||||||||
High | B = 0.130 *** se = 0.043 t = 3.053 | ||||||||||||
Effect size | 0.007 |
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Concept | Measures | Reliability |
---|---|---|
Climate Change Skepticism | - The problem of climate change is much exaggerated - The data that global warming creates problems are unreliable - It is exaggerated that the damage is caused by climate change - The damage caused by climate change will happen in the far future - The damage caused by climate change occurs far from me - The climate change problem is related to other people, not me - It is not certain whether climate change is actually happening | 0.921 |
Religiosity | - I am religious - I am convinced of the existence of God | 0.877 |
Environmentalism | - Currently, the earth faces a serious environmental and ecological crisis - The earth already surpassed its limitations - Animals and plants have as much of a right to live as human beings - Since nature is very sensitive, it is easily destroyed | 0.768 |
Egalitarianism | - Our society needs overall reform to distribute wealth equally - We need overall revolution to make the wealth equally distributed | 0.790 |
Hierarchy | - Our society is confused because authority is disregarded - Strong laws create a good society | 0.505 |
Individualism | - People are poor because they do not try hard enough - A competing society is a good society | 0.582 |
S&T optimism | - Science and technology (S&T) solve more problems than they create - Science and technology perform more positive functions than negative ones | 0.657 |
Perceived risk | - Climate change is a serious threat to the survival of humankind - Planetary changes due to global warming will cause me a lot of damage - I am worried that the problems caused by global warming will be harmful for humans | 0.910 |
Perceived benefit | - If climate change problems are resolved, there will be tremendous benefits - Solving climate change will lead to economic development | 0.839 |
Trust | - How much do you trust the following organizations in addressing climate change and energy issues? 1. University research institutes, 2. Environmental protection organizations, 3. Consumer organizations, 4. Press, 5. Government, 6. Private companies, 7. Energy companies, 8. Scientists | 0.817 |
Negative affect | - I am sad to see climate change due to climate global warming - I am worried about climate change due to global warming - I am afraid of climate change due to global warming | 0.912 |
Knowledge | - I know the problems of climate change well - I am more knowledgeable about climate change than others | 0.839 |
Statement | Factor | |||
---|---|---|---|---|
1 | 2 | 3 | ||
Egalitarianism | We need overall revolution to make the wealth equally distributed | 0.902 | −0.080 | 0.038 |
If our society is equalized, many problems will be solved | 0.901 | −0.026 | 0.102 | |
Individualism | A competing society is a good society | −0.004 | 0.876 | 0.075 |
People are poor because they do not try hard enough | −0.106 | 0.766 | 0.255 | |
Hierarchy | Our society is confused because authority is disregarded | −0.024 | 0.146 | 0.834 |
Strong laws create a good society | 0.170 | 0.153 | 0.759 |
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. Skepticism | 1 | 0.081 ** | −0.344 *** | 0.106 *** | −0.102 *** | 0.282 *** | 0.261 *** | 0.104 *** | −0.441 *** | −0.338 *** | −0.071 *** | −0.460 *** | −0.072 * | |
Value factor | 2. Ideology (progressive) | 0.073 * | 1 | −0.131 *** | 0.122 *** | −0.23 ***4 | 0.162 *** | 0.230 *** | 0.003 | −0.120 *** | −0.103 *** | 0.015 | −0.155 *** | −0.142 *** |
3. Environmentalism | −0.347 *** | −0.122 *** | 1 | −0.038 | 0.252 *** | 0.016 | −0.016 | 0.070 * | 0.499 *** | 0.354 *** | 0.022 | 0.455 *** | 0.157 *** | |
4. Religiosity | 0.093 ** | 0.164 *** | −0.029 | 1 | −0.017 | 0.166 *** | 0.163 *** | 0.048 | 0.057 | 0.074 ** | −0.158 *** | 0.010 | 0.052 | |
5. Egalitarianism | −0.105 *** | −0.224 *** | 0.249 *** | −0.023 | 1 | 0.148 *** | −0.105 *** | 0.136 *** | 0.181 *** | 0.179 *** | −0.132 *** | 0.194 *** | 0.103 *** | |
6. Hierarchy | 0.282 *** | 0.170 *** | 0.020 | 0.160 *** | 0.147 *** | 1 | 0.373 *** | 0.241 *** | −0.033 | 0.018 | −0.134 *** | −0.036 | 0.041 | |
7. Individualism | 0.237 *** | 0.284 *** | −0.020 | 0.204 *** | −0.104 *** | 0.359 *** | 1 | 0.241 **** | −0.047 | −0.005 | −0.228 *** | −0.042 | 0.026 | |
8. S&T optimism | 0.096 ** | 0.020 | 0.062 | 0.062 * | 0.136 *** | 0.232 *** | 0.261 *** | 1 | 0.071 | 0.138 *** | −0.255 *** | 0.079 ** | 0.123 *** | |
Perception factor | 9. Perceived risk | −0.440 *** | −0.085 ** | 0.498 *** | 0.083 ** | 0.174 *** | −0.026 | −0.002 | 0.078 ** | 1 | 0.539 *** | −0.015 | 0.735 *** | 0.221 *** |
10. Perceived benefit | −0.337 *** | −0.078 ** | 0.350 *** | 0.096 ** | 0.172 *** | 0.019 | 0.029 | 0.146 *** | 0.544 *** | 1 | 0.107 *** | 0.585 *** | 0.263 *** | |
11. Trust | −0.067 * | −0.038 | 0.021 | −0.209 *** | −0.114 *** | −0.136 *** | −0.281 *** | −0.262 *** | −0.016 | −0.128 *** | 1 | 0.047 | 0.090 ** | |
12. Negative affect | −0.457 *** | −0.124 *** | 0.455 *** | 0.056 | 0.177 *** | −0.035 | −0.009 | 0.182 *** | 0.735 *** | 0.587 *** | 0.080 ** | 10.000 | 0.283 *** | |
13. Knowledge | −0.070 * | −0.121 *** | 0.128 *** | 0.077 ** | 0.074 ** | 0.019 | 0.076 ** | 0.147 *** | 0.218 *** | 0.269 *** | 0.120 *** | 0.286 *** | 1 |
B | SE | Beta | t | Sig. | ||
---|---|---|---|---|---|---|
Constant | 3.782 | 0.297 | 12.727 | 0.000 | ||
F1: Sociodemographic factor | Gender (female) | 0.068 | 0.044 | 0.049 | 1.535 | 0.125 |
Age | −0.003 | 0.002 | −0.065 | −1.841 | 0.066 | |
Education level | −0.060 | 0.049 | −0.043 | −1.231 | 0.219 | |
Income | −0.125 | 0.057 | −0.080 | −2.181 | 0.030 | |
Social class | 0.028 | 0.017 | 0.062 | 1.603 | 0.109 | |
F2: Value factor | Ideology (Progressive) | −0.030 | 0.013 | −0.079 | −2.375 | 0.018 |
Environmentalism | −0.149 | 0.039 | −0.139 | −3.850 | 0.000 | |
Religiosity | 0.040 | 0.019 | 0.068 | 2.061 | 0.040 | |
Egalitarianism | −0.014 | 0.026 | −0.018 | −0.550 | 0.582 | |
Hierarchy | 0.159 | 0.027 | 0.202 | 5.892 | 0.000 | |
Individualism | 0.141 | 0.032 | 0.164 | 4.448 | 0.000 | |
S&T optimism | 0.066 | 0.033 | 0.067 | 2.020 | 0.044 | |
F3: Psychometric factor | Perceived risk | −0.144 | 0.045 | −0.152 | −3.197 | 0.001 |
Perceived benefit | −0.096 | 0.038 | −0.099 | −2.559 | 0.011 | |
Trust | 0.006 | 0.039 | 0.005 | 0.155 | 0.877 | |
Negative affect | −0.227 | 0.046 | −0.242 | −4.948 | 0.000 | |
Knowledge | 0.047 | 0.034 | 0.047 | 1.396 | 0.163 | |
F-value | 24.111 *** | |||||
R2/Adjusted R2 | 0.371/0.355 | |||||
F1: R2/Adjusted R2 | 0.014/0.007 | |||||
F2: R2/Adjusted R2 | 0.229/0.221 | |||||
F3: R2/Adjusted R2 | 0.250/0.245 |
© 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Wang, J.; Kim, S. Analysis of the Impact of Values and Perception on Climate Change Skepticism and Its Implication for Public Policy. Climate 2018, 6, 99. https://doi.org/10.3390/cli6040099
Wang J, Kim S. Analysis of the Impact of Values and Perception on Climate Change Skepticism and Its Implication for Public Policy. Climate. 2018; 6(4):99. https://doi.org/10.3390/cli6040099
Chicago/Turabian StyleWang, Jaesun, and Seoyong Kim. 2018. "Analysis of the Impact of Values and Perception on Climate Change Skepticism and Its Implication for Public Policy" Climate 6, no. 4: 99. https://doi.org/10.3390/cli6040099