The Challenge of Global Environmental Change: Attitudinal Trends in Teachers-In-Training
Abstract
:1. Introduction
Education as a Key Factor
2. Materials and Methods
2.1. Participants
2.2. Statistical Analysis
- Description of variables and testing of cluster analysis assumptions
- Calculation of the scores for each subject on the scale factors (SR, NC, IR, AO).
- Assessment of the existence of multicollinearity by analysing the matrix of correlations between variables, variance inflation factors and tolerance.
- Clusters were obtained through hierarchical analysis with Ward’s method, checking if significant differences between them existed using ANOVA and Student’s t. Preliminary clusters were selected by:
- The calculation and graphical representation of the agglomeration coefficients of each cluster.
- Dendrogram analysis.
- Refinement of the clusters obtained in the previous section using non-hierarchical K-means analysis for fine-tuning. The centroids of the clusters obtained with the hierarchical method are used as seeds. Characterization of the profiles. Verification of the existence of significant differences between the means of each cluster.
- Validation of the solutions obtained using cross classification.After the clusters became available:
- The proposed solutions were characterized.
- It was examined whether or not there were significant differences between clusters, taking into account relevant data regarding the participants (sex, age, centre of origin, parents’ level of education).
3. Results
3.1. Variables and Assumptions of the Cluster Analysis
3.2. Obtaining Groups through Hierarchical Analysis
3.3. Profiles of Two and Four-Cluster Solutions
3.4. Characterisation of Solutions and Significance Analysis
3.5. Non-Hierarchical Cluster Analysis (K-Means) for Fine-Tuning
3.5.1. Non-Hierarchical Cluster Analysis (K-Means): 4-Cluster Solution
3.5.2. Non-Hierarchical Cluster Analysis (K-Means): 2-Cluster Solution
3.6. Validation of Cluster Solutions
3.6.1. Validation of the 4-Cluster Solution
3.6.2. Validation of the 2-Cluster Solution
3.7. Characterisation of the Proposed Final Solutions
3.7.1. Description of the Retained 4-Cluster Solution
- EGOCENTRIST (cluster CK4_1, N = 250, 26.3%). This group presents high scores in all factors (between 4.14 and 4.47 on average) except IR (3.32). Thus, although they seem to be aware of the anthropogenic origin of environmental problems and the need to address GEC on a social level, the scores obtained in relation to individual responsibility suggest that they are not committed to taking action to deal with problems such as CC or to make changes in their way of living and consumption habits.
- INDIFFERENT (cluster CK4_2, N = 194, 20.4%). This group is characterised by recording not very high values in all factors (averages of 3.11 in IR and 3.19 in AO, reaching 3.75 in NC). This part of the sample seems hesitant about the anthropogenic origin of environmental problems and indifferent to the need for individual and social responsibility.
- SCEPTIC (cluster CK4_3, N = 230, 24.2%). This group of students presents moderate levels in all factors (between 3.93 and 4.36 on average) except in AO (3.43). Thus, although this group appears to be concerned with addressing GEC, they also appear to be sceptical about the causes of environmental problems. They do not appear to be clear about the origin of CC or the importance of the anthropogenic effect on the variability of conditions on the planet.
- COMMITTED (cluster CK4_4, N = 276.29%). These students present high values in all factors (between 4.42 and 4.67), close to the 4.5 average. Thus, these data suggest that this is a group that is very aware of the need for change in order to tackle GEC, which is conscious of its anthropogenic origin and that seems to be involved in tackling GEC on both social and individual levels.
3.7.2. Description of the Retained 2-Cluster Solution
- CONCERNED (cluster CK2_1, N = 562.9%). They have high scores in all factors (between 4.07 and 4.60 on average), which seems to indicate that this group is aware of the need to address environmental changes affecting the earth system and show signs of good levels of social and individual responsibility.
- DISENGAGED (cluster CK2_2, N = 388.41%). The scores of this section of the sample are clearly lower than the previous ones in all the dimensions analysed (between 3.27 and 4.00 on average), especially in relation to their individual responsibility and their awareness of the anthropogenic origin of GEC.
4. Discussion
Educational Implications
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Item | Item Content |
---|---|
i1 | The solution to environmental problems lies in educating communities to find more conscious and austere lifestyles. |
i2 | Integrating education on Climate Change in schools must be a priority. |
i3 | Changing fossil fuels for renewable energy sources can halt the global environmental crisis. |
i4 | Addressing climate challenges requires training specialist scientists in the search for technological solutions to Global Environmental Change. |
i5 | Protecting the environment must be a priority criterion when voting for a particular political party. |
i6 | I think that including environmental education in the school curriculum can contribute towards changing the entire community’s behaviour. |
i7 | Climate variations will force us to change our way of life in just a few years. |
i8 | Pre-school and primary education must prepare pupils for the challenges posed by Global Environmental Change. |
i9 | It is important to deal with the changes that occur in the chemistry of the oceans. |
i10 * | It is possible to reduce social inequalities without changing our current socioeconomic model. |
i11 | The long-term decisions we make should take into account the future effects of Global Environmental Change. |
i12 | I will not buy products from companies that pollute the environment. |
i13 | I have made the decision to mobilise against Climate Change. |
i14 | I am prepared to make sacrifices in order to fight against Global Environmental Change. |
i15 * | I prefer a cheaper product even though I might know that it has been manufactured irresponsibly. |
i16 * | It seems to me that people, at an individual level, contribute insignificantly to the increase in greenhouse gases. |
i17 * | Climate Change is a natural phenomenon. |
i18 * | Human beings do not have an important effect on the variability of the planet’s conditions. |
i19 | Climate Change is directly related to human activity. |
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Factor | Number of Items | % Explained Variance | Description |
---|---|---|---|
Social Responsibility (SR) | 6 | 25.9 | Social responsibility in the adaptation and mitigation of GEC |
Need to Cope (NC) | 5 | 8.3 | Awareness of the need for change to address GEC |
Individual Responsibility (IR) | 4 | 6.5 | Individual Responsibility to tackle GEC |
Anthropogenic Origin (AO) | 4 | 6.0 | Awareness of the anthropogenic origin of GEC, particularly with regard to Climate Change |
Cluster Number | Agglomeration Coefficient | Percentage Change in the Coefficient of the Next Conglomerate |
---|---|---|
10 | 472.254 | 5.16 |
9 | 496.646 | 5.76 |
8 | 525.239 | 7.66 |
7 | 565.459 | 8.67 |
6 | 614.500 | 8.18 |
5 | 664.777 | 9.76 |
4 | 729.690 | 15.34 |
3 | 841.654 | 21.67 |
2 | 1024.028 | 43.39 |
1 | 1468.369 | - |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CH4_1 | 4.24 | 4.52 | 3.34 | 4.29 | 321 |
CH4_2 | 3.49 | 3.81 | 3.15 | 3.09 | 196 |
CH4_3 | 4.28 | 4.40 | 4.22 | 3.65 | 244 |
CH4_4 | 4.47 | 4.57 | 4.42 | 4.63 | 189 |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CH2_1 | 4.31 | 4.50 | 3.90 | 4.17 | 754 |
CH2_2 | 3.49 | 3.81 | 3.15 | 3.09 | 196 |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CK4_1 | 4.14 | 4.47 | 3.32 | 4.39 | 250 |
CK4_2 | 3.42 | 3.75 | 3.11 | 3.19 | 194 |
CK4_3 | 4.25 | 4.36 | 3.93 | 3.43 | 230 |
CK4_4 | 4.56 | 4.67 | 4.42 | 4.51 | 276 |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CK2_1 | 4.43 | 4.60 | 4.07 | 4.32 | 562 |
CK2_2 | 3.72 | 4.00 | 3.27 | 3.40 | 388 |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CVAL4_1 | 4.11 | 4.46 | 3.31 | 4.37 | 251 |
CVAL4_2 | 4.25 | 4.36 | 3.93 | 3.42 | 228 |
CVAL4_3 | 3.42 | 3.74 | 3.10 | 3.17 | 189 |
CVAL4_4 | 4.56 | 4.67 | 4.41 | 4.51 | 282 |
CVAL4_1 | CVAL4_2 | CVAL4_3 | CVAL4_4 | Total | |
---|---|---|---|---|---|
CK4_1 | 244 | 0 | 0 | 6 | 250 |
CK4_2 | 4 | 1 | 189 | 0 | 194 |
CK4_3 | 3 | 227 | 0 | 0 | 230 |
CK4_4 | 0 | 0 | 0 | 276 | 276 |
Total | 251 | 228 | 189 | 282 | 950 |
SR | NC | IR | AO | Students per Cluster | |
---|---|---|---|---|---|
CVAL2_1 | 4.43 | 4.60 | 4.07 | 4.32 | 562 |
CVAL2_2 | 3.72 | 4.00 | 3.27 | 3.40 | 388 |
CVAL2_1 | CVAL2_2 | Total | |
---|---|---|---|
CK2_1 | 0 | 562 | 562 |
CK2_2 | 388 | 0 | 388 |
Total | 388 | 562 | 950 |
Variable | Possible Values | Concerned | Disengaged | N | χ2 |
---|---|---|---|---|---|
Sex | Male Female | 50.7% 61.5% | 49.3% 39.5% | 947 | 7.632 ** |
Degree | Infant Education Elementary Education | 63.1% 56.1% | 36.9% 43.9% | 936 | 4.691 * |
Course | 1 or 2 3 or 4 | 58.5% 60.4% | 41.5% 39.6% | 947 | 0.327 |
Subsidy | Public secondary school Private secondary school | 60.8% 49.6% | 39.2% 50.4% | 943 | 6.132 * |
Religiousness | Secular secondary school Religious secondary school | 60.9% 45.7% | 39.1% 54.3% | 943 | 8.859 ** |
Age | 22 years of age or less Over 22 years of age | 58.4% 60.4% | 41.6% 39.6% | 944 | 0.359 |
Baccalaureate | Scientific Non-scientific | 59.9% 59.1% | 40.1% 40.9% | 932 | 0.045 |
Mother’s educational level | No education or elementary school High school or higher | 58.9% 59.5% | 41.1% 40.5% | 939 | 0.031 |
Father’s educational level | No education or elementary school High school or higher | 59.5% 59.0% | 40.5% 41.0% | 937 | 0.021 |
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Varela-Losada, M.; Vega-Marcote, P.; Lorenzo-Rial, M.; Pérez-Rodríguez, U. The Challenge of Global Environmental Change: Attitudinal Trends in Teachers-In-Training. Sustainability 2021, 13, 493. https://doi.org/10.3390/su13020493
Varela-Losada M, Vega-Marcote P, Lorenzo-Rial M, Pérez-Rodríguez U. The Challenge of Global Environmental Change: Attitudinal Trends in Teachers-In-Training. Sustainability. 2021; 13(2):493. https://doi.org/10.3390/su13020493
Chicago/Turabian StyleVarela-Losada, Mercedes, Pedro Vega-Marcote, María Lorenzo-Rial, and Uxío Pérez-Rodríguez. 2021. "The Challenge of Global Environmental Change: Attitudinal Trends in Teachers-In-Training" Sustainability 13, no. 2: 493. https://doi.org/10.3390/su13020493