Submitted:
05 July 2024
Posted:
05 July 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Research Framework
2.2. Questionnaire-Based Survey
- the student’s attitude towards science and applications of meteorology, with a focus on interest in relevant issues and prospects, confidence in the scientific value and personal abilities,
- the student’s knowledge, with a focus on content and procedural knowledge, and
- the student’s competencies, specifically their ability to use knowledge to assess weather-related hazards and risks and adapt to them.
2.2.1. Sample Profile
2.3. Measures
2.3.1. Attitude Variables
2.3.2. Knowledge and Competency Variables
2.3.3. Statistical Methods
3. Results
3.1. Descriptive and Correlation Analyses
3.2. Multiple Regression Analyses
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgements
Conflicts of Interest
References
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| Socio-demographic variable | Coding | M | SD | Min | Max |
|---|---|---|---|---|---|
| Gender | 1=female, 2=male | 1.41 | 0.49 | 1 | 2 |
| Class | 1= middle -1st year, 2= middle -2nd year, 3= middle -3rd year, 4= high -1st year | 2.11 | 1.08 | 1 | 4 |
| Urbanization | 1= rural, 2= semi-urban, 3= urban | 2.16 | 0.76 | 1 | 3 |
| Mother education | 1= basic, 2= highschool, 3= technical, 4=bachelor, 5= master, 6= PhD | 3.19 | 1.36 | 1 | 6 |
| Father education | 3.02 | 1.34 | 1 | 6 |
| Attitude variable | Items | M | SD | Min | Max | Cronbach’s alpha | Factor loadings |
|---|---|---|---|---|---|---|---|
| Personal motivation | 2.85 | 0.87 | 1 | 5 | 0.70 | ||
| interest | 2.97 | 1.01 | 1 | 5 | 0.66 | ||
| enjoyment | 2.66 | 1.17 | 1 | 5 | 0.67 | ||
| skills development | 2.92 | 1.14 | 0.51 | ||||
| Student perspective | 2.35 | 0.79 | 1 | 5 | 0.62 | ||
| career consideration | 1.80 | 1.02 | 1 | 5 | 0.57 | ||
| professional success | 2.33 | 1.09 | 1 | 5 | 0.59 | ||
| good career prospect | 2.90 | 1.04 | 1 | 5 | 0.50 | ||
| Others perspective | 1.76 | 0.94 | 1 | 5 | 0.73 | ||
| parents | 1.72 | 1.03 | 1 | 5 | n/a | ||
| teachers | 1.80 | 1.09 | 1 | 5 | n/a | ||
| Confidence in science | 3.92 | 0.92 | 1 | 5 | 0.67 | ||
| useful | 3.87 | 1.09 | 1 | 5 | n/a | ||
| helpful | 3.97 | 1.03 | 1 | 5 | n/a | ||
| Self-belief | 2.68 | 0.75 | 1 | 5 | 0.81 | ||
| understanding of meteorological concepts | 2.55 | 0.96 | 1 | 5 | 0.68 | ||
| understanding of associated risks | 3.25 | 1.03 | 1 | 5 | 0.64 | ||
| . | interpretation of extreme events increase | 2.34 | 0.96 | 1 | 5 | 0.61 | |
| identification of societal impacts | 2.48 | 0.99 | 1 | 5 | 0.70 | ||
| explanation of GHG and heatwaves | 2.76 | 1.16 | 1 | 5 | 0.63 | ||
| discussion of policies & measures | 2.68 | 1.18 | 1 | 5 | 0.59 | ||
| class | gender | urbanization | mother education | father education | personal motivation | student perspective | others perspective | confidence in science | self-belief | content knowledge | procedural knowledge | assessment competency | adaptability competency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| class | 1.00 | |||||||||||||
| gender | 1.00 | |||||||||||||
| urbanization | -0.14 | 0.11 | 1.00 | |||||||||||
| mother education | 0.19 | 1.00 | ||||||||||||
| father education | 0.13 | 0.62 | 1.00 | |||||||||||
| personal motivation | 1.00 | |||||||||||||
| student perspective | -0.17 | 0.57 | 1.00 | |||||||||||
| others perspective | -0.22 | -0.09 | -0.10 | 0.33 | 0.50 | 1.00 | ||||||||
| confidence in science | -0.09 | 0.57 | 0.38 | 0.11 | 1.00 | |||||||||
| self-belief | 0.11 | 0.12 | 0.62 | 0.48 | 0.24 | 0.49 | 1.00 | |||||||
| content knowledge | 0.15 | 0.09 | 0.15 | 0.20 | -0.10 | 0.24 | 0.19 | 1.00 | ||||||
| procedural knowledge | 0.13 | 0.29 | 0.24 | 0.26 | 0.25 | 1.00 | ||||||||
| assessment competency | 0.16 | 0.21 | 0.11 | 0.20 | 0.27 | 0.24 | 0.31 | 1.00 | ||||||
| adaptability competency | 0.09 | 0.20 | 0.22 | 0.19 | 0.18 | 0.30 | 0.21 | 1.00 |
| Variable | Assessment competency | Variable | Adaptability competency | ||||
|---|---|---|---|---|---|---|---|
| B | SE B | β | B | SE B | β | ||
| self-belief | 0.17*** | 0.04 | 0.18 | confidence in science | 0.10*** | 0.03 | 0.15 |
| content knowledge | 0.14** | 0.05 | 0.13 | content knowledge | 0.08* | 0.04 | 0.09 |
| procedural knowledge | 0.16*** | 0.03 | 0.22 | procedural knowledge | 0.16*** | 0.03 | 0.26 |
| class | 0.02** | 0.01 | 0.12 | gender | -0.03* | 0.01 | -0.11 |
| geography (lowland vs island) | 0.04** | 0.01 | 0.12 | ||||
| _cons | 0.25*** | 0.04 | _cons | 0.51*** | 0.04 | ||
| Fit statistics | F(4, 469) = 24.86*** | Adj. R2 = 0.17 | VIF = 1.10 | Fit statistics | F(5, 468) = 20.25*** | Adj. R2 = 0.17 | VIF = 1.09 |
| Variable | Content knowledge | Variable | Procedural knowledge | |||||
|---|---|---|---|---|---|---|---|---|
| B | SE B | β | B | SE B | β | |||
| others perspective | -0.08* | 0.03 | -0.10* | personal motivation | 0.25*** | 0.07 | 0.21 | |
| confidence in science | 0.18*** | 0.04 | 0.23*** | others perspective | -0.17*** | 0.05 | -0.16 | |
| self-belief | 0.10* | 0.05 | 0.11* | self-belief | 0.23** | 0.07 | 0.17 | |
| class | 0.02** | 0.01 | 0.14** | |||||
| urbanization | 0.02* | 0.01 | 0.10* | |||||
| mother education | 0.01* | 0.01 | 0.09* | |||||
| _cons | 0.38*** | 0.04 | _cons | 0.50*** | 0.03 | |||
| Fit statistics | F(6, 467) = 12.36*** | Adj. R2 = 0.13 | VIF = 1.20 | Fit statistics | F(3, 470) = 19.88*** | Adj. R2 = 0.11 | VIF = 1.50 | |
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