Abstract
This paper explores some variables and impacts affecting secondary school students’ environmental attitudes. The Environmental Attitude Scale was used as a data collection tool. The participants consisted of 1794 students attending nine secondary schools with all grades in urban and rural places in five provinces. Students’ place of residence, gender, having a pet or growing a plant, school type, family income, discussing environmental issues at home, and grade were all tested using binary logistic regression analysis to create a model that predicted their environmental attitudes. Among the variables included in the logistic regression model regarding secondary school students’ environmental attitudes, gender, having a pet or growing plant, school type, family income, discussing environmental issues at home, and grade significantly predict their attitudes. The classification of students’ low or high with the logistic regression model is examined; the accurate classification rate is 60.9.
Similar content being viewed by others
References
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Process, 50, 179–211.
Allison, P. D. (2001). Logistic regression using the SAS system: Theory and application. SAS Institute Inc.
Bamberg, S., & Möoser, G. (2007). Twenty years after Hines, Hungerford, and Tomera: A new meta-analysis of psycho-social determinants of pro-environmental behaviour. Journal of Environmental Psychology, 27, 14–25.
Bento-Silva, J. S., De Andrade, W. M., Ramos, M. A., Ferraz, E. M. N., Souto, W. D., De Albuquerque, U. P., & Araujo, E. D. (2015). Students’ perception of urban and rural environmental protection areas in Pernambuco, Brazil. Tropical Conservation Science, 8, 813–827.
Boeve-de Pauw, J., & van Petegem, P. (2010). A cross-national perspective on youth environmental attitudes. The Environmentalist, 30(2), 133–144.
Braun, T., Cottrell, R., & Dierkes, P. (2018). Fostering changes in attitude, knowledge, and behavior: Demographic variation in environmental education effects. Environmental Education Research, 24, 899–920.
Bronfman, N. C., Cisternas, P. C., López-Vázquez, E., de la Maza, C., & Oyanedel, J. C. (2015). Understanding attitudes and pro-environmental behaviors in a Chilean community. Sustainability, 7, 14133–14152.
Casalo, L. V., & Escario, J. J. (2018). Heterogeneity in the association between environmental attitudes and pro-environmental behavior: A multilevel regression approach. Journal of Cleaner Production, 175, 155–163.
Casalo, L. V., & Escario, J. J. (2016). Intergenerational association of environmental concern: Evidence of parents’ and children’s concern. Journal of Environmental Psychology, 48, 65–74.
Cheng, J. C., & Monroe, M. C. (2012). Connection to nature: Children’s affective attitude toward nature. Environment and Behavior, 44, 31–49.
Chung, S. S., & Poon, C. S. (2001). A comparison of waste-reduction practices and new environmental paradigm of rural and urban Chinese citizens. Journal of Environmental Management, 62, 3–19.
Clayton, S., and G. Myers. 2015. Conservation Psychology: Understanding and Promoting Human Care for Nature. John Wiley and Sons.
Collado, S., Staats, H., & Corraliya, A. J. (2013). Experiencing nature in children’s summer camps: Affective, cognitive and behavioural consequences. Journal of Environmental Psychology, 33, 37–44.
Derman, M., & Gurbuz, H. (2018). Environmental education in the science curriculum in different countries: Turkey, Australia, Singapore, Ireland, and Canada. Journal of Education in Science Environment and Health (JESEH), 4, 129–141.
Duarte, R., Escario, J. J., & Sanagustin, M. V. (2017). The influence of the family, the school, and the group on the environmental attitudes of European students. Environmental Education Research, 1, 23–42.
Gkargkavouz, A., Halkos, G., & Matsiori, S. (2019). Environmental behavior in a private-sphere context: Integrating theories of planned behavior and value belief norm, self-identity and habit. Resources, Conservation & Recycling, 148, 145–156.
He, X., Hong, T., Liu, L., & Tiefenbacher, J. (2011). A comparative study of environmental knowledge, attitudes and behaviors among university students in China. International Research in Geographical and Environmental Education, 20, 91–104.
Heimlich, J. E., & Ardoin, N. M. (2008). Understanding behavior to understand behavior change: A literature review. Environmental Education Research, 14(3), 215–237.
Huang, H., & Yore, L. D. (2005). A comparative study of Canadian and Taiwanese grade 5 children’s environmental behaviours, attitudes, concerns, emotional dispositions, and knowledge. International Journal of Science and Mathematics Education, 1(4), 419–448.
Hunter, L., Hatch, A., & Johnson, A. (2004). Cross-national gender variation in environmental behaviors. Social Science Quarterly, 85(3), 677–694.
Ifegbesan, A. P., & Rampedi, I. T. (2018). Understanding the role of socio-demographic and geographical location on pro-environmental behavior in Nigeria. Applied Environmental Education & Communication, 17, 335–351.
Janpol, H. L., & Dilts, R. (2016). Does viewing documentary films affect environmental perceptions and behaviors? Applied Environmental Education & Communication, 15(1), 90–98.
Kaiser, F. G., Oerke, B., & Bogner, F. X. (2007). Behavior-based environmental attitude: Development of an instrument for adolescents. Journal of Environmental Psychology, 3, 242–251.
Karpiak, C. P., & Baril, G. L. (2008). Moral reasoning and concern for the environment. Journal of Environmental Psychology, 28, 203–208.
Kil, N., Holland, S. M., & Stein, T. V. (2014). Structural relationships between environmental attitudes, recreation motivations, and environmentally responsible behaviors. Journal of Outdoor Recreation and Tourism, 7, 16–25.
Korkmaz, M., Fakir, H., & Alkan, H. (2018). Effects of nature training projects on environmental perception and attitudes. Applied Ecology and Environmental Research, 16, 359–369.
Larson, K. L. (2010). An integrated theoretical approach to understanding the sociocultural basis of multidimensional environmental attitudes. Society and Natural Resources, 23, 898–907.
Li, J., & Ernst, J. (2015). Exploring value orientations toward the human–nature relationship: A comparison of urban youth in Minnesota, Usa and Guangdong, China. Environmental Education Research, 21, 556–585.
Martinis, A., Kabassi, K., Dimitriadou, C., & Karris, G. (2018). Pupils’ environmental awareness of natural protected areas: The case of Zakynthos Island. Applied Environmental Education & Communication, 17, 106–123.
Milfont, T. L., & Duckitt, J. (2010). The environmental attitudes inventory: A valid and reliable measure to assess the structure of environmental attitudes. Journal of Environmental Psychology, 30, 80–94.
Monus, F. (2019). Comparing environmental awareness of Hungarian students in secondary schools with different socio-economical background. Journal of Applied Technical and Educational Sciences, Engineering, Vocational and Environmental Aspects, 9(1), 17–27.
Olufemi, A. C., Mji, A., & Mukhola, M. S. (2014). Assessment of secondary school students’ awareness, knowledge and attitudes to environmental pollution issues in the mining regions of South Africa: implications for instruction and learning. Environmental Education Research. https://doi.org/10.1080/13504622.2014.984162
Paraskeva-Hadjichambi, D., Korfiatis, K., Hadjichambis, A., & Arianoutsou, M. (2012). Conservation reasoning and proposed actions for the protection of threatened plant species: Insights from a sample of rural and urban children of Cyprus. Society and Natural Resources, 25, 868–882.
Parminter, T. (2019). Designing policy interventions to change environmental behaviours: Theory and practice. Rural Extension & Innovation Systems Journal, 15(1), 49–61.
Platokowska-Prokopczyk, L. 2017. The level of environmental awareness as a determinant of attitudes and behaviors developed by inhabitants of towns and villages—A comparative case study. Polish Academy of Sciences IV: 1633–47.
Polat, S., & Kırpık, C. (2013). The attitude of pre-service teachers towards environmental issues. Bartin University Journal of Faculty of Education, 2(1), 2015–2227.
Ritter, A. M., Borchardt, M., Vaccaro, G. L. R., Pereira, G. M., & Almeida, F. (2015). Motivations for promoting the consumption of green products in an emerging country: Exploring attitudes of Brazilian consumers. Journal of Cleaner Production, 106, 507–520.
Scannell, L., & Gifford, R. (2010). The relations between natural and civic place attachment and pro-environmental behavior. Journal of Environmental Psychology, 30, 289–297.
Schuttler, S. G., Stevenson, K., Kays, R., & Dunn, R. R. (2019). Children’s attitudes towards animals are similar across suburban, exurban, and rural areas. PeerJ, 7, e7328.
Sechi, G., Borri, D., De Lucia, C., & Celmins, V. (2018). Environmental learning in regions: A social capital-based approach. The case of Latvia. Environmental Education Research, 24, 343–364.
Shobeiri, S. M., & Prahallada, N. N. (2007). Understanding environmental education curriculum by secondary school students. International Journal of Environmental Research, 1(4), 354–357.
Tabachnick, B. G., & Fidell, L. S. (1996). Using multivariate statistics (3rd ed.). HarperCollins College Publishers.
Tikka, P. M., Kuitunen, M. T., & Tynys, S. M. (2000). Effects of educational background on students’ attitudes, activity levels, and knowledge concerning the environment. The Journal of Environmental Education, 31, 12–19.
Tuncer, G., Ertenpinar, H., Tekkaya, C., & Sungur, S. (2005). Environmental attitudes of young people in Turkey. Environmental Education Research, 11, 215–233.
Uğulu, İ, Akkaya, Z., & Erkol, S. (2013). An investigation on environmental attitudes of gifted students and the assessment in terms of some demographic variables. E-Journal of New World Sciences Academy Education Sciences, 8(4), 400–410.
Uzun, N., & Sağlam, N. (2006). Development and validation of an environmental attitudes scale for high school students. Hacettepe University Journal of Education, 30, 240–250.
UNEP: United nations environment programme. Annual report. 2015. ISBN: 978–92–8073518–5. Accessed November 26, 2020. https://www.unenvironment.org/annualreport/2015/en/index.html
Worsley, A., & Skrzypiec, G. (1998). Environmental attitudes of senior secondary school students in South Australia Elsevier. Global Environmental Change, 8, 209–225.
Yalmanci, S. G. (2015). Investigation of environmental ethics approaches of students in terms of various variables. Anthropologist, 21, 385–394.
Yılmaz, O., Boone, W., & Andersen, H. O. (2004). Views of elementary and middle school Turkish students toward environmental issues. International Journal of Science Education, 26(12), 1527–1546.
Yu, X. (2014). Is environment ‘a city thing’ in China? Rural—Urban differences in environmental attitudes. Journal of Environmental Psychology, 38, 39–48.
Acknowledgements
The authors would like to thank teachers Dr. Zeki İpek, Duygu Kara, Bilge Kocayiğit Beyazid, and Ebru Durmuş for data collecting, and undergraduate biology education students Selim Şahin and Ayşenur Öztürk for data processing.
Funding
This research received no specific grant from any funding agency, commercial, or not-for-profit sectors.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
No potential conflict of interest was reported by the authors.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix 1 Environmental Attitude Scale (EAS)
Appendix 1 Environmental Attitude Scale (EAS)
-
a-
Environmental behaviour sub-scale
-
1.
I watch environmental programs that are broadcast on TV and radio.
-
2.
I read about environmental issues in daily newspapers.
-
3.
I watch environmental documentaries.
-
4.
I read books about environmental issues apart from textbooks.
-
5.
I read popular environmental journals.
-
6.
I read scientific articles about the environment.
-
7.
I warn a person who is damaging the environment without hesitation.
-
8.
I want to voluntarily participate in any activity organized related to the natural environment at school.
-
9.
My friends see me as a person who is sensitive to the environment.
-
10.
If necessary, I am willing to work for a liveable environment for a long time with low pay.
-
11.
I share my knowledge about the environment with my friends.
-
12.
While purchasing a product, I prefer to buy recyclable ones.
-
13.
Even if it is more expensive, I prefer to buy goods that are not harmful to the environment.
-
b-
Environmental Opinion Sub-scale
-
1.
I think that endangered species are exaggerated, that there are many species in nature; so, it is not important for a few of them to be extinct.
-
2.
It is better to spend money on the construction of high-quality roads rather than on historical sites.
-
3.
There is no erosion in our country anymore.
-
4.
Pesticides used in agriculture are useful for the environment.
-
5.
There is nothing wrong to sell areas that have lost their natural characteristics to bring money to our country.
-
6.
Construction of hotels for tourism in national parks and forests should be allowed.
-
7.
For housing, wetlands should be drained so houses can be built there.
-
8.
Since the environment can clean itself, human wastes are not a problem.
-
9.
Ozone layer has especially depleted above the U.S.A., there is no risk concerning Turkey.
-
10.
While going out of a room, turning off the light does not save much energy.
-
11.
In the world, there is so much water that humans can never use all of it.
-
12.
Rapid depletion of our natural resources is a significant threat to our future.
-
13.
Non-planned urbanization is an important problem of Turkey.
-
14.
Continued warming of the earth may cause catastrophes in the future.
Rights and permissions
About this article
Cite this article
Atik, A.D., Işıldar, G.Y. & Erkoç, F. Prediction of secondary school students’ environmental attitudes by a logistic regression model. Environ Dev Sustain 24, 4355–4370 (2022). https://doi.org/10.1007/s10668-021-01618-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10668-021-01618-3