skip to main content

Investigating the Environmental and the Energy Saving Behavior among School Principals through Classification Algorithms

1School of Business, Economics and Social Sciences, Department of Business Administration, University of West Attica, 250 Thivon & P. Ralli str, 12244 Egaleo, Greece

2School of Electrical and Computer Engineering, Electric Power Division, Photometry Laboratory, National Technical University of Athens, 15780 Athens, Greece

3Department of Business Administration, DigiT.DSS.Lab, University of West Attica, 250 Thivon & P. Ralli str, 12244 Egaleo, Greece

Received: 26 Nov 2021; Revised: 2 Jan 2022; Accepted: 15 Jan 2022; Available online: 30 Jan 2022; Published: 5 May 2022.
Editor(s): H. Hadiyanto
Open Access Copyright (c) 2022 The Authors. Published by Centre of Biomass and Renewable Energy (CBIORE)
Creative Commons License This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Citation Format:
Abstract

Buildings are a significant energy consumption point since they account for 40% of the total energy demand and around 1/3 of greenhouse gas emissions. Energy-saving measures applied in the residential sector have led to a reduction in energy consumption during the last decade. On the contrary, such measures have not been widely applied in school buildings, although education is the second-largest energy consumer in the service sector. This paper aims to assess school principals' perceptions concerning energy saving and the environment since they are responsible for promoting energy-saving measures and investments and inspiring students and school personnel towards environmentally friendly behavior. Using survey data from Greek schools, we applied predictive classification models to locate the most critical variables that drive principals' perceptions of energy upgrading and energy-saving actions at school. Results revealed that the positive environmental perceptions of principals, the level of knowledge on Renewable Energy Sources (RES) and the active energy-saving behavior are related to energy-saving actions and energy upgrading in school environment. Furthermore, the creation of more RES oriented courses is related to positive energy-saving behavior and actions. Thus, emphasis should be put on educating and informing the school principals concerning RES technologies and energy-saving options since they are critical players in applying energy-saving measures in school buildings

Fulltext View|Download
Keywords: environmental behavior; school environment; renewable energy; energy-saving; school building; classification algorithms

Article Metrics:

  1. Acharya, B., Adhikari, S. (2021). Household energy consumption and adaptation behavior during crisis: Evidence from Indian economic blockade on Nepal. Energy Policy, 148, Part B, 111998
  2. Ailworth, E. (2018). Management -- Business Education: Wind, Solar College Degrees Gain Steam - Schools offer renewable-energy programs as demand from companies rises in the small but growing industry. The Wall Street Journal. Eastern edition, 2018-05-03
  3. Alawin, AA. ; Rahmeh, TA. ; Jaber, JO. ; Loubani, S. ; Dalu, SA. ; Awad, W. ; Dalabih, A. (2016). Renewable energy education in engineering schools in Jordan: Existing courses and level of awareness of senior students. Renewable & sustainable energy reviews, 65, 308-318
  4. Alba-Flores, R. ; Kirkland, T. (2018). Research Experience for Secondary School Teachers on Renewable Energy: Design and Implementation of a Small Scale Solar Tracker. Association for Engineering Education - Engineering Library Division Papers, 2018-04-06
  5. Bachmann, C. ; Tang, J. ; Puffenbarger, C. ; Kauffman, M. (2008). Engineering For Non Engineering Schools: A Hands-On Educational Curriculum That Addresses The Need For Renewable Energy Through Undergraduate Research And Applied Science. Association for Engineering Education - Engineering Library Division Papers, 2008-06-22, 13.509.1
  6. Bahzar, M. (2019). Effects of green transformational and ethical leadership on green creativity, eco-innovation and energy efficiency in higher education sector of Indonesia. International Journal of Energy Economics and Policy, 9 (6), 408-414. DOI: 10.32479/ijeep.8372
  7. Bayles, T. ; Rice, J. ; Russ, G. ; Monterastelli, T. (2007). High School Outreach: A Look At Renewable Energy. Association for Engineering Education - Engineering Library Division Papers, 2007-06-24, p.12.805.1
  8. Bojic, M. (2004). Education and training in renewable energy sources in Serbia and Montenegro. Renewable Energy, 29 (10), 1631-1642. DOI: 10.1016/j.renene.2004.02.004
  9. Buldur, S. ; Bursal, M. ; Yalcin E., Nazan ; Yucel, E. (2020). The impact of an outdoor education project on middle school students’ perceptions and awareness of the renewable energy. Renewable & sustainable energy reviews, 2020, 134, 110364
  10. Bull, R.; Romanowicz, J.; Jennings, N.; Laskari, M.; Stuart, G.; Everitt, D. (2018). Competing priorities: lessons in engaging students to achieve energy savings in universities. International journal of sustainability in higher education, 19 (7), 1220-1238
  11. Bulunga, AAL.; Thondhlana, G. (2018). Action for increasing energy-saving behaviour in student residences at Rhodes University, South Africa. International journal of sustainability in higher education, 19 (4), 773-789
  12. Caldwell, K.A., Vaughn, L.A., Harrod, E., Harrod, J. (2019). Social marketing-enhanced home energy education encourages the adoption of energy-saving practices. Journal of Extension, 57(5), 5RIB3
  13. Chatterjee, A. ; Brent, A. ; Rayudu, R. ; Verma, P. (2019). Microgrids for rural schools: An energy-education accord to curb societal challenges for sustainable rural developments. International journal of renewable energy development, 8 (3), 231-241
  14. Cooke, R., Cripps, A., Irwin, A., Kolokotroni, M. (2007). Alternative energy technologies in buildings: Stakeholder perceptions. Renewable Energy 32, 2320-2333
  15. Cotton, D.; Shiel, C.; Paco, A. (2016). Energy-saving on campus: a comparison of students' attitudes and reported behaviours in the UK and Portugal. Journal of Cleaner Production, 129, 586-595
  16. Cotton, D.R.E., Miller, W., Winter, J., Bailey, I., Sterling, S. (2015). Developing students’ energy literacy in higher education. International Journal of Sustainability in Higher Education, 16 (4), 456-473. DOI: 10.1108/IJSHE-12-2013-0166
  17. Dascalaki, E., Kontoyiannidis, S., Balaras, K., Droutsa, K. (2013). Energy certification of Hellenic buildings: First findings. Energy and Buildings 65, 429–437
  18. Dascalaki, E, Sermpetzoglou, V. (2011). Energy performance and indoor environmental quality in Hellenic schools. Energy and Buildings. 43; 718–727
  19. Demircioglu, S.; Selcuk, GS. (2016). The effect of the case-based learning method on high school physics students' conceptual understanding of the unit on energy. Asia-Pacific forum on science learning and teaching, 17 (2), 1-25
  20. Diakaki, D., Grigoroudis, E., Kolokotsa, D. (2013). Performance study of a multi-objective mathematical programming modelling approach for energy decision-making in buildings. Energy, 59, 534-542
  21. Diakoulaki, D. (2014). Energy sector in Greece in an crisis epoch: Challenges and Perspectives [in Greek] Available at: https://www.hba.gr/5Ekdosis/UplPDFs/sylltomos14/291-304%20Diakoulaki%202014.pdf
  22. Dimoudi, A., Kostarela, P. (2009). Energy monitoring and conservation potential in school buildings in the C’ climatic zone of Greece. Renewable Energy 34(1), 289-296
  23. Dorji, U.; Panjaburee, P.; Srisawasdi, N. (2015). Gender differences in students' learning achievements and awareness through residence energy-saving game-based inquiry playing. Journal of computers in education (the official journal of the Global Chinese Society for Computers in Education), 2 (2), 227-243
  24. Doukas, H., Malamatenios, X., Gkonis, N. (2017). European policies on energy savings and buildings renovation. Energy and Environment [In Greek]. Available at: https://www.alunet.gr/2017/01/4351v3
  25. Doulos, L.T., Kontadakis, A., Madias, E.N., Sinou, M., Tsangrassoulis, A. (2019). Minimizing energy consumption for artificial lighting in a typical classroom of a Hellenic public school aiming for near Zero Energy Building using LED DC luminaires and daylight harvesting systems. Energy & Buildings 194, 201–217
  26. Drosos D., Kyriakopoulos G.L., Ntanos S., Parissi A. (2021). School Managers Perceptions towards Energy Efficiency and Renewable Energy Sources. International Journal of Renewable Energy Development, 10(3), 573-584. https://doi.org/10.14710/ijred.2021.36704
  27. Du, J.; Pan, W. (2021). Examining energy-saving behaviors in student dormitories using an expanded theory of planned behavior. Habitat international, 107
  28. Farhad S.; Kandray Sr DE.; Sinaki MY. (2019). Undergraduate Students' Research on Energy Saving in Industrial Robots: Effect of Regular and Irregular Meetings on Deductive Research. Association for Engineering Education - Engineering Library Division Papers, 2019-06-15
  29. Fateh, B., Zrelli, M.H. (2019). Renewable and non-renewable electricity consumption, environmental degradation and economic development: Evidence from Mediterranean countries. Energy Policy, 133, 110929. DOI: 10.1016/J.ENPOL.2019.110929
  30. Favaloro, T. ; Jenkins, BM. ; Lehmann, M. ; Træholt, C. ; Lipschutz, RD ; Kornbluth, KL. ; Isaacson MS. (2017). Setting the Foundations for International and Cross-disciplinary Innovation: The U.S.-Denmark Summer School "Renewable Energy: In Practice". Association for Engineering Education - Engineering Library Division Papers, 2017-06-24
  31. Frank, E.; Hall, M.A.; Witten. IH. The Weka Workbench. Online Appendix for "Data Mining: Practical Machine Learning Tools and Techniques", Morgan Kaufmann, 4th Edition, 2016
  32. Geraldi, M.S., Ghisi, E. (2020). Mapping the energy usage in Brazilian public schools. Energy and Buildings, 224, 110209. https://www.sciencedirect.com/science/article/abs/pii/S0378778820302954
  33. Giannarakis, G.; Zafeiriou, E.; Arabatzis, G.; Partalidou, X. (2018). Determinants of corporate climate change disclosure for European firms. Corporate Social Responsibility and Environmental Management. 25(3), 281-294
  34. Gilmanshin, IR.; Gilmanshina, SI. (2017). Competence formation of engineering directions students in the field of energy-saving as a way to create new generation technologies. IOP conference series. Materials Science and Engineering, 240 (1), 12022
  35. Górecki, W., Kotyza, J., Hałaj, E., Luboń, W., Pełka, G., Sowiz Dz Ał, A., Dawiec, D., Smaczna, P., Malik, D. (2020). Education and research in the field of renewable sources of energy in the Centre of Sustainable Development and Energy Savings WGGIOS AGH in Miekinia. E3S Web of Conferences, 154, 07006. DOI: 10.1051/e3sconf/202015407006
  36. Gormally, A.M., O'Neill, K., Hazas, M.D., Bates, O.E.G., Friday, A.J. (2019). ‘Doing good science’: The impact of invisible energy policies on laboratory energy demand in higher education. Energy Research and Social Science, 52, 123-131. DOI: 10.1016/j.erss.2019.02.012
  37. Hong, H-Y.; Lin, P-Y. (2019). Elementary students enhancing their understanding of energy-saving through idea-centered collaborative knowledge-building scaffolds and activities. Educational technology research and development, 67 (1), 63-83
  38. Katircioglu, S.T. (2014). Estimating higher education induced energy consumption: The case of Northern Cyprus. Energy, 66, 831-838. DOI: 10.1016/j.energy.2013.12.040
  39. Kim, A.A., Sunitiyoso, Y., Medal, L.A. (2019). Understanding facility management decision making for energy efficiency efforts for buildings at a higher education institution. Energy and Buildings, 199, 197-215. DOI: 10.1016/j.enbuild.2019.06.044
  40. Kyriakopoulos G., Ntanos, S., Asonitou, S. (2020). Investigating the environmental behavior of business and accounting university students, International Journal of Sustainability in Higher Education, 21(), 819-839. https://doi.org/10.1108/IJSHE-11-2019-0338
  41. Lefkeli, S.; Manolas, E.; Ioannou, K.; Tsantopoulos, G. (2018). Socio-cultural impact of energy-saving: Studying the behaviour of elementary school students in Greece. Sustainability, 10 (3), 737
  42. Maleviti, E., Mulugetta, Y., Wehrmeyer, W. (2011). Environmental Attitudes and Energy Initiatives within the Hellenic Hotel Sector. R.J. Howlett, L.C. Jain, & S.H. Lee (Eds.): Sustainability in Energy and Buildings, SIST 7, pp. 225–235. Available at: https://link.springer.com/chapter/10.1007/978-3-642-17387-5_23
  43. Maleviti, E., Mulugetta, Y., Wehrmeyer, W. (2012). Energy consumption and attitudes for the promotion of sustainability in buildings", International Journal of Energy Sector Management, 6(2), 213 – 227. Available at: http://dx.doi.org/10.1108/17506221211242077
  44. Markóczi RI.; Erzsébet, J. ; Enikő, K. ; Károly, T. ; Judit, UV ; János, M, (2019). Primary and secondary school students’ knowledge related to renewable energy and some of its influencing factors. Journal of Baltic science education, 18 (6), 924-942
  45. Muraj, I., Veršić, Z., Binicki, M. (2020). Sustainability, Environmental Performance and Energy Efficiency in Higher Education: Faculty of Architecture, University of Zagreb. IOP Conference Series: Earth and Environmental Science, 410 (1), 012088. DOI: 10.1088/1755-1315/410/1/012088
  46. Novitasari, D. ; Hidayat, S. ; Puruhito, DD. ; Arruzi, RK. ; Aliyah, F. ; Mahfud, A. (2019). An Efforts to Maintain the Sustainability of Renewable Energy System in Rural Area through Green School Education Model. IOP conference series. Earth and environmental science, 353 (1), 12051
  47. Ntona, E.; Arabatzis, G.; Kyriakopoulos GL. (2015). Energy-saving: Views and attitudes of students in secondary education. Renewable & sustainable energy reviews, 46, 1-15
  48. Odyssee-Mure Project (2021) “Energy Efficiency Trends in Buildings”, available at: https://www.odyssee-mure.eu/publications/policy-brief/buildings-energy-efficiency-trends.html (accessed 20 June 2021)
  49. OECD (2018). The Greek education system in context, in Education for a Bright Future in Greece, OECD Publishing, Paris. DOI: https://doi.org/10.1787/9789264298750-3-en
  50. Paduchowska, J.; Żabnieńska-Góra, A.; Polarczyk, I.; Piekarska, K.; Danielewicz, J.; Kaźmierczak, B.; Kutyłowska, M.; Jouhara, H.; Sayegh, M.A. (2019). E3S web of conferences, 116, 56
  51. Pallis, P., Gkonis, N., Varvagiannis, E., Braimakis, K., Karellas, S., Katsaros, M., Vourliotis, P., Sarafianos, P. (2019). Towards NZEB in Greece: A comparative study between cost optimality and energy efficiency for newly constructed residential buildings. Energy and Buildings, 198, 115-137. https://www.sciencedirect.com/science/article/pii/S0378778819301641 - !
  52. Pereira, L.D., Raimondo, S., Corgnati, P., da Silva, M.G. (2014). Energy consumption in schools – A review paper. Renew. Sustain. Energy Rev. 40, 911-922
  53. Petidis, I. ; Aryblia, M. ; Daras, Tryfon ; Tsoutsos, T. (2018). Energy-saving and thermal comfort interventions based on occupants’ needs: A students’ residence building case. Energy and buildings, 174, 347-364
  54. Petratos, P., Damaskou, E. (2015). Management strategies for sustainability education, planning, design, energy conservation in California higher education. International Journal of Sustainability in Higher Education, 16 (4), 576-603
  55. Platis, MI.; Romanowicz, J. (2020). Integrating Energy Saving Awareness into Student Engagement-Based Teaching and Learning Process. Sustainability, 12 (22), 9626
  56. Probert, T. (2011). Renewable energy education: PEi goes back to school. Power engineering international, 19 (5), 174
  57. Sari, L H ; Rauzi, E N ; Muslimsyah ; Mahmud, M (2021). Sun-path model as a simple helping tool for architecture students in understanding saving energy building design. IOP conference series. Materials Science and Engineering, 1087 (1), 12017
  58. Skordoulis, M., Ntanos, S., & Arabatzis, G. (2020). Socioeconomic evaluation of green energy investments: Analyzing citizens’ willingness to invest in photovoltaics in Greece. International Journal of Energy Sector Management, 14 (5), 871-890
  59. Skordoulis, M., Ntanos, S., Kyriakopoulos, G. L., Arabatzis, G., Galatsidas, S., & Chalikias, M. (2020b). Environmental innovation, open innovation dynamics and competitive advantage of medium and large-sized firms. Journal of Open Innovation: Technology, Market, and Complexity, 6 (4), 195
  60. Soares, N., Pereira, L.D., Ferreira, J., Conceição, P., da Silva, P.P. (2015). Energy efficiency of higher education buildings: A case study. International Journal of Sustainability in Higher Education, 16 (5), 669-691. DOI: 10.1108/IJSHE-11-2013-0147
  61. Sovacool, BK. ; Ryan, SE (2016). The geography of energy and education: Leaders, laggards, and lessons for achieving primary and secondary school electrification. Renewable & sustainable energy reviews, 58, 107-123
  62. Spangenberger, P. ; Matthes, N. ; Kruse, L. ; Draeger, I. ; Narciss, S. ; Kapp, F. (2020). Experiences with a Serious Game Introducing Basic Knowledge About Renewable Energy Technologies: A Practical Implementation in a German Secondary School. Journal of education for sustainable development, 14 (2), 253-270
  63. Stone, C. (2011). Renewable energy education at the Colorado School of Mines: A survey of development. 2011 Frontiers in Education Conference (FIE), 2011-10, S2H-1-S2H-7
  64. Strong, SA (2013). The effects of direct observation on student responses in the renewable energy REU program at Colorado School of Mines. IEEE Frontiers in Education Conference (FIE), 985-991
  65. Sulistyowati, P ; Utomo, D W ; Batlolona, JR ; Saregar, A ; Hudha, M N ; Yusro, A C (2019). Practicing Energy Saving Habits of Elementary Students Through Development of Lectora Inspire Software Based Instructional Media. Journal of physics. Conference series, IOP Publishing, 1381 (1), 12040
  66. Thewes, A., Maas, S., Scholzen, F., Waldmann, D., Zürbes, A. (2014). Field study on the energy consumption of school buildings in Luxembourg, Energy and Buildings 68, 460-470. DOI: 10.1016/j.enbuild.2013.10.002
  67. Wang, Y.; Zhao, F-Y ; Kuckelkorn, J.; Li, X-H; Wang, H-Q. (2014a). Indoor air environment and night cooling energy efficiency of a southern German passive public school building operated by the heat recovery air conditioning unit. Energy and buildings, 81, 9-17
  68. Wang, Y.; Zhao, F-Y.; Kuckelkorn, J. ; Liu, D.; Liu, Li-Qun; Pan, X-C (2014b). Cooling energy efficiency and classroom air environment of a school building operated by the heat recovery air conditioning unit. Energy (Oxford), 64, 991-1001
  69. Yang, R.; Yue, C.; Li, J. ; Zhu, J. ; Chen, H. ; Wei, J. (2020). The Influence of Information Intervention Cognition on College Students' Energy-Saving Behavior Intentions. International journal of environmental research and public health, 17 (5), 1659
  70. Zeer, E.; Symaniuk, E.; Pecherkina, A.; Stepanova, A.; Symaniuk, N.; Terlyga, N.; Kortov, S.; Balk, I. (2016). The model of creation of energy-saving competence of students of high school. E3S Web of Conferences, 6, 3007
  71. Zeiler, W., Boxem, G. (2013). Net-zero energy building schools. Renewable Energy 49, 282-286
  72. Zerinou, I.; Karasmanaki, E.; Ioannou, K.; Andrea, V.; Tsantopoulos, G. (2020). Energy Saving: Views and Attitudes among Primary School Students and Their Parents. Sustainability, 12 (15), 6206
  73. Zhang, A., Bokel, R., van den Dobbelsteen, A., Sun, Y., Huang, Q., Zhang, Q. (2017). Optimization of thermal and daylight performance of school buildings based on a multi-objective genetic algorithm in the cold climate of China. Energy and Buildings 139, 371–384
  74. Zhao, S.; Song, Q.; Wang, C. (2019). Characterizing the Energy-Saving Behaviors, Attitudes and Awareness of University Students in Macau. Sustainability, 11 (22), 6341
  75. Zografidou, E.; Petridis, K.; Petridis, N.; Arabatzis, G. (2017). A financial approach to renewable energy production in Greece using goal programming. Renewable Energy, 108, 37–51
  76. Zolotukhina, Y.; Makarova, T.; Dakhin, S.; Prokshits, E.; Zheltenkov, A ; Mottaeva, A. (2020). Motivation of forming professional competences of students in the field of energy-saving. E3S web of conferences, 164, 12023

Last update:

  1. Antecedents of students' intention to be sustainable accountants: evidence from Indonesia

    Stephana Dyah Ayu Ratnaningsih, Imam Ghozali, Puji Harto. Arab Gulf Journal of Scientific Research, 2024. doi: 10.1108/AGJSR-08-2023-0366
  2. Impact of Climate Change Beliefs on Youths’ Engagement in Energy-Conservation Behavior: The Mediating Mechanism of Environmental Concerns

    Ping Han, Zepeng Tong, Yan Sun, Xuefeng Chen. International Journal of Environmental Research and Public Health, 19 (12), 2022. doi: 10.3390/ijerph19127222
  3. Operational Planning and Design of Market-Based Virtual Power Plant with High Penetration of Renewable Energy Sources

    Zahid Ullah, Muhammad Baseer. International Journal of Renewable Energy Development, 11 (3), 2022. doi: 10.14710/ijred.2022.44586
  4. Quantification of household electricity consumption for supporting energy efficiency of urban metabolism: Material flow analysis

    Sharif Shofirun Sharif Ali, Saraswathy Kasavan, Muhammad Rizal Razman, Azahan Awang, Pedro J. Zarco-Periñán. International Journal of Renewable Energy Development, 13 (5), 2024. doi: 10.61435/ijred.2024.60267
  5. Environmental Credit Constraints and the Enterprise Choice of Environmental Protection Behavior

    Chunrong Yan, Xintian Xiang, Liping Li, Guoxiang Li. Sustainability, 15 (24), 2023. doi: 10.3390/su152416638
  6. Application of research on carbon neutral strategy of physical education teaching based on attention mechanism in digital energy transformation

    Tianlei Yuan, Feng Cai, HuiJun Han. Frontiers in Environmental Science, 12 , 2024. doi: 10.3389/fenvs.2024.1268603

Last update: 2024-11-18 02:57:33

No citation recorded.