Abstract
Purpose
Resources efficiency and consumption footprint have already been used to assess the impacts of higher education institutions’ (HEI) activities. However, most research has concentrated efforts only on environmental aspects while neglecting the social life cycle perspective. Moreover, there is a lack of studies that consider the context of COVID-19. This paper evaluated the environmental and social impacts associated with consumption patterns in face-to-face vs. remote classes in a Brazilian HEI before and during the pandemic.
Methods
The methodological approach consisted of environmental Life Cycle Assessment (LCA) and social LCA organized with a Multi-Criteria Decision Analysis (MCDA) approach based on the Simple Multi-Attribute Rating Technique Exploiting Rank (SMARTER) method.
Results and discussion
The results revealed that 9/13 of the environmental impact categories indicated the remote class with lower impact results, whereas the results for the direct social impacts were equivalents for the two systems. In terms of indirect social impacts, however, face-to-face classes were more effective, owing to the downstream effects of fuel supply on human rights and community infrastructure. The best-performing system scenario can improve the multicriteria score for the face-to-face system by 25% and for the remote classes by 10%. Mobility was the main area of consumption affecting face-to-face classes, while food was the main priority consumption area for the remote class system. Therefore, improvements in consumption patterns in the HEIs should take these factors into account.
Conclusions
The hybrid class system performance ranked right in the middle of the face-to-face and remote scores, indicating that it should be used to improve environmental and social performance. The context of COVID-19 highlighted the importance of integrating environmental and social aspects into the LCA. The methodological approach developed can be used in future research to advance the knowledge on the implementation of environmental and social LCA in HEIs.
Similar content being viewed by others
Data availability
All data generated or analyzed during this study are included in this published article.
References
ABNT (1993) NBR 7229: design, construction and operations of septic tank systems
Alawamleh M, Al-Twait LM, Al-Saht GR (2022) The effect of online learning on communication between instructors and students during Covid-19 pandemic. Asian Educ Dev Stud 11:380–400. https://doi.org/10.1108/AEDS-06-2020-0131
Ali M, Mustapha I, Osman S, Hassan U (2021) University social responsibility: a review of conceptual evolution and its thematic analysis. J Clean Prod 286:124931. https://doi.org/10.1016/j.jclepro.2020.124931
ANEEL (2022) Residential rates. https://www.gov.br/aneel/pt-br/assuntos/tarifas
Anholon R, Rampasso IS, Silva DAL, Leal Filho W, Quelhas OLG (2020) The COVID-19 pandemic and the growing need to train engineers aligned to the sustainable development goals. Int J Sustain High Educ 21:1269–1275. https://doi.org/10.1108/IJSHE-06-2020-0217
ANP (2022) Historical fuel price series. https://www.gov.br/anp/pt-br/centrais-de-conteudo/dados-abertos/serie-historica-de-precos-de-combustiveis
Antón-Sancho Á, Vergara D, Fernández-Arias P (2021) Self-Assessment of Soft Skills of University Teachers from Countries with a Low Level of Digital Competence. Electronics 10:2532. https://doi.org/10.3390/electronics10202532
ARES-PCJ, 2021. Resolution No. 402 of December 8. https://www.saaesorocaba.com.br/wp-content/uploads/2022/01/resoluco-n-4022021-reajuste-tarifario-saae-sorocaba-1.pdf
Barros MV, Puglieri FN, Tesser DP, Kuczynski O, Piekarski CM (2020) Sustainability at a Brazilian university: developing environmentally sustainable practices and a life cycle assessment case study. Int J Sustain High Educ 21:841–859. https://doi.org/10.1108/IJSHE-10-2019-0309
Begum H, Alam ASAF, Leal Filho W, Awang AH, Ghani ABA (2021) The COVID-19 Pandemic: Are There Any Impacts on Sustainability? Sustainability 13:11956. https://doi.org/10.3390/su132111956
Belton V (1986) A comparison of the analytic hierarchy process and a simple multi-attribute value function. Eur J Oper Res 26:7–21. https://doi.org/10.1016/0377-2217(86)90155-4
Biglari S, Beiglary S, Arthanari T (2022) Achieving sustainable development goals: fact or fiction? J Clean Prod 332:130032. https://doi.org/10.1016/j.jclepro.2021.130032
Biró G, Hulshof K, Ovesen L, Amorim Cruz J (2002) Selection of methodology to assess food intake. Eur J Clin Nutr 56:S25–S32. https://doi.org/10.1038/sj.ejcn.1601426
Bueno G, de Blas M, Pérez-Iribarren E, Zuazo I, Torre-Pascual E, Erauskin A, Etxano I, Tamayo U, García M, Akizu-Gardoki O, León I, Marieta C, Zulueta G, Barrio I (2021) The environmental and social footprint of the university of the Basque country UPV/EHU. J Clean Prod 315:128019. https://doi.org/10.1016/j.jclepro.2021.128019
Bulle C, Margni M, Patouillard L, Boulay A-M, Bourgault G, De Bruille V, Cao V, Hauschild M, Henderson A, Humbert S, Kashef-Haghighi S, Kounina A, Laurent A, Levasseur A, Liard G, Rosenbaum RK, Roy P-O, Shaked S, Fantke P, Jolliet O (2019) IMPACT World+: a globally regionalized life cycle impact assessment method. Int J Life Cycle Assess 24:1653–1674. https://doi.org/10.1007/s11367-019-01583-0
Cabero-Almenara J, Llorente-Cejudo C (2020) Covid-19: Radical transformation of digitization in university institutions. Campus Virtuales 9:25–34
CEASA (2022) Report - monthly average of prices. http://www3.ceasa.gov.br/prohortweb/?page=reports.consulta_relatorio_preco_medio_mensal
Cebrián G, Junyent M, Mulà I (2020) Competencies in Education for Sustainable Development: Emerging Teaching and Research Developments. Sustainability 12:579. https://doi.org/10.3390/su12020579
Clabeaux R, Carbajales-Dale M, Ladner D, Walker T (2020) Assessing the carbon footprint of a university campus using a life cycle assessment approach. J Clean Prod 273:122600. https://doi.org/10.1016/j.jclepro.2020.122600
CONAB (2022) Agricultural, sociobio, and fisheries prices. https://sisdep.conab.gov.br/precosiagroweb/
Crawford J, Cifuentes-Faura J (2022) Sustainability in Higher Education during the COVID-19 Pandemic: A Systematic Review. Sustainability 14:1879. https://doi.org/10.3390/su14031879
Brazilian Central Bank (2021) Currency quotes: quotes and bulletins. https://www.bcb.gov.br/estabilidadefinanceira/historicocotacoes
Edwards W, Barron FH (1994) SMARTS and SMARTER: Improved Simple Methods for Multiattribute Utility Measurement. Organ Behav Hum Decis Process 60:306–325. https://doi.org/10.1006/obhd.1994.1087
Eftimov T, Popovski G, Petković M, Seljak BK, Kocev D (2020) COVID-19 pandemic changes the food consumption patterns. Trends Food Sci Technol. https://doi.org/10.1016/j.tifs.2020.08.017
Erauskin-Tolosa A, Bueno G, Etxano I, Tamayo U, García M, de Blas M, Pérez-Iribarren E, Zuazo I, Torre-Pascual E, Akizu-Gardoki O (2021) Social organisational LCA for the academic activity of the University of the Basque Country UPV/EHU. Int J Life Cycle Assess 26:1648–1669. https://doi.org/10.1007/s11367-021-01940-y
Ferretti V (2016) From stakeholders analysis to cognitive mapping and Multi-Attribute Value Theory: An integrated approach for policy support. Eur J Oper Res 253:524–541. https://doi.org/10.1016/j.ejor.2016.02.054
Ferretti V, Comino E (2015) An integrated framework to assess complex cultural and natural heritage systems with Multi-Attribute Value Theory. J Cult Herit 16:688–697. https://doi.org/10.1016/j.culher.2015.01.007
Filimonau V, Archer D, Bellamy L, Smith N, Wintrip R (2021) The carbon footprint of a UK university during the COVID-19 lockdown. Sci Total Environ 756:143964. https://doi.org/10.1016/j.scitotenv.2020.143964
Findler F, Schönherr N, Lozano R, Stacherl B (2018) Assessing the Impacts of Higher Education Institutions on Sustainable Development—An Analysis of Tools and Indicators. Sustainability 11:59. https://doi.org/10.3390/su11010059
Findler F, Schönherr N, Lozano R, Reider D, Martinuzzi A (2019) The impacts of higher education institutions on sustainable development. Int J Sustain High Educ 20:23–38. https://doi.org/10.1108/IJSHE-07-2017-0114
García-Martín J, García-Sánchez J-N (2022) The Digital Divide of Know-How and Use of Digital Technologies in Higher Education: The Case of a College in Latin America in the COVID-19 Era. Int J Environ Res Public Health 19:3358. https://doi.org/10.3390/ijerph19063358
Genta C, Sanyé-Mengual E, Sala S, Lombardi P (2022) The consumption footprint as possible indicator for environmental impact evaluation at city level. The case study of Turin (Italy). Sustain Cities Soc 79:103679. https://doi.org/10.1016/j.scs.2022.103679
Gherheș V, Stoian CE, Fărcașiu MA, Stanici M (2021) E-learning vs. face-to-face learning: analyzing students’ preferences and behaviors. Sustainability 13:4381. https://doi.org/10.3390/su13084381
Goodwin P, Wright G (2004) Decision analysis for management judgement, 3rd ed. John, Wiley & Sons, Chichester
Grubert E (2018) Rigor in social life cycle assessment: improving the scientific grounding of SLCA. Int J Life Cycle Assess 23:481–491. https://doi.org/10.1007/s11367-016-1117-6
Global University Network for Innovation (2017) Higher Education in the World 6 - Towards a Socially Responsible University: Balancing the Global with the Local. https://www.guninetwork.org/files/download_full_report.pdf
IBGE (2019) Annual industrial survey. https://www.ibge.gov.br/estatisticas/economicas/industria/9044-pesquisa-industrial-anual-produto.html?=&t=downloads
Irish M, Kuso S, Simek M, Zeiler M, Potterton R, Musiat P, Nitsch M, Wagner G, Karwautz A, Bolinski F, Karyotaki E, Rovira CS, Etchemendy E, Herrero R, Mira A, Cormo G, Baños R, Garcia-Palacios A, Ebert DD, Franke M, Zarski A-C, Weisel K, Berger T, Dey M, Schaub MP, Jacobi C, Botella C, Oliver E, Gordon G, Spencer L, Waldherr K, Schmidt U (2021) Online prevention programmes for university students: stakeholder perspectives from six European countries. Eur J Public Health 31:i64–i70. https://doi.org/10.1093/eurpub/ckab040
ISO (2006a) ISO 14040: environmental management - life cycle assessment - principles and framework. Switzerland.
ISO (2006b) ISO 14044: environmental management – life cycle assessment –requirements and guidelines. Switzerland.
Keeney RL, Raiffa H (1976) Decisions with multiple objectives. Wiley, New York
Leal Filho W, Shiel C, Paço A, Mifsud M, Ávila LV, Brandli LL, Molthan-Hill P, Pace P, Azeiteiro UM, Vargas VR, Caeiro S (2019) Sustainable Development Goals and sustainability teaching at universities: Falling behind or getting ahead of the pack? J Clean Prod 232:285–294. https://doi.org/10.1016/j.jclepro.2019.05.309
Lo-Iacono-Ferreira VG, Torregrosa-López JI, Capuz-Rizo SF (2017) Organizational life cycle assessment: suitability for higher education institutions with environmental management systems. Int J Life Cycle Assess 22:1928–1943. https://doi.org/10.1007/s11367-017-1289-8
Lozano R, Ceulemans K, Alonso-Almeida M, Huisingh D, Lozano FJ, Waas T, Lambrechts W, Lukman R, Hugé J (2015) A review of commitment and implementation of sustainable development in higher education: results from a worldwide survey. J Clean Prod 108:1–18. https://doi.org/10.1016/j.jclepro.2014.09.048
Mautong H, Gallardo-Rumbea JA, Alvarado-Villa GE, Fernández-Cadena JC, Andrade-Molina D, Orellana-Román CE, Cherrez-Ojeda I (2021) Assessment of depression, anxiety and stress levels in the Ecuadorian general population during social isolation due to the COVID-19 outbreak: a cross-sectional study. BMC Psychiatry 21:212. https://doi.org/10.1186/s12888-021-03214-1
Norris CB, Norris GA, Azuero L, Pflueger J (2019) Creating Social Handprints: Method and Case Study in the Electronic Computer Manufacturing Industry. Resources 8:176. https://doi.org/10.3390/resources8040176
Norris CB, Norris G, Aulisio D (2013) Social hotspots database
Paredes-Chacín AJ, González AI, Walles-Peñaloza D (2020) Educación superior e investigación en Latinoamérica: Transición al uso de tecnologías digitales por Covid-19/ Higher education and research in Latin America: Transition to the use of digital technologies by Covid-19. Rev. Ciencias Soc. https://doi.org/10.31876/rcs.v26i3.33236
Petti L, Serreli M, Di Cesare S (2018) Systematic literature review in social life cycle assessment. Int J Life Cycle Assess 23:422–431. https://doi.org/10.1007/s11367-016-1135-4
Philippidis G, Shutes L, M’Barek R, Ronzon T, Tabeau A, van Meijl H (2020) Snakes and ladders: world development pathways’ synergies and trade-offs through the lens of the sustainable development goals. J Clean Prod 267:122147. https://doi.org/10.1016/j.jclepro.2020.122147
Pokhrel S, Chhetri R (2021) A Literature Review on Impact of COVID-19 Pandemic on Teaching and Learning. High Educ Futur 8:133–141. https://doi.org/10.1177/2347631120983481
Porru F, Schuring M, Bültmann U, Portoghese I, Burdorf A, Robroek SJW (2022) Associations of university student life challenges with mental health and self-rated health: A longitudinal study with 6 months follow-up. J Affect Disord 296:250–257. https://doi.org/10.1016/j.jad.2021.09.057
Privacy International (2007) Privacy international. https://privacyinternational.org/
PRME (2022) Principles for responsible management education. https://www.unprme.org/about
Pucinelli CM, de Oliveira AA, Nelson Filho P, da Silva LAB, de Castro GPA, Lima RB, da Silva RAB (2022) Online teaching, quality of life and anxiety of Brazilian dental professors during the COVID-19 outbreak. Braz Oral Res 36. https://doi.org/10.1590/1807-3107bor-2022.vol36.0036
Purcell WM, Henriksen H, Spengler JD (2019) Universities as the engine of transformational sustainability toward delivering the sustainable development goals. Int J Sustain High Educ 20:1343–1357. https://doi.org/10.1108/IJSHE-02-2019-0103
Ramirez PKS, Petti L, Haberland NT, Ugaya CML (2014) Subcategory assessment method for social life cycle assessment. Part 1: methodological framework. Int J Life Cycle Assess 19:1515–1523. https://doi.org/10.1007/s11367-014-0761-y
Ramos Huarachi DA, Piekarski CM, Puglieri FN, de Francisco AC (2020) Past and future of social life cycle assessment: historical evolution and research trends. J Clean Prod 264:121506. https://doi.org/10.1016/j.jclepro.2020.121506
Ranjbari M, Shams Esfandabadi Z, Zanetti MC, Scagnelli SD, Siebers P-O, Aghbashlo M, Peng W, Quatraro F, Tabatabaei M (2021) Three pillars of sustainability in the wake of COVID-19: a systematic review and future research agenda for sustainable development. J Clean Prod 297:126660. https://doi.org/10.1016/j.jclepro.2021.126660
Rapanta C, Botturi L, Goodyear P, Guàrdia L, Koole M (2020) Online University Teaching During and After the Covid-19 Crisis: Refocusing Teacher Presence and Learning Activity. Postdigital Sci Educ 2:923–945. https://doi.org/10.1007/s42438-020-00155-y
Ruiz-Roso MB, de C Padilha P, Mantilla-Escalante DC, Ulloa N, Brun P, Acevedo-Correa D, Peres WAF, Martorell M, Aires MT, de O Cardoso L, Carrasco-Marín F, Paternina-Sierra K, Rodriguez-Meza JE, Montero PM, Bernabè G, Pauletto A, Taci X, Visioli F, Dávalos A (2020) Confinamiento del Covid-19 y cambios en las tendencias alimentarias de los adolescentes en Italia, España, Chile, Colombia y Brasil. Nutrients 12:1–18. https://doi.org/10.3390/nu12061807
Saade MRM, Gomes V, Gomes da Silva M (2021) LCA—interpretation of results, in: life cycle engineering and management of products. Springer International Publishing, Cham, pp. 121–141. https://doi.org/10.1007/978-3-030-78044-9_6
Sala S, Cerutti A, Pant R (2018) Development of a weighting approach for the Environmental Footprint. Luxembourg. https://doi.org/10.2760/945290
Saladino V, Algeri D, Auriemma V (2020) The psychological and social impact of covid-19: new perspectives of well-being. Front Psychol 11. https://doi.org/10.3389/fpsyg.2020.577684
Salas-Pilco SZ, Yang Y, Zhang Z (2022) Student engagement in online learning in Latin American higher education during the COVID-19 pandemic: A systematic review. Br J Educ Technol 53:593–619. https://doi.org/10.1111/bjet.13190
Salta K, Paschalidou K, Tsetseri M, Koulougliotis D (2022) Shift From a Traditional to a Distance Learning Environment during the COVID-19 Pandemic. Sci Educ 31:93–122. https://doi.org/10.1007/s11191-021-00234-x
Sangwan KS, Bhakar V, Arora V, Solanki P (2018) Measuring Carbon Footprint of an Indian University Using Life Cycle Assessment. Procedia CIRP 69:475–480. https://doi.org/10.1016/j.procir.2017.11.111
Sari T, Nayır F (2020) Challenges in distance education during the (Covid-19) pandemic period. Qual Res Educ 9:328. https://doi.org/10.17583/qre.2020.5872
Scarmozzino F, Visioli F (2020) Covid-19 and the Subsequent Lockdown Modified Dietary Habits of Almost Half the Population in an Italian Sample. Foods 9:675. https://doi.org/10.3390/foods9050675
Severo EA, De Guimarães JCF, Dellarmelin ML (2021) Impact of the COVID-19 pandemic on environmental awareness, sustainable consumption and social responsibility: evidence from generations in Brazil and Portugal. J Clean Prod 286:124947. https://doi.org/10.1016/j.jclepro.2020.124947
Sherry J, Tivona S (2022) Reducing the environmental impact of food service in universities using life cycle assessment. Int J Sustain High Educ. https://doi.org/10.1108/IJSHE-06-2021-0224
Shields R (2019) The sustainability of international higher education: Student mobility and global climate change. J Clean Prod 217:594–602. https://doi.org/10.1016/j.jclepro.2019.01.291
Sigahi TFAC, Kawasaki BC, Bolis I, Morioka SN (2021) A systematic review on the impacts of Covid-19 on work: Contributions and a path forward from the perspectives of ergonomics and psychodynamics of work. Hum Factors Ergon Manuf Serv Ind 31:375–388. https://doi.org/10.1002/hfm.20889
Silva DAL, de Oliveira JA, Saavedra YMB, Ometto AR, i Pons Rieradevall J, Gabarrell Durany X (2015) Combined MFA and LCA approach to evaluate the metabolism of service polygons: A case study on a university campus. Resour Conserv Recycl 94:157–168. https://doi.org/10.1016/j.resconrec.2014.11.001
Silva DAL, Giusti G, Rampasso IS, Junior ACF, Marins MAS, Anholon R (2021) The environmental impacts of face-to-face and remote university classes during the COVID-19 pandemic. Sustain Prod Consum 27:1975–1988. https://doi.org/10.1016/j.spc.2021.05.002
Silva DAL, Giusti G, Rampasso IS, Junior ACF, Anholon R (2022) Life cycle assessment teaching innovation: experiences from a Brazilian higher education institution. Int J Sustain High Educ. https://doi.org/10.1108/IJSHE-08-2021-0357
Singh J, Steele K, Singh L (2021) Combining the Best of Online and Face-to-Face Learning: Hybrid and Blended Learning Approach for COVID-19, Post Vaccine, & Post-Pandemic World. J Educ Technol Syst 50:140–171. https://doi.org/10.1177/00472395211047865
Sining M, Sharaai AH, Wafa W (2022) A study of social well-being among university students. Int J Life Cycle Assess 27:492–504. https://doi.org/10.1007/s11367-022-02029-w
UNEP, SETAC (2020) Guidelines for social life cycle assessment of products and organizations 2020. United Nations Environment Programme
USRN (2021) University social responsibility network. https://www.usrnetwork.org/about-usrn/background-introduction/
Vallaeys F, Oliveira MLS, Crissien T, Solano D, Suarez A (2022) State of the art of university social responsibility: a standardized model and compared self-diagnosis in Latin America. Int J Educ Manag 36:325–340. https://doi.org/10.1108/IJEM-05-2020-0235
Von Winterfeldt D, Edwards W (1986) Decision analysis and behavioral research. Cambridge University Press, New York
Wafa W, Sharaai AH, Matthew NK, Ho SAJ, Akhundzada NA (2022) Organizational Life Cycle Sustainability Assessment (OLCSA) for a Higher Education Institution as an Organization: A Systematic Review and Bibliometric Analysis. Sustainability 14:2616. https://doi.org/10.3390/su14052616
Wamsler C (2020) Education for sustainability. Int J Sustain High Educ 21:112–130. https://doi.org/10.1108/IJSHE-04-2019-0152
Weidema C, Bauer R, Hischier C, Mutel T, Nemecek J, Reinhard CO, Vadenbo G (2013) Wenet data quality guideline for the ecoinvent database version 3 ecoinvent report 1. Swiss
Zhang SX, Batra K, Xu W, Liu T, Dong RK, Yin A, Delios AY, Chen BZ, Chen RZ, Miller S, Wan X, Ye W, Chen J (2022) Mental disorder symptoms during the COVID-19 pandemic in Latin America – a systematic review and meta-analysis. Epidemiol Psychiatr Sci 31:e23. https://doi.org/10.1017/S2045796021000767
Funding
This work was supported by the Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) under grants 302722/2019-0 and 150662/2022-0; the Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP), under grant 2021/06685-1; and the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Finance Code 001.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
Additional information
Communicated by Marzia Traverso.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Giusti, G., Farrapo Junior, A.C., Sigahi, T.F.A.C. et al. A multicriteria approach for consumption footprint in higher education institutions before and during the COVID-19 pandemic. Int J Life Cycle Assess 28, 1735–1755 (2023). https://doi.org/10.1007/s11367-023-02225-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11367-023-02225-2