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Published in: Artificial Intelligence Review 1/2022

03-06-2021

An extended hesitant fuzzy set using SWARA-MULTIMOORA approach to adapt online education for the control of the pandemic spread of COVID-19 in higher education institutions

Authors: Mahyar Kamali Saraji, Abbas Mardani, Mario Köppen, Arunodaya Raj Mishra, Pratibha Rani

Published in: Artificial Intelligence Review | Issue 1/2022

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Abstract

The world has been challenged since late 2019 by COVID-19. Higher education institutions have faced various challenges in adapting online education to control the pandemic spread of COVID-19. The present study aims to conduct a survey study through the interview and scrutinizing the literature to find the key challenges. Subsequently, an integrated MCDM framework, including Stepwise Weight Assessment Ratio Analysis (SWARA) and Multiple Objective Optimization based on Ratio Analysis plus Full Multiplicative Form (MULTIMOORA), is developed. The SWARA procedure is applied to the analysis and assesses the challenges to adapt the online education during the COVID-19 outbreak, and the MULTIMOORA approach is utilized to rank the higher education institutions on hesitant fuzzy sets. Further, an illustrative case study is considered to express the proposed idea's feasibility and efficacy in real-world decision-making. Finally, the obtained result is compared with other existing approaches, confirming the proposed framework's strength and steadiness. The identified challenges were systemic, pedagogical, and psychological challenges, while the analysis results found that the pedagogical challenges, including the lack of experience and student engagement, were the main essential challenges to adapting online education in higher education institutions during the COVID-19 outbreak.

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Literature
go back to reference Anderson T (2008) Towards a theory of online learning. Theory Pract Online Learn 2:109–119 Anderson T (2008) Towards a theory of online learning. Theory Pract Online Learn 2:109–119
go back to reference Arbaugh JB (2005) Is there an optimal design for on-line MBA courses? Acad Manag Learn Educ 4(2):135–149 Arbaugh JB (2005) Is there an optimal design for on-line MBA courses? Acad Manag Learn Educ 4(2):135–149
go back to reference Atanassov K (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96MATH Atanassov K (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96MATH
go back to reference Babu J, Jayakumar P (2020) Academic engagement of college students during the national lockdown due to Covid-19. GIS-Bus 15:463–482 Babu J, Jayakumar P (2020) Academic engagement of college students during the national lockdown due to Covid-19. GIS-Bus 15:463–482
go back to reference Bates AT, and San Francisco JBI (2001) Managing Technological Change-Strategies for Colleges and University Leaders, New technology in the human services), p. 55 Bates AT, and San Francisco JBI (2001) Managing Technological Change-Strategies for Colleges and University Leaders, New technology in the human services), p. 55
go back to reference Bennett S, Lockyer L (2004) Becoming an online teacher: adapting to a changed environment for teaching and learning in higher education. Educ Media Int 41(3):231–248 Bennett S, Lockyer L (2004) Becoming an online teacher: adapting to a changed environment for teaching and learning in higher education. Educ Media Int 41(3):231–248
go back to reference Brauers WK, Zavadskas EK (2006) the moora method and its application to privatization in a transition economy. Control Cybern 35:445–469MathSciNetMATH Brauers WK, Zavadskas EK (2006) the moora method and its application to privatization in a transition economy. Control Cybern 35:445–469MathSciNetMATH
go back to reference Brauers WKM, Zavadskas EK (2010) Project Management by Multimoora as an Instrument for Transition Economies. Technol Econ Dev Econ 16(1):5–24 Brauers WKM, Zavadskas EK (2010) Project Management by Multimoora as an Instrument for Transition Economies. Technol Econ Dev Econ 16(1):5–24
go back to reference Brauers WKM, Zavadskas EK (2012) Robustness of multimoora: a method for multi-objective optimization. Informatica 23(1):1–25MathSciNetMATH Brauers WKM, Zavadskas EK (2012) Robustness of multimoora: a method for multi-objective optimization. Informatica 23(1):1–25MathSciNetMATH
go back to reference Damary R, Markova T, Pryadilina N (2017) Key Challenges of on-line education in multi-cultural context. Procedia Soc Behav Sci 237:83–89 Damary R, Markova T, Pryadilina N (2017) Key Challenges of on-line education in multi-cultural context. Procedia Soc Behav Sci 237:83–89
go back to reference Esfijani A (2018) Measuring quality in online education: a meta-synthesis. Am J Distance Educ 32(1):57–73 Esfijani A (2018) Measuring quality in online education: a meta-synthesis. Am J Distance Educ 32(1):57–73
go back to reference Evans T, Haughey M, Murphy D (2008) International handbook of distance education. Emerald Group Publishing Evans T, Haughey M, Murphy D (2008) International handbook of distance education. Emerald Group Publishing
go back to reference Ganza W (2012) The Impact of Online Professional Development on Online Teaching in Higher Education Ganza W (2012) The Impact of Online Professional Development on Online Teaching in Higher Education
go back to reference Gewin V (2020) Five tips for moving teaching online as Covid-19 takes hold. Nature 580(7802):295–296 Gewin V (2020) Five tips for moving teaching online as Covid-19 takes hold. Nature 580(7802):295–296
go back to reference Gillett-Swan J (2017) The challenges of online learning: supporting and engaging the isolated learner. J Learn Des 10(1):20–30 Gillett-Swan J (2017) The challenges of online learning: supporting and engaging the isolated learner. J Learn Des 10(1):20–30
go back to reference Gössling S, Scott D, Hall CM (2020) Pandemics, tourism and global change: a rapid assessment of Covid-19. JSustain Tour 29:1–20 Gössling S, Scott D, Hall CM (2020) Pandemics, tourism and global change: a rapid assessment of Covid-19. JSustain Tour 29:1–20
go back to reference Grammegna A (2020) The new challenge of education value and limits of distance learning today. J Educ Cult Stud 4(2):59 Grammegna A (2020) The new challenge of education value and limits of distance learning today. J Educ Cult Stud 4(2):59
go back to reference Howell SL, Saba F, Lindsay NK, Williams PB (2004) Seven strategies for enabling faculty success in distance education. Internet Higher Educ 7(1):33–49 Howell SL, Saba F, Lindsay NK, Williams PB (2004) Seven strategies for enabling faculty success in distance education. Internet Higher Educ 7(1):33–49
go back to reference Jacobs P (2014) Engaging students in online courses. Res Higher Educ J 26: 1–9 Jacobs P (2014) Engaging students in online courses. Res Higher Educ J 26: 1–9
go back to reference Jadhav V (2020) Health Education: During Lockdown Jadhav V (2020) Health Education: During Lockdown
go back to reference Jaggars SS (2014) Choosing between online and face-to-face courses: community college student voices. Am J Distance Educ 28(1):27–38 Jaggars SS (2014) Choosing between online and face-to-face courses: community college student voices. Am J Distance Educ 28(1):27–38
go back to reference Kazmi SSH, Hasan K, Talib S, and Saxena S (2020) Covid-19 and lockdwon: a study on the impact on mental health, Available at SSRN 3577515 Kazmi SSH, Hasan K, Talib S, and Saxena S (2020) Covid-19 and lockdwon: a study on the impact on mental health, Available at SSRN 3577515
go back to reference Kebritchi M, Lipschuetz A, Santiague L (2017) Issues and challenges for teaching successful online courses in higher education: a literature review. J Educ Technol Syst 46(1):4–29 Kebritchi M, Lipschuetz A, Santiague L (2017) Issues and challenges for teaching successful online courses in higher education: a literature review. J Educ Technol Syst 46(1):4–29
go back to reference Keršuliene V, Zavadskas EK, Turskis Z (2010) Selection of rational dispute resolution method by applying new step-wise weight assessment ratio analysis (Swara). J Bus Econ Manag 11(2):243–258 Keršuliene V, Zavadskas EK, Turskis Z (2010) Selection of rational dispute resolution method by applying new step-wise weight assessment ratio analysis (Swara). J Bus Econ Manag 11(2):243–258
go back to reference Koole M (2014) Identity and the itinerant online learner. Int Rev Res Open Distrib Learn 15(6):52–70 Koole M (2014) Identity and the itinerant online learner. Int Rev Res Open Distrib Learn 15(6):52–70
go back to reference Li CS, and Irby B (2008) an overview of online education: attractiveness, benefits, challenges, concerns and recommendations, College Student Journal 42, 2 Li CS, and Irby B (2008) an overview of online education: attractiveness, benefits, challenges, concerns and recommendations, College Student Journal 42, 2
go back to reference Li C, Zhao H, and Xu Z (2020) Hesitant fuzzy psychological distance measure, Int J Mach Learn Cybern, pp. 1–12 Li C, Zhao H, and Xu Z (2020) Hesitant fuzzy psychological distance measure, Int J Mach Learn Cybern, pp. 1–12
go back to reference Liao H, Xu Z (2013) A VIKOR-based method for hesitant fuzzy multi-criteria decision making. Fuzzy Optim Decis Making 12(04):373–392MathSciNetMATH Liao H, Xu Z (2013) A VIKOR-based method for hesitant fuzzy multi-criteria decision making. Fuzzy Optim Decis Making 12(04):373–392MathSciNetMATH
go back to reference Liao H, Xu Z, Xia M (2014) Multiplicative consistency of hesitant fuzzy preference relation and its application in group decision making. Int J Inf Technol Decis Mak 13(01):47–76 Liao H, Xu Z, Xia M (2014) Multiplicative consistency of hesitant fuzzy preference relation and its application in group decision making. Int J Inf Technol Decis Mak 13(01):47–76
go back to reference Liao Z, Liao H, Gou X, Xu Z, Zavadskas EK (2019) A hesitant fuzzy linguistic choquet integral-based multimoora method for multiple criteria decision making and its application in talent selection. EconComput Econ Cybern Stud Res 53(2):113 Liao Z, Liao H, Gou X, Xu Z, Zavadskas EK (2019) A hesitant fuzzy linguistic choquet integral-based multimoora method for multiple criteria decision making and its application in talent selection. EconComput Econ Cybern Stud Res 53(2):113
go back to reference Lion RW, Stark G (2010) A glance at institutional support for faculty teaching in an online learning environment. Educ Q 33(3):23–39 Lion RW, Stark G (2010) A glance at institutional support for faculty teaching in an online learning environment. Educ Q 33(3):23–39
go back to reference Liu X, Bonk CJ, Magjuka RJ, Lee S-H, Su B (2005) Exploring four dimensions of online instructor roles: a program level case study. J Asynchronous Learn Netw 9(4):29–48 Liu X, Bonk CJ, Magjuka RJ, Lee S-H, Su B (2005) Exploring four dimensions of online instructor roles: a program level case study. J Asynchronous Learn Netw 9(4):29–48
go back to reference Lloyd SA., Byrne MM. and McCoy TS (2012) Faculty-perceived barriers of online education, J Online Learn Teach 8, 1 Lloyd SA., Byrne MM. and McCoy TS (2012) Faculty-perceived barriers of online education, J Online Learn Teach 8, 1
go back to reference Longhurst GJ, Stone DM, Dulohery K, Scully D, Campbell T, Smith CF (2020) Strength, weakness, opportunity, threat (swot) analysis of the adaptations to anatomical education in the united kingdom and republic of ireland in response to the Coivd-19 pandemic. Anat Sci Educ. https://doi.org/10.1002/ase.1967CrossRef Longhurst GJ, Stone DM, Dulohery K, Scully D, Campbell T, Smith CF (2020) Strength, weakness, opportunity, threat (swot) analysis of the adaptations to anatomical education in the united kingdom and republic of ireland in response to the Coivd-19 pandemic. Anat Sci Educ. https://​doi.​org/​10.​1002/​ase.​1967CrossRef
go back to reference Mardani A, Saraji MK, Mishra AR, Rani P (2020) A novel extended approach under hesitant fuzzy sets to design a framework for assessing the key challenges of digital health interventions adoption during the Covid-19 outbreak. Appl Soft Comput 96:106613 Mardani A, Saraji MK, Mishra AR, Rani P (2020) A novel extended approach under hesitant fuzzy sets to design a framework for assessing the key challenges of digital health interventions adoption during the Covid-19 outbreak. Appl Soft Comput 96:106613
go back to reference McInnerney JM, Roberts TS (2004) Online learning: social interaction and the creation of a sense of community. J Educ Technol Soc 7(3):73–81 McInnerney JM, Roberts TS (2004) Online learning: social interaction and the creation of a sense of community. J Educ Technol Soc 7(3):73–81
go back to reference Mishra AR, Rani P, Pardasani KR (2019a) Multiple-criteria decision-making for service quality selection based on shapley copras method under hesitant fuzzy sets. Granul Comput 4(3):435–449 Mishra AR, Rani P, Pardasani KR (2019a) Multiple-criteria decision-making for service quality selection based on shapley copras method under hesitant fuzzy sets. Granul Comput 4(3):435–449
go back to reference Mishra AR, Rani P, Pardasani KR, Mardani A (2019) A novel hesitant fuzzy waspas method for assessment of green supplier problem based on exponential information measures. J Clean Prod 238:117901 Mishra AR, Rani P, Pardasani KR, Mardani A (2019) A novel hesitant fuzzy waspas method for assessment of green supplier problem based on exponential information measures. J Clean Prod 238:117901
go back to reference Mishra AR, Rani P, Pandey K, Mardani A, Streimikis J, Streimikiene D, Alrasheedi M (2020) Novel multi-criteria intuitionistic fuzzy swara-copras approach for sustainability evaluation of the bioenergy production process. Sustainability 12(10):4155 Mishra AR, Rani P, Pandey K, Mardani A, Streimikis J, Streimikiene D, Alrasheedi M (2020) Novel multi-criteria intuitionistic fuzzy swara-copras approach for sustainability evaluation of the bioenergy production process. Sustainability 12(10):4155
go back to reference Mustafa N (2020) Impact of the 2019–20 coronavirus pandemic on education. Int J Health Prefer Res 5(20):13 Mustafa N (2020) Impact of the 2019–20 coronavirus pandemic on education. Int J Health Prefer Res 5(20):13
go back to reference Naciri A, Kharbach A (2020) Mobile learning in higher education: unavoidable alternative during Covid-19. Aquademia 4:20016 Naciri A, Kharbach A (2020) Mobile learning in higher education: unavoidable alternative during Covid-19. Aquademia 4:20016
go back to reference Prestera GE, and Moller LA (2001) Organizational alignment supporting distance education in post-secondary institutions. Annual Proceedings of Selected Research and Development [and] Practice Papers Presented at the National Convention of the Association for Educational Communications and Technology (24th, Atlanta, GA, November 8-12, 2001). Volumes 1-2; see IR 021 504. Prestera GE, and Moller LA (2001) Organizational alignment supporting distance education in post-secondary institutions. Annual Proceedings of Selected Research and Development [and] Practice Papers Presented at the National Convention of the Association for Educational Communications and Technology (24th, Atlanta, GA, November 8-12, 2001). Volumes 1-2; see IR 021 504.
go back to reference Rani P, Mishra AR, Mardani A, Cavallaro F, Štreimikienė D, Khan SAR (2020) Pythagorean fuzzy swara-vikor framework for performance evaluation of solar panel selection. Sustainability 12(10):4278 Rani P, Mishra AR, Mardani A, Cavallaro F, Štreimikienė D, Khan SAR (2020) Pythagorean fuzzy swara-vikor framework for performance evaluation of solar panel selection. Sustainability 12(10):4278
go back to reference Romero-Rodríguez J, Aznar-Díaz I, F, Gómez-García G (2020) Mobile learning in higher education: structural equation model for good teaching practices. Ieee Access 8:91761–91769. Romero-Rodríguez J, Aznar-Díaz I, F, Gómez-García G (2020) Mobile learning in higher education: structural equation model for good teaching practices. Ieee Access 8:91761–91769.
go back to reference Rovai AP, Barnum KT (2007) On-line course effectiveness: an analysis of student interactions and perceptions of learning. Int J E-Learn Distance Educ/Revue Int Du e-Learn Et La Formation à Distance 18(1):57–73 Rovai AP, Barnum KT (2007) On-line course effectiveness: an analysis of student interactions and perceptions of learning. Int J E-Learn Distance Educ/Revue Int Du e-Learn Et La Formation à Distance 18(1):57–73
go back to reference Rumble G (2004) Papers and debates on the economics and costs of distance and online learning. bibliotheks-und informationssystem der Universität Oldenburg Oldenburg Rumble G (2004) Papers and debates on the economics and costs of distance and online learning. bibliotheks-und informationssystem der Universität Oldenburg Oldenburg
go back to reference Shamsy J (2014) A balancing act part i: technical support and the online instructor. eLearn 5:4 Shamsy J (2014) A balancing act part i: technical support and the online instructor. eLearn 5:4
go back to reference Spiceland CP, Spiceland JD, Schaeffer S III (2015) Using a course redesign to address retention and performance issues in introductory accounting. J Account Educ 33(1):50–68 Spiceland CP, Spiceland JD, Schaeffer S III (2015) Using a course redesign to address retention and performance issues in introductory accounting. J Account Educ 33(1):50–68
go back to reference Strielkowski W (2020) Covid-19 pandemic and the digital revolution in academia and higher education Strielkowski W (2020) Covid-19 pandemic and the digital revolution in academia and higher education
go back to reference Torra V (2010) Hesitant fuzzy sets. Int J Intell Syst 25(6):529–539MATH Torra V (2010) Hesitant fuzzy sets. Int J Intell Syst 25(6):529–539MATH
go back to reference Torra V, and Narukawa Y (2009) On hesitant fuzzy sets and decision, 2009 IEEE International Conference on Fuzzy Systems: IEEE, pp. 1378–1382 Torra V, and Narukawa Y (2009) On hesitant fuzzy sets and decision, 2009 IEEE International Conference on Fuzzy Systems: IEEE, pp. 1378–1382
go back to reference Trow M (2007) Reflections on the transition from elite to mass to universal access: forms and phases of higher education in modern societies since Wwii, In: international handbook of higher education. Springer, pp. 243–280 Trow M (2007) Reflections on the transition from elite to mass to universal access: forms and phases of higher education in modern societies since Wwii, In: international handbook of higher education. Springer, pp. 243–280
go back to reference Vlachopoulos D (2020) Covid-19: threat or opportunity for online education? Higher Learn Res Commun 10(1):2 Vlachopoulos D (2020) Covid-19: threat or opportunity for online education? Higher Learn Res Commun 10(1):2
go back to reference Waterhouse S, Rogers RO (2004) The importance of policies in e-learning instruction. Educ Q 27(3):28–39 Waterhouse S, Rogers RO (2004) The importance of policies in e-learning instruction. Educ Q 27(3):28–39
go back to reference Wickersham LE, McElhany JA (2010) Bridging the divide: reconciling administrator and faculty concerns regarding online education. Q Rev Distance Educ 11(1):1 Wickersham LE, McElhany JA (2010) Bridging the divide: reconciling administrator and faculty concerns regarding online education. Q Rev Distance Educ 11(1):1
go back to reference Wu X, Liao H, Xu Z, Hafezalkotob A, Herrera F (2018) Probabilistic linguistic multimoora: a multicriteria decision making method based on the probabilistic linguistic expectation function and the improved borda rule. IEEE Trans Fuzzy Syst 26(6):3688–3702 Wu X, Liao H, Xu Z, Hafezalkotob A, Herrera F (2018) Probabilistic linguistic multimoora: a multicriteria decision making method based on the probabilistic linguistic expectation function and the improved borda rule. IEEE Trans Fuzzy Syst 26(6):3688–3702
go back to reference Xia M, Xu Z (2011) Hesitant fuzzy information aggregation in decision making. Int J Approx Reason 52(3):395–407MathSciNetMATH Xia M, Xu Z (2011) Hesitant fuzzy information aggregation in decision making. Int J Approx Reason 52(3):395–407MathSciNetMATH
go back to reference Xu Z, Zhang X (2013) Hesitant fuzzy multi-attribute decision making based on topsis with incomplete weight information. Knowl-Based Syst 52:53–64 Xu Z, Zhang X (2013) Hesitant fuzzy multi-attribute decision making based on topsis with incomplete weight information. Knowl-Based Syst 52:53–64
go back to reference Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-Iii. Inf Sci 9(1):43–80MathSciNetMATH Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-Iii. Inf Sci 9(1):43–80MathSciNetMATH
go back to reference Zapalska A, Brozik D (2006) Learning styles and online education. Campus-Wide Inform Syst 23:325–335 Zapalska A, Brozik D (2006) Learning styles and online education. Campus-Wide Inform Syst 23:325–335
go back to reference Zayapragassarazan Z (2020) "Covid-19: strategies for engaging remote learners in medical education. Education 1000(9):273 Zayapragassarazan Z (2020) "Covid-19: strategies for engaging remote learners in medical education. Education 1000(9):273
go back to reference Zhang C, Chen C, Streimikiene D, Balezentis T (2019) Intuitionistic fuzzy multimoora approach for multi-criteria assessment of the energy storage technologies. Appl Soft Comput 79:410–423 Zhang C, Chen C, Streimikiene D, Balezentis T (2019) Intuitionistic fuzzy multimoora approach for multi-criteria assessment of the energy storage technologies. Appl Soft Comput 79:410–423
go back to reference Zhao H, Xu Z, Wang H, Liu S (2017) Hesitant fuzzy multi-attribute decision-making based on the minimum deviation method. Soft Comput 21(12):3439–3459MATH Zhao H, Xu Z, Wang H, Liu S (2017) Hesitant fuzzy multi-attribute decision-making based on the minimum deviation method. Soft Comput 21(12):3439–3459MATH
Metadata
Title
An extended hesitant fuzzy set using SWARA-MULTIMOORA approach to adapt online education for the control of the pandemic spread of COVID-19 in higher education institutions
Authors
Mahyar Kamali Saraji
Abbas Mardani
Mario Köppen
Arunodaya Raj Mishra
Pratibha Rani
Publication date
03-06-2021
Publisher
Springer Netherlands
Published in
Artificial Intelligence Review / Issue 1/2022
Print ISSN: 0269-2821
Electronic ISSN: 1573-7462
DOI
https://doi.org/10.1007/s10462-021-10029-9

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