{"id":"https://openalex.org/W3190487020","doi":"https://doi.org/10.1109/iwcmc51323.2021.9498587","title":"Using the Lens of Systems Thinking To Model Education During and Beyond COVID-19","display_name":"Using the Lens of Systems Thinking To Model Education During and Beyond COVID-19","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3190487020","doi":"https://doi.org/10.1109/iwcmc51323.2021.9498587","mag":"3190487020"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc51323.2021.9498587","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc51323.2021.9498587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058796770","display_name":"Umme Ammara","orcid":null},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I172780181","display_name":"University of the Punjab","ror":"https://ror.org/011maz450","country_code":"PK","type":"education","lineage":["https://openalex.org/I172780181"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Umme Ammara","raw_affiliation_strings":["Department of Economics, Information Technology, University of the Punjab (ITU), Lahore, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Economics, Information Technology, University of the Punjab (ITU), Lahore, Pakistan","institution_ids":["https://openalex.org/I172780181","https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084804121","display_name":"Hassan Qudrat\u2010Ullah","orcid":"https://orcid.org/0000-0002-8018-2363"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hassan Qudrat-Ullah","raw_affiliation_strings":["School of Administrative Studies, York University, Toronto, Ontario, Canada"],"affiliations":[{"raw_affiliation_string":"School of Administrative Studies, York University, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008695053","display_name":"Ala Al\u2010Fuqaha","orcid":"https://orcid.org/0000-0002-0903-1204"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ala Al-Fuqaha","raw_affiliation_strings":["Information and Computing Technology Division, Hamad Bin Khalifa University (HBKU), Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Information and Computing Technology Division, Hamad Bin Khalifa University (HBKU), Doha, Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037574053","display_name":"Junaid Qadir","orcid":"https://orcid.org/0000-0001-9466-2475"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I172780181","display_name":"University of the Punjab","ror":"https://ror.org/011maz450","country_code":"PK","type":"education","lineage":["https://openalex.org/I172780181"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Junaid Qadir","raw_affiliation_strings":["Department of Electrical Engineering, Information Technology University of the Punjab (ITU), Lahore, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Information Technology University of the Punjab (ITU), Lahore, Pakistan","institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I172780181"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5058796770"],"corresponding_institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I172780181"],"apc_list":null,"apc_paid":null,"fwci":0.4687,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71003798,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2056","last_page":"2061"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9779000282287598,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/systems-thinking","display_name":"Systems thinking","score":0.7834196090698242},{"id":"https://openalex.org/keywords/mindset","display_name":"Mindset","score":0.6985389590263367},{"id":"https://openalex.org/keywords/causal-loop-diagram","display_name":"Causal loop diagram","score":0.6529974937438965},{"id":"https://openalex.org/keywords/critical-systems-thinking","display_name":"Critical systems thinking","score":0.5593205690383911},{"id":"https://openalex.org/keywords/critical-thinking","display_name":"Critical thinking","score":0.4761928617954254},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.47576040029525757},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4693794250488281},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.45985323190689087},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.45163118839263916},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.4455210566520691},{"id":"https://openalex.org/keywords/viable-system-model","display_name":"Viable system model","score":0.42913520336151123},{"id":"https://openalex.org/keywords/ambidexterity","display_name":"Ambidexterity","score":0.4200674891471863},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3418654799461365},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.32776516675949097},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.25933462381362915},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.24407538771629333},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2346348762512207},{"id":"https://openalex.org/keywords/cybernetics","display_name":"Cybernetics","score":0.18235483765602112},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.17796164751052856},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17610454559326172},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.13575327396392822}],"concepts":[{"id":"https://openalex.org/C27177047","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Systems thinking","level":2,"score":0.7834196090698242},{"id":"https://openalex.org/C2778491294","wikidata":"https://www.wikidata.org/wiki/Q1339824","display_name":"Mindset","level":2,"score":0.6985389590263367},{"id":"https://openalex.org/C144400606","wikidata":"https://www.wikidata.org/wiki/Q2412982","display_name":"Causal loop diagram","level":3,"score":0.6529974937438965},{"id":"https://openalex.org/C108867877","wikidata":"https://www.wikidata.org/wiki/Q5186773","display_name":"Critical systems thinking","level":3,"score":0.5593205690383911},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.4761928617954254},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.47576040029525757},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4693794250488281},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.45985323190689087},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.45163118839263916},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.4455210566520691},{"id":"https://openalex.org/C164802487","wikidata":"https://www.wikidata.org/wiki/Q624501","display_name":"Viable system model","level":3,"score":0.42913520336151123},{"id":"https://openalex.org/C106033793","wikidata":"https://www.wikidata.org/wiki/Q457332","display_name":"Ambidexterity","level":2,"score":0.4200674891471863},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3418654799461365},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.32776516675949097},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.25933462381362915},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.24407538771629333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2346348762512207},{"id":"https://openalex.org/C115286129","wikidata":"https://www.wikidata.org/wiki/Q123637","display_name":"Cybernetics","level":2,"score":0.18235483765602112},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.17796164751052856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17610454559326172},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.13575327396392822}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwcmc51323.2021.9498587","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc51323.2021.9498587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W596694168","https://openalex.org/W1533817852","https://openalex.org/W1593114024","https://openalex.org/W2101157755","https://openalex.org/W2157565254","https://openalex.org/W2587674697","https://openalex.org/W2590520750","https://openalex.org/W2602036056","https://openalex.org/W2784198807","https://openalex.org/W3083669170","https://openalex.org/W3087806992","https://openalex.org/W3109714032","https://openalex.org/W3110990718","https://openalex.org/W3205204900","https://openalex.org/W4210303941","https://openalex.org/W4239485599","https://openalex.org/W4252898129","https://openalex.org/W4255141133","https://openalex.org/W6786299684"],"related_works":["https://openalex.org/W1008973256","https://openalex.org/W2063561831","https://openalex.org/W2557499584","https://openalex.org/W590007634","https://openalex.org/W4243628359","https://openalex.org/W638110363","https://openalex.org/W3121288295","https://openalex.org/W2728967951","https://openalex.org/W4315562745","https://openalex.org/W3190487020"],"abstract_inverted_index":{"In":[0,138],"this":[1],"paper,":[2,140],"we":[3,141],"make":[4],"use":[5],"of":[6,27,54,62,124,175],"systems":[7,31,55,76,101,103],"thinking":[8,18,56,77,157],"insights":[9,35,74],"to":[10,78,116,129,170,214],"study":[11,79],"education":[12],"during":[13,188],"and":[14,36,43,93,120,162,164,179,189,199,211,216],"beyond":[15,190],"COVID-19.":[16],"Systems":[17],"is":[19,57],"a":[20,117,151,195,208],"rich":[21],"discipline":[22],"that":[23,32,38,58,127,184],"studies":[24],"nonlinear":[25],"models":[26],"social":[28],"complex":[29,64,173],"adaptive":[30],"has":[33,81],"many":[34,82],"tools":[37,158],"are":[39,107],"relevant":[40],"for":[41,87],"modelling":[42],"understanding":[44,98],"how":[45],"interactions":[46],"unfold":[47],"in":[48,68,150],"educational":[49],"systems.":[50],"An":[51],"important":[52],"insight":[53],"the":[59,69,136,139,172],"root":[60],"cause":[61],"chronic":[63],"problems":[65],"often":[66],"lay":[67],"underlying":[70],"systemic":[71,108],"structure.":[72],"Using":[73],"from":[75],"learning/education":[80],"benefits,":[83],"including:":[84],"(1)":[85],"support":[86],"rigorous":[88],"big-picture":[89],"thinking;":[90],"(2)":[91],"anticipating":[92],"managing":[94],"unintended":[95],"consequences;":[96],"(3)":[97],"dysfunctional":[99],"learning":[100,149,178,187],"using":[102,155],"archetypes":[104],"-":[105],"which":[106,167],"structures":[109],"that,":[110],"experts":[111],"have":[112,142],"noticed,":[113],"typically":[114],"lead":[115,128],"performance":[118],"rut;":[119],"finally":[121],"(4)":[122],"identification":[123],"high-leverage":[125],"interventions":[126],"long-lasting":[130],"benefits":[131],"without":[132],"being":[133],"neutralized":[134],"by":[135,154],"system.":[137],"modelled":[143],"COVID-19":[144,191],"pandemic":[145],"effects":[146],"on":[147,197,204],"students":[148,176],"novel":[152],"way":[153],"system":[156],"(Causal":[159],"Loop":[160],"Diagrams":[161],"Stock":[163],"Flow":[165],"Diagrams),":[166],"help":[168],"us":[169],"understand":[171],"interconnections":[174],"performance,":[177],"management":[180],"reforms.":[181],"We":[182],"demonstrate":[183],"successful":[185],"student":[186],"requires":[192],"not":[193],"only":[194],"focus":[196],"lectures":[198],"curriculum":[200],"reforms":[201],"but":[202],"also":[203],"motivating":[205],"students,":[206],"instilling":[207],"growth":[209],"mindset,":[210],"developing":[212],"strategies":[213],"track":[215],"minimize":[217],"online":[218],"distractions.":[219]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
