{"id":"https://openalex.org/W4388319610","doi":"https://doi.org/10.1108/ils-06-2023-0070","title":"A systematic review of analytical thinking skills in STEM education settings","display_name":"A systematic review of analytical thinking skills in STEM education settings","publication_year":2023,"publication_date":"2023-11-03","ids":{"openalex":"https://openalex.org/W4388319610","doi":"https://doi.org/10.1108/ils-06-2023-0070"},"language":"en","primary_location":{"id":"doi:10.1108/ils-06-2023-0070","doi":"https://doi.org/10.1108/ils-06-2023-0070","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ils-06-2023-0070","pdf_url":null,"source":{"id":"https://openalex.org/S4210201540","display_name":"Information and Learning Sciences","issn_l":"2398-5348","issn":["2398-5348","2398-5356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information and Learning Sciences","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"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/A5018464571","display_name":"Riyan Hidayat","orcid":"https://orcid.org/0000-0002-7962-0194","observed_orcids":["https://orcid.org/0000-0002-7962-0194"]},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Riyan Hidayat","raw_affiliation_strings":["Faculty of Educational Studies, Universiti Putra Malaysia, Serdang, Malaysia and Institut Penyelidikan Matematik, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Educational Studies, Universiti Putra Malaysia, Serdang, Malaysia and Institut Penyelidikan Matematik, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080705767","display_name":"Irham Nugroho","orcid":"https://orcid.org/0000-0003-1729-9216","observed_orcids":["https://orcid.org/0000-0003-1729-9216"]},"institutions":[{"id":"https://openalex.org/I3130508606","display_name":"Universitas Muhammadiyah Magelang","ror":"https://ror.org/057xyvv49","country_code":"ID","type":"education","lineage":["https://openalex.org/I3130508606"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Irham Nugroho","raw_affiliation_strings":["Department of Pendidikan Guru Madrasah Ibtidaiyah, Universitas Muhammadiyah Magelang, Magelang, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pendidikan Guru Madrasah Ibtidaiyah, Universitas Muhammadiyah Magelang, Magelang, Indonesia","institution_ids":["https://openalex.org/I3130508606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068023252","display_name":"Zamzami Zainuddin","orcid":"https://orcid.org/0000-0002-4851-4102","observed_orcids":["https://orcid.org/0000-0002-4851-4102"]},"institutions":[{"id":"https://openalex.org/I169541294","display_name":"Flinders University","ror":"https://ror.org/01kpzv902","country_code":"AU","type":"education","lineage":["https://openalex.org/I169541294"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["AU","MY"],"is_corresponding":false,"raw_author_name":"Zamzami Zainuddin","raw_affiliation_strings":["Faculty of Education, University of Malaya, Kuala Lumpur, Malaysia and College of Education, Psychology and Social Work, Flinders University, Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, University of Malaya, Kuala Lumpur, Malaysia and College of Education, Psychology and Social Work, Flinders University, Adelaide, Australia","institution_ids":["https://openalex.org/I169541294","https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":null,"display_name":"Tony Anak Ingai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143923087","display_name":"Sultan Idris Education University","ror":"https://ror.org/005bjd415","country_code":"MY","type":"education","lineage":["https://openalex.org/I143923087"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Tony Anak Ingai","raw_affiliation_strings":["Department of Mathematics, Universiti Pendidikan Sultan Idris, Tanjung Malim, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Universiti Pendidikan Sultan Idris, Tanjung Malim, Malaysia","institution_ids":["https://openalex.org/I143923087"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4606,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.84093357,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"125","issue":"7/8","first_page":"565","last_page":"586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11715","display_name":"Education and Critical Thinking Development","score":0.8852999806404114,"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"}},"topics":[{"id":"https://openalex.org/T11715","display_name":"Education and Critical Thinking Development","score":0.8852999806404114,"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"}},{"id":"https://openalex.org/T12590","display_name":"STEM Education","score":0.08839999884366989,"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"}},{"id":"https://openalex.org/T12522","display_name":"Mathematics Education and Pedagogy","score":0.01140000019222498,"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/analytical-thinking","display_name":"analytical thinking","score":0.984000027179718},{"id":"https://openalex.org/keywords/stem-education","display_name":"STEM education","score":0.9959999918937683},{"id":"https://openalex.org/keywords/theoretical-framework","display_name":"theoretical framework","score":0.6809999942779541},{"id":"https://openalex.org/keywords/problem-based-learning","display_name":"problem-based learning","score":0.8209999799728394},{"id":"https://openalex.org/keywords/study-design","display_name":"research design","score":0.5740000009536743},{"id":"https://openalex.org/keywords/quasi-experimental-design","display_name":"quasi-experimental design","score":0.8270000219345093},{"id":"https://openalex.org/keywords/correlational-design","display_name":"correlational design","score":0.7080000042915344}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6271110773086548},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.6007438898086548},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.5968185067176819},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5340983271598816},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.502952516078949},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.47683802247047424},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.46476396918296814},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.4631907641887665},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.46020787954330444},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4539787471294403},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.4138393998146057},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4118348956108093},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.32312852144241333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3040983974933624},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22117340564727783},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.1529390513896942},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.12458571791648865},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.12197571992874146},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.10223302245140076},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0986143946647644},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/ils-06-2023-0070","doi":"https://doi.org/10.1108/ils-06-2023-0070","is_oa":false,"landing_page_url":"https://doi.org/10.1108/ils-06-2023-0070","pdf_url":null,"source":{"id":"https://openalex.org/S4210201540","display_name":"Information and Learning Sciences","issn_l":"2398-5348","issn":["2398-5348","2398-5356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information and Learning Sciences","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9235000014305115,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1970546743","https://openalex.org/W2036563515","https://openalex.org/W2039500154","https://openalex.org/W2086919488","https://openalex.org/W2105019520","https://openalex.org/W2402493359","https://openalex.org/W2745238192","https://openalex.org/W2787351728","https://openalex.org/W2789427473","https://openalex.org/W2791544489","https://openalex.org/W2808534704","https://openalex.org/W2886409168","https://openalex.org/W2900347180","https://openalex.org/W2908368928","https://openalex.org/W2911036995","https://openalex.org/W2922052496","https://openalex.org/W2942248713","https://openalex.org/W2944196882","https://openalex.org/W2951063340","https://openalex.org/W2955388861","https://openalex.org/W2961170515","https://openalex.org/W2972190322","https://openalex.org/W2974609623","https://openalex.org/W2999907412","https://openalex.org/W3014284631","https://openalex.org/W3033490272","https://openalex.org/W3034169264","https://openalex.org/W3037204972","https://openalex.org/W3037240874","https://openalex.org/W3086990274","https://openalex.org/W3094333509","https://openalex.org/W3134875984","https://openalex.org/W3139370241","https://openalex.org/W3149904258","https://openalex.org/W3154271163","https://openalex.org/W3160694309","https://openalex.org/W3165334458","https://openalex.org/W3166753807","https://openalex.org/W3177324655","https://openalex.org/W3177469262","https://openalex.org/W3203450683","https://openalex.org/W3211729904","https://openalex.org/W4206310301","https://openalex.org/W4206573466","https://openalex.org/W4206730810","https://openalex.org/W4212940406","https://openalex.org/W4223900038","https://openalex.org/W4280555414","https://openalex.org/W4281491668","https://openalex.org/W4281646939","https://openalex.org/W4293041133","https://openalex.org/W4293069050","https://openalex.org/W4300002711","https://openalex.org/W4307920527","https://openalex.org/W4309179850","https://openalex.org/W4310538335","https://openalex.org/W4313046142","https://openalex.org/W4313247167","https://openalex.org/W4327974167","https://openalex.org/W4360975603","https://openalex.org/W4378008931","https://openalex.org/W4380366082","https://openalex.org/W4383868156","https://openalex.org/W4385454792","https://openalex.org/W4386511115","https://openalex.org/W4405088309"],"related_works":["https://openalex.org/W4405978978","https://openalex.org/W4414345544","https://openalex.org/W7118021390","https://openalex.org/W4402112670","https://openalex.org/W4415620868","https://openalex.org/W7117890976","https://openalex.org/W4416239937","https://openalex.org/W7213554959","https://openalex.org/W4416723681","https://openalex.org/W7215696924"],"abstract_inverted_index":{"Purpose":[0],"In":[1],"the":[2,18,37,54,61,69,80,96,122,147,157,164,183,200,208,215,217,223,239],"realm":[3],"of":[4,29,39,63,98,111,185,227,238],"education,":[5],"there":[6],"has":[7],"been":[8],"an":[9,27,189],"increasing":[10],"emphasis":[11],"on":[12,26,121,181],"developing":[13],"analytical":[14,151,228],"thinking":[15,152,229],"(AT)":[16],"in":[17,163,230,249],"past":[19],"few":[20],"years.":[21],"This":[22,47],"systematic":[23,103],"review":[24,110],"focuses":[25],"analysis":[28,48],"journal":[30],"publications":[31],"that":[32,57,65,71,83,117,199],"have":[33,179],"explored":[34],"AT":[35,76,193],"within":[36],"context":[38],"science,":[40],"technology,":[41],"engineering":[42],"and":[43,78,91,105,129,133,136,170,173,245],"mathematics":[44],"(STEM)":[45],"education.":[46,232],"investigated":[49],"four":[50],"primary":[51],"issues:":[52],"(1)":[53],"operational":[55],"definition":[56],"was":[58],"used;":[59,67],"(2)":[60],"types":[62],"theories":[64,201],"were":[66,72,84,156],"(3)":[68],"interventions":[70],"implemented":[73],"to":[74,141,206],"enhance":[75],"skills;":[77],"(4)":[79],"research":[81,161,169,197,209],"designs":[82,155,162],"used.":[85],"Design/methodology/approach":[86],"To":[87,214],"ensure":[88],"a":[89,143,235,250],"comprehensive":[90,109,225],"thorough":[92],"review,":[93],"we":[94],"used":[95,160,205],"guidelines":[97],"preferred":[99],"reporting":[100],"items":[101],"for":[102,145,191],"reviews":[104],"meta-analysis.":[106],"Findings":[107],"A":[108],"28":[112],"pertinent":[113],"scholarly":[114],"articles":[115],"reveals":[116],"scholars":[118],"frequently":[119,159],"rely":[120],"concepts":[123],"proposed":[124],"by":[125,168],"Anderson":[126],"(2002),":[127],"Marzano":[128],"Kendall":[130],"(2008),":[131],"Rodrangsee":[132],"Tuntiwongwanich":[134],"(2021)":[135,140],"Suyatman":[137],"et":[138],"al.":[139],"establish":[142],"framework":[144],"delineating":[146],"competencies":[148],"associated":[149],"with":[150],"(AT).":[153],"Quasi-experimental":[154],"most":[158,196],"studies":[165],"analysed,":[166],"followed":[167],"development":[171],"approaches":[172],"then":[174],"correlational":[175],"designs.":[176],"Most":[177],"researchers":[178],"focused":[180],"investigating":[182],"effectiveness":[184],"problem-based":[186],"learning":[187],"as":[188],"intervention":[190],"improving":[192],"skills.":[194],"However,":[195],"indicates":[198],"or":[202],"theoretical":[203],"frameworks":[204],"guide":[207],"must":[210],"be":[211],"evident.":[212],"Originality/value":[213],"extent":[216],"authors":[218],"know,":[219],"this":[220],"study":[221],"represents":[222],"initial":[224],"examination":[226],"STEM":[231],"It":[233],"presents":[234],"consolidated":[236],"summary":[237],"available":[240],"evidence,":[241],"assessing":[242],"its":[243],"quality":[244],"bringing":[246],"it":[247],"together":[248],"single":[251],"resource.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-11-04T00:00:00"}
