{"id":"https://openalex.org/W4390621623","doi":"https://doi.org/10.1109/fie58773.2023.10342955","title":"A Matrix Taxonomy of Knowledge, Skills, and Abilities (KSA) Shaping 2030 Labor Market","display_name":"A Matrix Taxonomy of Knowledge, Skills, and Abilities (KSA) Shaping 2030 Labor Market","publication_year":2023,"publication_date":"2023-10-18","ids":{"openalex":"https://openalex.org/W4390621623","doi":"https://doi.org/10.1109/fie58773.2023.10342955"},"language":"en","primary_location":{"id":"doi:10.1109/fie58773.2023.10342955","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10342955","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","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/A5046398878","display_name":"Patricia Caratozzolo","orcid":"https://orcid.org/0000-0001-7488-6703"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]},{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX","US"],"is_corresponding":false,"raw_author_name":"Patricia Caratozzolo","raw_affiliation_strings":["Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]},{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002892201","display_name":"Jose Daniel Azofeifa","orcid":"https://orcid.org/0000-0002-6843-4863"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]},{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX","US"],"is_corresponding":false,"raw_author_name":"Jose Daniel Azofeifa","raw_affiliation_strings":["Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]},{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005304449","display_name":"Luis Alberto Mej\u00eda\u2010Manzano","orcid":"https://orcid.org/0000-0001-8314-9713"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]},{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX","US"],"is_corresponding":false,"raw_author_name":"Luis Alberto Mej\u00eda-Manzano","raw_affiliation_strings":["Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]},{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093659869","display_name":"Valentina Rueda-Castro","orcid":"https://orcid.org/0009-0004-1280-5217"},"institutions":[{"id":"https://openalex.org/I4210136895","display_name":"Institute for the Future","ror":"https://ror.org/049tcsg76","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210136895"]},{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX","US"],"is_corresponding":false,"raw_author_name":"Valentina Rueda-Castro","raw_affiliation_strings":["Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey,Mexico City,Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]},{"raw_affiliation_string":"Institute for the Future of Education, Tecnologico de Monterrey, Mexico City, Mexico","institution_ids":["https://openalex.org/I4210136895","https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018252798","display_name":"Julieta Noguez","orcid":"https://orcid.org/0000-0002-6000-3452"},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Julieta Noguez","raw_affiliation_strings":["School of Engineering and Sciences, Tecnologico de Monterrey,Mexico City,Mexico","School of Engineering and Sciences, Tecnologico de Monterrey, Mexico City, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey,Mexico City,Mexico","institution_ids":["https://openalex.org/I98461037"]},{"raw_affiliation_string":"School of Engineering and Sciences, Tecnologico de Monterrey, Mexico City, Mexico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076133727","display_name":"Alejandra J. Magana","orcid":"https://orcid.org/0000-0001-6117-7502"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alejandra J. Magana","raw_affiliation_strings":["School of Engineering Education, Purdue University,Department of Computer and Information Technology,West Lafayette,USA","Department of Computer and Information Technology, School of Engineering Education, Purdue University, West Lafayette, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering Education, Purdue University,Department of Computer and Information Technology,West Lafayette,USA","institution_ids":["https://openalex.org/I219193219"]},{"raw_affiliation_string":"Department of Computer and Information Technology, School of Engineering Education, Purdue University, West Lafayette, USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061742294","display_name":"Bed\u0159ich Bene\u0161","orcid":"https://orcid.org/0000-0002-5293-2112"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bedrich Benes","raw_affiliation_strings":["Purdue University,Department of Computer Science,West Lafayette,USA","Department of Computer Science, Purdue University, West Lafayette, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Purdue University,Department of Computer Science,West Lafayette,USA","institution_ids":["https://openalex.org/I219193219"]},{"raw_affiliation_string":"Department of Computer Science, Purdue University, West Lafayette, USA","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7806,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95558901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13276","display_name":"University-Industry-Government Innovation Models","score":0.9453999996185303,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13276","display_name":"University-Industry-Government Innovation Models","score":0.9453999996185303,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9422000050544739,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/workforce","display_name":"Workforce","score":0.6937787532806396},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.6538060903549194},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5919980406761169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5204203724861145},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.49560678005218506},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4265154302120209},{"id":"https://openalex.org/keywords/market-intelligence","display_name":"Market intelligence","score":0.4172225594520569},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.15288004279136658},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.15230554342269897},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.14650818705558777},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1267348825931549},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.1255786418914795}],"concepts":[{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.6937787532806396},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.6538060903549194},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5919980406761169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5204203724861145},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.49560678005218506},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4265154302120209},{"id":"https://openalex.org/C2778137712","wikidata":"https://www.wikidata.org/wiki/Q13408403","display_name":"Market intelligence","level":2,"score":0.4172225594520569},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.15288004279136658},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.15230554342269897},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.14650818705558777},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1267348825931549},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.1255786418914795},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"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/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie58773.2023.10342955","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10342955","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1963620879","https://openalex.org/W1969427487","https://openalex.org/W1991390313","https://openalex.org/W2612690371","https://openalex.org/W2750168540","https://openalex.org/W2803827818","https://openalex.org/W2804891084","https://openalex.org/W2900608040","https://openalex.org/W2902078856","https://openalex.org/W2962949934","https://openalex.org/W2964424700","https://openalex.org/W3003677952","https://openalex.org/W3010914679","https://openalex.org/W3024718644","https://openalex.org/W3033498077","https://openalex.org/W3104229370","https://openalex.org/W3108629421","https://openalex.org/W3115392366","https://openalex.org/W3118615836","https://openalex.org/W3122661253","https://openalex.org/W3125393409","https://openalex.org/W3152893301","https://openalex.org/W3181900050","https://openalex.org/W3210413574","https://openalex.org/W4205716671","https://openalex.org/W4213318207","https://openalex.org/W4291017266","https://openalex.org/W4315778700","https://openalex.org/W6739901393","https://openalex.org/W6751774798","https://openalex.org/W6763113436","https://openalex.org/W6766079669","https://openalex.org/W6796765458","https://openalex.org/W6810595431"],"related_works":["https://openalex.org/W2693365417","https://openalex.org/W1966385878","https://openalex.org/W2374229278","https://openalex.org/W2361686311","https://openalex.org/W2966019666","https://openalex.org/W2945465523","https://openalex.org/W2088157131","https://openalex.org/W2078042687","https://openalex.org/W3125019152","https://openalex.org/W4294860830"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,27,33],"dynamic":[4],"Knowledge,":[5],"Skills,":[6,78],"and":[7,30,46,52,71,80,87,109,120,127,130,135,160],"Abilities":[8],"(KSA)":[9],"matrix-based":[10],"taxonomy":[11,105],"for":[12,49,153],"the":[13,24,47,58,62,67,76,88,93,99,104,141],"Industry":[14,143],"4.0":[15,144],"workforce.":[16],"The":[17],"study":[18],"methodology":[19],"consisted":[20],"firstly":[21],"of":[22,32,61,92,98,123],"identifying":[23],"KSAs":[25],"through":[26],"literature":[28],"review":[29],"secondly":[31],"KSA":[34,63,142],"relevance":[35],"analysis":[36],"using":[37,73],"information":[38,74],"from":[39,75],"World":[40,94],"Economic":[41,50,95],"Forum":[42],"(WEF)":[43],"global":[44],"reports":[45],"Organization":[48],"Cooperation":[51],"Development":[53],"(OECD).":[54],"Finally,":[55],"we":[56],"identified":[57],"correlation":[59],"coefficients":[60],"matrix":[64],"elements":[65],"concerning":[66],"data":[68],"on":[69],"jobs":[70],"occupations":[72],"European":[77],"Competencies,":[79],"Occupations":[81],"(ESCO),":[82],"Occupational":[83],"Information":[84],"Network":[85],"(O*NET),":[86],"strategic":[89],"intelligence":[90],"platform":[91],"Forum.":[96],"One":[97],"goals":[100],"was":[101],"to":[102,158],"make":[103],"compatible":[106],"with":[107],"existing":[108,129],"future":[110],"machine":[111],"learning":[112,162],"methods":[113],"(i.e.,":[114],"AI-ready)":[115],"that":[116,140],"will":[117],"enable":[118],"efficient":[119],"effective":[121],"use":[122],"AI":[124],"in":[125,163],"mining":[126],"explaining":[128],"potentially":[131],"proposing":[132],"novel":[133],"trends":[134],"strategies.":[136],"Preliminary":[137],"results":[138],"show":[139],"Taxonomy":[145],"can":[146],"serve":[147],"as":[148],"an":[149],"international":[150],"reference":[151],"guide":[152],"designing":[154],"2030":[155],"educational":[156],"approaches":[157],"active":[159],"experiential":[161],"Higher":[164],"Education":[165],"Institutions.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
