{"id":"https://openalex.org/W4378232406","doi":"https://doi.org/10.3389/frai.2023.1173099","title":"Learning analytics for lifelong career development: a framework to support sustainable formative assessment and self-reflection in programs developing career self-efficacy","display_name":"Learning analytics for lifelong career development: a framework to support sustainable formative assessment and self-reflection in programs developing career self-efficacy","publication_year":2023,"publication_date":"2023-05-25","ids":{"openalex":"https://openalex.org/W4378232406","doi":"https://doi.org/10.3389/frai.2023.1173099","pmid":"https://pubmed.ncbi.nlm.nih.gov/37304524"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2023.1173099","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1173099","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1173099/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1173099/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092021386","display_name":"Tamishka Brass","orcid":null},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tamishka Brass","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028492803","display_name":"JohnPaul Kennedy","orcid":"https://orcid.org/0000-0002-8126-7086"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"JohnPaul Kennedy","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114374200","display_name":"Florence Gabriel","orcid":"https://orcid.org/0000-0001-9721-5312"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Florence Gabriel","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052197899","display_name":"Bec Neill","orcid":"https://orcid.org/0000-0002-9650-3774"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bec Neill","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Research in Educational and Social Inclusion, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Research in Educational and Social Inclusion, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083356355","display_name":"Deborah Devis","orcid":"https://orcid.org/0000-0002-6050-9947"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Deborah Devis","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080529574","display_name":"Simon N. Leonard","orcid":"https://orcid.org/0000-0002-7914-356X"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Simon N. Leonard","raw_affiliation_strings":["University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia, UniSA Educations Futures, Centre for Change and Complexity in Learning, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5028492803"],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":2.4831,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.91019112,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"1173099","last_page":"1173099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9944999814033508,"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":0.9944999814033508,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9570000171661377,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11779","display_name":"Higher Education and Employability","score":0.9569000005722046,"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/competence","display_name":"Competence (human resources)","score":0.6256420612335205},{"id":"https://openalex.org/keywords/formative-assessment","display_name":"Formative assessment","score":0.6069151163101196},{"id":"https://openalex.org/keywords/metacognition","display_name":"Metacognition","score":0.5789899230003357},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5570613741874695},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.5306400656700134},{"id":"https://openalex.org/keywords/self-efficacy","display_name":"Self-efficacy","score":0.5000622272491455},{"id":"https://openalex.org/keywords/career-development","display_name":"Career development","score":0.47296661138534546},{"id":"https://openalex.org/keywords/cognitive-information-processing","display_name":"Cognitive Information Processing","score":0.42531222105026245},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3872643709182739},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.34815889596939087},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.3380487561225891},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.3325648307800293},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.20241579413414001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.19025608897209167}],"concepts":[{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.6256420612335205},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.6069151163101196},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.5789899230003357},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5570613741874695},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.5306400656700134},{"id":"https://openalex.org/C110131835","wikidata":"https://www.wikidata.org/wiki/Q1153659","display_name":"Self-efficacy","level":2,"score":0.5000622272491455},{"id":"https://openalex.org/C2777247013","wikidata":"https://www.wikidata.org/wiki/Q5038939","display_name":"Career development","level":2,"score":0.47296661138534546},{"id":"https://openalex.org/C50556499","wikidata":"https://www.wikidata.org/wiki/Q5141165","display_name":"Cognitive Information Processing","level":3,"score":0.42531222105026245},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3872643709182739},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.34815889596939087},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.3380487561225891},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3325648307800293},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.20241579413414001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.19025608897209167},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/frai.2023.1173099","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1173099","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1173099/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:37304524","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37304524","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10248419","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10248419","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10248419/pdf/frai-06-1173099.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"},{"id":"pmh:oai:urm_publish:9916770925401831","is_oa":true,"landing_page_url":"https://find.library.unisa.edu.au/discovery/fulldisplay/alma9916770925401831/61USOUTHAUS_INST:ROR","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:a3c7df0b54c4439eb8c5aef51bf71a57","is_oa":true,"landing_page_url":"https://doaj.org/article/a3c7df0b54c4439eb8c5aef51bf71a57","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 6 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frai.2023.1173099","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2023.1173099","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2023.1173099/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4378232406.pdf"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W316732787","https://openalex.org/W1502232571","https://openalex.org/W1586187438","https://openalex.org/W1599637510","https://openalex.org/W1617412188","https://openalex.org/W1902299033","https://openalex.org/W1975625245","https://openalex.org/W1978081726","https://openalex.org/W1982210139","https://openalex.org/W1982464953","https://openalex.org/W1985342906","https://openalex.org/W1990643054","https://openalex.org/W1995833091","https://openalex.org/W2021765444","https://openalex.org/W2025617164","https://openalex.org/W2035286692","https://openalex.org/W2038515408","https://openalex.org/W2057145785","https://openalex.org/W2069068985","https://openalex.org/W2071385341","https://openalex.org/W2132028633","https://openalex.org/W2134049139","https://openalex.org/W2152990431","https://openalex.org/W2162221567","https://openalex.org/W2307533878","https://openalex.org/W2404513432","https://openalex.org/W2514073575","https://openalex.org/W2560140854","https://openalex.org/W2575389304","https://openalex.org/W2613266669","https://openalex.org/W2806678065","https://openalex.org/W2900823441","https://openalex.org/W2905395783","https://openalex.org/W2945685654","https://openalex.org/W2952808019","https://openalex.org/W2981309326","https://openalex.org/W2997638503","https://openalex.org/W2999899201","https://openalex.org/W3016245933","https://openalex.org/W3032112215","https://openalex.org/W3040634087","https://openalex.org/W3048624484","https://openalex.org/W3118279658","https://openalex.org/W3124387324","https://openalex.org/W3148673861","https://openalex.org/W3163785290","https://openalex.org/W3179114126","https://openalex.org/W3200989974","https://openalex.org/W3202358583","https://openalex.org/W3213654060","https://openalex.org/W4283024993","https://openalex.org/W4292808503","https://openalex.org/W4293586167","https://openalex.org/W4294955982","https://openalex.org/W4295249297","https://openalex.org/W4296137034","https://openalex.org/W4305015501","https://openalex.org/W4308066047","https://openalex.org/W4381145017","https://openalex.org/W6698236857","https://openalex.org/W6769300185","https://openalex.org/W6776110459"],"related_works":["https://openalex.org/W1554581026","https://openalex.org/W2288590525","https://openalex.org/W582818212","https://openalex.org/W1965919066","https://openalex.org/W4254024833","https://openalex.org/W8539690","https://openalex.org/W2322671707","https://openalex.org/W4298192576","https://openalex.org/W2948785911","https://openalex.org/W2074016353"],"abstract_inverted_index":{"Among":[0],"myriad":[1],"complex":[2,142],"challenges":[3],"facing":[4],"educational":[5],"institutions":[6],"in":[7,65,85,92],"this":[8,86,93],"era":[9],"of":[10,19,36,41,75,102,140],"a":[11,66,98],"rapidly":[12],"evolving":[13,141],"job":[14],"marketplace":[15],"is":[16,138],"the":[17,33,38,53,72,82,110,153],"development":[18],"career":[20,103,128,169],"self-efficacy":[21,104],"among":[22],"students.":[23],"Self-efficacy":[24],"has":[25],"traditionally":[26],"been":[27],"understood":[28],"to":[29,58,113],"be":[30],"developed":[31],"through":[32],"direct":[34],"experience":[35,40],"competence,":[37,42],"vicarious":[39],"social":[43],"persuasion,":[44],"and":[45,51,62,118,120,123,158],"physiological":[46],"cues.":[47],"These":[48],"four":[49],"factors,":[50,152],"particularly":[52],"first":[54],"two,":[55],"are":[56],"difficult":[57],"build":[59],"into":[60],"education":[61],"training":[63],"programs":[64],"context":[67,129],"where":[68],"changing":[69],"skills":[70,111],"make":[71],"specific":[73,156],"meaning":[74],"graduate":[76],"competence":[77],"largely":[78,88],"unknown":[79],"and,":[80],"notwithstanding":[81],"other":[83],"contributions":[84],"collection,":[87],"unknowable.":[89],"In":[90,148],"response,":[91],"paper":[94],"we":[95,135],"argue":[96],"for":[97,164,168],"working":[99],"metacognitive":[100],"model":[101,134,154],"that":[105],"will":[106,136],"prepare":[107],"students":[108],"with":[109],"needed":[112],"evaluate":[114],"their":[115,127],"skills,":[116],"attitudes":[117],"values":[119],"then":[121],"adapt":[122],"develop":[124],"them":[125],"as":[126,161],"evolves":[130],"around":[131],"them.":[132],"The":[133],"present":[137],"one":[139],"sub-systems":[143],"within":[144],"an":[145],"emergent":[146],"milieu.":[147],"identifying":[149],"various":[150],"contributing":[151],"provides":[155],"cognitive":[157],"affective":[159],"constructs":[160],"important":[162],"targets":[163],"actionable":[165],"learning":[166],"analytics":[167],"development.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2023-05-26T00:00:00"}
