{"id":"https://openalex.org/W6906815829","doi":"https://doi.org/10.18420/inf2024_176","title":"Educational pathways in a German labor market knowledge graph","display_name":"Educational pathways in a German labor market knowledge graph","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W6906815829","doi":"https://doi.org/10.18420/inf2024_176"},"language":"en","primary_location":{"id":"doi:10.18420/inf2024_176","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2024_176","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/inf2024_176","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Kostadinovska, Katerina","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kostadinovska, Katerina","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"D\u00f6rpinghaus, Jens","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D\u00f6rpinghaus, Jens","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31893905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.09189999848604202,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.09189999848604202,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.05640000104904175,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T12501","display_name":"Digital Economy and Work Transformation","score":0.05469999834895134,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/german","display_name":"German","score":0.8147000074386597},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.4221000075340271},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3801000118255615},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.3723999857902527},{"id":"https://openalex.org/keywords/knowledge-society","display_name":"Knowledge society","score":0.35899999737739563},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.34790000319480896}],"concepts":[{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.8147000074386597},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.4221000075340271},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.39959999918937683},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3801000118255615},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3750999867916107},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.3723999857902527},{"id":"https://openalex.org/C2780784464","wikidata":"https://www.wikidata.org/wiki/Q3487980","display_name":"Knowledge society","level":2,"score":0.35899999737739563},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.35740000009536743},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3312999904155731},{"id":"https://openalex.org/C27564746","wikidata":"https://www.wikidata.org/wiki/Q913709","display_name":"Market research","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C80984254","wikidata":"https://www.wikidata.org/wiki/Q608190","display_name":"Labor relations","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C2993464850","wikidata":"https://www.wikidata.org/wiki/Q58327829","display_name":"Sociological research","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2800999879837036},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.26820001006126404},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18420/inf2024_176","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2024_176","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/inf2024_176","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2024_176","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"score":0.7538211941719055,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Educational":[0],"pathways":[1],"play":[2],"a":[3,16],"pivotal":[4],"role":[5],"in":[6,79,90],"fostering":[7],"lifelong":[8],"learning":[9],"and":[10,41,48,65],"skilled":[11],"workforces.":[12],"We":[13],"build":[14],"upon":[15],"German":[17,27],"labor":[18,91],"market":[19,92],"knowledge":[20],"graph":[21,59],"that":[22],"was":[23],"developed":[24],"from":[25],"the":[26,67,74,84],"Labor":[28],"Market":[29],"Ontology":[30],"(GLMO).":[31],"The":[32],"GLMO":[33],"provides":[34],"entities":[35],"for":[36],"qualifications,":[37],"such":[38,61],"as":[39,44,46,62],"occupations":[40],"training":[42],"programs,":[43],"well":[45],"tools":[47],"skills.":[49],"To":[50],"conduct":[51],"research":[52],"on":[53],"educational":[54],"pathways,":[55],"we":[56],"employ":[57],"several":[58],"algorithms,":[60],"shortest":[63],"paths,":[64],"present":[66],"results.":[68],"It":[69],"is":[70],"possible":[71],"to":[72],"demonstrate":[73],"advantages":[75],"of":[76,86],"digital":[77],"methods":[78],"sociological":[80],"research,":[81],"thereby":[82],"advancing":[83],"boundaries":[85],"computational":[87],"social":[88],"sciences":[89],"research.":[93]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}