{"id":"https://openalex.org/W4360969779","doi":"https://doi.org/10.1007/978-3-031-27815-0_42","title":"Process Mining on\u00a0Curriculum-Based Study Data: A Case Study at\u00a0a\u00a0German University","display_name":"Process Mining on\u00a0Curriculum-Based Study Data: A Case Study at\u00a0a\u00a0German University","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4360969779","doi":"https://doi.org/10.1007/978-3-031-27815-0_42"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-27815-0_42","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-27815-0_42","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-27815-0_42.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-27815-0_42.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091894457","display_name":"Richard Hobeck","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Richard Hobeck","raw_affiliation_strings":["Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011464374","display_name":"Luise Pufahl","orcid":"https://orcid.org/0000-0002-5182-2587"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Luise Pufahl","raw_affiliation_strings":["Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071642549","display_name":"Ingo Weber","orcid":"https://orcid.org/0000-0002-4833-5921"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ingo Weber","raw_affiliation_strings":["Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Software and Business Engineering, Technische Universitaet Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091894457"],"corresponding_institution_ids":["https://openalex.org/I4577782"],"apc_list":null,"apc_paid":null,"fwci":9.9725,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.98382858,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"577","last_page":"589"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9865999817848206,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/german","display_name":"German","score":0.8147635459899902},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5465294718742371},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.4821479022502899},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4289205074310303},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3307580351829529},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30086132884025574},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.17757746577262878},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.17703461647033691},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.08700865507125854},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.05044403672218323}],"concepts":[{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.8147635459899902},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5465294718742371},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.4821479022502899},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4289205074310303},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3307580351829529},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30086132884025574},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.17757746577262878},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.17703461647033691},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.08700865507125854},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.05044403672218323}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-27815-0_42","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-27815-0_42","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-27815-0_42.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-27815-0_42","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-27815-0_42","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-27815-0_42.pdf","source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4360969779.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W649212855","https://openalex.org/W1898103075","https://openalex.org/W1910723569","https://openalex.org/W1978503757","https://openalex.org/W2108839216","https://openalex.org/W2592708722","https://openalex.org/W2757875814","https://openalex.org/W2790106775","https://openalex.org/W2801227655","https://openalex.org/W2883445323","https://openalex.org/W3000065748","https://openalex.org/W3037498616","https://openalex.org/W4234759745","https://openalex.org/W4241642683","https://openalex.org/W4243932450"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2315527029","https://openalex.org/W2065387230","https://openalex.org/W2323937687","https://openalex.org/W648995381","https://openalex.org/W3033791384","https://openalex.org/W2141885522","https://openalex.org/W2776312268","https://openalex.org/W4246315097"],"abstract_inverted_index":{"Abstract":[0],"On":[1],"their":[2],"trajectory":[3,110],"through":[4,59],"educational":[5],"university":[6,130],"systems,":[7],"students":[8,51],"leave":[9],"a":[10,22,26,62,106,113],"trace":[11],"of":[12,17,28,37,50,56,129,154],"event":[13,19],"data.":[14],"The":[15],"analysis":[16,111],"that":[18,31,118],"data":[20],"with":[21,105],"process":[23,60,69,86,119],"lens":[24],"poses":[25],"set":[27],"domain-specific":[29,136],"challenges":[30],"is":[32,72],"addressed":[33],"in":[34,100,148,157],"the":[35,43,48,54,84,127],"field":[36],"Educational":[38],"Process":[39],"Mining":[40],"(EPM).":[41],"Despite":[42],"vast":[44],"potential":[45],"for":[46,145],"understanding":[47],"progress":[49],"and":[52],"improving":[53],"quality":[55,128],"study":[57,64,104],"programs":[58],"mining,":[61],"case":[63,103],"based":[65],"on":[66,108],"an":[67,101],"established":[68],"mining":[70,87,120],"methodology":[71,89],"still":[73],"missing.":[74],"In":[75],"this":[76,80],"paper,":[77],"we":[78,151],"address":[79],"gap":[81],"by":[82],"applying":[83],"state-of-the-art":[85],"project":[88],"(PM":[90],"$$^2$$":[91],"<mml:math":[92],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[93],"<mml:msup>":[94],"<mml:mrow/>":[95],"<mml:mn>2</mml:mn>":[96],"</mml:msup>":[97],"</mml:math>":[98],")":[99],"EPM":[102],"focus":[107],"student":[109],"at":[112],"German":[114],"university.":[115],"We":[116,132],"found":[117],"can":[121],"create":[122],"actionable":[123],"items":[124],"to":[125],"improve":[126],"education.":[131],"also":[133],"point":[134],"out":[135],"challenges,":[137],"like":[138],"handling":[139],"reoccurring":[140],"exams":[141],"(retaken":[142],"after":[143],"failing)":[144],"future":[146],"research":[147],"EPM.":[149],"Finally,":[150],"observe":[152],"insights":[153],"some":[155],"value":[156],"our":[158],"case.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}