{"id":"https://openalex.org/W4385434530","doi":"https://doi.org/10.1007/978-3-031-28776-3_6","title":"Utilizing Latent Class Analysis (LCA) to Analyze Response Patterns in Categorical Data","display_name":"Utilizing Latent Class Analysis (LCA) to Analyze Response Patterns in Categorical Data","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385434530","doi":"https://doi.org/10.1007/978-3-031-28776-3_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-28776-3_6","doi":"https://doi.org/10.1007/978-3-031-28776-3_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-28776-3_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-28776-3_6.pdf","source":{"id":"https://openalex.org/S4210227569","display_name":"Contemporary trends and issues in science education","issn_l":"1878-0482","issn":["1878-0482","1878-0784"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","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":"Contemporary Trends and Issues in Science Education","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4385434449","display_name":"Advances in Applications of Rasch Measurement in Science Education"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-28776-3_6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019352672","display_name":"Martina Brandenburger","orcid":"https://orcid.org/0000-0002-6880-0413","observed_orcids":["https://orcid.org/0000-0002-6880-0413"]},"institutions":[{"id":"https://openalex.org/I4210122148","display_name":"University of Education Freiburg","ror":"https://ror.org/02rtsfd15","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210122148"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Martina Brandenburger","raw_affiliation_strings":["Department of Physics, University of Education Freiburg, Freiburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, University of Education Freiburg, Freiburg, Germany","institution_ids":["https://openalex.org/I4210122148"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060474272","display_name":"Martin Schwichow","orcid":"https://orcid.org/0000-0001-9694-7183","observed_orcids":["https://orcid.org/0000-0001-9694-7183"]},"institutions":[{"id":"https://openalex.org/I4210122148","display_name":"University of Education Freiburg","ror":"https://ror.org/02rtsfd15","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210122148"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Schwichow","raw_affiliation_strings":["Department of Physics, University of Education Freiburg, Freiburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, University of Education Freiburg, Freiburg, Germany","institution_ids":["https://openalex.org/I4210122148"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5019352672"],"corresponding_institution_ids":["https://openalex.org/I4210122148"],"apc_list":null,"apc_paid":null,"fwci":9.049,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98157202,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"123","last_page":"156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/latent-class-analysis","display_name":"latent class analysis","score":1.0},{"id":"https://openalex.org/keywords/rasch-measurement-theory","display_name":"Rasch measurement theory","score":0.7860000133514404},{"id":"https://openalex.org/keywords/categorical-latent-variables","display_name":"categorical latent variables","score":0.7540000081062317}],"concepts":[{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.9126430153846741},{"id":"https://openalex.org/C101266164","wikidata":"https://www.wikidata.org/wiki/Q2131821","display_name":"Rasch model","level":2,"score":0.9085990190505981},{"id":"https://openalex.org/C70727504","wikidata":"https://www.wikidata.org/wiki/Q1806878","display_name":"Latent class model","level":2,"score":0.8166804313659668},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.6178662180900574},{"id":"https://openalex.org/C207968926","wikidata":"https://www.wikidata.org/wiki/Q7227107","display_name":"Polytomous Rasch model","level":4,"score":0.5683524012565613},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.505831241607666},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4915545880794525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4529224932193756},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44875630736351013},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.4222610592842102},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.4064928889274597},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.37079036235809326},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3331564962863922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31115108728408813},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.30999916791915894},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2580792307853699},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.1212950050830841},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-28776-3_6","doi":"https://doi.org/10.1007/978-3-031-28776-3_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-28776-3_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-28776-3_6.pdf","source":{"id":"https://openalex.org/S4210227569","display_name":"Contemporary trends and issues in science education","issn_l":"1878-0482","issn":["1878-0482","1878-0784"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","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":"Contemporary Trends and Issues in Science Education","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-28776-3_6","doi":"https://doi.org/10.1007/978-3-031-28776-3_6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-28776-3_6","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-28776-3_6.pdf","source":{"id":"https://openalex.org/S4210227569","display_name":"Contemporary trends and issues in science education","issn_l":"1878-0482","issn":["1878-0482","1878-0784"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1","poland-20"],"host_organization":"https://openalex.org/P4310320108","host_organization_name":"Springer Nature (Netherlands)","host_organization_lineage":["https://openalex.org/P4310320108","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature (Netherlands)","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":"Contemporary Trends and Issues in Science Education","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.6164000034332275}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385434530.pdf","grobid_xml":"https://content.openalex.org/works/W4385434530.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W84440327","https://openalex.org/W277290759","https://openalex.org/W325314667","https://openalex.org/W1564557898","https://openalex.org/W1965120811","https://openalex.org/W1975397338","https://openalex.org/W1981903823","https://openalex.org/W2022306341","https://openalex.org/W2042934584","https://openalex.org/W2049633694","https://openalex.org/W2058340619","https://openalex.org/W2101479256","https://openalex.org/W2118502261","https://openalex.org/W2131931917","https://openalex.org/W2136105491","https://openalex.org/W2142635246","https://openalex.org/W2151570219","https://openalex.org/W2171814052","https://openalex.org/W2181465509","https://openalex.org/W2243040480","https://openalex.org/W2292562788","https://openalex.org/W2492868331","https://openalex.org/W2554987453","https://openalex.org/W2594637598","https://openalex.org/W2938641539","https://openalex.org/W2969041179","https://openalex.org/W3043332547","https://openalex.org/W3044194783","https://openalex.org/W3110432907","https://openalex.org/W3153793975","https://openalex.org/W4210589783","https://openalex.org/W4212792737","https://openalex.org/W4226227103","https://openalex.org/W4233979989","https://openalex.org/W4240310297","https://openalex.org/W4249750499","https://openalex.org/W4292414119","https://openalex.org/W6638093227","https://openalex.org/W6983058060","https://openalex.org/W7020380774"],"related_works":["https://openalex.org/W7125913853","https://openalex.org/W2575752098","https://openalex.org/W99471992","https://openalex.org/W2125615797","https://openalex.org/W3081354747","https://openalex.org/W2088292263","https://openalex.org/W4239477003","https://openalex.org/W1986926417","https://openalex.org/W2095750530","https://openalex.org/W2157622170"],"abstract_inverted_index":{"Abstract":[0],"Models":[1],"based":[2,13,78],"on":[3,14,79],"Rasch\u2019s":[4],"(1960)":[5],"measurement":[6],"theory":[7],"build":[8],"quantitative,":[9],"continuous":[10],"latent":[11,21,31],"variables":[12],"persons\u2019":[15],"categorical":[16,30,41],"responses.":[17,42],"In":[18,43],"contrast,":[19],"within":[20,40],"class":[22],"analysis":[23,64],"(LCA),":[24],"persons":[25],"are":[26],"represented":[27],"by":[28],"qualitative,":[29],"variables.":[32],"LCA":[33,61],"can":[34],"be":[35],"used":[36,92],"to":[37],"identify":[38],"patterns":[39],"this":[44],"chapter,":[45],"we":[46],"present":[47],"the":[48,52,60,67,91],"general":[49],"idea":[50],"of":[51],"LCA,":[53],"including":[54],"conventions":[55],"for":[56],"interpreting":[57],"results,":[58],"compare":[59],"with":[62,70],"Rasch":[63,73],"and":[65,89,95],"combine":[66],"LCA\u2019s":[68],"results":[69],"a":[71,80],"unidimensional":[72],"model.":[74],"Our":[75],"presentation":[76],"is":[77],"concrete":[81],"empirical":[82],"example":[83],"that":[84],"investigates":[85],"experimental":[86],"design":[87],"errors":[88],"includes":[90],"data":[93],"set":[94],"R":[96],"scripts":[97],"as":[98],"supplemental":[99],"materials.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2023-08-01T00:00:00"}