{"id":"https://openalex.org/W1893962865","doi":"https://doi.org/10.1080/08874417.2015.11645799","title":"Are We There Yet? A Technique to Determine Theoretical Saturation","display_name":"Are We There Yet? A Technique to Determine Theoretical Saturation","publication_year":2015,"publication_date":"2015-12-07","ids":{"openalex":"https://openalex.org/W1893962865","doi":"https://doi.org/10.1080/08874417.2015.11645799","mag":"1893962865"},"language":"en","primary_location":{"id":"doi:10.1080/08874417.2015.11645799","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08874417.2015.11645799","pdf_url":null,"source":{"id":"https://openalex.org/S83133229","display_name":"Journal of Computer Information Systems","issn_l":"0887-4417","issn":["0887-4417","2380-2057"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computer Information Systems","raw_type":"journal-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/A5071598771","display_name":"Terry Rowlands","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Terry Rowlands","raw_affiliation_strings":["The University of Queensland, St Lucia, Q 4072, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, St Lucia, Q 4072, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112459305","display_name":"Neal Waddell","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Neal Waddell","raw_affiliation_strings":["The University of Queensland, St Lucia, Q 4072, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, St Lucia, Q 4072, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073161662","display_name":"Bernard McKenna","orcid":"https://orcid.org/0000-0001-7092-4944"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bernard McKenna","raw_affiliation_strings":["The University of Queensland, St Lucia, Q 4072, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, St Lucia, Q 4072, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071598771"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":10.6893,"has_fulltext":false,"cited_by_count":105,"citation_normalized_percentile":{"value":0.97717832,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"56","issue":"1","first_page":"40","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12880","display_name":"Qualitative Research Methods and Applications","score":0.9961000084877014,"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"}},"topics":[{"id":"https://openalex.org/T12880","display_name":"Qualitative Research Methods and Applications","score":0.9961000084877014,"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"}},{"id":"https://openalex.org/T11981","display_name":"Qualitative Research Methods and Ethics","score":0.9416000247001648,"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/criticism","display_name":"Criticism","score":0.6623901128768921},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.5562041997909546},{"id":"https://openalex.org/keywords/saturation","display_name":"Saturation (graph theory)","score":0.5061337351799011},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5061075091362},{"id":"https://openalex.org/keywords/grounded-theory","display_name":"Grounded theory","score":0.493328720331192},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.47508254647254944},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.40358707308769226},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.37714362144470215},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.3672674298286438},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24153867363929749},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.1547946333885193},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.1502423882484436},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.12494480609893799},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10541874170303345}],"concepts":[{"id":"https://openalex.org/C7991579","wikidata":"https://www.wikidata.org/wiki/Q17955","display_name":"Criticism","level":2,"score":0.6623901128768921},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.5562041997909546},{"id":"https://openalex.org/C9930424","wikidata":"https://www.wikidata.org/wiki/Q7426587","display_name":"Saturation (graph theory)","level":2,"score":0.5061337351799011},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5061075091362},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.493328720331192},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.47508254647254944},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.40358707308769226},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.37714362144470215},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3672674298286438},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24153867363929749},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.1547946333885193},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.1502423882484436},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.12494480609893799},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10541874170303345},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/08874417.2015.11645799","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08874417.2015.11645799","pdf_url":null,"source":{"id":"https://openalex.org/S83133229","display_name":"Journal of Computer Information Systems","issn_l":"0887-4417","issn":["0887-4417","2380-2057"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computer Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:370985","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W124963830","https://openalex.org/W1506150625","https://openalex.org/W1527311855","https://openalex.org/W1556808170","https://openalex.org/W1557459633","https://openalex.org/W1674175026","https://openalex.org/W1842559365","https://openalex.org/W1967631875","https://openalex.org/W1982017927","https://openalex.org/W1984490653","https://openalex.org/W1992087226","https://openalex.org/W2000117884","https://openalex.org/W2006479099","https://openalex.org/W2034592824","https://openalex.org/W2036417809","https://openalex.org/W2052627550","https://openalex.org/W2063966906","https://openalex.org/W2070539194","https://openalex.org/W2074112053","https://openalex.org/W2091847390","https://openalex.org/W2105374761","https://openalex.org/W2117437274","https://openalex.org/W2124890572","https://openalex.org/W2127873101","https://openalex.org/W2129660502","https://openalex.org/W2150374398","https://openalex.org/W2151433983","https://openalex.org/W2153222072","https://openalex.org/W2165261073","https://openalex.org/W2264709743","https://openalex.org/W2292089056","https://openalex.org/W2329223578","https://openalex.org/W2329395632","https://openalex.org/W2487580109","https://openalex.org/W2589050468","https://openalex.org/W3103179940","https://openalex.org/W4210764005","https://openalex.org/W4233714939"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2119545855","https://openalex.org/W2997577522","https://openalex.org/W2363024216","https://openalex.org/W2944502674","https://openalex.org/W2810513547","https://openalex.org/W2188142764","https://openalex.org/W2994031751","https://openalex.org/W2885438148"],"abstract_inverted_index":{"Although":[0],"the":[1,35,82,100,111,122,128],"concept":[2,26,36],"of":[3,81,84,130,142],"theoretical":[4,143],"saturation":[5],"(ThS)":[6],"was":[7],"first":[8],"introduced":[9],"by":[10,127],"Glaser":[11],"and":[12,39,48,132],"Strauss's":[13],"grounded":[14],"theory":[15],"methodology,":[16],"it":[17],"is":[18,37,113,124,136],"now":[19],"more":[20],"widely":[21],"used":[22],"as":[23],"a":[24,89,139],"fundamental":[25],"in":[27,46,50],"interview-based":[28],"qualitative":[29,63],"research.":[30],"Despite":[31],"its":[32],"widespread":[33],"use,":[34],"nebulous":[38],"lacks":[40],"systematization.":[41],"An":[42],"extensive":[43],"literature":[44],"review":[45],"2007,":[47],"again":[49],"2013,":[51],"shows":[52,119],"that":[53,110,121,133],"this":[54,116],"inexactitude":[55],"characterizes":[56],"most":[57],"claims":[58],"for":[59,92],"using":[60,95],"ThS.":[61],"Yet":[62],"methodologists":[64],"seem":[65],"strangely":[66],"reluctant":[67],"to":[68,77,102],"accept":[69],"criticism":[70],"or":[71],"possible":[72],"improvement.":[73],"By":[74],"assuming":[75],"ThS":[76,94],"be":[78],"an":[79],"analogue":[80],"principle":[83],"diminishing":[85],"returns,":[86],"we":[87],"propose":[88],"quantitative":[90],"technique":[91,101,123],"determining":[93],"lognormal":[96],"distribution":[97],"principles.":[98],"Applying":[99],"three":[103],"large":[104],"data":[105],"sets":[106],"provided":[107],"strong":[108],"evidence":[109],"method":[112],"efficacious.":[114],"Usefully,":[115],"study":[117],"also":[118],"both":[120],"not":[125,137],"affected":[126],"order":[129],"interviews":[131],"corpus":[134],"size":[135],"necessarily":[138],"true":[140],"indication":[141],"saturation.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":4}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}
