{"id":"https://openalex.org/W4401029998","doi":"https://doi.org/10.1145/3682069","title":"Large Language Models for Conducting Advanced Text Analytics Information Systems Research","display_name":"Large Language Models for Conducting Advanced Text Analytics Information Systems Research","publication_year":2024,"publication_date":"2024-07-26","ids":{"openalex":"https://openalex.org/W4401029998","doi":"https://doi.org/10.1145/3682069"},"language":"en","primary_location":{"id":"doi:10.1145/3682069","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3682069","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3682069","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3682069","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075447553","display_name":"Benjamin Ampel","orcid":"https://orcid.org/0000-0003-0603-0270"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Benjamin Ampel","raw_affiliation_strings":["Georgia State University, Atlanta, United States"],"raw_orcid":"https://orcid.org/0000-0003-0603-0270","affiliations":[{"raw_affiliation_string":"Georgia State University, Atlanta, United States","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104223051","display_name":"Chi-Heng Yang","orcid":"https://orcid.org/0000-0002-9304-041X"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chi-Heng Yang","raw_affiliation_strings":["The University of Arizona, Tucson, United States"],"raw_orcid":"https://orcid.org/0000-0002-9304-041X","affiliations":[{"raw_affiliation_string":"The University of Arizona, Tucson, United States","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046482790","display_name":"James Lee Hu","orcid":"https://orcid.org/0009-0009-5112-6280"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Hu","raw_affiliation_strings":["The University of Arizona, Tucson, United States"],"raw_orcid":"https://orcid.org/0009-0009-5112-6280","affiliations":[{"raw_affiliation_string":"The University of Arizona, Tucson, United States","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017102020","display_name":"Hsinchun Chen","orcid":"https://orcid.org/0000-0003-3251-2433"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hsinchun Chen","raw_affiliation_strings":["The University of Arizona, Tucson, United States"],"raw_orcid":"https://orcid.org/0000-0003-3251-2433","affiliations":[{"raw_affiliation_string":"The University of Arizona, Tucson, United States","institution_ids":["https://openalex.org/I138006243"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075447553"],"corresponding_institution_ids":["https://openalex.org/I181565077"],"apc_list":null,"apc_paid":null,"fwci":9.0764,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.97910204,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"16","issue":"1","first_page":"1","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9991000294685364,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9991000294685364,"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/T11719","display_name":"Data Quality and Management","score":0.996999979019165,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9776999950408936,"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/data-science","display_name":"Data science","score":0.6873902678489685},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6223757266998291},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6027799248695374},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.6015346050262451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5683699250221252},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3882743716239929},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1486358642578125}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6873902678489685},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6223757266998291},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6027799248695374},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.6015346050262451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5683699250221252},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3882743716239929},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1486358642578125},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3682069","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3682069","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3682069","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3682069","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3682069","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3682069","source":{"id":"https://openalex.org/S4210170305","display_name":"ACM Transactions on Management Information Systems","issn_l":"2158-656X","issn":["2158-656X","2158-6578"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Management Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401029998.pdf"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W128638292","https://openalex.org/W1219527654","https://openalex.org/W1276866904","https://openalex.org/W1494581773","https://openalex.org/W1546425147","https://openalex.org/W1593271688","https://openalex.org/W2141975087","https://openalex.org/W2238669505","https://openalex.org/W2483215953","https://openalex.org/W2489487449","https://openalex.org/W2559059232","https://openalex.org/W2607303097","https://openalex.org/W2607515753","https://openalex.org/W2768348081","https://openalex.org/W2884437772","https://openalex.org/W2888501547","https://openalex.org/W2912512851","https://openalex.org/W2937423263","https://openalex.org/W2947784394","https://openalex.org/W2951603891","https://openalex.org/W2979826702","https://openalex.org/W2990138404","https://openalex.org/W3004561114","https://openalex.org/W3011325660","https://openalex.org/W3034999214","https://openalex.org/W3042185737","https://openalex.org/W3044609751","https://openalex.org/W3085139254","https://openalex.org/W3085975571","https://openalex.org/W3092288641","https://openalex.org/W3101433089","https://openalex.org/W3105625590","https://openalex.org/W3114455979","https://openalex.org/W3115770351","https://openalex.org/W3128119799","https://openalex.org/W3128632573","https://openalex.org/W3180181113","https://openalex.org/W3185341429","https://openalex.org/W3199206948","https://openalex.org/W3209721572","https://openalex.org/W3212136196","https://openalex.org/W3215670829","https://openalex.org/W4205807230","https://openalex.org/W4221149883","https://openalex.org/W4229068698","https://openalex.org/W4255744575","https://openalex.org/W4280619990","https://openalex.org/W4287332927","https://openalex.org/W4287645038","https://openalex.org/W4292779060","https://openalex.org/W4298110867","https://openalex.org/W4299805482","https://openalex.org/W4309400067","https://openalex.org/W4318477615","https://openalex.org/W4360620450","https://openalex.org/W4371784866","https://openalex.org/W4382202657","https://openalex.org/W4382246105","https://openalex.org/W4384933378","https://openalex.org/W4385245566","https://openalex.org/W4390002638","https://openalex.org/W4391724817","https://openalex.org/W4391934842","https://openalex.org/W4392357044","https://openalex.org/W4396851389","https://openalex.org/W6739901393","https://openalex.org/W6778883912","https://openalex.org/W6784441095","https://openalex.org/W7048653255"],"related_works":["https://openalex.org/W2944277854","https://openalex.org/W2258359646","https://openalex.org/W2493324121","https://openalex.org/W4234402960","https://openalex.org/W4210958110","https://openalex.org/W2483613126","https://openalex.org/W4210994448","https://openalex.org/W4386824558","https://openalex.org/W4394927648","https://openalex.org/W2097838441"],"abstract_inverted_index":{"The":[0],"exponential":[1],"growth":[2],"of":[3,14,29,132,144],"digital":[4],"content":[5],"has":[6],"generated":[7],"massive":[8,35],"textual":[9,37],"datasets,":[10],"necessitating":[11],"the":[12,56,127],"use":[13],"advanced":[15],"analytical":[16],"approaches.":[17],"Large":[18],"Language":[19],"Models":[20],"(LLMs)":[21],"have":[22],"emerged":[23],"as":[24],"tools":[25],"that":[26],"are":[27],"capable":[28],"processing":[30],"and":[31,85,101,130,142],"extracting":[32],"insights":[33],"from":[34],"unstructured":[36],"datasets.":[38],"However,":[39],"how":[40,61,89],"to":[41,62,90,115,151,157],"leverage":[42],"LLMs":[43,134,160],"for":[44,70,97,135,161],"text":[45,93,162],"analytics":[46,94],"Information":[47,71],"Systems":[48,72],"(IS)":[49],"research":[50,96,122,154],"is":[51],"currently":[52],"unclear.":[53],"To":[54],"assist":[55],"IS":[57,84,95,121,153],"community":[58],"in":[59,83,119],"understanding":[60],"operationalize":[63],"LLMs,":[64],"we":[65],"propose":[66],"a":[67,139],"Text":[68],"Analytics":[69],"Research":[73],"(TAISR)":[74],"framework.":[75],"Our":[76],"proposed":[77],"framework":[78,114,149],"provides":[79],"detailed":[80],"recommendations":[81],"grounded":[82],"LLM":[86],"literature":[87],"on":[88],"conduct":[91],"meaningful":[92],"design":[98],"science,":[99],"behavioral,":[100],"econometric":[102],"streams.":[103],"We":[104,124],"conducted":[105],"three":[106],"business":[107],"intelligence":[108],"case":[109],"studies":[110],"using":[111],"our":[112,147],"TAISR":[113,148],"demonstrate":[116],"its":[117,145],"application":[118],"several":[120],"contexts.":[123],"also":[125],"outline":[126],"potential":[128],"challenges":[129],"limitations":[131],"adopting":[133],"IS.":[136],"By":[137],"offering":[138],"systematic":[140],"approach":[141],"evidence":[143],"utility,":[146],"contributes":[150],"future":[152],"streams":[155],"looking":[156],"incorporate":[158],"powerful":[159],"analytics.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-27T08:22:11.395708","created_date":"2025-10-10T00:00:00"}