{"id":"https://openalex.org/W4388300712","doi":"https://doi.org/10.1080/23311886.2023.2276609","title":"Machine learning In the financial industry: A bibliometric approach to evidencing applications","display_name":"Machine learning In the financial industry: A bibliometric approach to evidencing applications","publication_year":2023,"publication_date":"2023-11-02","ids":{"openalex":"https://openalex.org/W4388300712","doi":"https://doi.org/10.1080/23311886.2023.2276609"},"language":"en","primary_location":{"id":"doi:10.1080/23311886.2023.2276609","doi":"https://doi.org/10.1080/23311886.2023.2276609","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311886.2023.2276609","pdf_url":null,"source":{"id":"https://openalex.org/S2737998943","display_name":"Cogent Social Sciences","issn_l":"2331-1886","issn":["2331-1886"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Social Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1080/23311886.2023.2276609","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074419168","display_name":"Nadisah Binti Zakaria","orcid":"https://orcid.org/0000-0002-0836-7355","observed_orcids":["https://orcid.org/0000-0002-0836-7355"]},"institutions":[{"id":"https://openalex.org/I4405278123","display_name":"Universiti Malaya-Wales","ror":"https://ror.org/0527zme82","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405278123"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nadisah Zakaria","raw_affiliation_strings":["International University-Malaya Wales","Faculty of Business, International University-Malaya Wales, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University-Malaya Wales","institution_ids":["https://openalex.org/I4405278123"]},{"raw_affiliation_string":"Faculty of Business, International University-Malaya Wales, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I4405278123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036015769","display_name":"Ainin Binti Sulaiman","orcid":"https://orcid.org/0000-0002-8989-712X","observed_orcids":["https://orcid.org/0000-0002-8989-712X"]},"institutions":[{"id":"https://openalex.org/I4405278123","display_name":"Universiti Malaya-Wales","ror":"https://ror.org/0527zme82","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405278123"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Ainin Sulaiman","raw_affiliation_strings":["International University-Malaya Wales","Faculty of Business, International University-Malaya Wales, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International University-Malaya Wales","institution_ids":["https://openalex.org/I4405278123"]},{"raw_affiliation_string":"Faculty of Business, International University-Malaya Wales, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I4405278123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112427253","display_name":"Foo Siong Min","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Foo Siong Min","raw_affiliation_strings":["Universiti Putra Malaysia","Accounting and Finance Department, School of Business and Economics, Universiti Putra Malaysia, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universiti Putra Malaysia","institution_ids":["https://openalex.org/I130343225"]},{"raw_affiliation_string":"Accounting and Finance Department, School of Business and Economics, Universiti Putra Malaysia, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023897338","display_name":"Ali Feizollah","orcid":"https://orcid.org/0000-0003-2439-8482","observed_orcids":["https://orcid.org/0000-0003-2439-8482"]},"institutions":[{"id":"https://openalex.org/I4405277548","display_name":"Brickfields Asia College","ror":"https://ror.org/032nxrh78","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405277548"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ali Feizollah","raw_affiliation_strings":["Brickfields Asia College","School of Digital Technology, Brickfields Asia College, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brickfields Asia College","institution_ids":["https://openalex.org/I4405277548"]},{"raw_affiliation_string":"School of Digital Technology, Brickfields Asia College, Selangor, Malaysia","institution_ids":["https://openalex.org/I4405277548"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036015769"],"corresponding_institution_ids":["https://openalex.org/I4405278123"],"apc_list":{"value":950,"currency":"GBP","value_usd":1165},"apc_paid":{"value":950,"currency":"GBP","value_usd":1165},"fwci":2.9387,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.91589397,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"9","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.7813000082969666,"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/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.7813000082969666,"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/T13346","display_name":"Digital Transformation in Financial Services","score":0.06040000170469284,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.05640000104904175,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning-in-finance","display_name":"machine learning in finance","score":0.949999988079071},{"id":"https://openalex.org/keywords/fintech","display_name":"fintech","score":0.7900000214576721},{"id":"https://openalex.org/keywords/crowdfunding","display_name":"crowdfunding","score":0.9670000076293945},{"id":"https://openalex.org/keywords/financial-forecasting","display_name":"financial forecasting","score":0.8230000138282776},{"id":"https://openalex.org/keywords/bankruptcy-prediction","display_name":"bankruptcy prediction","score":1.0},{"id":"https://openalex.org/keywords/computational-finance","display_name":"computational finance","score":0.9990000128746033},{"id":"https://openalex.org/keywords/research-trends","display_name":"research trends","score":0.753000020980835},{"id":"https://openalex.org/keywords/bibliometrics","display_name":"bibliometric analysis","score":0.5960000157356262}],"concepts":[{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.8101189136505127},{"id":"https://openalex.org/C504631918","wikidata":"https://www.wikidata.org/wiki/Q152074","display_name":"Bankruptcy","level":2,"score":0.6780041456222534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5988548398017883},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.560556173324585},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4884397089481354},{"id":"https://openalex.org/C2777045944","wikidata":"https://www.wikidata.org/wiki/Q12170198","display_name":"Zh\u00e0ng","level":3,"score":0.4791514277458191},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.46580201387405396},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.37391355633735657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33275893330574036},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.28167471289634705},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.27918821573257446},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","level":1,"score":0.11238974332809448},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/23311886.2023.2276609","doi":"https://doi.org/10.1080/23311886.2023.2276609","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311886.2023.2276609","pdf_url":null,"source":{"id":"https://openalex.org/S2737998943","display_name":"Cogent Social Sciences","issn_l":"2331-1886","issn":["2331-1886"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Social Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e4a1ffa412f24800b22a929b78141549","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e4a1ffa412f24800b22a929b78141549","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cogent Social Sciences, Vol 9, Iss 2 (2023)","raw_type":"article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/2e756456-a186-42e8-ac53-bb26a8a9324c","doi":null,"is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/2e756456-a186-42e8-ac53-bb26a8a9324c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zakaria, N, Sulaiman, A, Min, F S & Feizollah, A 2023, 'Machine learning In the financial industry : A bibliometric approach to evidencing applications', Cogent Social Sciences, vol. 9, no. 2, 2276609. https://doi.org/10.1080/23311886.2023.2276609","raw_type":"info:eu-repo/semantics/review"}],"best_oa_location":{"id":"doi:10.1080/23311886.2023.2276609","doi":"https://doi.org/10.1080/23311886.2023.2276609","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311886.2023.2276609","pdf_url":null,"source":{"id":"https://openalex.org/S2737998943","display_name":"Cogent Social Sciences","issn_l":"2331-1886","issn":["2331-1886"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Social Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2035908274","https://openalex.org/W2083862258","https://openalex.org/W2150220236","https://openalex.org/W2167332641","https://openalex.org/W2167872491","https://openalex.org/W2270937275","https://openalex.org/W2277805675","https://openalex.org/W2592084954","https://openalex.org/W2610250061","https://openalex.org/W2734777338","https://openalex.org/W2788057825","https://openalex.org/W2885442465","https://openalex.org/W2888141929","https://openalex.org/W2904224565","https://openalex.org/W2911450871","https://openalex.org/W2915289525","https://openalex.org/W2937631243","https://openalex.org/W2941520292","https://openalex.org/W2946494228","https://openalex.org/W2969625533","https://openalex.org/W2980648388","https://openalex.org/W2990450011","https://openalex.org/W3014934384","https://openalex.org/W3025276991","https://openalex.org/W3038273726","https://openalex.org/W3038368984","https://openalex.org/W3041159098","https://openalex.org/W3108051016","https://openalex.org/W3118615836","https://openalex.org/W3160856016","https://openalex.org/W3209021646","https://openalex.org/W4214489515","https://openalex.org/W4224327207","https://openalex.org/W4282599708","https://openalex.org/W4293393598","https://openalex.org/W4296745516","https://openalex.org/W6775637054"],"related_works":["https://openalex.org/W4405272074","https://openalex.org/W4400386024","https://openalex.org/W7149964973","https://openalex.org/W4224037372","https://openalex.org/W7084087062","https://openalex.org/W7151908620","https://openalex.org/W4319160636","https://openalex.org/W6948360150","https://openalex.org/W4415420370","https://openalex.org/W4415208708"],"abstract_inverted_index":{"This":[0,137],"study":[1,174],"comprehensively":[2],"reviews":[3],"the":[4,18,30,45,55,69,74,78,91,101,113,141,172],"key":[5],"influential":[6],"and":[7,35,73,127,144,182],"intellectual":[8],"aspects":[9],"of":[10,94,115,171],"machine":[11,42,116,162,187],"learning":[12,43,117,163,188],"in":[13,44,106,121,150,157,164,166,192],"finance.":[14,129],"The":[15,65,169],"authors":[16,66],"employ":[17],"bibliometric":[19],"approach":[20],"using":[21],"VOSviewer":[22],"software":[23],"to":[24,61,134,147,161],"analyse":[25],"189":[26],"academic":[27,155],"articles":[28,148],"from":[29],"SCOPUS":[31,142],"database":[32,143],"between":[33],"1988":[34],"December":[36],"2022.":[37],"Our":[38,130,152],"results":[39],"revealed":[40],"that":[41,54,68,80,90,112],"finance":[46,56,165,183],"literature":[47],"has":[48,118],"significantly":[49],"increased":[50],"since":[51],"2017,":[52],"indicating":[53],"industry":[57],"had":[58],"some":[59],"time":[60],"adopt":[62],"newer":[63],"technology.":[64],"find":[67],"United":[70,75,98],"States,":[71],"China,":[72],"Kingdom":[76],"were":[77],"countries":[79],"most":[81,102],"frequently":[82],"investigated":[83],"this":[84,107],"topic.":[85],"It":[86],"was":[87,145],"also":[88,110,176],"found":[89],"Steven":[92],"Institute":[93],"Technology":[95],"(New":[96],"Jersey,":[97],"States)":[99],"is":[100,132],"active":[103],"research":[104,131,138],"institute":[105],"field.":[108],"We":[109],"discovered":[111],"application":[114],"been":[119],"adopted":[120],"crowdfunding,":[122],"FinTech,":[123],"forecasting,":[124],"bankruptcy":[125],"prediction,":[126],"computational":[128],"subject":[133],"several":[135],"limitations.":[136],"only":[139],"utilised":[140],"restricted":[146],"written":[149],"English.":[151],"findings":[153],"assist":[154],"scholars":[156],"exploring":[158],"issues":[159],"related":[160],"future":[167],"studies.":[168],"outcomes":[170],"present":[173],"may":[175],"guide":[177],"market":[178],"participants,":[179],"particularly":[180],"FinTech":[181],"companies,":[184],"on":[185],"how":[186],"could":[189],"be":[190],"used":[191],"their":[193],"decision-making.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4}],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2023-11-04T00:00:00"}
