{"id":"https://openalex.org/W4414781055","doi":"https://doi.org/10.1007/s44163-025-00314-9","title":"Mapping the presence of artificial intelligence in investment fund: a systematic review","display_name":"Mapping the presence of artificial intelligence in investment fund: a systematic review","publication_year":2025,"publication_date":"2025-10-03","ids":{"openalex":"https://openalex.org/W4414781055","doi":"https://doi.org/10.1007/s44163-025-00314-9"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00314-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00314-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00314-9.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00314-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107920202","display_name":"A. A. Bin Anuar","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Amirul Ammar Anuar","raw_affiliation_strings":["Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020967607","display_name":"Mohammad Taqiuddin Mohamad","orcid":"https://orcid.org/0000-0002-1543-9062"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohammad Taqiuddin Bin Mohamad","raw_affiliation_strings":["Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025856630","display_name":"Ahmad Azam Bin Sulaiman","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ahmad Azam Bin Sulaiman","raw_affiliation_strings":["Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"affiliations":[{"raw_affiliation_string":"Department of Syariah and Economics, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5107920202"],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":2.0281,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89642046,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9790999889373779,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9790999889373779,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.954200029373169,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.5320000052452087},{"id":"https://openalex.org/keywords/asset-management","display_name":"Asset management","score":0.5318999886512756},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.519599974155426},{"id":"https://openalex.org/keywords/asset","display_name":"Asset (computer security)","score":0.445499986410141},{"id":"https://openalex.org/keywords/transformational-leadership","display_name":"Transformational leadership","score":0.44290000200271606},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4375},{"id":"https://openalex.org/keywords/investment-management","display_name":"Investment management","score":0.43619999289512634},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.41679999232292175}],"concepts":[{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5320000052452087},{"id":"https://openalex.org/C2776517139","wikidata":"https://www.wikidata.org/wiki/Q873442","display_name":"Asset management","level":2,"score":0.5318999886512756},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.519599974155426},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.445499986410141},{"id":"https://openalex.org/C38775462","wikidata":"https://www.wikidata.org/wiki/Q1569376","display_name":"Transformational leadership","level":2,"score":0.44290000200271606},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4375},{"id":"https://openalex.org/C189188589","wikidata":"https://www.wikidata.org/wiki/Q14864997","display_name":"Investment management","level":3,"score":0.43619999289512634},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.41679999232292175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4077000021934509},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.40689998865127563},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.4041000008583069},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4018999934196472},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.39399999380111694},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3862999975681305},{"id":"https://openalex.org/C169549615","wikidata":"https://www.wikidata.org/wiki/Q939134","display_name":"Return on investment","level":3,"score":0.36880001425743103},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.36809998750686646},{"id":"https://openalex.org/C33566652","wikidata":"https://www.wikidata.org/wiki/Q1065927","display_name":"Theme (computing)","level":2,"score":0.33180001378059387},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3199999928474426},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.29820001125335693},{"id":"https://openalex.org/C139043278","wikidata":"https://www.wikidata.org/wiki/Q837171","display_name":"Financial services","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2921000123023987},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.25769999623298645},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.2531999945640564}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00314-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00314-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00314-9.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ced9cfe371df4c708cf5f1aa9b866efb","is_oa":true,"landing_page_url":"https://doaj.org/article/ced9cfe371df4c708cf5f1aa9b866efb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Artificial Intelligence, Vol 5, Iss 1, Pp 1-18 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00314-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00314-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-025-00314-9.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414781055.pdf","grobid_xml":"https://content.openalex.org/works/W4414781055.grobid-xml"},"referenced_works_count":83,"referenced_works":["https://openalex.org/W2140956556","https://openalex.org/W2804876597","https://openalex.org/W2865233769","https://openalex.org/W2969625533","https://openalex.org/W2984702506","https://openalex.org/W3011092931","https://openalex.org/W3013063141","https://openalex.org/W3045812956","https://openalex.org/W3046900617","https://openalex.org/W3048029164","https://openalex.org/W3088640268","https://openalex.org/W3093821457","https://openalex.org/W3112122951","https://openalex.org/W3116086607","https://openalex.org/W3123507464","https://openalex.org/W3124536214","https://openalex.org/W3151415133","https://openalex.org/W3173850014","https://openalex.org/W3181336532","https://openalex.org/W3185463066","https://openalex.org/W3192664314","https://openalex.org/W3194400128","https://openalex.org/W3198040634","https://openalex.org/W3199291273","https://openalex.org/W3205571002","https://openalex.org/W3210557706","https://openalex.org/W3216065183","https://openalex.org/W4200415231","https://openalex.org/W4200432467","https://openalex.org/W4200522522","https://openalex.org/W4212846260","https://openalex.org/W4221039286","https://openalex.org/W4221086861","https://openalex.org/W4224037372","https://openalex.org/W4224229162","https://openalex.org/W4226056250","https://openalex.org/W4226420812","https://openalex.org/W4238025018","https://openalex.org/W4281288841","https://openalex.org/W4283213527","https://openalex.org/W4284988375","https://openalex.org/W4292133399","https://openalex.org/W4294647307","https://openalex.org/W4295127154","https://openalex.org/W4307363759","https://openalex.org/W4309630859","https://openalex.org/W4310067657","https://openalex.org/W4313479788","https://openalex.org/W4313547212","https://openalex.org/W4317702541","https://openalex.org/W4319160636","https://openalex.org/W4320912444","https://openalex.org/W4328051263","https://openalex.org/W4328094538","https://openalex.org/W4362735289","https://openalex.org/W4371785003","https://openalex.org/W4377012359","https://openalex.org/W4381785735","https://openalex.org/W4382175553","https://openalex.org/W4383163630","https://openalex.org/W4384296133","https://openalex.org/W4385010306","https://openalex.org/W4385302345","https://openalex.org/W4386574844","https://openalex.org/W4387035674","https://openalex.org/W4387431647","https://openalex.org/W4387610428","https://openalex.org/W4387623883","https://openalex.org/W4388260648","https://openalex.org/W4388664093","https://openalex.org/W4388679268","https://openalex.org/W4388751946","https://openalex.org/W4389502491","https://openalex.org/W4389916395","https://openalex.org/W4389975836","https://openalex.org/W4390321529","https://openalex.org/W4390597790","https://openalex.org/W4390969722","https://openalex.org/W4391097216","https://openalex.org/W4392928581","https://openalex.org/W4398201709","https://openalex.org/W4399043787","https://openalex.org/W4399282688"],"related_works":[],"abstract_inverted_index":{"This":[0,172,187],"study":[1,29,75,173],"systematically":[2],"reviews":[3],"the":[4,14,34,41,58,84,95,101,180],"integration":[5],"of":[6,44,60,83,184],"artificial":[7],"intelligence":[8],"(AI)":[9],"with":[10],"investment":[11,198],"funds":[12,199],"in":[13,197,200],"asset":[15,201],"management":[16,202],"industry":[17],"and":[18,39,62,91,130,152,164,182,203,211],"emphasizes":[19],"its":[20,37],"transformative":[21],"impact.":[22],"Aiming":[23],"to":[24,48,72,112,118,194],"bridge":[25],"knowledge":[26],"gaps,":[27],"this":[28,144],"explores":[30],"AI's":[31],"position":[32],"within":[33],"industry,":[35],"analyzes":[36],"variety,":[38],"assesses":[40],"transformational":[42],"implications":[43,181],"existing":[45],"practices.":[46],"Adhering":[47],"systematic":[49],"review":[50,85,145,188],"methodology,":[51],"a":[52,114,119,136,141,176,206],"comprehensive":[53],"search":[54],"was":[55,76],"conducted":[56],"across":[57],"Web":[59],"Science":[61],"Scopus":[63],"databases,":[64],"identifying":[65],"27":[66],"high-quality":[67],"studies":[68],"published":[69],"from":[70,97],"2020":[71],"2024.":[73],"The":[74,80,123],"then":[77],"analyzed":[78],"thematically.":[79],"first":[81],"theme":[82],"classifies":[86],"AI":[87,103,126,147,185,196],"applications":[88],"into":[89],"front-end":[90,155],"back-end":[92,124,170],"roles,":[93],"illustrating":[94],"transition":[96],"traditional":[98],"processes.":[99],"On":[100],"front-end,":[102],"assists":[104],"simple":[105],"activities":[106],"by":[107],"analyzing":[108],"an":[109,191],"investor's":[110],"profile":[111],"determine":[113],"suitable":[115],"fund,":[116],"similar":[117],"human":[120,137],"financial":[121],"consultant.":[122],"sees":[125],"performing":[127],"autonomous":[128],"trading":[129,166],"managing":[131],"pooled":[132],"fund":[133,138],"investments,":[134],"resembling":[135],"manager.":[139],"As":[140],"secondary":[142],"theme,":[143],"analyse":[146],"deployment":[148],"include":[149],"using":[150],"robo-advisors":[151],"chatbots":[153],"for":[154,169,208],"tasks,":[156],"screening":[157],"analysis,":[158],"predictive":[159],"analytics,":[160],"automated":[161,165],"algorithmic":[162],"trading,":[163],"technical":[167],"analysis":[168],"tasks.":[171],"also":[174],"includes":[175],"deductive":[177],"discussion":[178],"on":[179],"transofrmation":[183],"deployment.":[186],"serves":[189,204],"as":[190,205],"analytical":[192],"framework":[193],"highlight":[195],"springboard":[207],"future":[209],"research":[210],"industrial":[212],"applications.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-07T14:57:38.498316","created_date":"2025-10-10T00:00:00"}