{"id":"https://openalex.org/W4411801882","doi":"https://doi.org/10.3390/systems13070520","title":"Enhancing Startup Financing Success Prediction Based on Social Media Sentiment","display_name":"Enhancing Startup Financing Success Prediction Based on Social Media Sentiment","publication_year":2025,"publication_date":"2025-06-27","ids":{"openalex":"https://openalex.org/W4411801882","doi":"https://doi.org/10.3390/systems13070520"},"language":"en","primary_location":{"id":"doi:10.3390/systems13070520","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070520","pdf_url":"https://www.mdpi.com/2079-8954/13/7/520/pdf?version=1751024254","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-8954/13/7/520/pdf?version=1751024254","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003297301","display_name":"Zhen Qiu","orcid":"https://orcid.org/0000-0003-1886-1821"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Qiu","raw_affiliation_strings":["School of Economics and Management, University of the Chinese Academy of Sciences, Beijing 100090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, University of the Chinese Academy of Sciences, Beijing 100090, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037762035","display_name":"Yifan Qu","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Qu","raw_affiliation_strings":["School of Information, Renmin University of China, Beijing 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information, Renmin University of China, Beijing 100872, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066031425","display_name":"Shao\u2010Chen Yang","orcid":"https://orcid.org/0000-0002-7079-6724"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]},{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Shaochen Yang","raw_affiliation_strings":["Department of Information Systems, City University of Hong Kong, Hong Kong, China","School of Information, Renmin University of China, Beijing 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"School of Information, Renmin University of China, Beijing 100872, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wuji Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuji Zhang","raw_affiliation_strings":["School of Information, Renmin University of China, Beijing 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information, Renmin University of China, Beijing 100872, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044171766","display_name":"Wei Xu","orcid":"https://orcid.org/0000-0001-7992-9063"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Xu","raw_affiliation_strings":["School of Information, Renmin University of China, Beijing 100872, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information, Renmin University of China, Beijing 100872, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101736025","display_name":"Hong Zhao","orcid":"https://orcid.org/0000-0002-4355-3460"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zhao","raw_affiliation_strings":["School of Economics and Management, University of the Chinese Academy of Sciences, Beijing 100090, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, University of the Chinese Academy of Sciences, Beijing 100090, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5044171766"],"corresponding_institution_ids":["https://openalex.org/I78988378"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":6.8631,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96515572,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":"7","first_page":"520","last_page":"520"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9998000264167786,"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":0.9998000264167786,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9804999828338623,"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"}},{"id":"https://openalex.org/T10987","display_name":"Microfinance and Financial Inclusion","score":0.9739000201225281,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.713398277759552},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5731722116470337},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5668703317642212},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.4035535454750061},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2959694266319275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18234461545944214},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1288030743598938}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.713398277759552},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5731722116470337},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5668703317642212},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.4035535454750061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2959694266319275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18234461545944214},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1288030743598938}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/systems13070520","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070520","pdf_url":"https://www.mdpi.com/2079-8954/13/7/520/pdf?version=1751024254","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/fa7a0bf6-65bd-4f04-95e5-6b73aba21acc","is_oa":true,"landing_page_url":"https://hdl.handle.net/2031/fa7a0bf6-65bd-4f04-95e5-6b73aba21acc","pdf_url":"https://scholars.cityu.edu.hk/files/365124206/350680173.pdf","source":{"id":"https://openalex.org/S7407055387","display_name":"CityU Scholars","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Qiu, Z, Qu, Y, Yang, S, Zhang, W, Xu, W & Zhao, H 2025, 'Enhancing Startup Financing Success Prediction Based on Social Media Sentiment', Systems, vol. 13, no. 7, 520. https://doi.org/10.3390/systems13070520","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:2e6b9a8b566e48808dd687d09600d78c","is_oa":true,"landing_page_url":"https://doaj.org/article/2e6b9a8b566e48808dd687d09600d78c","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,"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":"Systems, Vol 13, Iss 7, p 520 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/systems13070520","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems13070520","pdf_url":"https://www.mdpi.com/2079-8954/13/7/520/pdf?version=1751024254","source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411801882.pdf","grobid_xml":"https://content.openalex.org/works/W4411801882.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W335906599","https://openalex.org/W1998739252","https://openalex.org/W2019591674","https://openalex.org/W2031454682","https://openalex.org/W2034834881","https://openalex.org/W2527897574","https://openalex.org/W2537035126","https://openalex.org/W2560297938","https://openalex.org/W2564812841","https://openalex.org/W2582521417","https://openalex.org/W2606604774","https://openalex.org/W2781362114","https://openalex.org/W2808910698","https://openalex.org/W2899505792","https://openalex.org/W2967909960","https://openalex.org/W2968961538","https://openalex.org/W3008940508","https://openalex.org/W3080558846","https://openalex.org/W3121453390","https://openalex.org/W3121716941","https://openalex.org/W3121993247","https://openalex.org/W3122834492","https://openalex.org/W3125313861","https://openalex.org/W3125614544","https://openalex.org/W3166466223","https://openalex.org/W4205807088","https://openalex.org/W4213421491","https://openalex.org/W4288517722","https://openalex.org/W4293440159","https://openalex.org/W4297537734","https://openalex.org/W4313332978","https://openalex.org/W4375857359","https://openalex.org/W4384694076","https://openalex.org/W4386807478","https://openalex.org/W4393441054","https://openalex.org/W4399137711","https://openalex.org/W4404955563","https://openalex.org/W4405368800","https://openalex.org/W4406263377","https://openalex.org/W4406612408","https://openalex.org/W4407693527","https://openalex.org/W4410080440","https://openalex.org/W4410342268","https://openalex.org/W6607676666","https://openalex.org/W6728184652","https://openalex.org/W6731266776","https://openalex.org/W6842477323","https://openalex.org/W6862985932"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2765903680"],"abstract_inverted_index":{"Accurately":[0],"predicting":[1,79,163],"the":[2,30,48,72,102,123,142,176,198,214],"success":[3,82,165],"of":[4,32,51,58,74,217],"startup":[5,80],"financing":[6,18,42,62,81,164,205,227],"is":[7,116],"critical":[8],"for":[9,162,212,223,230],"strategic":[10,39],"business":[11],"planning":[12],"and":[13,38,83,133,139,151,229],"informed":[14,234],"investor":[15],"decision-making.":[16],"Traditional":[17],"prediction":[19,191],"models":[20],"typically":[21],"focus":[22],"on":[23,41,71,122],"a":[24,85,158,167,203],"company\u2019s":[25,204],"financial":[26,99,145],"indicators":[27],"to":[28,118,135,156,201,225,232],"explore":[29],"impact":[31],"factors":[33],"such":[34,130],"as":[35,54,131],"resource":[36],"allocation":[37],"choices":[40],"success,":[43],"yet":[44],"they":[45],"often":[46],"overlook":[47],"important":[49],"role":[50,73],"social":[52,75,107,124,147,181],"media":[53,76,108,125,148,182],"an":[55],"external":[56],"source":[57],"information":[59],"in":[60,78,190],"influencing":[61],"performance.":[63,206],"To":[64],"address":[65],"this":[66,68,96],"gap,":[67],"paper":[69],"focuses":[70],"sentiment":[77,120,128,152,194],"proposes":[84],"decision":[86,159,177,187],"support":[87,160,178,188,211],"system":[88,161,179],"(DSS)":[89],"framework":[90],"that":[91,175],"integrates":[92],"multi-source":[93],"data.":[94],"Specifically,":[95],"study":[97,208],"combines":[98],"data":[100,110,183],"from":[101,111],"Crunchbase":[103],"platform":[104],"with":[105,193],"company-related":[106],"news":[109],"Twitter.":[112],"The":[113],"BERTweet":[114],"model":[115],"used":[117],"perform":[119],"analysis":[121],"texts,":[126],"extracting":[127],"features":[129,153,195],"polarity":[132],"intensity":[134],"capture":[136],"public":[137,218],"attitudes":[138],"expectations":[140],"toward":[141],"company.":[143],"Subsequently,":[144],"indicators,":[146],"numerical":[149],"features,":[150],"are":[154],"combined":[155],"construct":[157],"using":[166],"deep":[168],"neural":[169],"network":[170],"(DNN).":[171],"Experimental":[172],"results":[173],"show":[174],"incorporating":[180],"significantly":[184],"outperforms":[185],"traditional":[186],"systems":[189],"accuracy,":[192],"further":[196],"enhancing":[197],"model\u2019s":[199],"ability":[200],"identify":[202],"Our":[207],"provides":[209],"strong":[210],"understanding":[213],"profound":[215],"influence":[216],"sentiment,":[219],"offering":[220],"practical":[221],"guidance":[222],"startups":[224],"optimize":[226],"strategies":[228],"investors":[231],"make":[233],"decisions.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-31T08:46:17.908082","created_date":"2025-10-10T00:00:00"}