{"id":"https://openalex.org/W7220952591","doi":"https://doi.org/10.34306/att.v8i3.842","title":"A Machine Learning Framework for Startup Investor Matchmaking to Enhance Sustainable Innovation","display_name":"A Machine Learning Framework for Startup Investor Matchmaking to Enhance Sustainable Innovation","publication_year":2026,"publication_date":"2026-10-08","ids":{"openalex":"https://openalex.org/W7220952591","doi":"https://doi.org/10.34306/att.v8i3.842"},"language":"en","primary_location":{"id":"doi:10.34306/att.v8i3.842","doi":"https://doi.org/10.34306/att.v8i3.842","is_oa":true,"landing_page_url":"https://doi.org/10.34306/att.v8i3.842","pdf_url":"https://att.aptisi.or.id/index.php/att/article/download/842/562","source":{"id":"https://openalex.org/S4210208222","display_name":"Aptisi Transactions On Technopreneurship (ATT)","issn_l":"2655-8807","issn":["2655-8807","2656-8888"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aptisi Transactions on Technopreneurship (ATT)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://att.aptisi.or.id/index.php/att/article/download/842/562","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036585078","display_name":"Ninda Lutfiani","orcid":"https://orcid.org/0000-0001-7019-0020","observed_orcids":["https://orcid.org/0000-0001-7019-0020"]},"institutions":[{"id":"https://openalex.org/I4405257179","display_name":"Universitas Raharja","ror":"https://ror.org/04zkdpw71","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405257179"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Ninda Lutfiani","raw_affiliation_strings":["Raharja University"],"raw_orcid":"https://orcid.org/0000-0001-7019-0020","affiliations":[{"raw_affiliation_string":"Raharja University","institution_ids":["https://openalex.org/I4405257179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004568103","display_name":"Mochamad Heru Riza Chakim","orcid":"https://orcid.org/0000-0002-5675-0818","observed_orcids":["https://orcid.org/0000-0002-5675-0818","https://orcid.org/0000-0001-9550-7856"]},"institutions":[{"id":"https://openalex.org/I4405257179","display_name":"Universitas Raharja","ror":"https://ror.org/04zkdpw71","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405257179"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mochamad Heru Riza Chakim","raw_affiliation_strings":["Raharja University"],"raw_orcid":"https://orcid.org/0000-0001-9550-7856","affiliations":[{"raw_affiliation_string":"Raharja University","institution_ids":["https://openalex.org/I4405257179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033425524","display_name":"Sutarto Wijono","orcid":"https://orcid.org/0000-0003-2154-6056","observed_orcids":["https://orcid.org/0000-0003-2154-6056"]},"institutions":[{"id":"https://openalex.org/I157219812","display_name":"Satya Wacana Christian University","ror":"https://ror.org/009nnre75","country_code":"ID","type":"education","lineage":["https://openalex.org/I157219812"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sutarto Wijono","raw_affiliation_strings":["Satya Wacana Christian University"],"raw_orcid":"https://orcid.org/0000-0003-2154-6056","affiliations":[{"raw_affiliation_string":"Satya Wacana Christian University","institution_ids":["https://openalex.org/I157219812"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048383296","display_name":"Untung Rahardja","orcid":"https://orcid.org/0000-0002-2166-2412","observed_orcids":["https://orcid.org/0000-0002-2166-2412"]},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Untung Rahardja","raw_affiliation_strings":["University of Technology Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-2166-2412","affiliations":[{"raw_affiliation_string":"University of Technology Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046569780","display_name":"Hindriyanto Dwi Purnomo","orcid":"https://orcid.org/0000-0001-6728-7868","observed_orcids":["https://orcid.org/0000-0001-6728-7868"]},"institutions":[{"id":"https://openalex.org/I157219812","display_name":"Satya Wacana Christian University","ror":"https://ror.org/009nnre75","country_code":"ID","type":"education","lineage":["https://openalex.org/I157219812"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hindriyanto Dwi Purnomo","raw_affiliation_strings":["Satya Wacana Christian University"],"raw_orcid":"https://orcid.org/0000-0001-6728-7868","affiliations":[{"raw_affiliation_string":"Satya Wacana Christian University","institution_ids":["https://openalex.org/I157219812"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077688846","display_name":"Agung Rizky","orcid":"https://orcid.org/0009-0006-7046-8639","observed_orcids":["https://orcid.org/0009-0006-7046-8639"]},"institutions":[{"id":"https://openalex.org/I4405257179","display_name":"Universitas Raharja","ror":"https://ror.org/04zkdpw71","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405257179"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Agung Rizky","raw_affiliation_strings":["Raharja University"],"raw_orcid":"https://orcid.org/0009-0006-7046-8639","affiliations":[{"raw_affiliation_string":"Raharja University","institution_ids":["https://openalex.org/I4405257179"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036585078"],"corresponding_institution_ids":["https://openalex.org/I4405257179"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"3","first_page":"1147","last_page":"1158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.49070000648498535,"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"}},"topics":[{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.49070000648498535,"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":0.30660000443458557,"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/T11903","display_name":"Private Equity and Venture Capital","score":0.1420000046491623,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"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"}}],"keywords":[{"id":"https://openalex.org/keywords/sustainable-innovation","display_name":"sustainable innovation","score":0.5839999914169312},{"id":"https://openalex.org/keywords/information-asymmetry","display_name":"information asymmetry","score":0.968999981880188},{"id":"https://openalex.org/keywords/micro-small-and-medium-enterprises","display_name":"micro, small and medium enterprises","score":0.8669999837875366},{"id":"https://openalex.org/keywords/access-to-capital","display_name":"access to capital","score":0.8399999737739563},{"id":"https://openalex.org/keywords/sustainable-development-goals","display_name":"Sustainable Development Goals","score":0.7860000133514404},{"id":"https://openalex.org/keywords/smote","display_name":"SMOTE","score":0.49900001287460327},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.9229999780654907}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6503000259399414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6359999775886536},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.6308000087738037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6297000050544739},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.3833000063896179},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3752000033855438},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.36489999294281006},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.3314000070095062},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.32510000467300415},{"id":"https://openalex.org/C2775884135","wikidata":"https://www.wikidata.org/wiki/Q845436","display_name":"Mandate","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31529998779296875},{"id":"https://openalex.org/C2777352838","wikidata":"https://www.wikidata.org/wiki/Q5419420","display_name":"Excellence","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.30790001153945923},{"id":"https://openalex.org/C2776962539","wikidata":"https://www.wikidata.org/wiki/Q6472078","display_name":"Lagging","level":2,"score":0.28439998626708984},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.2574999928474426},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.34306/att.v8i3.842","doi":"https://doi.org/10.34306/att.v8i3.842","is_oa":true,"landing_page_url":"https://doi.org/10.34306/att.v8i3.842","pdf_url":"https://att.aptisi.or.id/index.php/att/article/download/842/562","source":{"id":"https://openalex.org/S4210208222","display_name":"Aptisi Transactions On Technopreneurship (ATT)","issn_l":"2655-8807","issn":["2655-8807","2656-8888"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aptisi Transactions on Technopreneurship (ATT)","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:be4638f0d2fb4f39b54c67f511b03cc1","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/be4638f0d2fb4f39b54c67f511b03cc1","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Aptisi Transactions on Technopreneurship, Vol 8, Iss 3 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.34306/att.v8i3.842","doi":"https://doi.org/10.34306/att.v8i3.842","is_oa":true,"landing_page_url":"https://doi.org/10.34306/att.v8i3.842","pdf_url":"https://att.aptisi.or.id/index.php/att/article/download/842/562","source":{"id":"https://openalex.org/S4210208222","display_name":"Aptisi Transactions On Technopreneurship (ATT)","issn_l":"2655-8807","issn":["2655-8807","2656-8888"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Aptisi Transactions on Technopreneurship (ATT)","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":1.0,"display_name":"Industry, innovation and infrastructure"},{"id":"https://metadata.un.org/sdg/8","score":0.9211000204086304,"display_name":"Decent work and economic growth"},{"id":"https://metadata.un.org/sdg/10","score":0.5676000118255615,"display_name":"Reduced inequalities"},{"id":"https://metadata.un.org/sdg/17","score":0.5217000246047974,"display_name":"Partnerships for the goals"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220952591.pdf","grobid_xml":"https://content.openalex.org/works/W7220952591.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W4416595874"],"related_works":["https://openalex.org/W4412023329","https://openalex.org/W7151793843","https://openalex.org/W7160115525","https://openalex.org/W7138917958","https://openalex.org/W4411883915","https://openalex.org/W6960338435","https://openalex.org/W7204708332","https://openalex.org/W4404995506","https://openalex.org/W7169797774","https://openalex.org/W7170738314"],"abstract_inverted_index":{"Accelerating":[0],"sustainable":[1],"innovation":[2,215],"is":[3,34],"a":[4,27,67,88,102,128,194,209],"critical":[5],"mandate":[6],"for":[7],"emerging":[8],"economies.":[9],"However,":[10],"the":[11,80,120,180,200],"high":[12],"failure":[13],"rate":[14],"of":[15,83,91,154,157,161,176,182],"startups,":[16],"primarily":[17],"driven":[18],"by":[19,37,169],"inefficient":[20],"founder-investor":[21],"alignment":[22,118],"and":[23,51,58,78,85,143,159,204,213],"information":[24],"asymmetry,":[25],"remains":[26],"systemic":[28],"obstacle.":[29],"In":[30],"Indonesia,":[31],"this":[32],"challenge":[33],"further":[35],"exacerbated":[36],"traditional":[38,165],"matchmaking":[39,70,190],"processes":[40],"that":[41,105,149,188],"rely":[42],"on":[43,117],"social":[44],"networks,":[45],"often":[46],"excluding":[47],"high-potential":[48],"Micro,":[49],"Small,":[50],"Medium":[52],"Enterprises":[53],"(MSMEs).":[54],"This":[55],"study":[56],"introduces":[57],"validates":[59],"Artificial":[60],"Intelligence":[61],"Machine":[62],"Learning":[63],"Excellence":[64],"Economy":[65],"(AIMEE),":[66],"novel":[68],"hybrid":[69],"framework":[71,126],"designed":[72],"to":[73,76,139,198,208],"democratize":[74],"access":[75],"capital":[77],"accelerate":[79],"twin":[81],"transition":[82],"digitalization":[84],"sustainability.":[86],"Utilizing":[87],"pilot":[89],"dataset":[90],"94":[92],"startup-investor":[93],"pairs":[94],"from":[95],"five":[96,110],"provinces":[97],"in":[98,217],"Java,":[99],"we":[100],"developed":[101],"policy-aware":[103],"algorithm":[104],"integrates":[106],"financial":[107],"metrics":[108],"with":[109,119,133],"entrepreneurial":[111],"dimensions,":[112],"including":[113],"Sovereignty":[114],"Scores":[115],"based":[116],"Sustainable":[121],"Development":[122],"Goals":[123],"(SDGs).":[124],"The":[125,171],"employs":[127],"lightweight":[129],"neural":[130],"network":[131],"optimized":[132],"SMOTE":[134],"(Synthetic":[135],"Minority":[136],"Over-sampling":[137],"Technique)":[138],"address":[140],"data":[141],"scarcity":[142],"class":[144],"imbalance.":[145],"Empirical":[146],"validation":[147],"shows":[148],"AIMEE":[150],"achieves":[151],"an":[152],"F1-Score":[153],"0.83,":[155],"Recall":[156],"0.82,":[158],"ROC-AUC":[160],"0.89,":[162],"significantly":[163],"outperforming":[164],"Random":[166],"Forest":[167],"baselines":[168],"12%.":[170],"model":[172],"effectively":[173],"identifies":[174],"patterns":[175],"potential":[177],"collaboration,":[178],"overcoming":[179],"limitations":[181],"rigid":[183],"networking.":[184],"These":[185],"findings":[186],"confirm":[187],"AI-driven":[189],"can":[191],"serve":[192],"as":[193],"robust":[195],"digital":[196],"infrastructure":[197],"operationalize":[199],"Asta":[201],"Cita":[202],"vision":[203],"SDG":[205],"9,":[206],"contributing":[207],"more":[210],"inclusive,":[211],"resilient,":[212],"competitive":[214],"ecosystem":[216],"Indonesia.":[218]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-10-09T00:00:00"}