{"id":"https://openalex.org/W4401462062","doi":"https://doi.org/10.1002/isaf.1565","title":"Liquidity forecasting at corporate and subsidiary levels using machine learning","display_name":"Liquidity forecasting at corporate and subsidiary levels using machine learning","publication_year":2024,"publication_date":"2024-08-09","ids":{"openalex":"https://openalex.org/W4401462062","doi":"https://doi.org/10.1002/isaf.1565"},"language":"en","primary_location":{"id":"doi:10.1002/isaf.1565","is_oa":true,"landing_page_url":"https://doi.org/10.1002/isaf.1565","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/isaf.1565","source":{"id":"https://openalex.org/S4394735491","display_name":"Intelligent systems in accounting, finance and management/Intelligent systems in accounting, finance & management","issn_l":"1055-615X","issn":["1055-615X","1099-1174","1550-1949","2160-0074"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Systems in Accounting, Finance and Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/isaf.1565","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090993103","display_name":"Vinay Singh","orcid":"https://orcid.org/0000-0002-8401-1123"},"institutions":[{"id":"https://openalex.org/I206895457","display_name":"University of Siegen","ror":"https://ror.org/02azyry73","country_code":"DE","type":"education","lineage":["https://openalex.org/I206895457"]},{"id":"https://openalex.org/I4210107087","display_name":"BASF (Germany)","ror":"https://ror.org/01q8f6705","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210107087"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vinay Singh","raw_affiliation_strings":["BASF  Ludwigshafen SE Germany","Universitat Siegen  Siegen Germany","BASF, Ludwigshafen, SE, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8401-1123","affiliations":[{"raw_affiliation_string":"BASF  Ludwigshafen SE Germany","institution_ids":["https://openalex.org/I4210107087"]},{"raw_affiliation_string":"Universitat Siegen  Siegen Germany","institution_ids":["https://openalex.org/I206895457"]},{"raw_affiliation_string":"BASF, Ludwigshafen, SE, Germany","institution_ids":["https://openalex.org/I4210107087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109761532","display_name":"Bhasker Choubey","orcid":null},"institutions":[{"id":"https://openalex.org/I206895457","display_name":"University of Siegen","ror":"https://ror.org/02azyry73","country_code":"DE","type":"education","lineage":["https://openalex.org/I206895457"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bhasker Choubey","raw_affiliation_strings":["Universitat Siegen  Siegen Germany","Universitat Siegen, Siegen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Siegen  Siegen Germany","institution_ids":["https://openalex.org/I206895457"]},{"raw_affiliation_string":"Universitat Siegen, Siegen, Germany","institution_ids":["https://openalex.org/I206895457"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031042376","display_name":"Stephan Sauer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107087","display_name":"BASF (Germany)","ror":"https://ror.org/01q8f6705","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210107087"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan Sauer","raw_affiliation_strings":["BASF  Ludwigshafen SE Germany","BASF, Ludwigshafen, SE, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BASF  Ludwigshafen SE Germany","institution_ids":["https://openalex.org/I4210107087"]},{"raw_affiliation_string":"BASF, Ludwigshafen, SE, Germany","institution_ids":["https://openalex.org/I4210107087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090993103"],"corresponding_institution_ids":["https://openalex.org/I206895457","https://openalex.org/I4210107087"],"apc_list":{"value":2630,"currency":"USD","value_usd":2630},"apc_paid":{"value":2630,"currency":"USD","value_usd":2630},"fwci":2.9404,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.91670523,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"31","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"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/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9923999905586243,"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/T12675","display_name":"Financial Reporting and Valuation Research","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/market-liquidity","display_name":"Market liquidity","score":0.7187509536743164},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5099939107894897},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.34299778938293457},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33000418543815613},{"id":"https://openalex.org/keywords/monetary-economics","display_name":"Monetary economics","score":0.3225501477718353},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.28720834851264954},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.28582340478897095}],"concepts":[{"id":"https://openalex.org/C183582576","wikidata":"https://www.wikidata.org/wiki/Q184783","display_name":"Market liquidity","level":2,"score":0.7187509536743164},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5099939107894897},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.34299778938293457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33000418543815613},{"id":"https://openalex.org/C556758197","wikidata":"https://www.wikidata.org/wiki/Q580018","display_name":"Monetary economics","level":1,"score":0.3225501477718353},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.28720834851264954},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.28582340478897095}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/isaf.1565","is_oa":true,"landing_page_url":"https://doi.org/10.1002/isaf.1565","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/isaf.1565","source":{"id":"https://openalex.org/S4394735491","display_name":"Intelligent systems in accounting, finance and management/Intelligent systems in accounting, finance & management","issn_l":"1055-615X","issn":["1055-615X","1099-1174","1550-1949","2160-0074"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Systems in Accounting, Finance and Management","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/306232","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/306232","pdf_url":"https://www.econstor.eu/bitstream/10419/306232/1/ISAF_ISAF1565.pdf","source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","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":null,"raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1002/isaf.1565","is_oa":true,"landing_page_url":"https://doi.org/10.1002/isaf.1565","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/isaf.1565","source":{"id":"https://openalex.org/S4394735491","display_name":"Intelligent systems in accounting, finance and management/Intelligent systems in accounting, finance & management","issn_l":"1055-615X","issn":["1055-615X","1099-1174","1550-1949","2160-0074"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Systems in Accounting, Finance and Management","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401462062.pdf","grobid_xml":"https://content.openalex.org/works/W4401462062.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W225995850","https://openalex.org/W429766147","https://openalex.org/W1969906147","https://openalex.org/W1978642993","https://openalex.org/W1982219968","https://openalex.org/W1996807559","https://openalex.org/W2005596732","https://openalex.org/W2020448692","https://openalex.org/W2032540219","https://openalex.org/W2034203008","https://openalex.org/W2037323795","https://openalex.org/W2039240409","https://openalex.org/W2055034416","https://openalex.org/W2094553626","https://openalex.org/W2095169544","https://openalex.org/W2095499010","https://openalex.org/W2124532504","https://openalex.org/W2134383774","https://openalex.org/W2171755902","https://openalex.org/W2189664155","https://openalex.org/W2293851566","https://openalex.org/W2327967758","https://openalex.org/W2467162146","https://openalex.org/W2534687124","https://openalex.org/W2592261270","https://openalex.org/W2780437264","https://openalex.org/W2792684492","https://openalex.org/W2885059409","https://openalex.org/W2913080029","https://openalex.org/W2922278439","https://openalex.org/W2963290474","https://openalex.org/W2966229829","https://openalex.org/W3001911567","https://openalex.org/W3008982768","https://openalex.org/W3012260343","https://openalex.org/W3014810357","https://openalex.org/W3015464002","https://openalex.org/W3020968675","https://openalex.org/W3026650084","https://openalex.org/W3121238216","https://openalex.org/W3121403070","https://openalex.org/W3121536593","https://openalex.org/W3121634861","https://openalex.org/W3122172324","https://openalex.org/W3122189555","https://openalex.org/W3123129688","https://openalex.org/W3123547113","https://openalex.org/W3124284225","https://openalex.org/W3125140669","https://openalex.org/W3125896384","https://openalex.org/W3193941319","https://openalex.org/W3194019472","https://openalex.org/W3195478784","https://openalex.org/W3200407166","https://openalex.org/W3205438311","https://openalex.org/W4206189171","https://openalex.org/W4211037345","https://openalex.org/W4229902448","https://openalex.org/W4230275901","https://openalex.org/W4230715394","https://openalex.org/W4237403776","https://openalex.org/W4247648242","https://openalex.org/W4252921626","https://openalex.org/W4255826217","https://openalex.org/W4283689535","https://openalex.org/W4292454673","https://openalex.org/W4311525683","https://openalex.org/W4382050231","https://openalex.org/W4383197906","https://openalex.org/W4388447832","https://openalex.org/W4388802121","https://openalex.org/W4393381991"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W3121222132"],"abstract_inverted_index":{"Summary":[0],"Liquidity":[1],"planning":[2,11],"and":[3,16,67,75,82,149],"forecasting":[4,32,41,79,144],"are":[5,43],"essential":[6],"activities":[7,42],"in":[8,80,97,121],"corporate":[9,85],"financial":[10],"team.":[12],"Traditionally,":[13],"empirical":[14],"models":[15],"techniques":[17],"based":[18],"on":[19,92],"in\u2010house":[20],"expertise":[21],"have":[22],"been":[23],"used":[24],"to":[25,45,61,69,71,105,132,142],"navigate":[26],"the":[27,40,73,84,128,152],"numerous":[28],"challenges":[29,35],"of":[30,47,77,124],"this":[31],"activity.":[33],"These":[34,134],"become":[36],"more":[37],"complex":[38],"when":[39],"extended":[44],"subsidiaries":[46,81],"a":[48,54,93,138],"large":[49,94],"firm.":[50],"This":[51],"paper":[52],"presents":[53],"structured":[55],"approach":[56,88,114,141],"that":[57,137],"utilizes":[58],"240":[59],"covariates":[60],"predict":[62],"net":[63],"liquidity,":[64],"customer":[65],"receipts,":[66],"payments":[68],"suppliers":[70],"improve":[72],"accuracy":[74],"efficiency":[76],"liquidity":[78,143],"at":[83],"level.":[86],"The":[87,112],"is":[89],"empirically":[90],"validated":[91],"corporation":[95],"headquartered":[96],"Germany,":[98],"with":[99],"average":[100],"annual":[101],"revenue":[102],"from":[103,130],"6":[104],"7":[106],"billion":[107],"Euro":[108],"spanning":[109],"80":[110],"countries.":[111],"proposed":[113],"demonstrated":[115],"superior":[116],"performance":[117],"over":[118],"existing":[119],"methods":[120],"six":[122],"out":[123],"nine":[125],"forecasts":[126],"using":[127],"data":[129],"2014":[131],"2018.":[133],"findings":[135],"suggest":[136],"firm's":[139],"classical":[140],"can":[145],"be":[146],"effectively":[147],"challenged":[148],"outperformed":[150],"by":[151],"algorithmic":[153],"approach.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}