{"id":"https://openalex.org/W50531261","doi":null,"title":"Predicting corporate failure of Malaysians listed companies: Comparing multiple discriminant analysis, logistic regression and the hazard model","display_name":"Predicting corporate failure of Malaysians listed companies: Comparing multiple discriminant analysis, logistic regression and the hazard model","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W50531261","mag":"50531261"},"language":"en","primary_location":{"id":"pmh:oai:repo.uum.edu.my:1616","doi":null,"is_oa":false,"landing_page_url":"https://repo.uum.edu.my/id/eprint/1616/1/Nur_Adiana_Hiau_Abdullah%2C.pdf","pdf_url":"https://repo.uum.edu.my/id/eprint/1616/1/Nur_Adiana_Hiau_Abdullah%2C.pdf","source":{"id":"https://openalex.org/S4306400886","display_name":"Universiti Utara Malaysia Institutional Repository (Universiti Utara Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I65079550","host_organization_name":"Universiti Malaysia Perlis","host_organization_lineage":["https://openalex.org/I65079550"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"volume":null,"type":"article","indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052610801","display_name":"Nur Adiana Hiau Abdullah","orcid":"https://orcid.org/0000-0002-8142-8097","observed_orcids":["https://orcid.org/0000-0002-8142-8097"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nur Adiana Hiau Abdullah","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8142-8097","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074160523","display_name":"Abd Halim Ahmad","orcid":"https://orcid.org/0000-0002-8637-1376","observed_orcids":["https://orcid.org/0000-0002-8637-1376"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abd Halim Ahmad","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8637-1376","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5058086583","display_name":"Rohani Md Rus","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rohani Rus","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7875,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.97575951,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"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":1.0,"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":1.0,"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/T12509","display_name":"Corporate Insolvency and Governance","score":0.0,"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/T10019","display_name":"Corporate Finance and Governance","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/bankruptcy-prediction","display_name":"bankruptcy prediction","score":0.9120000004768372},{"id":"https://openalex.org/keywords/financial-distress","display_name":"financial distress","score":0.7570000290870667},{"id":"https://openalex.org/keywords/multiple-discriminant-analysis","display_name":"multiple discriminant analysis","score":0.847000002861023},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.9980000257492065},{"id":"https://openalex.org/keywords/hazard-models","display_name":"hazard models","score":0.8920000195503235},{"id":"https://openalex.org/keywords/malaysian-listed-firms","display_name":"Malaysian listed companies","score":0.6759999990463257},{"id":"https://openalex.org/keywords/debt-ratio","display_name":"debt ratio","score":0.9100000262260437},{"id":"https://openalex.org/keywords/net-income-growth","display_name":"net income growth","score":0.9760000109672546},{"id":"https://openalex.org/keywords/return-on-assets","display_name":"return on assets","score":0.9900000095367432},{"id":"https://openalex.org/keywords/bankruptcy-prediction-models","display_name":"bankruptcy prediction models","score":0.35899999737739563}],"concepts":[{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.7824233770370483},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6171578168869019},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.5699284076690674},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5622419714927673},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.5037316679954529},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.4690936803817749},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.4662078320980072},{"id":"https://openalex.org/C207103383","wikidata":"https://www.wikidata.org/wiki/Q3930246","display_name":"Hazard ratio","level":3,"score":0.44181931018829346},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.43835264444351196},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.4171534478664398},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.32073134183883667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2890094518661499},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.2110689878463745},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:repo.uum.edu.my:1616","doi":null,"is_oa":false,"landing_page_url":"https://repo.uum.edu.my/id/eprint/1616/1/Nur_Adiana_Hiau_Abdullah%2C.pdf","pdf_url":"https://repo.uum.edu.my/id/eprint/1616/1/Nur_Adiana_Hiau_Abdullah%2C.pdf","source":{"id":"https://openalex.org/S4306400886","display_name":"Universiti Utara Malaysia Institutional Repository (Universiti Utara Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I65079550","host_organization_name":"Universiti Malaysia Perlis","host_organization_lineage":["https://openalex.org/I65079550"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"mag:50531261","doi":null,"is_oa":false,"landing_page_url":"http://repo.uum.edu.my/1616/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2918424405","https://openalex.org/W2086116214","https://openalex.org/W3182338591","https://openalex.org/W4255567855","https://openalex.org/W3049663043","https://openalex.org/W2604279262","https://openalex.org/W6968768991","https://openalex.org/W2475291091","https://openalex.org/W126785294","https://openalex.org/W6995722957"],"abstract_inverted_index":{"This":[0,50],"study":[1],"compares":[2],"three":[3],"methodologies":[4,135],"for":[5],"identifying":[6],"financially":[7],"distressed":[8,24],"companies,":[9,34],"multiple":[10],"discriminant":[11],"analysis":[12],"(MDA),":[13],"logistic":[14,130],"regression":[15,131],"and":[16,25,132],"hazard":[17,39,133],"model.":[18],"In":[19,108],"a":[20,29,52,97],"sample":[21,31,66,71],"of":[22,32,37,46,85,91,100,104],"52":[23],"non-distressed":[26],"companies":[27],"with":[28],"holdout":[30,65],"20":[33],"the":[35,38,47,59,64,70,75,82,89,105,120,129],"predictions":[36],"model":[40,134],"were":[41,136],"accurate":[42],"in":[43,69,117],"94.9":[44],"%":[45],"cases":[48],"examined.":[49],"was":[51,96,113,124],"higher":[53],"accuracy":[54,77],"rate":[55,78],"than":[56],"generated":[57],"by":[58],"other":[60],"two":[61],"methodologies.However,":[62],"when":[63,128],"is":[67],"included":[68],"analyzed,":[72],"MDA":[73],"had":[74],"highest":[76],"at":[79],"85%.":[80],"Among":[81],"ten":[83],"determinants":[84],"corporate":[86,101],"performance":[87],"examined,":[88],"ratio":[90],"debt":[92],"to":[93],"total":[94],"assets":[95,123],"significant":[98,115],"predictor":[99,116,127],"distress":[102],"regardless":[103],"methodology":[106],"used.":[107,137],"addition,":[109],"net":[110],"income":[111],"growth":[112],"another":[114],"MDA,":[118],"whereas":[119],"return":[121],"on":[122],"an":[125],"important":[126]},"counts_by_year":[{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":13},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":2}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2016-06-24T00:00:00"}