{"id":"https://openalex.org/W7220179157","doi":null,"title":"An Application of Data Envelopment Analysis and Malmquist Productivity Index in the Development of Human Capital of ASEAN-5 countries","display_name":"An Application of Data Envelopment Analysis and Malmquist Productivity Index in the Development of Human Capital of ASEAN-5 countries","publication_year":2023,"publication_date":"2023-09-04","ids":{"openalex":"https://openalex.org/W7220179157"},"language":"en","primary_location":{"id":"pmh:oai:so05.tci-thaijo.org:article/267629","doi":null,"is_oa":true,"landing_page_url":"https://so05.tci-thaijo.org/index.php/TER/article/view/267629","pdf_url":"https://so05.tci-thaijo.org/index.php/TER/article/download/267629/179585","source":{"id":"https://openalex.org/S7407058725","display_name":"Thailand and The World Economy","issn_l":"2630-0931","issn":["2630-0931","2651-0529"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/I108108428","host_organization_name":"Thammasat University","host_organization_lineage":["https://openalex.org/I108108428"],"host_organization_lineage_names":[],"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":"2630-0931","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://so05.tci-thaijo.org/index.php/TER/article/download/267629/179585","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020882057","display_name":"Somboon Sirisunhirun","orcid":"https://orcid.org/0000-0002-0041-5519","observed_orcids":["https://orcid.org/0000-0002-0041-5519","https://orcid.org/0000-0002-7019-511X"]},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sirisunhirun, Somboon","raw_affiliation_strings":["Faculty of Social Sciences and Humanities, Mahidol University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Social Sciences and Humanities, Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034508495","display_name":"Adirek Vajrapatkul","orcid":"https://orcid.org/0000-0002-6348-8977","observed_orcids":["https://orcid.org/0000-0002-6348-8977"]},"institutions":[{"id":"https://openalex.org/I60697786","display_name":"Sukhothai Thammathirat Open University","ror":"https://ror.org/00epajq42","country_code":"TH","type":"education","lineage":["https://openalex.org/I60697786"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vajrapatkul , Adirek","raw_affiliation_strings":["School of Economics, Sukhothai Thammathirat Open University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics, Sukhothai Thammathirat Open University, Thailand","institution_ids":["https://openalex.org/I60697786"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9980000257492065,"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/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9980000257492065,"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/T10393","display_name":"Economic Growth and Productivity","score":0.0017000000225380063,"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"}},{"id":"https://openalex.org/T13867","display_name":"Economic Growth and Development","score":0.0,"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/human-capital-development","display_name":"human capital development","score":0.9980000257492065},{"id":"https://openalex.org/keywords/productivity","display_name":"productivity","score":0.37400001287460327},{"id":"https://openalex.org/keywords/technical-efficiency","display_name":"technical efficiency","score":0.8519999980926514},{"id":"https://openalex.org/keywords/malmquist-index","display_name":"Malmquist productivity index","score":0.9620000123977661},{"id":"https://openalex.org/keywords/asean-5","display_name":"ASEAN-5","score":0.7170000076293945},{"id":"https://openalex.org/keywords/mobile-internet-use","display_name":"mobile internet use","score":0.7009999752044678},{"id":"https://openalex.org/keywords/private-credit","display_name":"private credit","score":0.6840000152587891},{"id":"https://openalex.org/keywords/government-education-expenditure","display_name":"government education expenditure","score":0.9670000076293945},{"id":"https://openalex.org/keywords/high-technology-exports","display_name":"high-tech exports","score":0.9620000123977661},{"id":"https://openalex.org/keywords/returns-to-scale","display_name":"returns to scale","score":0.75},{"id":"https://openalex.org/keywords/thailand","display_name":"Thailand","score":0.6039999723434448},{"id":"https://openalex.org/keywords/malaysia","display_name":"Malaysia","score":0.9829999804496765}],"concepts":[{"id":"https://openalex.org/C22088475","wikidata":"https://www.wikidata.org/wiki/Q647974","display_name":"Data envelopment analysis","level":2,"score":0.8715000152587891},{"id":"https://openalex.org/C2776943663","wikidata":"https://www.wikidata.org/wiki/Q165687","display_name":"Human capital","level":2,"score":0.7793999910354614},{"id":"https://openalex.org/C2777017832","wikidata":"https://www.wikidata.org/wiki/Q6744383","display_name":"Malmquist index","level":4,"score":0.70660001039505},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.6283000111579895},{"id":"https://openalex.org/C2779735493","wikidata":"https://www.wikidata.org/wiki/Q38994","display_name":"Human Development Index","level":3,"score":0.5940999984741211},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.5587999820709229},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.5217000246047974},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.46709999442100525},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.446399986743927},{"id":"https://openalex.org/C120009192","wikidata":"https://www.wikidata.org/wiki/Q1936153","display_name":"Total factor productivity","level":3,"score":0.414000004529953},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.4083000123500824},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.36959999799728394},{"id":"https://openalex.org/C83864248","wikidata":"https://www.wikidata.org/wiki/Q177323","display_name":"Developing country","level":2,"score":0.358599990606308},{"id":"https://openalex.org/C86637286","wikidata":"https://www.wikidata.org/wiki/Q7317264","display_name":"Rate of return","level":2,"score":0.3407999873161316},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C83646750","wikidata":"https://www.wikidata.org/wiki/Q193893","display_name":"Capital (architecture)","level":2,"score":0.3001999855041504},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C165083353","wikidata":"https://www.wikidata.org/wiki/Q282942","display_name":"Returns to scale","level":3,"score":0.28859999775886536},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.28349998593330383},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.2831000089645386},{"id":"https://openalex.org/C100001284","wikidata":"https://www.wikidata.org/wiki/Q2248246","display_name":"Public economics","level":1,"score":0.2734000086784363},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.26269999146461487},{"id":"https://openalex.org/C2781089502","wikidata":"https://www.wikidata.org/wiki/Q2917873","display_name":"Human development (humanity)","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.2605000138282776},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.25450000166893005}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:so05.tci-thaijo.org:article/267629","doi":null,"is_oa":true,"landing_page_url":"https://so05.tci-thaijo.org/index.php/TER/article/view/267629","pdf_url":"https://so05.tci-thaijo.org/index.php/TER/article/download/267629/179585","source":{"id":"https://openalex.org/S7407058725","display_name":"Thailand and The World Economy","issn_l":"2630-0931","issn":["2630-0931","2651-0529"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/I108108428","host_organization_name":"Thammasat University","host_organization_lineage":["https://openalex.org/I108108428"],"host_organization_lineage_names":[],"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":"2630-0931","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:so05.tci-thaijo.org:article/267629","doi":null,"is_oa":true,"landing_page_url":"https://so05.tci-thaijo.org/index.php/TER/article/view/267629","pdf_url":"https://so05.tci-thaijo.org/index.php/TER/article/download/267629/179585","source":{"id":"https://openalex.org/S7407058725","display_name":"Thailand and The World Economy","issn_l":"2630-0931","issn":["2630-0931","2651-0529"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["poland-20","russia-white-list-4","vabb-shw"],"host_organization":"https://openalex.org/I108108428","host_organization_name":"Thammasat University","host_organization_lineage":["https://openalex.org/I108108428"],"host_organization_lineage_names":[],"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":"2630-0931","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.833299994468689,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"},{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220179157.pdf","grobid_xml":"https://content.openalex.org/works/W7220179157.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2076452041","https://openalex.org/W3200006645"],"related_works":["https://openalex.org/W2037150499","https://openalex.org/W2155939201","https://openalex.org/W1628658135","https://openalex.org/W2310640577","https://openalex.org/W2970983422","https://openalex.org/W1506859098","https://openalex.org/W1499853601","https://openalex.org/W4233829535","https://openalex.org/W7028422247","https://openalex.org/W67487499"],"abstract_inverted_index":{"This":[0],"work":[1],"highlights":[2],"the":[3,25,36,44,52,60,69,75,104,125,168,171,177,181],"support":[4,196],"of":[5,27,40,46,68,113,127,158,183],"some":[6],"indicators,":[7],"which":[8],"are":[9,57,106,163,179],"assumed":[10],"to":[11,59,89,116,130,153,191,195],"be":[12],"resources,":[13],"namely":[14,73],"mobile":[15],"usage,":[16,18],"internet":[17],"private":[19],"credit,":[20],"government":[21],"education":[22],"expenditure,":[23],"and":[24,38,51,65,79,92,103,122,136,149,170,185],"export":[26],"high-technology":[28],"products,":[29],"for":[30],"human":[31,42,101,140,197],"capital":[32,141,198],"development.":[33,199],"To":[34],"investigate":[35],"efficiency":[37,98,174],"productivity":[39,143],"creating":[41],"capital,":[43,102],"methods":[45],"Data":[47],"Envelopment":[48],"Analysis":[49],"(DEA)":[50],"Malmquist":[53],"Productivity":[54],"Index":[55],"(MPI)":[56],"applied":[58],"2017":[61],"data,":[62,64],"2018":[63,135,154],"2020":[66,137,145],"data":[67],"selected":[70],"ASEAN-5":[71],"countries,":[72],"Indonesia,":[74,167],"Philippines,":[76,169],"Vietnam,":[77,147],"Thailand,":[78,148],"Malaysia.":[80],"It":[81],"is":[82,120,123],"discovered":[83],"that,":[84],"in":[85,99,111,124,144,146],"a":[86,156],"constant":[87],"return":[88,115,129],"scale,":[90,117],"Thailand":[91,119,184],"Malaysia":[93,150,186],"nearly":[94],"reach":[95],"full":[96],"technical":[97],"developing":[100],"rest":[105],"fully":[107],"efficient.":[108],"When":[109],"measured":[110],"terms":[112],"variable":[114],"only":[118],"inefficient":[121],"stage":[126],"decreasing":[128],"scale.":[131],"The":[132],"comparison":[133],"between":[134],"shows":[138],"that":[139,180],"creation":[142],"improved":[151],"compared":[152],"as":[155],"result":[157],"technological":[159],"improvement.":[160],"However,":[161],"they":[162],"still":[164],"less":[165],"than":[166],"target":[172],"optimal":[173],"level.":[175],"Therefore,":[176],"recommendations":[178],"governments":[182],"should":[187],"make":[188],"more":[189],"effort":[190],"utilize":[192],"their":[193],"inputs":[194]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-05T00:00:00"}
