{"id":"https://openalex.org/W4312117383","doi":"https://doi.org/10.1080/09537325.2022.2157254","title":"Evaluating performance of innovation resource allocation in industrial enterprises: an improved two-stage DEA model","display_name":"Evaluating performance of innovation resource allocation in industrial enterprises: an improved two-stage DEA model","publication_year":2022,"publication_date":"2022-12-22","ids":{"openalex":"https://openalex.org/W4312117383","doi":"https://doi.org/10.1080/09537325.2022.2157254"},"language":"en","primary_location":{"id":"doi:10.1080/09537325.2022.2157254","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2157254","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5101743461","display_name":"Yongfeng Zhu","orcid":"https://orcid.org/0000-0003-2888-957X"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongfeng Zhu","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics","College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100384113","display_name":"Zilong Wang","orcid":"https://orcid.org/0009-0003-4453-3896"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zilong Wang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics","College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088828885","display_name":"Yang Jie","orcid":"https://orcid.org/0000-0002-7493-9008"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Yang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics","College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100611980","display_name":"Zhiwen Zhang","orcid":"https://orcid.org/0000-0002-8479-1887"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Zhang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics","College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, People's Republic of China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100384113"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":1.6367,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.85018639,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"36","issue":"10","first_page":"2624","last_page":"2646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9818999767303467,"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/T12851","display_name":"Firm Innovation and Growth","score":0.9796000123023987,"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/data-envelopment-analysis","display_name":"Data envelopment analysis","score":0.8160748481750488},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.7738960981369019},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5853326320648193},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5838300585746765},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5454486012458801},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5237253308296204},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.5193827748298645},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.5178954601287842},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4994046688079834},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.48259103298187256},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.42649000883102417},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3532091975212097},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3529953360557556},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2881203889846802},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.17106929421424866},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10815519094467163},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09669128060340881},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.09556442499160767}],"concepts":[{"id":"https://openalex.org/C22088475","wikidata":"https://www.wikidata.org/wiki/Q647974","display_name":"Data envelopment analysis","level":2,"score":0.8160748481750488},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.7738960981369019},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5853326320648193},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5838300585746765},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5454486012458801},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5237253308296204},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.5193827748298645},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.5178954601287842},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4994046688079834},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.48259103298187256},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.42649000883102417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3532091975212097},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3529953360557556},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2881203889846802},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.17106929421424866},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10815519094467163},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09669128060340881},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.09556442499160767},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09537325.2022.2157254","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2022.2157254","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology Analysis &amp; Strategic Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1681326247","display_name":null,"funder_award_id":"20ZDA092","funder_id":"https://openalex.org/F4320327785","funder_display_name":"Major Program of National Fund of Philosophy and Social Science of China"}],"funders":[{"id":"https://openalex.org/F4320327785","display_name":"Major Program of National Fund of Philosophy and Social Science of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1535778627","https://openalex.org/W1782258152","https://openalex.org/W1985170426","https://openalex.org/W1992964494","https://openalex.org/W1999539287","https://openalex.org/W2003345906","https://openalex.org/W2021951270","https://openalex.org/W2028190032","https://openalex.org/W2075049091","https://openalex.org/W2075560995","https://openalex.org/W2076452041","https://openalex.org/W2094784720","https://openalex.org/W2095569416","https://openalex.org/W2104866240","https://openalex.org/W2105909978","https://openalex.org/W2120663818","https://openalex.org/W2122672261","https://openalex.org/W2154058113","https://openalex.org/W2167295008","https://openalex.org/W2255604281","https://openalex.org/W2291067185","https://openalex.org/W2415433757","https://openalex.org/W2415614077","https://openalex.org/W2607158599","https://openalex.org/W2753335427","https://openalex.org/W2811368840","https://openalex.org/W2884238314","https://openalex.org/W2919083752","https://openalex.org/W2948896911","https://openalex.org/W2952860801","https://openalex.org/W2959752698","https://openalex.org/W3006058904","https://openalex.org/W3011639954","https://openalex.org/W3033078483","https://openalex.org/W3082255992","https://openalex.org/W3139333964","https://openalex.org/W3163041313","https://openalex.org/W3168312595","https://openalex.org/W3185041826"],"related_works":["https://openalex.org/W2801360836","https://openalex.org/W2120745168","https://openalex.org/W2736559621","https://openalex.org/W2352291457","https://openalex.org/W2360317231","https://openalex.org/W4378625608","https://openalex.org/W2126538897","https://openalex.org/W2277194173","https://openalex.org/W2393998096","https://openalex.org/W2977883531"],"abstract_inverted_index":{"Innovation":[0],"resource":[1,26,41,56,141],"allocation":[2,27,42,57],"performance":[3,43],"is":[4,28],"an":[5],"important":[6],"driver":[7],"of":[8,11,17,23,34,59,79],"global":[9],"competitiveness":[10],"nations.":[12],"Due":[13],"to":[14,120],"the":[15,21,24,35,39,54,64,71,75,116,122],"complexity":[16],"innovation":[18,25,40,55,140],"production":[19],"process,":[20],"structure":[22],"no":[29],"longer":[30],"single,":[31],"but":[32],"most":[33],"existing":[36],"studies":[37],"on":[38,46],"are":[44],"based":[45],"series":[47],"cases":[48],"overlooking":[49],"parallel":[50,81,106],"cases.":[51],"We":[52],"evaluate":[53],"efficiency":[58,117,123],"Chinese":[60],"industrial":[61,143],"enterprises":[62],"from":[63],"research":[65],"and":[66,70,86],"development":[67],"(R&D)":[68],"stage":[69,77,85],"commercialisation":[72,76,84,88],"stage,":[73],"where":[74],"consists":[78],"two":[80],"sub-stages":[82],"(technology":[83],"product":[87],"stage).":[89],"As":[90],"a":[91,95],"result,":[92],"we":[93],"develop":[94],"cross":[96],"two-stage":[97],"data":[98],"envelopment":[99],"analysis":[100],"model":[101,114],"(TS-DEA":[102],"model)":[103],"with":[104,130],"nested":[105],"structure.":[107],"The":[108],"result":[109],"shows":[110],"that":[111],"traditional":[112],"DEA":[113],"overestimates":[115],"score":[118],"due":[119],"pursuing":[121],"optimisation":[124],"for":[125,142],"decision-making":[126],"unit":[127],"(DMU).":[128],"Compared":[129],"western":[131],"China,":[132],"central":[133],"China":[134],"was":[135],"more":[136],"efficient":[137],"in":[138],"allocating":[139],"enterprises.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
