{"id":"https://openalex.org/W4283265112","doi":"https://doi.org/10.3233/jifs-220491","title":"Promoting the efficiency of scientific and technological innovation in regional industrial enterprises: Data-driven DEA-Malmquist evaluation model","display_name":"Promoting the efficiency of scientific and technological innovation in regional industrial enterprises: Data-driven DEA-Malmquist evaluation model","publication_year":2022,"publication_date":"2022-06-21","ids":{"openalex":"https://openalex.org/W4283265112","doi":"https://doi.org/10.3233/jifs-220491"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-220491","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-220491","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5020120276","display_name":"Yaliu Yang","orcid":"https://orcid.org/0000-0001-5861-2630"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yaliu Yang","raw_affiliation_strings":["Business School, Suzhou University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business School, Suzhou University, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102757062","display_name":"Xue Wu","orcid":"https://orcid.org/0000-0003-2346-306X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xue Wu","raw_affiliation_strings":["Business School, Suzhou University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business School, Suzhou University, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001108040","display_name":"Fan Liu","orcid":"https://orcid.org/0000-0002-9277-6070"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan Liu","raw_affiliation_strings":["Business School, Suzhou University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business School, Suzhou University, Suzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054832422","display_name":"Yingyan Zhang","orcid":"https://orcid.org/0000-0001-5996-5438"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yingyan Zhang","raw_affiliation_strings":["Business School, Suzhou University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business School, Suzhou University, Suzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088323176","display_name":"Conghu Liu","orcid":"https://orcid.org/0000-0001-6298-7988"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Conghu Liu","raw_affiliation_strings":["School of Mechanical and Electronic Engineering, Suzhou University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Suzhou University, Suzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5102757062"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9598,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.92565918,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"43","issue":"4","first_page":"4911","last_page":"4928"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10438","display_name":"Energy, Environment, Economic Growth","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T10438","display_name":"Energy, Environment, Economic Growth","score":0.9987999796867371,"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/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9973999857902527,"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/T12368","display_name":"Grey System Theory Applications","score":0.9836999773979187,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/technological-change","display_name":"Technological change","score":0.5965118408203125},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5884764790534973},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.5491412878036499},{"id":"https://openalex.org/keywords/investment","display_name":"Investment (military)","score":0.54680335521698},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.535161554813385},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.5224922299385071},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.472932368516922},{"id":"https://openalex.org/keywords/malmquist-index","display_name":"Malmquist index","score":0.42796558141708374},{"id":"https://openalex.org/keywords/environmental-economics","display_name":"Environmental economics","score":0.42617443203926086},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.42556118965148926},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36104437708854675},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.22830262780189514},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.16431471705436707},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.1469651460647583},{"id":"https://openalex.org/keywords/total-factor-productivity","display_name":"Total factor productivity","score":0.0866880714893341}],"concepts":[{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.5965118408203125},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5884764790534973},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.5491412878036499},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.54680335521698},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.535161554813385},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.5224922299385071},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.472932368516922},{"id":"https://openalex.org/C2777017832","wikidata":"https://www.wikidata.org/wiki/Q6744383","display_name":"Malmquist index","level":4,"score":0.42796558141708374},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.42617443203926086},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.42556118965148926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36104437708854675},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.22830262780189514},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.16431471705436707},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.1469651460647583},{"id":"https://openalex.org/C120009192","wikidata":"https://www.wikidata.org/wiki/Q1936153","display_name":"Total factor productivity","level":3,"score":0.0866880714893341},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-220491","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-220491","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1492662576","https://openalex.org/W1695610620","https://openalex.org/W1985170426","https://openalex.org/W1999539287","https://openalex.org/W2003345906","https://openalex.org/W2009375426","https://openalex.org/W2057190611","https://openalex.org/W2069753056","https://openalex.org/W2076452041","https://openalex.org/W2084395122","https://openalex.org/W2104866240","https://openalex.org/W2129763896","https://openalex.org/W2167651646","https://openalex.org/W2318841241","https://openalex.org/W2473552160","https://openalex.org/W2506491870","https://openalex.org/W2766157755","https://openalex.org/W2809041438","https://openalex.org/W2883792711","https://openalex.org/W2887178505","https://openalex.org/W2887308459","https://openalex.org/W2909476781","https://openalex.org/W2919083752","https://openalex.org/W2919394930","https://openalex.org/W2949592969","https://openalex.org/W2950638633","https://openalex.org/W2953295645","https://openalex.org/W2962096196","https://openalex.org/W2962709661","https://openalex.org/W2965582204","https://openalex.org/W2971690819","https://openalex.org/W2985917714","https://openalex.org/W2989803849","https://openalex.org/W3000511734","https://openalex.org/W3001460424","https://openalex.org/W3003076587","https://openalex.org/W3006058904","https://openalex.org/W3007098156","https://openalex.org/W3010053191","https://openalex.org/W3011761106","https://openalex.org/W3015210758","https://openalex.org/W3015870885","https://openalex.org/W3016495553","https://openalex.org/W3021848517","https://openalex.org/W3028774758","https://openalex.org/W3032255022","https://openalex.org/W3033483057","https://openalex.org/W3040778253","https://openalex.org/W3049173317","https://openalex.org/W3082255992","https://openalex.org/W3084426796","https://openalex.org/W3085218095","https://openalex.org/W3085585152","https://openalex.org/W3111771623","https://openalex.org/W3125398876","https://openalex.org/W3130156927","https://openalex.org/W3131076513","https://openalex.org/W3136117295","https://openalex.org/W3143117234","https://openalex.org/W3147360593","https://openalex.org/W3149246165","https://openalex.org/W3155619960","https://openalex.org/W3157296726","https://openalex.org/W3158471027","https://openalex.org/W3166034570","https://openalex.org/W3168836810","https://openalex.org/W3171710844","https://openalex.org/W6773339600","https://openalex.org/W6779968211","https://openalex.org/W6787419401","https://openalex.org/W6793175123","https://openalex.org/W6794319404","https://openalex.org/W6796450194"],"related_works":["https://openalex.org/W1528307943","https://openalex.org/W1976214228","https://openalex.org/W2126192752","https://openalex.org/W2132998856","https://openalex.org/W2027987630","https://openalex.org/W2252421010","https://openalex.org/W2262089289","https://openalex.org/W2374672503","https://openalex.org/W1638145073","https://openalex.org/W4207018384"],"abstract_inverted_index":{"With":[0],"the":[1,5,19,28,43,52,81,97,106,145,150,185],"increasing":[2],"severity":[3],"of":[4,45,55,84,110,149,162,188],"global":[6],"energy":[7],"crisis":[8],"and":[9,27,31,34,47,50,68,74,89,104,115,133,139,147,157,160,170,175,181],"environmental":[10],"pollution,":[11],"there":[12],"is":[13],"an":[14],"urgent":[15],"need":[16],"to":[17,41,66,102,126,168],"change":[18],"economic":[20],"development":[21,54,161,187],"model":[22,65,125],"driven":[23],"by":[24],"certain":[25],"factors":[26],"investment":[29],"scale":[30],"pursue":[32],"science-":[33],"technology-driven":[35],"innovative":[36],"development.":[37],"This":[38,177],"study":[39,178],"aims":[40],"improve":[42],"efficiency":[44,136],"scientific":[46,73,88,114,132,156],"technological":[48,75,90,116,134,158],"innovation":[49,76,91,117,135,159],"promote":[51],"high-quality":[53],"regional":[56,70,85,111,129],"industrial":[57,71,86,112,130,164,189],"enterprises.":[58,190],"It":[59],"constructs":[60],"a":[61,122],"data-driven":[62],"DEA-Malmquist":[63,123],"evaluation":[64,107,124],"evaluate":[67,128],"optimize":[69],"enterprises\u2019":[72,87,113,131],"efficiency.":[77,118],"First,":[78],"we":[79,95,120,143],"collect":[80],"panel":[82],"data":[83,154],"input-output":[92],"indexes.":[93],"Second,":[94],"use":[96],"Pearson":[98],"correlation":[99],"coefficient":[100],"method":[101,151],"identify":[103],"construct":[105],"index":[108],"system":[109],"Third,":[119],"build":[121],"quantitatively":[127],"from":[137,166],"static":[138],"dynamic":[140],"aspects.":[141],"Finally,":[142],"verify":[144],"feasibility":[146],"effectiveness":[148],"using":[152],"statistical":[153],"on":[155],"Anhui":[163],"enterprises":[165],"2011":[167],"2019":[169],"put":[171],"forth":[172],"targeted":[173],"countermeasures":[174],"suggestions.":[176],"provides":[179],"theoretical":[180],"methodological":[182],"support":[183],"for":[184],"sustainable":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
