{"id":"https://openalex.org/W4226429029","doi":"https://doi.org/10.1145/3510249.3510261","title":"Digital Transformation and Innovation Performance of High-Tech SMEs: Evidence from the Internet Big Data","display_name":"Digital Transformation and Innovation Performance of High-Tech SMEs: Evidence from the Internet Big Data","publication_year":2021,"publication_date":"2021-12-17","ids":{"openalex":"https://openalex.org/W4226429029","doi":"https://doi.org/10.1145/3510249.3510261"},"language":"en","primary_location":{"id":"doi:10.1145/3510249.3510261","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510249.3510261","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 3rd International Conference on E-Business and E-commerce Engineering","raw_type":"proceedings-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/A5050321989","display_name":"SHENG LIU","orcid":null},"institutions":[{"id":"https://openalex.org/I186272606","display_name":"Guangdong University of Foreign Studies","ror":"https://ror.org/00fhc9y79","country_code":"CN","type":"education","lineage":["https://openalex.org/I186272606"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"SHENG LIU","raw_affiliation_strings":["Institute of Studies for the Great Bay Area&amp;Center for Cantonese Merchants Research, Guangdong University of Foreign Studies, China"],"affiliations":[{"raw_affiliation_string":"Institute of Studies for the Great Bay Area&amp;Center for Cantonese Merchants Research, Guangdong University of Foreign Studies, China","institution_ids":["https://openalex.org/I186272606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055214261","display_name":"LIUTONG HOU","orcid":null},"institutions":[{"id":"https://openalex.org/I186272606","display_name":"Guangdong University of Foreign Studies","ror":"https://ror.org/00fhc9y79","country_code":"CN","type":"education","lineage":["https://openalex.org/I186272606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"LIUTONG HOU","raw_affiliation_strings":["School of Economics and Trade, Guangdong University of Foreign Studies, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Trade, Guangdong University of Foreign Studies, China","institution_ids":["https://openalex.org/I186272606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082639876","display_name":"XIUYING CHEN","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149618","display_name":"Guangdong University of Finance","ror":"https://ror.org/04grzdh47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149618"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"XIUYING CHEN","raw_affiliation_strings":["School of Economics and Trade, Guangdong University of Finance, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Trade, Guangdong University of Finance, China","institution_ids":["https://openalex.org/I4210149618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069633454","display_name":"MANHONG HUANG","orcid":null},"institutions":[{"id":"https://openalex.org/I186272606","display_name":"Guangdong University of Foreign Studies","ror":"https://ror.org/00fhc9y79","country_code":"CN","type":"education","lineage":["https://openalex.org/I186272606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"MANHONG HUANG","raw_affiliation_strings":["School of Economics and Trade, Guangdong University of Foreign Studies, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Trade, Guangdong University of Foreign Studies, China","institution_ids":["https://openalex.org/I186272606"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004538968","display_name":"HAOYANG HU","orcid":null},"institutions":[{"id":"https://openalex.org/I186272606","display_name":"Guangdong University of Foreign Studies","ror":"https://ror.org/00fhc9y79","country_code":"CN","type":"education","lineage":["https://openalex.org/I186272606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"HAOYANG HU","raw_affiliation_strings":["School of Economics and Trade, Guangdong University of Foreign Studies, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Trade, Guangdong University of Foreign Studies, China","institution_ids":["https://openalex.org/I186272606"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5050321989"],"corresponding_institution_ids":["https://openalex.org/I186272606"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.32242067,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"62","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9581999778747559,"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/T10003","display_name":"Innovation and Knowledge Management","score":0.9573000073432922,"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/digital-transformation","display_name":"Digital transformation","score":0.693318247795105},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6295406222343445},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5848418474197388},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.567035436630249},{"id":"https://openalex.org/keywords/high-tech","display_name":"High tech","score":0.5528343915939331},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5449000000953674},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5192804336547852},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.49271801114082336},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4795803129673004},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.43282458186149597},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4143810570240021},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.37492144107818604},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.3214452266693115},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.13089865446090698},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09864461421966553},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0777166485786438}],"concepts":[{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.693318247795105},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6295406222343445},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5848418474197388},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.567035436630249},{"id":"https://openalex.org/C191920346","wikidata":"https://www.wikidata.org/wiki/Q466410","display_name":"High tech","level":2,"score":0.5528343915939331},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5449000000953674},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5192804336547852},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.49271801114082336},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4795803129673004},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.43282458186149597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4143810570240021},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.37492144107818604},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3214452266693115},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13089865446090698},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09864461421966553},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0777166485786438},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3510249.3510261","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3510249.3510261","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 3rd International Conference on E-Business and E-commerce Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6700000166893005,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G6568151171","display_name":null,"funder_award_id":"2019A1515011581","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2340447655","https://openalex.org/W2596590533","https://openalex.org/W2740878296","https://openalex.org/W2790498769","https://openalex.org/W2800663167","https://openalex.org/W2896411160","https://openalex.org/W3005834790","https://openalex.org/W3007407474","https://openalex.org/W3093671663","https://openalex.org/W4254826416"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W4390608645","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W4248336175","https://openalex.org/W2960264696","https://openalex.org/W3090563135"],"abstract_inverted_index":{"The":[0,78,119],"digital":[1,49,68,84,140],"technologies":[2],"are":[3,117,121],"deeply":[4],"integrated":[5],"with":[6],"the":[7,20,38,46,54,65,72,83,92,100,137,149],"innovation":[8,21,33,73,93,127,156],"activities":[9],"of":[10,15,23,40,48,56,67,75,95,103,114,139,151,157],"enterprises.":[11],"Can":[12],"this":[13],"trend":[14],"strategic":[16,50,69,85],"transformation":[17,70,86],"breaks":[18],"through":[19],"bottlenecks":[22],"high-tech":[24,76,96,158],"SMEs,":[25],"thereby":[26],"provides":[27],"more":[28,145],"opportunities":[29],"for":[30],"improving":[31],"their":[32],"performance?":[34],"This":[35],"article":[36],"applies":[37],"method":[39],"internet":[41],"big":[42],"data":[43,152],"to":[44,63,90],"construct":[45],"indicator":[47],"transformation,":[51],"and":[52,129,154],"uses":[53],"micro-data":[55],"China's":[57],"new":[58],"third":[59],"board":[60],"listed":[61],"companies":[62],"study":[64],"impact":[66],"on":[71,135],"performance":[74,94],"SMEs.":[77,97,159],"empirical":[79,110],"result":[80],"shows":[81],"that":[82],"can":[87],"significantly":[88],"helps":[89],"promote":[91],"To":[98],"overcome":[99],"measurement":[101],"errors":[102],"endogenous":[104],"problems":[105],"or":[106],"missing":[107],"variables":[108],"in":[109,148],"model,":[111],"a":[112,144],"series":[113],"robustness":[115],"tests":[116],"conducted.":[118],"results":[120],"still":[122],"valid":[123],"after":[124],"replacing":[125],"enterprise":[126],"indicators,":[128],"using":[130],"different":[131],"regression":[132],"models.":[133],"Based":[134],"this,":[136],"construction":[138],"infrastructure":[141],"should":[142],"play":[143],"active":[146],"role":[147],"process":[150],"management":[153],"knowledge":[155]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
