{"id":"https://openalex.org/W7225264386","doi":"https://doi.org/10.1371/journal.pone.0347936","title":"Technological adoption and innovation in OECD and BRICS countries: A two\u2011way fixed effects difference\u2011in\u2011differences analysis","display_name":"Technological adoption and innovation in OECD and BRICS countries: A two\u2011way fixed effects difference\u2011in\u2011differences analysis","publication_year":2026,"publication_date":"2026-11-04","ids":{"openalex":"https://openalex.org/W7225264386","doi":"https://doi.org/10.1371/journal.pone.0347936"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pone.0347936","doi":"https://doi.org/10.1371/journal.pone.0347936","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0347936","pdf_url":null,"source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS One","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pone.0347936","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070188275","display_name":"Amsalu K. Addis","orcid":"https://orcid.org/0000-0002-6661-7201","observed_orcids":["https://orcid.org/0000-0002-6661-7201"]},"institutions":[{"id":"https://openalex.org/I4387930275","display_name":"Hanjiang Normal University","ror":"https://ror.org/02caqw325","country_code":"CN","type":"education","lineage":["https://openalex.org/I4387930275"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Amsalu K. Addis","raw_affiliation_strings":["Hanjiang Normal University"],"raw_orcid":"https://orcid.org/0000-0002-6661-7201","affiliations":[{"raw_affiliation_string":"Hanjiang Normal University","institution_ids":["https://openalex.org/I4387930275"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102898812","display_name":"Lipeng Chen","orcid":"https://orcid.org/0000-0003-2169-2766","observed_orcids":["https://orcid.org/0000-0003-2169-2766"]},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lipeng Chen","raw_affiliation_strings":["Nanchang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanchang University","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057885380","display_name":"Hailu Kendie Addis","orcid":"https://orcid.org/0000-0003-0265-0261","observed_orcids":["https://orcid.org/0000-0003-0265-0261"]},"institutions":[{"id":"https://openalex.org/I4210107262","display_name":"Amhara Agricultural Research Institute","ror":"https://ror.org/01vwxpj86","country_code":"ET","type":"government","lineage":["https://openalex.org/I4210107262"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Hailu Kendie Addis","raw_affiliation_strings":["Amhara Regional Agricultural Research Institute"],"raw_orcid":"https://orcid.org/0000-0003-0265-0261","affiliations":[{"raw_affiliation_string":"Amhara Regional Agricultural Research Institute","institution_ids":["https://openalex.org/I4210107262"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2382,"currency":"USD","value_usd":2382},"apc_paid":{"value":2382,"currency":"USD","value_usd":2382},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.89382457,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"11","first_page":"e0347936","last_page":"e0347936"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10393","display_name":"Economic Growth and Productivity","score":0.3393999934196472,"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/T10393","display_name":"Economic Growth and Productivity","score":0.3393999934196472,"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/T13498","display_name":"Economic Development and Digital Transformation","score":0.13899999856948853,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"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/T11499","display_name":"ICT Impact and Policies","score":0.13699999451637268,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C121087249","wikidata":"https://www.wikidata.org/wiki/Q546395","display_name":"Emerging markets","level":2,"score":0.6769000291824341},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.6089000105857849},{"id":"https://openalex.org/C137996800","wikidata":"https://www.wikidata.org/wiki/Q762702","display_name":"Technological change","level":2,"score":0.5683000087738037},{"id":"https://openalex.org/C26271046","wikidata":"https://www.wikidata.org/wiki/Q187097","display_name":"Economic geography","level":1,"score":0.40470001101493835},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.38960000872612},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.3569999933242798},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3458000123500824},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.32269999384880066},{"id":"https://openalex.org/C2779795794","wikidata":"https://www.wikidata.org/wiki/Q7315343","display_name":"Reset (finance)","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C83864248","wikidata":"https://www.wikidata.org/wiki/Q177323","display_name":"Developing country","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C2776157432","wikidata":"https://www.wikidata.org/wiki/Q1375683","display_name":"Normality","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.2777999937534332},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C74363100","wikidata":"https://www.wikidata.org/wiki/Q273005","display_name":"Economic system","level":1,"score":0.2685000002384186},{"id":"https://openalex.org/C2985706004","wikidata":"https://www.wikidata.org/wiki/Q1043805","display_name":"Mobile internet","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C18547055","wikidata":"https://www.wikidata.org/wiki/Q47417","display_name":"International economics","level":1,"score":0.26179999113082886},{"id":"https://openalex.org/C2780917687","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Diffusion of innovations","level":2,"score":0.251800000667572},{"id":"https://openalex.org/C2780903246","wikidata":"https://www.wikidata.org/wiki/Q6027219","display_name":"Induced innovation","level":3,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1371/journal.pone.0347936","doi":"https://doi.org/10.1371/journal.pone.0347936","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0347936","pdf_url":null,"source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS One","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1371/journal.pone.0347936","doi":"https://doi.org/10.1371/journal.pone.0347936","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pone.0347936","pdf_url":null,"source":{"id":"https://openalex.org/S202381698","display_name":"PLoS ONE","issn_l":"1932-6203","issn":["1932-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","erih-plus","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS One","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W1982532031","https://openalex.org/W1985232571","https://openalex.org/W2017370934","https://openalex.org/W2022220920","https://openalex.org/W2037387210","https://openalex.org/W2088661423","https://openalex.org/W2088821192","https://openalex.org/W2096684396","https://openalex.org/W2121995980","https://openalex.org/W2122640459","https://openalex.org/W2129385606","https://openalex.org/W2150052315","https://openalex.org/W2211721224","https://openalex.org/W2471857462","https://openalex.org/W2577227262","https://openalex.org/W2743445978","https://openalex.org/W2745738227","https://openalex.org/W2763867891","https://openalex.org/W2797395361","https://openalex.org/W2904269745","https://openalex.org/W2967257202","https://openalex.org/W2967550703","https://openalex.org/W3036321056","https://openalex.org/W3088360516","https://openalex.org/W3098174737","https://openalex.org/W3112066496","https://openalex.org/W3113269512","https://openalex.org/W3122359790","https://openalex.org/W3122763283","https://openalex.org/W3148901153","https://openalex.org/W3159560659","https://openalex.org/W3176180673","https://openalex.org/W3193698603","https://openalex.org/W4200194627","https://openalex.org/W4210775755","https://openalex.org/W4213238710","https://openalex.org/W4214763647","https://openalex.org/W4220750755","https://openalex.org/W4220755663","https://openalex.org/W4220857413","https://openalex.org/W4221154977","https://openalex.org/W4241781202","https://openalex.org/W4248103160","https://openalex.org/W4283031550","https://openalex.org/W4293714483","https://openalex.org/W4306641102","https://openalex.org/W4308510418","https://openalex.org/W4312046342","https://openalex.org/W4315629363","https://openalex.org/W4322502925","https://openalex.org/W4327600905","https://openalex.org/W4383377139","https://openalex.org/W4386013088","https://openalex.org/W4386222790","https://openalex.org/W4387791570","https://openalex.org/W4388483948","https://openalex.org/W4390043099","https://openalex.org/W4390081374","https://openalex.org/W4391255947","https://openalex.org/W4391450976","https://openalex.org/W4391746035","https://openalex.org/W4392263451","https://openalex.org/W4392462791","https://openalex.org/W4392716568","https://openalex.org/W4393227695","https://openalex.org/W4396812349","https://openalex.org/W4400419689","https://openalex.org/W4401506124","https://openalex.org/W4404223758","https://openalex.org/W4404546234","https://openalex.org/W4406265862","https://openalex.org/W4407097333","https://openalex.org/W4409649023","https://openalex.org/W4411489248","https://openalex.org/W4411579899","https://openalex.org/W4411946601","https://openalex.org/W4412413101","https://openalex.org/W4413408778","https://openalex.org/W4413754779","https://openalex.org/W4413811049","https://openalex.org/W4415977798","https://openalex.org/W4417537348","https://openalex.org/W7124164018","https://openalex.org/W7135021248","https://openalex.org/W7151309039"],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"how":[1],"technological":[2,25,151,184],"progress":[3,134,185],"unfolds":[4],"across":[5,119],"advanced":[6,154],"and":[7,16,27,31,58,61,77,80,90,110,115,122,156,169,186,190],"emerging":[8,159],"economies":[9,155,160],"remains":[10],"central":[11],"to":[12],"both":[13,188],"innovation":[14,28,91,191],"research":[15],"development":[17],"policy.":[18],"This":[19],"study":[20],"compares":[21],"the":[22,43,95,127,148,174],"trajectories":[23],"of":[24,68,88,150,166,176,183],"adoption":[26,168],"in":[29,92,102,135,153,192],"OECD":[30,93],"BRICS":[32,130],"countries":[33,131],"using":[34],"a":[35,99,193],"two-way":[36],"fixed":[37],"effects":[38],"difference-in-differences":[39],"(DID)":[40],"framework":[41],"over":[42],"period":[44],"1995\u20132023.":[45],"The":[46,171],"analysis":[47],"focuses":[48],"on":[49],"three":[50,137],"core":[51],"indicators:":[52],"mobile":[53,106],"cellular":[54],"subscriptions,":[55,107],"internet":[56,108],"usage,":[57],"patent":[59],"applications,":[60],"is":[62],"supported":[63],"by":[64],"an":[65],"extensive":[66],"set":[67],"diagnostic":[69],"checks,":[70],"including":[71],"partial":[72],"R\u00b2":[73],"contributions,":[74],"residual":[75],"normality":[76],"heteroskedasticity":[78],"tests,":[79],"Ramsey":[81],"RESET":[82],"tests.":[83],"Despite":[84],"historically":[85],"higher":[86],"levels":[87],"connectivity":[89],"countries,":[94],"estimated":[96],"results":[97,172],"indicate":[98],"relative":[100],"slowdown":[101],"growth":[103],"rates":[104],"for":[105],"adoption,":[109],"patenting":[111],"activity,":[112],"with":[113,121],"negative":[114],"statistically":[116],"significant":[117],"coefficients":[118],"specifications":[120],"without":[123],"control":[124],"variables.":[125],"On":[126],"other":[128],"hand,":[129],"show":[132],"steady":[133],"all":[136],"outcomes,":[138],"often":[139],"rapid,":[140],"catch\u2011up.":[141],"These":[142],"findings":[143],"challenge":[144],"conventional":[145],"assumptions":[146],"about":[147],"persistence":[149],"leadership":[152],"suggest":[157],"that":[158,179],"are":[161],"increasingly":[162],"shaping":[163],"global":[164,195],"patterns":[165],"technology":[167],"innovation.":[170],"emphasize":[173],"necessity":[175],"policy":[177],"frameworks":[178],"recognize":[180],"heterogeneous":[181],"pathways":[182],"support":[187],"diffusion":[189],"changing":[194],"economic":[196],"landscape.":[197]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2026-11-05T00:00:00"}
