{"id":"https://openalex.org/W4392507837","doi":"https://doi.org/10.1007/s11219-024-09666-4","title":"Exploring the role of big data analytics and dynamic capabilities in ESG programs within pharmaceuticals","display_name":"Exploring the role of big data analytics and dynamic capabilities in ESG programs within pharmaceuticals","publication_year":2024,"publication_date":"2024-03-06","ids":{"openalex":"https://openalex.org/W4392507837","doi":"https://doi.org/10.1007/s11219-024-09666-4"},"language":"en","primary_location":{"id":"doi:10.1007/s11219-024-09666-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11219-024-09666-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11219-024-09666-4.pdf","source":{"id":"https://openalex.org/S7504070","display_name":"Software Quality Journal","issn_l":"0963-9314","issn":["0963-9314","1573-1367"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software Quality Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11219-024-09666-4.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084579929","display_name":"Ant\u00f3nio Pesqueira","orcid":"https://orcid.org/0000-0003-1530-6451"},"institutions":[{"id":"https://openalex.org/I110026055","display_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179","country_code":"PT","type":"education","lineage":["https://openalex.org/I110026055"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Antonio Pesqueira","raw_affiliation_strings":["ISCTE-IUL, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"ISCTE-IUL, Lisbon, Portugal","institution_ids":["https://openalex.org/I110026055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006544879","display_name":"Maria Jos\u00e9 Sousa","orcid":"https://orcid.org/0000-0001-8633-4199"},"institutions":[{"id":"https://openalex.org/I110026055","display_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179","country_code":"PT","type":"education","lineage":["https://openalex.org/I110026055"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Maria Jos\u00e9 Sousa","raw_affiliation_strings":["ISCTE-IUL, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"ISCTE-IUL, Lisbon, Portugal","institution_ids":["https://openalex.org/I110026055"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5006544879","https://openalex.org/A5084579929"],"corresponding_institution_ids":["https://openalex.org/I110026055"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":13.478,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.98881859,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"32","issue":"2","first_page":"607","last_page":"640"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9976000189781189,"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":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5709196925163269},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.5644828081130981},{"id":"https://openalex.org/keywords/facilitator","display_name":"Facilitator","score":0.5516180992126465},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5085443258285522},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5073844790458679},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4811083674430847},{"id":"https://openalex.org/keywords/dynamic-capabilities","display_name":"Dynamic capabilities","score":0.45785462856292725},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.45119497179985046},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.441747784614563},{"id":"https://openalex.org/keywords/european-union","display_name":"European union","score":0.4262527823448181},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4179566502571106},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.22190922498703003},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.18524765968322754},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.13776665925979614},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.12932631373405457},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.11629390716552734}],"concepts":[{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5709196925163269},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.5644828081130981},{"id":"https://openalex.org/C2776831358","wikidata":"https://www.wikidata.org/wiki/Q1150166","display_name":"Facilitator","level":2,"score":0.5516180992126465},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5085443258285522},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5073844790458679},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4811083674430847},{"id":"https://openalex.org/C2780504989","wikidata":"https://www.wikidata.org/wiki/Q2742037","display_name":"Dynamic capabilities","level":2,"score":0.45785462856292725},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.45119497179985046},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.441747784614563},{"id":"https://openalex.org/C2910001868","wikidata":"https://www.wikidata.org/wiki/Q458","display_name":"European union","level":2,"score":0.4262527823448181},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4179566502571106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.22190922498703003},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.18524765968322754},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.13776665925979614},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.12932631373405457},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.11629390716552734},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C105639569","wikidata":"https://www.wikidata.org/wiki/Q582577","display_name":"Economic policy","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11219-024-09666-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11219-024-09666-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11219-024-09666-4.pdf","source":{"id":"https://openalex.org/S7504070","display_name":"Software Quality Journal","issn_l":"0963-9314","issn":["0963-9314","1573-1367"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software Quality Journal","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11219-024-09666-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11219-024-09666-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11219-024-09666-4.pdf","source":{"id":"https://openalex.org/S7504070","display_name":"Software Quality Journal","issn_l":"0963-9314","issn":["0963-9314","1573-1367"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Software Quality Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320317164","display_name":"ISCTE \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392507837.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W63662626","https://openalex.org/W1001370459","https://openalex.org/W2039810046","https://openalex.org/W2089402107","https://openalex.org/W2106515796","https://openalex.org/W2162739315","https://openalex.org/W2285118877","https://openalex.org/W2564505379","https://openalex.org/W2565337694","https://openalex.org/W2608844559","https://openalex.org/W2767696836","https://openalex.org/W2793682084","https://openalex.org/W2944471258","https://openalex.org/W2977992592","https://openalex.org/W3036595781","https://openalex.org/W3038318401","https://openalex.org/W3088647107","https://openalex.org/W3091893025","https://openalex.org/W3128460561","https://openalex.org/W3137194709","https://openalex.org/W3211346609","https://openalex.org/W3211902589","https://openalex.org/W4200520958","https://openalex.org/W4210334201","https://openalex.org/W4220922025","https://openalex.org/W4246619909","https://openalex.org/W4249953509","https://openalex.org/W4281856450","https://openalex.org/W4283071868","https://openalex.org/W4283278720","https://openalex.org/W4300773657","https://openalex.org/W4386602335","https://openalex.org/W4386796882","https://openalex.org/W4387123273"],"related_works":["https://openalex.org/W2036724481","https://openalex.org/W2982596590","https://openalex.org/W2251957170","https://openalex.org/W4244650090","https://openalex.org/W2243039620","https://openalex.org/W784119765","https://openalex.org/W2767348847","https://openalex.org/W2064403905","https://openalex.org/W36996740","https://openalex.org/W2775825777"],"abstract_inverted_index":{"Abstract":[0],"Achieving":[1],"the":[2,17,21,25,127,135,152,172,203,230,271],"United":[3],"Nations\u2019":[4],"Sustainable":[5],"Development":[6,23],"Goals":[7],"(SDGs)":[8],"requires":[9,58],"environmental,":[10],"social,":[11],"and":[12,51,67,90,104,106,123,146,156,176,195,211,243,257,266],"governance":[13],"(ESG)":[14],"programs":[15,41,56,96],"in":[16,38,94,111,120,160,163,178,192,208,214,229,261,270],"pharmaceutical":[18,118,231,272],"industry.":[19],"Using":[20],"Millennium":[22],"Goals,":[24],"2030":[26],"agenda":[27],"aims":[28],"to":[29,78,133],"transform":[30],"European":[31],"Union":[32],"companies":[33,119],"toward":[34],"sustainability.":[35],"In":[36,71],"pharmaceuticals,":[37],"particular,":[39],"ESG":[40,84,95,112,150,168,180,200,236],"come":[42],"with":[43,100,167,182,199,247,276],"complexities":[44],"such":[45,61],"as":[46,62,184],"employee":[47],"skills,":[48],"corporate":[49],"goals,":[50,201],"management":[52],"expectations.":[53],"Managing":[54],"these":[55],"effectively":[57],"advanced":[59],"technologies":[60],"big":[63],"data":[64],"analytics":[65],"(BDA)":[66],"dynamic":[68],"capabilities":[69],"(DC).":[70],"this":[72],"study,":[73],"DC":[74,108,147,158,183],"theory":[75],"is":[76,97],"used":[77],"develop":[79],"an":[80],"architecture":[81],"for":[82,130,205,233],"managing":[83,179,234],"criteria,":[85],"focusing":[86],"on":[87],"provenance,":[88],"traceability,":[89],"availability.":[91],"BDA\u2019s":[92,190],"role":[93],"explored,":[98],"along":[99],"its":[101],"use":[102],"cases":[103],"benefits,":[105],"how":[107,144,157],"drives":[109],"success":[110],"implementation.":[113,140],"The":[114,141,222,251],"study":[115,223],"examined":[116],"five":[117],"Germany,":[121],"Portugal,":[122],"Switzerland,":[124],"all":[125],"consulting":[126],"same":[128],"firm":[129],"BDA":[131,139,145,164,173,209,256],"systems,":[132],"identify":[134],"characteristics":[136],"of":[137],"effective":[138,220],"research":[142,252],"explores":[143],"jointly":[148],"enhance":[149],"efforts,":[151],"essential":[153],"skills":[154,207],"needed,":[155],"aids":[159],"real-time":[161],"decision-making":[162],"projects":[165],"aligned":[166],"standards.":[169],"It":[170,238],"highlights":[171],"system\u2019s":[174],"accuracy":[175],"effectiveness":[177],"programs,":[181],"a":[185,225],"pivotal":[186],"facilitator.":[187],"Findings":[188],"reveal":[189],"value":[191],"operational":[193],"efficiency":[194],"aligning":[196],"business":[197,249,278],"models":[198],"underscoring":[202],"need":[204],"diverse":[206],"implementation":[210],"DC\u2019s":[212,258],"importance":[213],"integrating":[215,244],"various":[216],"managerial":[217],"capacities":[218],"into":[219],"strategies.":[221,279],"promotes":[224],"dynamic,":[226],"data-driven":[227],"approach":[228],"industry":[232],"complex":[235],"initiatives.":[237],"stresses":[239],"continuous":[240],"learning,":[241],"adaptation,":[242],"technological":[245],"advances":[246],"ethical":[248,277],"practices.":[250],"concludes":[253],"by":[254],"emphasizing":[255],"vital":[259],"roles":[260],"advocating":[262],"ethical,":[263],"socially":[264],"responsible,":[265],"environmentally":[267],"sustainable":[268],"practices":[269],"sector,":[273],"marrying":[274],"technology":[275]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
