{"id":"https://openalex.org/W4283757938","doi":"https://doi.org/10.1080/23311916.2022.2094853","title":"Strategic supplier selection: the importance of process formality in non-automated supplier selection decisions","display_name":"Strategic supplier selection: the importance of process formality in non-automated supplier selection decisions","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4283757938","doi":"https://doi.org/10.1080/23311916.2022.2094853"},"language":"en","primary_location":{"id":"doi:10.1080/23311916.2022.2094853","doi":"https://doi.org/10.1080/23311916.2022.2094853","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2022.2094853","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/23311916.2022.2094853?needAccess=true","source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/23311916.2022.2094853?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086572499","display_name":"Manuel Woschank","orcid":"https://orcid.org/0000-0003-1496-3388","observed_orcids":["https://orcid.org/0000-0003-1496-3388"]},"institutions":[{"id":"https://openalex.org/I182712176","display_name":"Montanuniversit\u00e4t Leoben","ror":"https://ror.org/02fhfw393","country_code":"AT","type":"education","lineage":["https://openalex.org/I182712176"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Manuel Woschank","raw_affiliation_strings":["Montanuniversitaet Leoben","Chair of Industrial Logistics, Montanuniversitaet Leoben, Erzherzog Johann-Strasse 3/1, 8700 Leoben, Austria"],"raw_orcid":"https://orcid.org/0000-0003-1496-3388","affiliations":[{"raw_affiliation_string":"Montanuniversitaet Leoben","institution_ids":["https://openalex.org/I182712176"]},{"raw_affiliation_string":"Chair of Industrial Logistics, Montanuniversitaet Leoben, Erzherzog Johann-Strasse 3/1, 8700 Leoben, Austria","institution_ids":["https://openalex.org/I182712176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043606251","display_name":"Patrick Dallasega","orcid":"https://orcid.org/0000-0001-6120-8620","observed_orcids":["https://orcid.org/0000-0001-6120-8620"]},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Patrick Dallasega","raw_affiliation_strings":["Free University of Bozen-Bolzano","Faculty of Science and Technology, Free University of Bozen-Bolzano, Bolzano, Universit\u00e4tsplatz 5, 39100 Bozen-Bolzano, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6120-8620","affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano","institution_ids":["https://openalex.org/I171543936"]},{"raw_affiliation_string":"Faculty of Science and Technology, Free University of Bozen-Bolzano, Bolzano, Universit\u00e4tsplatz 5, 39100 Bozen-Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011176840","display_name":"Bernd Markus Zunk","orcid":"https://orcid.org/0000-0003-0985-4769","observed_orcids":["https://orcid.org/0000-0003-0985-4769"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Bernd M. Zunk","raw_affiliation_strings":["Graz University of Technology","Institute of Business Economics and Industrial Sociology, Graz University of Technology, Rechbauerstra\u00dfe 12, 8010 Graz, Austria"],"raw_orcid":"https://orcid.org/0000-0003-0985-4769","affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute of Business Economics and Industrial Sociology, Graz University of Technology, Rechbauerstra\u00dfe 12, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037996378","display_name":"Corina Pacher","orcid":"https://orcid.org/0000-0002-6700-4220","observed_orcids":["https://orcid.org/0000-0002-6700-4220"]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Corina Pacher","raw_affiliation_strings":["Graz University of Technology","Life Long Learning, Graz University of Technology, Rechbauerstra\u00dfe 12, 8010 Graz, Austria"],"raw_orcid":"https://orcid.org/0000-0002-6700-4220","affiliations":[{"raw_affiliation_string":"Graz University of Technology","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Life Long Learning, Graz University of Technology, Rechbauerstra\u00dfe 12, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5086572499"],"corresponding_institution_ids":["https://openalex.org/I182712176"],"apc_list":{"value":950,"currency":"GBP","value_usd":1165},"apc_paid":{"value":950,"currency":"GBP","value_usd":1165},"fwci":1.3324,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.83971715,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.6898999810218811,"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/T10164","display_name":"Quality and Supply Management","score":0.6898999810218811,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.27489998936653137,"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/T11912","display_name":"Outsourcing and Supply Chain Management","score":0.019700000062584877,"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/strategic-supplier-selection","display_name":"strategic supplier selection","score":0.9980000257492065},{"id":"https://openalex.org/keywords/human-centered-decision-making","display_name":"human-centered decision-making","score":0.875},{"id":"https://openalex.org/keywords/supplier-performance","display_name":"supplier performance","score":0.902999997138977},{"id":"https://openalex.org/keywords/heuristic-decision-making","display_name":"heuristic decision making","score":0.5799999833106995},{"id":"https://openalex.org/keywords/information-factors","display_name":"information factors","score":0.3840000033378601},{"id":"https://openalex.org/keywords/organizational-factors","display_name":"organizational factors","score":0.7720000147819519},{"id":"https://openalex.org/keywords/industry-4-0","display_name":"Industry 4.0","score":0.8140000104904175},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"digital transformation","score":0.5389999747276306}],"concepts":[{"id":"https://openalex.org/C2777159308","wikidata":"https://www.wikidata.org/wiki/Q1757948","display_name":"Formality","level":2,"score":0.8275209069252014},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.565470278263092},{"id":"https://openalex.org/C25516864","wikidata":"https://www.wikidata.org/wiki/Q1665949","display_name":"Interconnectivity","level":2,"score":0.549868643283844},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.5344333648681641},{"id":"https://openalex.org/C2779645999","wikidata":"https://www.wikidata.org/wiki/Q1858477","display_name":"Frugality","level":2,"score":0.49788784980773926},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.47439196705818176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4353819489479065},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.43374043703079224},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.42705249786376953},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.4233244061470032},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3852228820323944},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3307305872440338},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.2470705211162567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12304401397705078},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/23311916.2022.2094853","doi":"https://doi.org/10.1080/23311916.2022.2094853","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2022.2094853","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/23311916.2022.2094853?needAccess=true","source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:68ad0bc33b7e45e3bec2df27e8c81c57","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/68ad0bc33b7e45e3bec2df27e8c81c57","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cogent Engineering, Vol 9, Iss 1 (2022)","raw_type":"article"},{"id":"pmh:oai:unibz.it:11292808210001241","doi":null,"is_oa":true,"landing_page_url":"https://bia.unibz.it/esploro/outputs/journalArticle/Strategic-supplier-selection-the-importance-of/991006490695701241","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"Open Research (University of Surrey)","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:zenodo.org:6984662","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/6984662","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1080/23311916.2022.2094853","doi":"https://doi.org/10.1080/23311916.2022.2094853","is_oa":true,"landing_page_url":"https://doi.org/10.1080/23311916.2022.2094853","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/23311916.2022.2094853?needAccess=true","source":{"id":"https://openalex.org/S2764513175","display_name":"Cogent Engineering","issn_l":"2331-1916","issn":["2331-1916"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310311767","host_organization_name":"Cogent OA","host_organization_lineage":["https://openalex.org/P4310311767"],"host_organization_lineage_names":["Cogent OA"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cogent Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G164504018","display_name":"Industry 4.0 for SMEs - Smart Manufacturing and Logistics for SMEs in an X-to-order and Mass Customization Environment","funder_award_id":"734713","funder_id":"https://openalex.org/F4320338337","funder_display_name":"H2020 Marie Sk\u0142odowska-Curie Actions"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4428978502","display_name":"Industry 4.0 for SMEs - Smart Manufacturing and Logistics for SMEs in an X-to-order and Mass Customization Environment","funder_award_id":"734713","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320338337","display_name":"H2020 Marie Sk\u0142odowska-Curie Actions","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283757938.pdf","grobid_xml":"https://content.openalex.org/works/W4283757938.grobid-xml"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W22017986","https://openalex.org/W74934075","https://openalex.org/W90656336","https://openalex.org/W137477763","https://openalex.org/W420931191","https://openalex.org/W564675230","https://openalex.org/W628441259","https://openalex.org/W634080048","https://openalex.org/W810112995","https://openalex.org/W1499747165","https://openalex.org/W1546123333","https://openalex.org/W1553722527","https://openalex.org/W1574450546","https://openalex.org/W1592654249","https://openalex.org/W1598650522","https://openalex.org/W1608880113","https://openalex.org/W1674060650","https://openalex.org/W1967563149","https://openalex.org/W1974368282","https://openalex.org/W1980503365","https://openalex.org/W1981251392","https://openalex.org/W1989584536","https://openalex.org/W1993561545","https://openalex.org/W2009329249","https://openalex.org/W2013853779","https://openalex.org/W2014172587","https://openalex.org/W2014326914","https://openalex.org/W2016994061","https://openalex.org/W2030214259","https://openalex.org/W2031364531","https://openalex.org/W2035986200","https://openalex.org/W2039521047","https://openalex.org/W2041332546","https://openalex.org/W2050914714","https://openalex.org/W2053725367","https://openalex.org/W2053843519","https://openalex.org/W2057191281","https://openalex.org/W2058008692","https://openalex.org/W2060885190","https://openalex.org/W2061190432","https://openalex.org/W2062254907","https://openalex.org/W2065380204","https://openalex.org/W2066526160","https://openalex.org/W2069616527","https://openalex.org/W2071666535","https://openalex.org/W2075809165","https://openalex.org/W2080813670","https://openalex.org/W2081896947","https://openalex.org/W2093568846","https://openalex.org/W2100989171","https://openalex.org/W2109610222","https://openalex.org/W2112081648","https://openalex.org/W2113186985","https://openalex.org/W2118476403","https://openalex.org/W2120268201","https://openalex.org/W2123473732","https://openalex.org/W2130565595","https://openalex.org/W2134884007","https://openalex.org/W2163010100","https://openalex.org/W2313979614","https://openalex.org/W2326333094","https://openalex.org/W2462347499","https://openalex.org/W2492404608","https://openalex.org/W2495001861","https://openalex.org/W2526656234","https://openalex.org/W2587468166","https://openalex.org/W2612132161","https://openalex.org/W2739370822","https://openalex.org/W2739904528","https://openalex.org/W2743072326","https://openalex.org/W2772487859","https://openalex.org/W2887955537","https://openalex.org/W2909580866","https://openalex.org/W2971464583","https://openalex.org/W3049490780","https://openalex.org/W3100406514","https://openalex.org/W3107687373","https://openalex.org/W3108274418","https://openalex.org/W3125449341","https://openalex.org/W3142505151","https://openalex.org/W3150973655","https://openalex.org/W3157307736","https://openalex.org/W3162186741","https://openalex.org/W3176729561","https://openalex.org/W3206546145","https://openalex.org/W3208492448","https://openalex.org/W3211572534","https://openalex.org/W4205847967","https://openalex.org/W4207031641","https://openalex.org/W4210448617","https://openalex.org/W4226065406","https://openalex.org/W4226490868","https://openalex.org/W4235678817","https://openalex.org/W4238360503","https://openalex.org/W4238954542","https://openalex.org/W4242447366","https://openalex.org/W4243372553","https://openalex.org/W4243667233","https://openalex.org/W4246511389","https://openalex.org/W4249568310","https://openalex.org/W4253475329","https://openalex.org/W4285165118","https://openalex.org/W4299836884","https://openalex.org/W4300870773","https://openalex.org/W4388901262"],"related_works":["https://openalex.org/W3209523492","https://openalex.org/W2107638659","https://openalex.org/W3127419729","https://openalex.org/W4404487812","https://openalex.org/W4390604252","https://openalex.org/W2952948548","https://openalex.org/W1925760851","https://openalex.org/W7211914038","https://openalex.org/W7213270915","https://openalex.org/W2137330981"],"abstract_inverted_index":{"Industry":[0],"4.0":[1],"mainly":[2],"focuses":[3],"on":[4,150,157],"the":[5,12,27,35,43,76,91,101,111,126,145,158],"application":[6],"of":[7,15,30,37,45,69,71,90,97,128,136,160],"modern":[8,21],"technologies":[9],"(digitalization)":[10],"and":[11,23,33,54,140,153,176,185],"changing":[13],"role":[14],"human":[16],"beings":[17],"(digital":[18],"transformation)":[19],"in":[20,75,100,144,165],"production":[22],"logistics":[24],"systems.":[25],"Besides":[26],"basic":[28],"principles":[29],"digitalization,":[31],"interconnectivity,":[32],"autonomization,":[34],"importance":[36],"human-centered":[38],"decision-making":[39],"processes,":[40],"such":[41],"as":[42,51,131,179,181],"selection":[44,79,104,148],"strategic":[46,77,102,146],"suppliers,":[47],"is":[48,65,188],"also":[49],"increasing,":[50],"complex,":[52],"novel,":[53],"unstructured":[55],"decisions":[56],"cannot":[57],"be":[58],"fully":[59],"computerized.":[60],"In":[61],"this":[62],"context,":[63],"there":[64],"still":[66],"a":[67,94,117,132,166,170],"lack":[68],"understanding":[70],"which":[72],"formal":[73],"patterns":[74],"supplier":[78,85,103,147,151,177],"process":[80,105,129,142,149,174,183],"will":[81],"lead":[82],"to":[83,107],"better":[84],"performance.":[86],"Until":[87],"now,":[88],"most":[89],"literature":[92],"emphasizes":[93],"minor":[95],"number":[96],"process-related":[98],"factors":[99,143],"leading":[106],"limited":[108],"support":[109],"for":[110],"individual":[112],"decision-maker.":[113],"This":[114],"study":[115],"introduces":[116],"cause-effect":[118],"model":[119],"that":[120],"extends":[121],"prior":[122],"research":[123],"by":[124],"investigating":[125],"impact":[127],"formality,":[130],"comprehensive":[133],"measurement":[134],"construct":[135],"target-,":[137],"information-,":[138],"organization-,":[139],"heuristics-related":[141],"performance":[152,178],"purchaser":[154,186],"satisfaction.":[155],"Based":[156],"usage":[159],"variance-based":[161],"structural":[162],"equation":[163],"modeling":[164],"large-scale":[167],"field":[168],"study,":[169],"significant":[171],"relationship":[172],"between":[173,182],"formality":[175,184],"well":[180],"satisfaction":[187],"substantiated.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-07-02T00:00:00"}