{"id":"https://openalex.org/W2528608539","doi":"https://doi.org/10.1108/imds-06-2016-0248","title":"Testing moderating effects in PLS path models with composite variables","display_name":"Testing moderating effects in PLS path models with composite variables","publication_year":2016,"publication_date":"2016-10-17","ids":{"openalex":"https://openalex.org/W2528608539","doi":"https://doi.org/10.1108/imds-06-2016-0248","mag":"2528608539"},"language":"en","primary_location":{"id":"doi:10.1108/imds-06-2016-0248","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-06-2016-0248","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management &amp; Data Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ris.utwente.nl/ws/files/6944010/2016_IMDS_Fassott_Henseler_Coelho.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059657646","display_name":"Georg Fassott","orcid":null},"institutions":[{"id":"https://openalex.org/I153267046","display_name":"University of Kaiserslautern","ror":"https://ror.org/04zrf7b53","country_code":"DE","type":"education","lineage":["https://openalex.org/I153267046"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Georg Fassott","raw_affiliation_strings":["Faculty of Business Studies and Economics, University of Kaiserslautern, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Business Studies and Economics, University of Kaiserslautern, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I153267046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008753312","display_name":"J\u00f6rg Henseler","orcid":"https://orcid.org/0000-0002-9736-3048"},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"J\u00f6rg Henseler","raw_affiliation_strings":["Department of Design, University of Twente, Enschede, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Department of Design, University of Twente, Enschede, The Netherlands","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056985131","display_name":"Pedro S. Coelho","orcid":"https://orcid.org/0000-0003-0828-9956"},"institutions":[{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro S. Coelho","raw_affiliation_strings":["Nova Information Management School, Universidade Nova de Lisboa, Lisbon, Portugal"],"affiliations":[{"raw_affiliation_string":"Nova Information Management School, Universidade Nova de Lisboa, Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5059657646"],"corresponding_institution_ids":["https://openalex.org/I153267046"],"apc_list":null,"apc_paid":null,"fwci":15.6565,"has_fulltext":true,"cited_by_count":227,"citation_normalized_percentile":{"value":0.99118285,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"116","issue":"9","first_page":"1887","last_page":"1900"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9377999901771545,"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"}},"topics":[{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9377999901771545,"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/T13141","display_name":"Statistical Methods and Applications","score":0.9253000020980835,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12114","display_name":"Sensory Analysis and Statistical Methods","score":0.9117000102996826,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/orthogonalization","display_name":"Orthogonalization","score":0.8257647752761841},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7684682607650757},{"id":"https://openalex.org/keywords/partial-least-squares-regression","display_name":"Partial least squares regression","score":0.5940090417861938},{"id":"https://openalex.org/keywords/structural-equation-modeling","display_name":"Structural equation modeling","score":0.5556408166885376},{"id":"https://openalex.org/keywords/path-analysis","display_name":"Path analysis (statistics)","score":0.5526712536811829},{"id":"https://openalex.org/keywords/moderation","display_name":"Moderation","score":0.5427505970001221},{"id":"https://openalex.org/keywords/path-coefficient","display_name":"Path coefficient","score":0.5139545798301697},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.49559032917022705},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49358832836151123},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.43525466322898865},{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.4154161512851715},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4132782816886902},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3849582076072693},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.37694382667541504},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3371153175830841},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33303195238113403},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.33037900924682617},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2677038311958313},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21013548970222473},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13909006118774414},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10608193278312683}],"concepts":[{"id":"https://openalex.org/C47559304","wikidata":"https://www.wikidata.org/wiki/Q1702189","display_name":"Orthogonalization","level":2,"score":0.8257647752761841},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7684682607650757},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.5940090417861938},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.5556408166885376},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.5526712536811829},{"id":"https://openalex.org/C93225998","wikidata":"https://www.wikidata.org/wiki/Q1941972","display_name":"Moderation","level":2,"score":0.5427505970001221},{"id":"https://openalex.org/C65721934","wikidata":"https://www.wikidata.org/wiki/Q7144645","display_name":"Path coefficient","level":3,"score":0.5139545798301697},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.49559032917022705},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49358832836151123},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.43525466322898865},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.4154161512851715},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4132782816886902},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3849582076072693},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.37694382667541504},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3371153175830841},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33303195238113403},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.33037900924682617},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2677038311958313},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21013548970222473},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13909006118774414},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10608193278312683},{"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/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1108/imds-06-2016-0248","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-06-2016-0248","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management &amp; Data Systems","raw_type":"journal-article"},{"id":"pmh:oai:ris.utwente.nl:openaire/e4c5ff45-3df2-4817-bf81-0fffc9e44d25","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/e4c5ff45-3df2-4817-bf81-0fffc9e44d25","pdf_url":"https://ris.utwente.nl/ws/files/6944010/2016_IMDS_Fassott_Henseler_Coelho.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fassott, G, Henseler, J & Coelho, P S 2016, 'Testing moderating effects in PLS path models with composite variables', Industrial management & data systems, vol. 116, no. 9, pp. 1887-1900. https://doi.org/10.1108/IMDS-06-2016-0248","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:ris.utwente.nl:publications/e4c5ff45-3df2-4817-bf81-0fffc9e44d25","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=84992332840&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fassott, G, Henseler, J & Coelho, P S 2016, 'Testing moderating effects in PLS path models with composite variables', Industrial management & data systems, vol. 116, no. 9, pp. 1887-1900. https://doi.org/10.1108/IMDS-06-2016-0248","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:run.unl.pt:10362/77555","is_oa":true,"landing_page_url":"https://doi.org/10.1108/IMDS-06-2016-0248","pdf_url":null,"source":{"id":"https://openalex.org/S4210182101","display_name":"Revista de Estudos Anglo-Portugueses/Journal of Anglo-Portuguese Studies","issn_l":"0871-682X","issn":["0871-682X","2184-0687"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"},{"id":"pmh:ut:oai:ris.utwente.nl:publications/6b1504dd-c77d-4c8e-b8fd-d046bfe25810","is_oa":false,"landing_page_url":"https://research.utwente.nl/en/publications/testing-moderating-effects-in-pls-path-models-with-composite-variables(6b1504dd-c77d-4c8e-b8fd-d046bfe25810).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"9th International Conference on PLS and Related Methods, Macau, China, June 17-19, 2017.","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"pmh:oai:ris.utwente.nl:openaire/e4c5ff45-3df2-4817-bf81-0fffc9e44d25","is_oa":true,"landing_page_url":"https://research.utwente.nl/en/publications/e4c5ff45-3df2-4817-bf81-0fffc9e44d25","pdf_url":"https://ris.utwente.nl/ws/files/6944010/2016_IMDS_Fassott_Henseler_Coelho.pdf","source":{"id":"https://openalex.org/S4406922991","display_name":"University of Twente Research Information","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fassott, G, Henseler, J & Coelho, P S 2016, 'Testing moderating effects in PLS path models with composite variables', Industrial management & data systems, vol. 116, no. 9, pp. 1887-1900. https://doi.org/10.1108/IMDS-06-2016-0248","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2528608539.pdf","grobid_xml":"https://content.openalex.org/works/W2528608539.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1971440513","https://openalex.org/W1994476196","https://openalex.org/W1995020741","https://openalex.org/W2044453219","https://openalex.org/W2051882866","https://openalex.org/W2070818909","https://openalex.org/W2090489551","https://openalex.org/W2098685541","https://openalex.org/W2107031757","https://openalex.org/W2117822097","https://openalex.org/W2118904325","https://openalex.org/W2138071797","https://openalex.org/W2140561695","https://openalex.org/W2158123328","https://openalex.org/W2223470559","https://openalex.org/W2397705735","https://openalex.org/W2417760852","https://openalex.org/W2528700509","https://openalex.org/W2797247465","https://openalex.org/W3124168741","https://openalex.org/W4233122889"],"related_works":["https://openalex.org/W2018095936","https://openalex.org/W3172909243","https://openalex.org/W1936158360","https://openalex.org/W2746107603","https://openalex.org/W2145441628","https://openalex.org/W3204107810","https://openalex.org/W3041938819","https://openalex.org/W2351638866","https://openalex.org/W101874609","https://openalex.org/W1490922890"],"abstract_inverted_index":{"Purpose":[0],"The":[1,54],"purpose":[2],"of":[3,14,28,59,95,119],"this":[4],"paper":[5,55,109],"is":[6,126],"to":[7,10,73,129],"explain":[8],"how":[9],"model":[11],"moderating":[12,29,85,117],"effects":[13,30,118],"composites":[15,120],"using":[16,121],"partial":[17],"least":[18],"squares":[19],"(PLS)":[20],"path":[21,96,123,135],"modeling.":[22,124,136],"It":[23,125],"provides":[24],"the":[25,35,40,44,48,57,93,127],"methodological":[26],"underpinning":[27],"in":[31],"general":[32],"and":[33,51,65],"describes":[34],"various":[36],"approaches":[37],"for":[38,115,133],"forming":[39],"interaction":[41],"term,":[42],"i.e.,":[43],"product":[45],"indicator":[46],"approach,":[47,50],"two-stage":[49],"orthogonalization.":[52],"Design/methodology/approach":[53],"discusses":[56],"use":[58],"standardized":[60],"vs":[61],"unstandardized":[62,81,105],"construct":[63],"scores":[64],"introduces":[66],"spotlight":[67,131],"analysis":[68,132],"as":[69],"a":[70],"useful":[71],"way":[72],"report":[74],"findings.":[75],"Findings":[76],"Researchers":[77],"should":[78,103],"rely":[79],"on":[80],"estimates":[82],"when":[83],"analyzing":[84,116],"effects.":[86],"Centering":[87],"or":[88],"orthogonalization":[89],"can":[90],"help":[91],"improve":[92],"interpretability":[94],"coefficients.":[97],"Practical":[98],"implications":[99],"PLS":[100,122,134],"software":[101],"implementations":[102],"facilitate":[104],"estimates.":[106],"Originality/value":[107],"This":[108],"formulates":[110],"step":[111,113],"by":[112],"guidelines":[114],"first":[128],"propose":[130]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":29},{"year":2023,"cited_by_count":41},{"year":2022,"cited_by_count":33},{"year":2021,"cited_by_count":36},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":20},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
