[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-seo-626587-105":3,"detail-sidebar-cat-0-en-105":81,"doc-detail-626587-en":130},{"code":4,"msg":5,"data":6},0,"ok",{"site_id":7,"language":8,"slug":9,"title":10,"keywords":11,"description":12,"schema_data":13,"social_meta":74,"head_meta":76,"extra_data":78,"updated_unix":80},105,"en","convergent-validity-assessment-of-formatively-measured-constructs-in-pls-sem-on-using-single-item-versus-multi-item-measures-in-redundancy-analyses","Convergent validity assessment of formatively measured constructs in PLS-SEM - On using single-item versus multi-item measures in redundancy analyses","","Researchers in partial least squares structural equation modeling (PLS-SEM) validate formatively specified constructs through redundancy analysis, requiring strong alignment between the formatively measured construct and an alternative criterion measure. This paper investigates when single-item versus multi-item measurement is preferable for that criterion construct. Combining theoretical comparisons with psychometrics, management, and marketing guidance, it then empirically tests hospitality data. Results indicate higher convergent validity for single items with small samples and marginal differences with larger samples, supporting global single-item use.",{"@graph":14,"@context":73},[15,34,56],{"@type":16,"itemListElement":17},"BreadcrumbList",[18,23,27,31],{"item":19,"name":20,"@type":21,"position":22},"https://docshare.wps.com","Home","ListItem",1,{"item":24,"name":25,"@type":21,"position":26},"https://docshare.wps.com/document/","Document",2,{"item":28,"name":29,"@type":21,"position":30},"https://docshare.wps.com/document/research-report/","Research & Report",3,{"item":32,"name":10,"@type":21,"position":33},"https://docshare.wps.com/document/convergent-validity-assessment-of-formatively-measured-constructs-in-pls-sem-on-using-single-item-versus-multi-item-measures-in-redundancy-analyses/626587/",4,{"url":32,"name":10,"@type":35,"image":36,"author":41,"headline":10,"publisher":44,"fileFormat":47,"inLanguage":8,"description":12,"dateModified":48,"datePublished":49,"encodingFormat":47,"isAccessibleForFree":50,"interactionStatistic":51},"DigitalDocument",{"url":37,"@type":38,"width":39,"height":40},"https://docshare.wps.com/thumbnails/convergent-validity-assessment-of-formatively-measured-constructs-in-pls-sem-on-using-single-item-versus-multi-item-measures-in-redundancy-analyses/626587.png","ImageObject",300,407,{"name":42,"@type":43},"eBook King","Person",{"url":19,"name":45,"@type":46},"DocShare","Organization","application/pdf","2026-10-30","2026-10-20",true,{"@type":52,"interactionType":53,"userInteractionCount":55},"InteractionCounter",{"@type":54},"ViewAction",9,{"@type":57,"mainEntity":58},"FAQPage",[59,65,69],{"name":60,"@type":61,"acceptedAnswer":62},"What problem does the paper address in PLS-SEM redundancy analysis?","Question",{"text":63,"@type":64},"It examines the validation requirements for formatively measured constructs, focusing on how to measure the criterion construct in redundancy analyses using single items versus multi-item measures.","Answer",{"name":66,"@type":61,"acceptedAnswer":67},"How does the paper compare single-item and multi-item measurement approaches?",{"text":68,"@type":64},"It first provides a theoretical comparison using literature across management, marketing, and psychometrics, then offers guidelines for designing and validating appropriate single items.",{"name":70,"@type":61,"acceptedAnswer":71},"What do the empirical results show about convergent validity?",{"text":72,"@type":64},"In hospitality management, small samples yield higher convergent validity for single items than for reflective multi-item constructs, while larger samples favor multi-item reflective constructs only marginally.","https://schema.org",{"og:url":32,"og:type":75,"og:title":10,"og:site_name":45,"og:description":12},"article",{"robots":77,"canonical":32},"index,follow",{"doc_id":79,"site_id":7},626587,1792685507,{"code":4,"msg":82,"data":83},"success",[84,88,92,96,101,106,111,115,119,122,126],{"id":22,"doc_module":4,"doc_module_name":25,"category_name":85,"show_sort_weight":86,"slug":87},"Story & Novel",90,"story-novel",{"id":26,"doc_module":4,"doc_module_name":25,"category_name":89,"show_sort_weight":90,"slug":91},"Literature",80,"literature",{"id":33,"doc_module":4,"doc_module_name":25,"category_name":93,"show_sort_weight":94,"slug":95},"Exam",70,"exam",{"id":97,"doc_module":4,"doc_module_name":25,"category_name":98,"show_sort_weight":99,"slug":100},5,"Comic",60,"comic",{"id":102,"doc_module":4,"doc_module_name":25,"category_name":103,"show_sort_weight":104,"slug":105},6,"Technology",50,"technology",{"id":107,"doc_module":4,"doc_module_name":25,"category_name":108,"show_sort_weight":109,"slug":110},7,"Healthcare",40,"healthcare",{"id":112,"doc_module":4,"doc_module_name":25,"category_name":29,"show_sort_weight":113,"slug":114},8,30,"research-report",{"id":55,"doc_module":4,"doc_module_name":25,"category_name":116,"show_sort_weight":117,"slug":118},"Religion & Spirituality",20,"religion-spirituality",{"id":117,"doc_module":4,"doc_module_name":25,"category_name":120,"show_sort_weight":117,"slug":121},"World Cup","world-cup",{"id":123,"doc_module":4,"doc_module_name":25,"category_name":124,"show_sort_weight":123,"slug":125},10,"Lifestyle","lifestyle",{"id":127,"doc_module":4,"doc_module_name":25,"category_name":128,"show_sort_weight":97,"slug":129},19,"General","general",{"code":4,"msg":82,"data":131},{"doc_id":79,"user_id":132,"nickname":42,"user_avatar":133,"doc_module":4,"category_id":112,"category_name":29,"doc_title":10,"doc_description":12,"doc_content":134,"file_id":135,"file_url":136,"file_type":137,"file_size":138,"view_count":55,"is_deleted":4,"is_public":22,"is_downloadable":22,"audit_status":22,"page_count":117,"language":139,"language_code":8,"site_id":7,"html_lang":8,"table_of_contents":140,"faqs":141,"seo_title":142,"seo_description":12,"update_tm":143,"read_time":104},962088006270,"https://ap-avatar.wpscdn.com/davatar_085a072bc5b1113ac321206ff7593b45","Downloaded INSEAD At 06:11 11 October 2018 (PT)by   \n\n| | |\n| --- | --- |\n| International Journal of Contemporary Hospitality Management\u003Cbr>Convergent validity assessment of formatively measured constructs in PLS-SEM: On using single-item versus multi-item measures in redundancy analyses\u003Cbr>Jun-Hwa Cheah, Marko Sarstedt, Christian M. Ringle, T. Ramayah, Hiram Ting,\u003Cbr>Article information:\u003Cbr>To cite this document:\u003Cbr>Jun-Hwa Cheah, Marko Sarstedt, Christian M. Ringle, T. Ramayah, Hiram Ting,(2018) \"Convergent validity assessment of formatively measured constructs in PLS-SEM: On using single-item versus multi-item measures in redundancy analyses\", International Journal of Contemporary Hospitality\u003Cbr>Management, [https://doi.org/10.1108/IJCHM-10-2017-0649](https://doi.org/10.1108/IJCHM-10-2017-0649)[ ](https://doi.org/10.1108/IJCHM-10-2017-0649)Permanent link to this document:\u003Cbr>[https://doi.org/10.1108/IJCHM-10-2017-0649](https://doi.org/10.1108/IJCHM-10-2017-0649)\u003Cbr>Downloaded on: 11 October 2018, At: 06:11 (PT)\u003Cbr>References: this document contains references to 84 other documents.\u003Cbr>To copy this document: permissions@[emeraldinsight.com](emeraldinsight.com)\u003Cbr>Access to this document was granted through an Emerald subscription provided by emeraldsrm:178665 []\u003Cbr>For Authors\u003Cbr>If you would like to write for this, or any other Emerald publication, then please use our Emerald for Authors service information about how to choose which publication to write for and submission guidelines are available for all. Please [visit www.emeraldinsight.com/authors](visit www.emeraldinsight.com/authors) for more information.\u003Cbr>[About Emerald www.emeraldinsight.com](About Emerald www.emeraldinsight.com)\u003Cbr>Emerald is a global publisher linking research and practice to the benefit of society. The company manages a portfolio of more than 290 journals and over 2,350 books and book series volumes, as well as providing an extensive range of online products and additional customer resources and services.\u003Cbr>Emerald is both COUNTER 4 and TRANSFER compliant. The organization is a partner of the Committee on Publication Ethics (COPE) and also works with Portico and the LOCKSS initiative for digital archive preservation.\u003Cbr>*Related content and download information correct at time of download . |  |\n\nDownloaded INSEAD At 06:11 11 October 2018 (PT)by   \nThe current issue and full text archive of this journal is available on Emerald Insight at:  \n[www.emeraldinsight.com/0959-6119.htm](www.emeraldinsight.com/0959-6119.htm)  \nConvergent validity assessment of formatively measured constructsin PLS-SEM  \nOn using single-item versus multi-item measures in redundancy analyses  \nJun-Hwa Cheah  \nInternational Business School, Universiti Teknologi Malaysia, Kuala Lumpur, Malaysia  \nMarko Sarstedt  \nOtto-von-Guericke University Magdeburg, Magdeburg, Germany and Monash University Malaysia, Kuala Lumpur, Malaysia  \nChristian M. Ringle  \nHamburg University of Technology (TUHH), Hamburg, Germany  \nT. Ramayah  \nSchool of Management, Universiti Sains Malaysia, Minden, Malaysia, and  \nHiram Ting  \nSarawak Research Society, Kuching, Malaysia  \nAbstract  \nPurpose – Researchers often use partial least squares structural equation modeling (PLS-SEM) to estimate path models that include formatively speciﬁed constructs. Their validation requires running a redundancy analysis, which tests whether the formatively measured construct is highly correlated with an alternative measure of the same construct. Extending prior knowledge in the ﬁeld, this paper aims to examine the conditions favoring the use of single vs multiple items to measure the criterion construct in redundancy analyses.  \nDesign/methodology/approach – Merging the literatures from a variety of ﬁelds, such as management, marketing and psychometrics, we ﬁrst provide a theoretical comparison of single-item and multi-item measurement and offer guidelines for designing and validating suitable single items. An empirical","cbCaio7WWQ8nY600","https://ap.wps.com/l/cbCaio7WWQ8nY600","pdf",216834,"English","# Abstract\n## Purpose\n## Design/methodology/approach\n## Findings\n## Keywords","[{\"question\":\"What problem does the paper address in PLS-SEM redundancy analysis?\",\"answer\":\"It examines the validation requirements for formatively measured constructs, focusing on how to measure the criterion construct in redundancy analyses using single items versus multi-item measures.\"},{\"question\":\"How does the paper compare single-item and multi-item measurement approaches?\",\"answer\":\"It first provides a theoretical comparison using literature across management, marketing, and psychometrics, then offers guidelines for designing and validating appropriate single items.\"},{\"question\":\"What do the empirical results show about convergent validity?\",\"answer\":\"In hospitality management, small samples yield higher convergent validity for single items than for reflective multi-item constructs, while larger samples favor multi-item reflective constructs only marginally.\"}]","Convergent validity assessment of formatively measured constructs in PLS-SEM - On using single-item versus multi-item measures in redundancy analyses | PDF",1792538722]