{"id":7691,"date":"2022-02-02T14:08:38","date_gmt":"2022-02-02T14:08:38","guid":{"rendered":"https:\/\/researchwithfawad.com\/?page_id=7691"},"modified":"2022-02-04T05:45:07","modified_gmt":"2022-02-04T05:45:07","slug":"seminr-package-specifying-the-structural-model","status":"publish","type":"page","link":"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-specifying-the-structural-model\/","title":{"rendered":"SEMinR Package: Specifying the Structural Model"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"7691\" class=\"elementor elementor-7691\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fk2xtvx elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fk2xtvx\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d4acc06\" data-id=\"d4acc06\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bee4950 elementor-widget elementor-widget-heading\" data-id=\"bee4950\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Specifying the Structural Model in SEMinR <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3356c192 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3356c192\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-d79799c\" data-id=\"d79799c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-196fd403 elementor-widget elementor-widget-image\" data-id=\"196fd403\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/researchwithfawad.com\/wp-content\/uploads\/2022\/02\/SEMinR-Lecture-Series-Specifying-Structural-Model.png\" class=\"attachment-full size-full wp-image-7693\" alt=\"SEMinR Lecture Series Specifying Structural Model\" srcset=\"https:\/\/researchwithfawad.com\/wp-content\/uploads\/2022\/02\/SEMinR-Lecture-Series-Specifying-Structural-Model.png 1280w, https:\/\/researchwithfawad.com\/wp-content\/uploads\/2022\/02\/SEMinR-Lecture-Series-Specifying-Structural-Model-300x169.png 300w, https:\/\/researchwithfawad.com\/wp-content\/uploads\/2022\/02\/SEMinR-Lecture-Series-Specifying-Structural-Model-1024x576.png 1024w, https:\/\/researchwithfawad.com\/wp-content\/uploads\/2022\/02\/SEMinR-Lecture-Series-Specifying-Structural-Model-768x432.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-25405857\" data-id=\"25405857\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6d875749 elementor-widget elementor-widget-heading\" data-id=\"6d875749\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Introduction to SEMinR<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1648ff07 elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1648ff07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 24 24&#039; fill=&#039;black&#039; stroke=&#039;none&#039;%3E%3Cpolygon points=&#039;9.4,2 24,2 14.6,21.6 0,21.6&#039;\/%3E%3C\/svg%3E&quot;);\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62b53f7a elementor-widget elementor-widget-text-editor\" data-id=\"62b53f7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This lecture on SEMinR Package will introduce how to specify the structural model in the SEMinR package.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3a227ee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a227ee\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-8fe1f84\" data-id=\"8fe1f84\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c5d71e5 elementor-widget elementor-widget-heading\" data-id=\"c5d71e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SEMinR<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-1a2a2f4\" data-id=\"1a2a2f4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76e480e elementor-widget elementor-widget-text-editor\" data-id=\"76e480e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>There are four steps to specify and estimate a structural equation model using SEMinR:<\/p><ul><li><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/create-project-load-and-inspect-the-data\/\">Loading and cleaning the data<\/a><\/li><li><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-specifying-measurement-model\/\">Specifying the measurement models<\/a><\/li><li><b>Specifying the structural model<\/b><\/li><li>Estimating, bootstrapping, and summarizing the model<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fd9720f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd9720f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-96587e6\" data-id=\"96587e6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-19ce27c elementor-widget elementor-widget-heading\" data-id=\"19ce27c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Step 3: Specifying the Structural Model<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-ba78cfd\" data-id=\"ba78cfd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-469e0e0 elementor-widget elementor-widget-text-editor\" data-id=\"469e0e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>With our measurement model specified, we now specify the <b>structural model<\/b>. When a structural model is being developed, two primary issues need to be considered: the sequence of the constructs and the relationships between them.<\/li><li>Both issues are critical to the concept of modeling because they represent the hypotheses and their relationships to the theory being tested.<\/li><li>In most cases, researchers examine linear independent\u2013dependent relationships between two or more constructs in the path model.<\/li><li>SEMinR makes structural model specification more human readable, domain relevant, and explicit by using these functions:<\/li><li><b>relationships() <\/b>specifies all the structural relationships between all constructs.<\/li><li><b>paths() <\/b>specifies relationships between sets of antecedents and outcomes.<\/li><li>The simple model shown earlier has three relationships. For example, to specify the relationships from <i>Vision,<\/i><i> Development, and Rewards to Collaborative Culture<\/i>, we use the <b><i>from <\/i><\/b>and <b><i>to <\/i><\/b>arguments in the path function:<\/li><\/ul><p style=\"padding-left: 40px;\"><b>paths(from = c(\u201cVision\u201d, \u201cDevelopment\u201d, \u201cRewards\u201d), to = \u201cCollaborative Culture\u201d).<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1820b3 elementor-widget elementor-widget-text-editor\" data-id=\"d1820b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Here <b>simple_sm<\/b> is an object which stores the relationships in the study.<\/p><p><b>&lt;- <\/b>Can be considered as an equal sign that assigns the constructs to the object.<\/p><p><b>relationships<\/b><b> function holds the proposed relationships identified as individual paths<\/b><\/p><p><b><i>The code mentioned above, is the depiction of the following framework. <br \/><\/i><\/b><\/p><p><b><i><img decoding=\"async\" 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\" alt=\"\" \/><\/i><\/b><\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1ac8097 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1ac8097\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-8f3d3b2\" data-id=\"8f3d3b2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-395b0fc elementor-widget elementor-widget-heading\" data-id=\"395b0fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Review of the Steps<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-03ae387\" data-id=\"03ae387\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb6def5 elementor-widget elementor-widget-text-editor\" data-id=\"eb6def5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Following is a brief review of the steps that have been discussed in SEMinR tutorials.\u00a0<\/p><ul><li>Load the Library &#8211; <b>library ()<\/b><\/li><li>Load the Data \u2013 <b>read.csv<\/b><\/li><li>Review the Data \u2013 <b>head()<\/b><\/li><li>Specify the Measurement Model \u2013 <b>constructs()<\/b><\/li><li>Specify the Structural Model \u2013 <b>relationships()<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a839bb9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a839bb9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-e6baadd\" data-id=\"e6baadd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f122875 elementor-widget elementor-widget-heading\" data-id=\"f122875\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reference<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-39b2245\" data-id=\"39b2245\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e7dc4b elementor-widget elementor-widget-text-editor\" data-id=\"1e7dc4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"gs_citr\" tabindex=\"0\"><p>Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., &amp; Ray, S. (2021). Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook.<\/p><\/div><p>\u00a0<\/p><p>The tutorials on SEMinR are based on the mentioned book. The book is open source and available for download under this link.<\/p><p><a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-3-030-80519-7\">Download PDF<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0e774a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e774a4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-bf030ad\" data-id=\"bf030ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2884ec7 elementor-widget elementor-widget-heading\" data-id=\"2884ec7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Video Tutorial - Coming Soon<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f2154ec\" data-id=\"f2154ec\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-904cb80 elementor-widget elementor-widget-video\" data-id=\"904cb80\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/jHAAb6Ssp9Q&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-71b12dd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71b12dd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-050dc11\" data-id=\"050dc11\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-10e2105 elementor-widget elementor-widget-heading\" data-id=\"10e2105\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Additional SEMinR Tutorials <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-a7600f7\" data-id=\"a7600f7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a1a3231 elementor-widget elementor-widget-wp-widget-ccchildpages_widget\" data-id=\"a1a3231\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wp-widget-ccchildpages_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul><li class=\"page_item page-item-7498 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/an-introduction-to-r-and-r-studio\/\" class=\"menu-link\">An Introduction to R and R Studio<\/a><\/li>\n<li class=\"page_item page-item-7539 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/an-introduction-to-seminr-package\/\" class=\"menu-link\">An Introduction to SEMinR Package<\/a><\/li>\n<li class=\"page_item page-item-7645 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/create-project-load-and-inspect-the-data\/\" class=\"menu-link\">Create Project, Load, and Inspect the Data<\/a><\/li>\n<li class=\"page_item page-item-7938 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-an-introduction-to-evaluating-formative-measurement-model\/\" class=\"menu-link\">SEMinR Package: An Introduction to Evaluating Formative Measurement Model<\/a><\/li>\n<li class=\"page_item page-item-8491 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-categorical-predictors\/\" class=\"menu-link\">SEMinR Package: Analyzing Categorical Predictor Variables<\/a><\/li>\n<li class=\"page_item page-item-7773 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-bootstrapping-pls-model\/\" class=\"menu-link\">SEMinR Package: Bootstrapping PLS Model<\/a><\/li>\n<li class=\"page_item page-item-7952 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-formative-measurement-model-convergent-validity-and-collinearity\/\" class=\"menu-link\">SEMinR Package: Evaluating Formative Measurement Model &#8211; Convergent Validity and Collinearity<\/a><\/li>\n<li class=\"page_item page-item-7971 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-indicator-weights\/\" class=\"menu-link\">SEMinR Package: Evaluating Formative Measurement Model &#8211; Step 3- Indicator Weights<\/a><\/li>\n<li class=\"page_item page-item-8007 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-formative-measurement-model-when-to-delete-formative-indicators\/\" class=\"menu-link\">SEMinR Package: Evaluating Formative Measurement Model &#8211; When to Delete Formative Indicators<\/a><\/li>\n<li class=\"page_item page-item-7850 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-reflective-measurement-model\/\" class=\"menu-link\">SEMinR Package: Evaluating Reflective Measurement Model<\/a><\/li>\n<li class=\"page_item page-item-8024 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-structural-model\/\" class=\"menu-link\">SEMinR Package: Evaluating Structural Model<\/a><\/li>\n<li class=\"page_item page-item-8071 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-evaluating-structural-model-step-4-predictive-power-plspredict\/\" class=\"menu-link\">SEMinR Package: Evaluating Structural Model &#8211; Step 4: Predictive Power (PLSPredict)<\/a><\/li>\n<li class=\"page_item page-item-8176 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-higher-order-analysis-ref-for\/\" class=\"menu-link\">SEMinR Package: Higher Order Analysis &#8211; REF-FOR<\/a><\/li>\n<li class=\"page_item page-item-8145 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-higher-order-analysis-ref-ref\/\" class=\"menu-link\">SEMinR Package: Higher Order Analysis &#8211; REF-REF<\/a><\/li>\n<li class=\"page_item page-item-8417 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-how-to-solve-convergent-and-discriminant-validity-problems\/\" class=\"menu-link\">SEMinR Package: How to Solve Convergent and Discriminant Validity Problems<\/a><\/li>\n<li class=\"page_item page-item-8097 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-mediation-analysis\/\" class=\"menu-link\">SEMinR Package: Mediation Analysis<\/a><\/li>\n<li class=\"page_item page-item-8124 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-moderation-analysis\/\" class=\"menu-link\">SEMinR Package: Moderation Analysis<\/a><\/li>\n<li class=\"page_item page-item-7727 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-pls-estimation\/\" class=\"menu-link\">SEMinR Package: PLS Estimation<\/a><\/li>\n<li class=\"page_item page-item-7601 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-plotting-printing-exporting-results\/\" class=\"menu-link\">SEMinR Package: Print, Export and Plot Results<\/a><\/li>\n<li class=\"page_item page-item-7873 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-reflective-measurement-model-step-2-consistency-and-step-3-convergent-validity\/\" class=\"menu-link\">SEMinR Package: Reflective Measurement Model Step 2: Consistency and Step 3: Convergent Validity<\/a><\/li>\n<li class=\"page_item page-item-7902 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-reflective-model-discriminant-validity\/\" class=\"menu-link\">SEMinR Package: Reflective Measurement Model Step 4: Discriminant Validity<\/a><\/li>\n<li class=\"page_item page-item-7836 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-single-item-smartpls-comparison-and-summary-of-seminr\/\" class=\"menu-link\">SEMinR Package: Single Item, SmartPLS Comparison and Summary of SEMinR<\/a><\/li>\n<li class=\"page_item page-item-7669 menu-item\"><a href=\"https:\/\/researchwithfawad.com\/index.php\/lp-courses\/seminr-lecture-series\/seminr-package-specifying-measurement-model\/\" class=\"menu-link\">SEMinR Package: Specifying Measurement Model<\/a><\/li>\n<\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Specifying the Structural Model in SEMinR Introduction to SEMinR This lecture on SEMinR Package will introduce how to specify the structural model in the SEMinR package. SEMinR There are four steps to specify and estimate a structural equation model using SEMinR: Loading and cleaning the data Specifying the measurement models Specifying the structural model Estimating, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":7476,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-7691","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>SEMinR Package: Specifying the Structural Model - ResearchWithFawad<\/title>\n<meta name=\"description\" content=\"SEM Tools in R: SEMinR Lecture Series. 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