Course Curriculum
Total learning: 29 lessons / 6 quizzes
Time: 30 weeks
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Concepts in Structural Equation Modeling 7
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What is Structural Equation Modelling and when to use itLecture1.1
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SEM History and difference between CB and PLS SEMLecture1.2
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A simple explanation of SEM formation (including Reflective and Formative constructs)Lecture1.310 min
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Model identification issuesLecture1.406 min
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Model estimators (ML,MLR,WLS,DWLS, PLS)Lecture1.503 min
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Graphical notations in SEMLecture1.604 min
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SEM Quiz 1Quiz1.12 questions
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Introduction to R Software 8
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How to install R Console and R StudioLecture2.1
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Variable specification and data operatorsLecture2.2
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Data Types in RLecture2.316 min
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Common functions in RLecture2.410 min
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Descriptive Statistics and Frequency Table in RLecture2.508 min
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Correlation tests in RLecture2.607 min
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Basic Statistical Tests in R (T-tests, ANOVA, OLS Regression)Lecture2.705 min
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SEM Quiz 2Quiz2.12 questions
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Prerequisites to Structural Equation Modeling 8
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Step-by-step SEM flowchartLecture3.110 min
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Data issues to consider for SEMLecture3.205 min
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Data preparation for SEMLecture3.315 min
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Loading data files in R environmentLecture3.411 min
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Loading required R packages for SEMLecture3.506 min
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Descriptive statistics, multivariate normality and correlations of measurement itemsLecture3.610 min
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Non-response bias check through Wave TestLecture3.709 min
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SEM Quiz 3Quiz3.13 questions
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Factor Analysis, Reliability and Validity 6
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Exploratory Factor Analysis in RLecture4.112 min
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Factor reliability check using Cronbach AlphaLecture4.206 min
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Confirmatory Factor Analysis in RLecture4.312 min
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Divergent and Convergent Validity of Measurement Model (Fornell-Larcker criterion)Lecture4.406 min
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Extended Exploratory Factor AnalysisLecture4.510 min
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SEM Quiz 4Quiz4.12 questions
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Common Method Bias 4
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Common method bias check using Herman’s Single factor testLecture5.111 min
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Common method bias check using Common Latent Factor testLecture5.208 min
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Common method bias check using Common Marker Variable testLecture5.306 min
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SEM Quiz 5Quiz5.12 questions
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Structural Equation Modeling 2
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SEM estimation in R using lavaanLecture6.107 min
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SEM Quiz 6Quiz6.12 questions
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