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Prof. Vishal Gupta

Covariance-Based Structural Equation Modeling (CB-SEM)

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74 items
Last updated on Sep 18, 2022
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Measurement is fundamental to social sciences research and application. However, measurement also represents one of the greatest obstacles that the social scientists face, both in terms of daily practice and in terms of the reputation of the discipline. 

The purpose of this lecture series is to introduce to the participants the concepts and basics of covariance-based Structural Equation Modeling (CB-SEM). The series takes a “nuts and bolts” approach, covering the basics of CB-SEM and providing hands-on training of doing SEM testing in AMOS.

The series is structured around a framework of measurement principles and will be based on a combination of theoretical and practice-oriented sessions that will provide working knowledge of concepts using statistical software like SPSS and AMOS.

Learning Objectives: 
1. Understand the issues of reliability, validity and measurement error;
2.  Understand analysis techniques like factor analysis (exploratory and confirmatory) and structural equation modeling (SEM).
3. Get hands-on training on statistical analysis packages like AMOS.

Details of Lecture Series:
Module 1 (Lectures 1-5): Basics of CB-SEM
Module 2 (Lectures 1-5): Reliability and Validity

Material for this series: 
https://drive.google.com/drive/folder...

Who should see this lecture series?
This series is designed for researchers working in social sciences (OB, HRM, Marketing, Strategy, Communication, etc.) who are using established scales for measuring constructs in their research work. Researchers who are using surveys for their research work will benefit from this workshop.  

Join Community of Researchers:
I am a part of a free Telegram Community of researchers where we help each other out with guidance on research and methods. Become a member and get help in your research work: Telegram Group invitation link: https://t.me/joinchat/yfYAwnrvpaliMDI1

Subscribe to my Youtube channel if you want to learn more about research methods and doing high-quality research.

Best wishes
Prof. Vishal Gupta
OB Area, IIM Ahmedabad
email: vishal@iima.ac.in
webpage: www.iima.ac.in/~vishal
Prof. Vishal Gupta
Introduction to Lecture Series on CB-SEM
3:06
Introduction to Lecture Series on CB-SEM

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Prof. Vishal Gupta
CB-SEM Module 1 (Lecture 1): Introduction to Sciences
16:11
CB-SEM Module 1 (Lecture 1): Introduction to Sciences

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Prof. Vishal Gupta
CB-SEM Module 1 (Lecture 2): Measurement Error
9:42
CB-SEM Module 1 (Lecture 2): Measurement Error

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Prof. Vishal Gupta
CB-SEM Module 1 (Lecture 3): Introduction to SEM
7:32
CB-SEM Module 1 (Lecture 3): Introduction to SEM

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Prof. Vishal Gupta
CB-SEM Module 1 (Lecture 4): Reflective and Formative Constructs and Indicators
17:35
CB-SEM Module 1 (Lecture 4): Reflective and Formative Constructs and Indicators

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Prof. Vishal Gupta
CB-SEM Module 1 (Lecture 5): Measurement Error Types
22:41
CB-SEM Module 1 (Lecture 5): Measurement Error Types

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Prof. Vishal Gupta
CB-SEM Module 2 (Introduction): Reliability and Validity
2:01
CB-SEM Module 2 (Introduction): Reliability and Validity

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Prof. Vishal Gupta
CB-SEM Module 2 (Lecture 1): Introduction to Reliability (Part 1)
20:32
CB-SEM Module 2 (Lecture 1): Introduction to Reliability (Part 1)

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Prof. Vishal Gupta
CB-SEM Module (Lecture 2): Introduction to Reliability (Part 2)
5:57
CB-SEM Module (Lecture 2): Introduction to Reliability (Part 2)

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Prof. Vishal Gupta
CB-SEM Module 2 (Lecture 3): Computing Reliability using SPSS
20:19
CB-SEM Module 2 (Lecture 3): Computing Reliability using SPSS

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Prof. Vishal Gupta
CB-SEM Module 2 (Lecture 4): Introduction to Validity
8:51
CB-SEM Module 2 (Lecture 4): Introduction to Validity

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Prof. Vishal Gupta
CB-SEM Module 2 (Lecture 5): Nomological Validity
5:02
CB-SEM Module 2 (Lecture 5): Nomological Validity

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Prof. Vishal Gupta
CB-SEM Module 3 (Introduction): Exploratory Factor Analysis
1:53
CB-SEM Module 3 (Introduction): Exploratory Factor Analysis

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 1): Introduction to Factor Analysis
15:15
CB-SEM Module 3 (Lecture 1): Introduction to Factor Analysis

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 2): EigenValues and Communality
11:02
CB-SEM Module 3 (Lecture 2): EigenValues and Communality

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 3): Factor Rotation
13:45
CB-SEM Module 3 (Lecture 3): Factor Rotation

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 4): EFA in SPSS (with EigenValues)
14:39
CB-SEM Module 3 (Lecture 4): EFA in SPSS (with EigenValues)

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 5): EFA in SPSS (specifying number of factors)
5:01
CB-SEM Module 3 (Lecture 5): EFA in SPSS (specifying number of factors)

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Prof. Vishal Gupta
CB-SEM Module 3 (Lecture 6): EFA with Varimax Rotation
4:29
CB-SEM Module 3 (Lecture 6): EFA with Varimax Rotation

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Prof. Vishal Gupta
CB-SEM Module 4 (Introduction): Theory of CB-SEM
1:58
CB-SEM Module 4 (Introduction): Theory of CB-SEM

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 1): Introduction to SEM
18:11
CB-SEM Module 4 (Lecture 1): Introduction to SEM

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 2): SEM Model Parameters
9:23
CB-SEM Module 4 (Lecture 2): SEM Model Parameters

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 3): SEM Identification
18:58
CB-SEM Module 4 (Lecture 3): SEM Identification

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 4): Q&A on Model Identification
18:19
CB-SEM Module 4 (Lecture 4): Q&A on Model Identification

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 5): SEM Estimation & Modification Indices
6:58
CB-SEM Module 4 (Lecture 5): SEM Estimation & Modification Indices

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Prof. Vishal Gupta
CB-SEM Module 4 (Lecture 6): Q&A Session on SEM
3:43
CB-SEM Module 4 (Lecture 6): Q&A Session on SEM

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Prof. Vishal Gupta
CB-SEM Module 5 (Introduction): Working on AMOS
1:18
CB-SEM Module 5 (Introduction): Working on AMOS

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Prof. Vishal Gupta
CB-SEM Module 5 (Lecture 1): CFA Using AMOS
27:47
CB-SEM Module 5 (Lecture 1): CFA Using AMOS

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Prof. Vishal Gupta
CB-SEM Module 5 (Lecture 2): Understanding AMOS Output
19:32
CB-SEM Module 5 (Lecture 2): Understanding AMOS Output

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Prof. Vishal Gupta
CB-SEM Module 5 (Lecture 3): Understanding Modification Indices
3:38
CB-SEM Module 5 (Lecture 3): Understanding Modification Indices

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Prof. Vishal Gupta
CB-SEM Module 5 (Lecture 4): Questions on CFA
4:34
CB-SEM Module 5 (Lecture 4): Questions on CFA

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Prof. Vishal Gupta
CB-SEM Module 5 (Lecture 5): Modification Indices and CFA
5:57
CB-SEM Module 5 (Lecture 5): Modification Indices and CFA

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Prof. Vishal Gupta
CB-SEM Module 6 (Introduction): Convergent and Discriminant Validity using Measurement Models
2:00
CB-SEM Module 6 (Introduction): Convergent and Discriminant Validity using Measurement Models

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 1): Understanding Composite Reliability
6:37
CB-SEM Module 6 (Lecture 1): Understanding Composite Reliability

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 2): Understanding Average Variance Extracted (AVE)
7:44
CB-SEM Module 6 (Lecture 2): Understanding Average Variance Extracted (AVE)

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 3): Second-order Factor Models
11:26
CB-SEM Module 6 (Lecture 3): Second-order Factor Models

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 4): Reading Material for SEM
4:36
CB-SEM Module 6 (Lecture 4): Reading Material for SEM

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 5): CR Computation using Excel
10:15
CB-SEM Module 6 (Lecture 5): CR Computation using Excel

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 6): AVE Computation
2:35
CB-SEM Module 6 (Lecture 6): AVE Computation

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 7): AVE and CR using Excel File
1:20
CB-SEM Module 6 (Lecture 7): AVE and CR using Excel File

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Prof. Vishal Gupta
CB-SEM Module 6 (Lecture 8): Discriminant Validity Assessment
8:51
CB-SEM Module 6 (Lecture 8): Discriminant Validity Assessment

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Prof. Vishal Gupta
CB-SEM Module 7 (Introduction): Measurement Model Testing
1:36
CB-SEM Module 7 (Introduction): Measurement Model Testing

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 1): Second-order CFA
4:06
CB-SEM Module 7 (Lecture 1): Second-order CFA

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 2): Second-order CFA output analysis
1:52
CB-SEM Module 7 (Lecture 2): Second-order CFA output analysis

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 3): Understanding the Structural Model
4:14
CB-SEM Module 7 (Lecture 3): Understanding the Structural Model

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 4): CFA of Procedural Justice Construct
8:25
CB-SEM Module 7 (Lecture 4): CFA of Procedural Justice Construct

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 5): CFA of Procedural Justice (Modification Indices)
6:21
CB-SEM Module 7 (Lecture 5): CFA of Procedural Justice (Modification Indices)

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 6): CFA of Creative Behaviours construct
9:57
CB-SEM Module 7 (Lecture 6): CFA of Creative Behaviours construct

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 7): Overall Measurement Model
6:29
CB-SEM Module 7 (Lecture 7): Overall Measurement Model

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 8): Measurement Model Fit
2:43
CB-SEM Module 7 (Lecture 8): Measurement Model Fit

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Prof. Vishal Gupta
CB-SEM Module 7 (Lecture 9): Discriminant Validity using Measurement Model
13:46
CB-SEM Module 7 (Lecture 9): Discriminant Validity using Measurement Model

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Prof. Vishal Gupta
CB-SEM Module 8 (Introduction): Structural Models and Mediation
1:47
CB-SEM Module 8 (Introduction): Structural Models and Mediation

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 1): Developing and Testing Structural Model
4:44
CB-SEM Module 8 (Lecture 1): Developing and Testing Structural Model

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 2): Structural Model Results
6:06
CB-SEM Module 8 (Lecture 2): Structural Model Results

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 3): Mediation Tests in Structural Models
14:59
CB-SEM Module 8 (Lecture 3): Mediation Tests in Structural Models

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 4): Mediation Tests using Bootstrapping
4:45
CB-SEM Module 8 (Lecture 4): Mediation Tests using Bootstrapping

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 5): Understanding Bootstrapping Results
2:43
CB-SEM Module 8 (Lecture 5): Understanding Bootstrapping Results

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Prof. Vishal Gupta
CB-SEM Module 8 (Lecture 6): Bootstrapping Explained
10:17
CB-SEM Module 8 (Lecture 6): Bootstrapping Explained

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Prof. Vishal Gupta
CB-SEM Module 9 (Introduction): Testing Moderations
1:56
CB-SEM Module 9 (Introduction): Testing Moderations

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 1): Moderation Basics
7:40
CB-SEM Module 9 (Lecture 1): Moderation Basics

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 2): Basics of Testing Moderation
6:45
CB-SEM Module 9 (Lecture 2): Basics of Testing Moderation

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 3): Testing Moderation in SPSS
13:33
CB-SEM Module 9 (Lecture 3): Testing Moderation in SPSS

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 4): Testing Moderation in AMOS
12:29
CB-SEM Module 9 (Lecture 4): Testing Moderation in AMOS

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 5): Multigroup SEM Basics
21:23
CB-SEM Module 9 (Lecture 5): Multigroup SEM Basics

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Prof. Vishal Gupta
CB-SEM Module 9 (Lecture 6): Multigroup SEM in AMOS
28:43
CB-SEM Module 9 (Lecture 6): Multigroup SEM in AMOS

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Prof. Vishal Gupta
CB-SEM Module 10 (Introduction): Advanced Topics in CB-SEM
2:24
CB-SEM Module 10 (Introduction): Advanced Topics in CB-SEM

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 1): Structural Model with Controls
7:05
CB-SEM Module 10 (Lecture 1): Structural Model with Controls

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 2): Regression with Dummies
3:41
CB-SEM Module 10 (Lecture 2): Regression with Dummies

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 3): Chi-square Difference Test
8:05
CB-SEM Module 10 (Lecture 3): Chi-square Difference Test

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 4): Common-Method Bias Testing
18:28
CB-SEM Module 10 (Lecture 4): Common-Method Bias Testing

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 5): Common-Method Bias Testing in AMOS
20:27
CB-SEM Module 10 (Lecture 5): Common-Method Bias Testing in AMOS

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 6): Item Parceling
5:21
CB-SEM Module 10 (Lecture 6): Item Parceling

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 7): Handling Missing Data in AMOS
7:19
CB-SEM Module 10 (Lecture 7): Handling Missing Data in AMOS

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Prof. Vishal Gupta
CB-SEM Module 10 (Lecture 8): Bayesian SEM in AMOS
7:41
CB-SEM Module 10 (Lecture 8): Bayesian SEM in AMOS

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