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LECTURE SERIES
STRUCTURAL EQUATION MODELING
REAL TIME APPLICATION WITH EXAMPLES
Latent Vs. Manifest/ Observed Variables
in SEM analysis
LECTURE - 2
BASIC INTRODUCTION- II
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Table of Content
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3
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1. Latent Variables
1. Observed or Manifest Variables
What is Latent & Observed in SEM?
1. SEM consists of two parts
o Measurement model(s) for each latent variable
o Path analysis between the latent and observed
variables
1. Variable Labels
o Latent variable factor construct
o Observed variable measured variable
manifest variable indicator generally
considered endogenous
Latent Variables
In the behavioural sciences researchers often interested in
studying theoretical constructs that cannot be observed
directly.
✓ These phenomena are termed as
latent variables, or common factors.
✓ Unmeasurable “Pure” Variables or true score
✓ not directly observed
✓ Free of measurement errors
Examples of latent variables:
1. Psychology: Self concept and Motivation.
2. Education:Verbal ability& Teacher Expectancy.
4
Observed or manifest variables
Latent variables are not observed directly, it follows
that they cannot be measured directly.
❖ The unobserved variable is linked to one that is
observable, thereby measurement is possible.
❖ directly measurable (through questionnaire)
❖ include measurement error
❖ The term behaviour is used here in the very broadest
sense to include scores on a particular measuring
instrument.
Examples:
1. Self-report to an attitudinal scale.
2. Scores on achievement test.
5
Figure shows the Latent & Observed Variables
Lecture -3
6
1. Exogenous and Endogenous latent variables
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Lecture 2: Latent/Manifest/Observed Variables using in SEM Analysis (www.statswork.com)

  • 2. Latent Vs. Manifest/ Observed Variables in SEM analysis LECTURE - 2 BASIC INTRODUCTION- II Website: www.statswork.com 2 Contact: +91-8754446690
  • 3. Table of Content Contact: 8754446690 3 Website: www.statswork.com 1. Latent Variables 1. Observed or Manifest Variables
  • 4. What is Latent & Observed in SEM? 1. SEM consists of two parts o Measurement model(s) for each latent variable o Path analysis between the latent and observed variables 1. Variable Labels o Latent variable factor construct o Observed variable measured variable manifest variable indicator generally considered endogenous
  • 5. Latent Variables In the behavioural sciences researchers often interested in studying theoretical constructs that cannot be observed directly. ✓ These phenomena are termed as latent variables, or common factors. ✓ Unmeasurable “Pure” Variables or true score ✓ not directly observed ✓ Free of measurement errors Examples of latent variables: 1. Psychology: Self concept and Motivation. 2. Education:Verbal ability& Teacher Expectancy. 4
  • 6. Observed or manifest variables Latent variables are not observed directly, it follows that they cannot be measured directly. ❖ The unobserved variable is linked to one that is observable, thereby measurement is possible. ❖ directly measurable (through questionnaire) ❖ include measurement error ❖ The term behaviour is used here in the very broadest sense to include scores on a particular measuring instrument. Examples: 1. Self-report to an attitudinal scale. 2. Scores on achievement test. 5
  • 7. Figure shows the Latent & Observed Variables
  • 8. Lecture -3 6 1. Exogenous and Endogenous latent variables Contact us: Website: www.statswork.com Contact: +91-8754446690 E-mail: info@statswork.com Upcoming Weeks….. Structural Equation Modeling (SEM) using AMOS