## What is the difference between SEM and CFA?

SEM is an umbrella term. CFA is the measurement part of SEM, which shows relationships between latent variables and their indicators. The other part is the structural component, or the path model, which shows how the variables of interest (often latent variables) are related.

## What is the difference between path analysis and SEM?

SEM is a combination of multiple regression and factor analysis. Path analysis deals only with measured variables. two or more measured variables.

**What is the minimum sample size for SEM?**

Some evidence exists that simple SEM models could be meaningfully tested even if sample size is quite small (Hoyle, 1999; Hoyle and Kenny, 1999; Marsh and Hau, 1999), but usually, N = 100–150 is considered the minimum sample size for conducting SEM (Tinsley and Tinsley, 1987; Anderson and Gerbing, 1988; Ding, Velicer.

**Why do we use SEM?**

SEM is mostly used for research that is designed to confirm a research study design rather than to explore or explain a phenomenon.

### Is SEM better than regression?

Structural Equation Modeling (SEM) is a statistical-based multivariate modeling methods. Application of SEM is similar but more powerful than regression analysis; and number of scientists using SEM in their research is rapidly increasing.

### What is a good path coefficient?

Usually a value above 0.90 is considered acceptable, and a good fit.

**What is a multigroup model?**

A multigroup model is essentially the same principle, but instead of focusing on a single response, the interaction is applied across the entire structural equation model. In other words, it asks if not just one but all coefficients are the same or different across groups.

**What is a good RMSEA score?**

It has been suggested that RMSEA values less than 0.05 are good, values between 0.05 and 0.08 are acceptable, values between 0.08 and 0.1 are marginal, and values greater than 0.1 are poor [8]. Therefore, the RMSEA value of 0.074 in this sample indicates an acceptable fit.

## What are the key references for SEM analysis in Mplus?

Following are some key references on which traditional and expanded SEM analysis in Mplus are based. Asparouhov, T. & Muthén, B. (2019). Nesting and equivalence testing for structural equation models. Structural Equation Modeling: A Multidisciplinary Journal, 26:2, 302-309, DOI: 10.1080/10705511.2018.1513795.

## What is MSc plus?

Located on Port-au-Prince ‘s Boulevard du 15 Octobre, less than a kilometer from the new American Embassy, MSC Plus is stocked with a broad range of construction and home improvement supplies to assist with Haiti ‘s vast reconstruction needs.

**Can MSc 1st Sem students get admission in upper part?**

Students who qualify for the Msc 1st Sem exam may be admitted to the Upper Part / Year. Otherwise, we’re going to upload news for revaluation and back examination here.

**How does mplus read data from GitHub?**

Mplus only reads data in text format, see this post for details on how to prepare a data file for Mplus. The data can be accessed from Github. To review, the model to be fit is the following: The post on CFA in Mplus described the steps towards fitting and testing the measurement model for the two measures of democracy.