Exploratory Factor Analysis  
Mplus Discussion >
Factor analysis is a statistical method that is used to determine the number of underlying dimensions contained in a set of observed variables and to identify the subset of variables that corresponds to each of the underlying dimensions. The underlying dimensions are referred to as continuous latent variables or factors. The observed variables are referred to as factor indicators. There are two types of factor analysis: exploratory factor analysis (EFA) and confirmatory factor analysis (CFA).

EFA is a technique that attempts to determine the minimum number of continuous latent variables or factors that can adequately describe the correlations among a set of observed variables. The model is exploratory in the sense that it does not impose a structure on the relationship between the observed variables and the continuous latent variables but only specifies the number of continuous latent variables. The goal of exploratory factor analysis is to find the smallest number of interpretable factors that can adequately explain the correlations among a set of variables. It is important that the factors be interpretable according to a recognized theory in addition to the model fitting the data well. Exploratory factor analysis results can be influenced by the set of variables included in the analysis. Therefore, it is important that the set of variables be developed carefully with the aim of measuring specific content areas prior to using EFA to study the intended dimensionality. When used with such a set of variables, EFA can be a useful tool not only for understanding the dimensionality of a set of variables but also for isolating variables that do not measure the dimensions well. EFA can be helpful during pilot work in the development of a set of items.

In Mplus, factor indicators for EFA may be continuous, categorical (binary or ordered polytomous), or a combination of continuous and categorical. When factor indicators are all continuous, Mplus has four estimator choices: maximum likelihood (ML), maximum likelihood with robust standard errors and chi-square (MLM, MLMV), and unweighted least squares (ULS). When at least one factor indicator is categorical, Mplus has four estimator choices: weighted least squares (WLS), robust weighted least squares (WLSM, WLSMV), and unweighted least squares (ULS).
Thread (Start New Thread) Last Post Last Poster Posts
Rotations4-07-20  4:59 pmBengt O. Muthen102
Calculating the % variance explain8-25-16  8:55 amLinda K. Muthen68
Binary data and factor analysis4-29-20  12:45 pmTihomir Asparouhov166
Factor Scoring Coefficients3-16-18  7:51 amBengt O. Muthen80
DF in EFA with Categorical Indicators5-26-11  10:52 amLinda K. Muthen14
Standardized loadings6-29-15  6:13 amLinda K. Muthen8
Unrotated factor loadings5-25-17  4:13 pmBengt O. Muthen23
Loading greater than one in a EFA with categorical data7-29-14  9:32 amLinda K. Muthen18
How to set seed number in Monte Carlo study9-26-05  8:27 amLinda K. Muthen4
Second-order EFA with dichotomous variables3-06-15  12:00 pmAndrea Norcini Pala7
EFA eigenvalues5-15-20  1:30 pmBengt O. Muthen38
Standard errors with categorical indicators9-22-09  10:17 amLinda K. Muthen7
Implosion3-06-06  10:36 ampoker casino1552
Factor analysis12-27-15  6:04 pmBengt O. Muthen43
EFA with 7-point items11-21-16  4:37 pmBengt O. Muthen9
Comparing covariance matrices3-24-05  2:16 pmAnonymous10
Formatting the output1-30-10  8:43 amLinda K. Muthen4
CFA with tranformed variables4-23-10  8:45 amLinda K. Muthen6
ULS vs WLSMV10-08-04  12:14 pmDaniel E Bontempo1
Residuals3-12-20  2:41 pmBengt O. Muthen12
Creating a Measurement Model for a Single Composite Latent Variable11-03-04  11:02 ambmuthen4
EFA with sampling weight11-17-14  7:50 amBengt O. Muthen9
Appropriate sample size for Robust WLS?1-18-05  3:40 pmLinda K. Muthen2
EFA with categorical indicators2-01-19  10:45 amBengt O. Muthen72
Reading a Configuration5-06-06  12:28 pmLinda K. Muthen45
EFA with ordinal complex data9-16-14  7:30 amLinda K. Muthen16
EFA IN A CFA FRAMEWORK: Identification constraint9-24-14  6:40 pmLinda K. Muthen25
Factor Loading larger than 112-01-14  5:47 pmBengt O. Muthen4
Priors11-16-10  4:08 pmLinda K. Muthen6
RMSR as an extraction criterion3-20-15  8:26 amLinda K. Muthen7
Monte Carlo Simulation12-02-05  12:29 pmLinda K. Muthen2
MPLUS sample size limitation6-26-19  10:52 amLinda K. Muthen8
Reference about the inapropiate use of EFA1-21-06  7:40 ambmuthen2
EFA in version 2 and 31-24-06  8:21 pmLinda K. Muthen2
G factor in EFA w/ ordinal data3-13-06  10:56 amEmerson Wickwire15
Factor Loading Cutoff11-18-10  9:54 amLinda K. Muthen8
Rotations in EFA4-05-06  6:46 amLinda K. Muthen8
Request for help with Two Wave SEM4-06-06  5:25 pmLinda K. Muthen2
Text8-13-13  2:39 pmLinda K. Muthen4
Non-normal Continuous Data3-14-18  3:22 pmBengt O. Muthen11
Mplus vs sas6-21-06  8:08 amLinda K. Muthen2
EFA on repeated measures4-11-17  6:06 pmBengt O. Muthen20
Binary VS Dichotomous variable.9-07-06  11:15 pmTeerasak Jindabot3
Correlation from Covariance Matrix9-21-06  7:13 pmThuy Nguyen2
When loadings depend on the order of the items10-24-06  7:30 amLinda K. Muthen2
Differences between Mplus and SPSS in EFA5-12-11  6:34 pmBengt O. Muthen6
EFA Monte Carlo11-22-06  2:34 pmBengt O. Muthen2
Problems minimizing the function12-07-06  8:54 amRoger Brown3
Mplus vs STATA12-20-06  6:40 amLinda K. Muthen2
External Monte Carlo Sets9-24-18  4:48 pmBengt O. Muthen16
Regression expression with factor scores?1-23-07  7:06 pmKoka Venkat3
Factor weights4-25-08  3:42 pmLinda K. Muthen8
Factor Analysis with Ordinal and Continuous Data4-10-18  3:38 pmBengt O. Muthen45
Factor analysis in Mplus and SPSS9-01-08  4:31 pmaleksandar2
Programming6-10-07  6:48 pmLinda K. Muthen2
Sample size for EFA3-17-16  11:05 amLinda K. Muthen8
EFA with nominal data6-28-07  3:26 pmLinda K. Muthen2
Scores for binary/ordinal CFA?7-21-07  12:19 pmLinda K. Muthen2
No convergence7-16-18  2:50 pmBengt O. Muthen26
Testlets and Factor Analysis3-16-19  11:03 pmRyan Veal20
Sample size for EFA3-04-08  6:00 amAbdel3
Eigen plot in Mplus 512-03-08  1:44 pmAnjali Gupta2
Rotation in Mplus 54-14-08  6:47 pmLinda K. Muthen4
Estimator in MPlus3-21-08  12:15 pmLinda K. Muthen2
Mplus font size3-09-09  10:16 amLinda K. Muthen7
Monte Carlo Simulation with binary indicators 4-03-08  12:42 pmBengt O. Muthen4
Model constraints in montecarlo EFA4-07-08  8:55 amLinda K. Muthen4
RMSEA vs. RMSR11-04-09  5:53 amLinda K. Muthen10
Ordinal data & EFA4-22-08  8:23 amLinda K. Muthen4
Random selection for replication4-21-08  7:35 amLinda K. Muthen2
Warning Message for EFA12-04-11  8:37 amMaria Efthymiou16
EFA with twin data12-22-08  4:48 pmLinda K. Muthen9
EFA Rotations5-27-08  10:27 amLinda K. Muthen2
Good value for percentage of variance explained6-03-08  1:21 pmLinda K. Muthen4
EFA Monte Carlo study6-09-08  8:31 amLinda K. Muthen2
Problems in running EFA10-10-16  2:05 pmLinda K. Muthen16
Specify Decimal Places7-28-08  11:40 amYu Kyoum Kim3
Standard Errors with ULS Estimator 7-29-08  7:07 amYu Kyoum Kim3
CFI/TLI7-31-08  8:58 amLinda K. Muthen2
Saving factor scores in ESEM4-30-15  9:45 amBengt O. Muthen17
EFA in SPSS, CFA in Mplus3-25-15  7:36 amDaniel Lee16
AIC/BIC with EFA11-07-13  1:13 pmLinda K. Muthen7
EFA with categorical indicators8-27-14  3:09 pmBengt O. Muthen4
Modification indices for EFA in version 511-10-08  8:05 amLinda K. Muthen2
Handling Heywood Cases8-17-12  8:52 amMat Weldon4
EFA plus monte carlo question3-21-11  12:58 pmLinda K. Muthen8
WLS vs MLR in EFA w ordinal data7-30-17  5:02 pmBengt O. Muthen15
Can I use Mplus to analyse my data1-25-09  8:03 amJoanne Pybis0
Correlation Matrix in Mplus and other softwares7-25-19  9:38 amBharath Shashanka Ka58
Please help1-31-09  3:35 amPaul Brzozowsky0
MLF/MLR2-04-09  3:19 pmLinda K. Muthen2
CFA followed by EFA2-10-09  7:59 amThomas A. Schmitt3
Basic MPLUS Question2-16-09  7:02 amNicole Stanoff0
EFA w/ Skewed Dichotomous Variables2-23-09  3:36 pmLinda K. Muthen2
Kaiser-guttman rule3-08-09  11:45 amBengt O. Muthen2
RMSEA and SRMR <0.05 but Chi-quare P-value=0.0003-20-09  10:56 amBengt O. Muthen2
Determining rotated factor loading Significance 3-22-09  11:46 amLinda K. Muthen2
Efa simulations4-07-09  12:06 pmLinda K. Muthen2
Inquiry about number of observations4-21-09  4:02 pmLinda K. Muthen4
Monte Carlo EFA has been disallowed.4-17-09  9:00 amLinda K. Muthen4
Modern Multidimensional Scaling4-24-09  11:15 amSean Mullen3
Path Analysis11-06-09  1:08 pmLinda K. Muthen6
Principal component analysis10-18-17  4:48 amJan Ivanouw12
General Syntax Question7-28-09  12:42 pmLinda K. Muthen2
Exploratory factor solutions8-02-09  7:36 ammonica0
Model Comparison EFA4-10-18  3:40 pmBengt O. Muthen14
WLSMV versus WLSM8-11-09  4:25 pmLinda K. Muthen2
Factor Loading Greater than one8-16-09  12:53 pmBengt O. Muthen2
Variance accounted for in EFA9-17-09  8:34 amLinda K. Muthen2
Saving latent variables11-01-10  8:43 pmBo Fu2
EFA with categorical and continuous variables11-28-13  6:42 amLinda K. Muthen12
Tucker's coefficient of congruence in EFA11-07-09  11:59 amLinda K. Muthen2
Unexpected Termination11-16-09  7:32 amChristopher Gonwa-Re0
Principal axis factoring12-04-15  6:17 amBengt O. Muthen6
Factor loading signs flipped1-16-15  5:24 amSebastian Therman7
Wish list9-18-12  12:04 pmEFried9
ESEM4-13-20  5:29 pmBengt O. Muthen114
Number of Reported Observations11-22-19  3:57 pmBengt O. Muthen7
EFA with covariate4-10-13  11:29 amLinda K. Muthen4
RMSEA too high11-18-19  3:43 pmTihomir Asparouhov32
Less than 2 categories?12-08-15  9:45 amLinda K. Muthen5
Hanging Variables/ NS Paths within my Model4-21-10  8:58 amLinda K. Muthen2
Interpreting Two-Level EFA Model Test Results4-30-14  7:17 pmBengt O. Muthen14
Splitting sample for EFA and CFA4-22-10  9:01 amLinda K. Muthen2
Two stage least squares5-06-15  10:48 amLinda K. Muthen4
Residual variances1-31-17  12:12 pmLinda K. Muthen8
Sample statistics problem6-25-10  2:54 pmLinda K. Muthen2
Factor determinacy7-05-18  9:41 amBengt O. Muthen10
Cross loading5-12-14  9:56 amLinda K. Muthen7
GEOMIN ROTATED LOADINGS 8-01-10  8:32 pmBengt O. Muthen2
High-dimensional EFA (optimize run time)8-06-10  9:40 amJaime Derringer0
High-dimensional EFA (optimize run time)8-07-10  8:29 amBengt O. Muthen8
Compare factor loadings?8-08-10  11:09 amLinda K. Muthen2
Ratio of factor loading to standard error3-02-13  7:45 amLinda K. Muthen4
What is the default method of EFA in MPLUS?8-12-10  2:30 pmLinda K. Muthen2
Maximum number of factors in EFA8-19-10  1:20 pmOlga Maslovskaya3
Negative residual variance7-29-20  3:26 pmBengt O. Muthen12
Factor extraction9-08-10  11:18 amLinda K. Muthen2
Sample size for Multilevel EFA9-14-10  5:36 pmdavid john allsop6
Bootstrapping the EFA10-05-18  2:37 pmTihomir Asparouhov5
CFI/TLI > 14-22-20  10:56 amTihomir Asparouhov25
Plot loading factors9-30-10  11:32 amLinda K. Muthen2
Correlation structure 10-27-10  12:16 pmLinda K. Muthen8
Data entry problem11-05-10  2:23 pmLinda K. Muthen4
EFA with Bayes estimation11-21-17  4:04 pmTihomir Asparouhov29
Contribution proportion for each factor in EFA11-08-10  8:12 amBengt O. Muthen2
EFA with ML5-21-11  9:58 amBengt O. Muthen4
EFA - Estimator with Planned Missing Data1-20-17  6:02 pmBengt O. Muthen15
Significance of factor correlations7-01-15  5:02 pmBengt O. Muthen10
EFA interpretation 11-30-15  5:30 pmBengt O. Muthen8
Number of factors6-27-17  5:36 pmBengt O. Muthen6
One factor EFA vs CFA for categorical5-09-11  6:09 amLinda K. Muthen2
EFA question5-23-11  10:36 amLinda K. Muthen5
Strange Error Message with ESEM1-27-14  8:38 amLinda K. Muthen6
Longitudinal Factor Analysis3-20-12  6:13 pmBengt O. Muthen4
Factor structure with negative correlations6-16-11  10:54 amLinda K. Muthen3
EFA in Mplus vs EFA in SPSS7-24-11  11:44 amLinda K. Muthen2
EFA with categorical indicators10-26-11  1:12 pmLinda K. Muthen4
Significance of factor scores3-10-15  12:25 pmBengt O. Muthen6
MGA ESEM Syntax question8-03-11  1:05 amLouis De Page3
Factor Scores6-24-13  1:14 pmLinda K. Muthen6
Which Example details ESEM?10-19-11  11:30 amDoug Samuel6
EFA model comparison11-02-11  1:24 pmLinda K. Muthen2
EFA with formative11-03-11  11:14 amLinda K. Muthen2
EFA rotated solutions: SPSS v. Mplus11-10-11  1:13 pmBengt O. Muthen6
Overfactoring11-18-11  5:53 pmBengt O. Muthen4
Unconstrained ESEM with target rotation5-17-18  4:36 pmBengt O. Muthen6
Chi-square interpretation12-05-11  9:02 amLinda K. Muthen2
Number of integration points in Monte Carlo EFA12-19-11  3:24 pmLinda K. Muthen6
ULSMV and EFA3-18-20  12:14 pmclaudio barbaranelli5
EFA negative factor loading12-18-11  3:14 pmLinda K. Muthen3
Two-Level Exploratory Factor Analysis1-21-16  1:09 pmLinda K. Muthen9
WLS vs ULS for ordinal items?1-05-12  12:21 pmLinda K. Muthen2
What is wrong with this code?1-12-12  8:24 pmLinda K. Muthen2
Simple descriptives11-09-18  1:08 pmBengt O. Muthen11
DIFFTEST with EFA12-11-13  8:37 amTihomir Asparouhov7
Replicating EFA results with CFA3-18-12  7:01 amLinda K. Muthen5
Output of EFA4-08-12  8:57 amLinda K. Muthen2
EFA taking a long time4-22-12  2:09 pmLinda K. Muthen2
Increase N of iterations for rotation algorithm4-30-12  1:51 pmLinda K. Muthen2
Exploratory bi-factor analysis6-16-17  12:12 pmMatthew Constantinou16
KMO statistic3-21-20  11:24 amBengt O. Muthen8
EFA with dichotomous variables6-14-12  10:39 amPhilip C Higgins12
Geomin rotated loadings > 16-13-12  1:22 pmLinda K. Muthen2
Correlation Matrix for EFA6-13-12  3:05 pmLinda K. Muthen2
Factor Loadings5-29-18  5:34 pmBengt O. Muthen10
WLSMV vs. MLR in EFA/ESEM and what to do?5-04-16  9:18 amBengt O. Muthen9
Warning Messages6-18-20  4:17 pmBengt O. Muthen6
EFA in CFA format8-03-12  3:47 pmLinda K. Muthen2
SE for factor scores from EFA output10-08-14  5:51 pmBengt O. Muthen12
LCGA of factor analysis of count variables8-13-12  9:07 amLinda K. Muthen4
ESEM - correlations different between groups test9-13-12  10:43 amLinda K. Muthen4
Reverse coding9-10-12  1:34 pmBengt O. Muthen2
PAF code9-12-12  9:46 amLinda K. Muthen3
Target rotation7-25-19  6:00 amBengt O. Muthen19
ESEM example 5.272-02-14  2:48 pmBengt O. Muthen9
Parallel analysis and bifactor EFA2-26-18  7:59 amBengt O. Muthen7
DEMO version of MPLUS10-29-12  4:54 pmQianLi Xue3
Error 59???? EFA12-04-16  9:37 amLinda K. Muthen5
EFA with count variables and exposure indicators11-12-12  3:34 amPaul Norris3
Diagrammer and EFA11-13-12  8:04 amBengt O. Muthen2
Negative loading and sign swtiching in EFA11-28-17  11:37 amCristan Farmer9
EMPTY CELL warning 12-09-12  5:38 pmLinda K. Muthen2
Factor analysis1-05-13  4:11 pmBengt O. Muthen2
EFA positive definite2-11-13  8:06 amLinda K. Muthen6
EFA with Mixed Variables2-06-13  11:48 amLinda K. Muthen19
EFA items sum to 12-04-13  6:25 pmBengt O. Muthen4
WLSMV2-12-13  1:05 pmLinda K. Muthen2
Posterior Probability for the Number of Factors3-06-13  9:38 amLinda K. Muthen2
Factors in exploratory bi-factor analysis3-14-13  8:46 amBengt O. Muthen8
Parallel analysis for categorical data8-30-17  3:59 pmBengt O. Muthen18
Output - sample statistics3-13-13  4:25 pmLinda K. Muthen2
Mplus 5 and 6 - different results3-26-13  6:05 amLinda K. Muthen2
Polychoric correlation7-26-20  2:41 pmBengt O. Muthen4
RMSEA2-25-14  12:39 pmSuyin Chang10
Bifactor EFA10-23-19  5:17 pmTihomir Asparouhov7
Changing defaults in EFA4-08-13  11:39 amLinda K. Muthen2
Addfrequency4-16-13  8:54 amLinda K. Muthen2
EFA with Parallel option4-19-13  11:46 amLinda K. Muthen2
ESEM: Factor structure and external covariates1-08-18  6:09 pmTihomir Asparouhov12
Modification index in EFA4-13-17  4:04 pmBengt O. Muthen4
Ordered Ploynmous Rating Scale in Muplus?6-08-13  8:57 amLinda K. Muthen2
EFA Warning bivariate table empty cell6-21-13  11:46 amLinda K. Muthen3
EFA -No Convergence: number of iterations exceeded4-19-18  4:12 pmBengt O. Muthen15
Scalar invariance Mplus 7.16-25-13  10:20 amLinda K. Muthen4
Sample Size EFA1-02-14  10:32 amBengt O. Muthen4
Centering error7-29-13  11:59 amLinda K. Muthen2
The Power of ESEM ?8-02-13  6:16 amBengt O. Muthen4
Monte carlo for EFA8-10-13  9:20 amBengt O. Muthen2
Save Factor Scores from EFA?4-23-14  2:50 pmLinda K. Muthen4
Maximum likelihood EFA with categorical indicators9-08-13  4:52 pmBengt O. Muthen4
EFA with three-level model7-18-18  8:18 amBengt O. Muthen21
Two-level item bi-factor EFA9-30-13  11:27 amLinda K. Muthen2
ESEM - Multiple groups & factors10-08-13  7:28 amElizabeth Salib4
Conditional Normality - Categorical Variables 11-21-13  6:41 pmBengt O. Muthen4
Scree plot2-27-15  7:32 pmBengt O. Muthen6
Questions, BIC using EFA with categorical11-06-13  1:44 pmHaigen Huang0
EFA and LPA3-18-16  9:40 amLinda K. Muthen6
ESEM with correlation matrix?2-17-16  10:08 amLinda K. Muthen5
MODINDCES in EFA11-15-13  11:39 amLinda K. Muthen2
F0(Discrepancy function value) in EFA. 11-29-13  9:30 amLinda K. Muthen2
ESEM and composite reliabilty12-19-13  2:02 pmBengt O. Muthen2
Measurement Invariance continuous vs. grouped1-10-14  4:38 pmBengt O. Muthen2
Model identification2-06-14  1:24 pmLinda K. Muthen2
Multiple Multiple Group ESEMs2-10-14  11:22 amBengt O. Muthen4
Error message12-30-18  6:51 amLinda K. Muthen4
Bi-factor EFA with categorical factor indicators4-03-14  9:32 amBengt O. Muthen4
Second order EFA with continuous variables4-04-14  8:45 amLinda K. Muthen2
Outliers and EFA4-06-14  5:45 pmLinda K. Muthen2
Missing data in EFA4-07-14  4:08 pmLinda K. Muthen2
Useobservations4-08-14  9:53 amLinda K. Muthen2
Percentage of explained common variance question5-11-19  5:28 pmBengt O. Muthen7
Family Data4-24-14  10:07 pmMahdi3
Geomin factor loading 5-04-14  2:45 pmJiran Hou0
DF in ESEM and target rotation question5-31-14  11:48 amDavid Markland5
Path Analysis with Multiple DVs7-18-14  4:02 pmBengt O. Muthen2
Bi-factor EFA questions7-30-14  5:24 amLinda K. Muthen4
Perfect fit indices?8-01-14  6:19 amBrett Holfeld3
Target Rotations with Summary Data7-30-14  3:55 pmBengt O. Muthen2
EFA in version 7 versus Version 58-06-14  9:17 amLinda K. Muthen2
OnlinePaydayTextLoansBad Credit Earn easy cash aid10-07-14  4:25 amRobert Jack0
EFA with model identification10-17-14  9:21 amLinda K. Muthen2
EFA with repeated or aggregate? 11-26-14  4:33 amMaaike Verhagen3
Ssd Chemical for cleaning black Dollars, euros, 12-05-14  2:03 amJackson0
Ssd Chemical for cleaning black Dollars, euros,12-05-14  2:05 amJackson0
Missing data handling in EFA12-15-14  9:52 amLinda K. Muthen2
Negative Residual Variance EFA12-16-14  9:05 amBengt O. Muthen4
EFA with zero-inflated count factor indicators1-03-15  4:23 pmLinda K. Muthen2
Class membership in EFMA1-06-15  8:25 amLinda K. Muthen6
Technical options for EMFA1-03-15  4:24 pmLinda K. Muthen2
Different factor loadings when using complex EFA1-16-15  6:21 amLinda K. Muthen2
Factor scores in EFA with categorical indicators1-04-18  5:44 pmKasey Stanton10
EFA Analysis "RSTARTS =" command1-21-15  10:45 amTihomir Asparouhov2
Ssd Chemical for cleaning black Dollars, euros,1-23-15  8:09 amJason Spinola0
Chemical for cleaning black Dollars, euros,1-23-15  8:10 amJason Spinola0
How many variables should I include under a factor1-28-15  8:13 amLinda K. Muthen2
Parallel analysis4-17-15  7:43 amPaula Vagos16
"Residual" causes program crash2-03-15  5:50 amLinda K. Muthen2
Computing Hierarchical Omega in bi-factor EFA6-06-17  6:14 pmBengt O. Muthen15
GEOMIN Rotated loadings vs. factor stucture.3-09-15  6:28 pmBengt O. Muthen2
Binary variable-zero variance3-18-15  6:47 pmAbe Khademi3
Reading Output: Exploratory Bi-Factor Analysis3-17-15  11:11 amBengt O. Muthen2
Weighted, Multiply Imputed Data3-18-15  1:27 pmTihomir Asparouhov2
Interpreting EFA Results3-22-15  9:33 amLinda K. Muthen2
Scree Plot/Parallel Plot3-24-15  8:43 amBengt O. Muthen2
Writing EFA Results to an Output File3-27-15  12:31 pmLinda K. Muthen2
DIFFTEST with EFA9-14-18  1:23 pmBengt O. Muthen13
Longitudinal EFA4-15-15  6:29 pmBengt O. Muthen2
EFA error message5-14-15  5:48 pmBengt O. Muthen6
Multiple Imputation and EFA7-26-20  2:45 pmBengt O. Muthen6
Improving model fit in EFA6-16-15  1:02 amJamin Day3
USE observations6-10-20  3:26 pmBengt O. Muthen4
Correlation Matrix as Input8-24-15  7:56 pmLinda K. Muthen2
A question about 2 factor solutions9-16-15  5:18 pmBengt O. Muthen2
Two-level exploratory factor analysis7-07-16  9:39 amBengt O. Muthen15
Identical Model Fit for EFA and Bi-EFA analyses9-25-15  1:20 pmMahjabeen R3
Implications of tiered EFAs9-24-15  5:38 pmBengt O. Muthen2
Differences between programs11-30-15  5:32 pmBengt O. Muthen5
Run EFA using a correlation matrix10-01-15  2:25 pmFeng Liu5
Factor with low reliability 10-16-15  11:52 amBengt O. Muthen2
Explore10-28-15  2:22 pmSungchul Cho0
Procrustes Rotation12-03-15  5:00 pmBengt O. Muthen2
EFA for IQ test questions1-25-16  2:57 pmLinda K. Muthen2
Mplus software options2-24-16  2:10 pmLinda K. Muthen2
EFA with egocentric network data4-06-16  10:42 amBengt O. Muthen2
SRMR5-31-16  4:21 pmseungjin lee3
EFA with Methods factor6-21-16  5:53 pmBengt O. Muthen2
Significant loading across factors in EFA7-04-16  5:34 pmBengt O. Muthen4
Data and Savedata path7-06-16  6:38 amLinda K. Muthen4
Buy Real Registered Passports,Id cards,Visa9-28-18  3:50 amscott welo0
Weights for Multi-group EFA8-19-16  6:18 pmTihomir Asparouhov2
Using latent covariance matrix as input9-27-16  6:16 amLinda K. Muthen2
Multi-group model structural constraints10-30-16  12:22 amTom Booth3
Descriptive Statistics11-16-16  5:44 pmBengt O. Muthen2
Observations go missing in EFA11-28-16  2:10 pmBengt O. Muthen2
SAMPLE AND ESEM11-30-16  8:52 amLinda K. Muthen2
PROBLEMS MINIMIZING THE FUNCTION.1-13-17  11:00 amBengt O. Muthen3
EFA categorical data and empty/low frequency cells2-02-17  5:38 pmBengt O. Muthen2
Only half of cases used2-08-17  3:53 pmBengt O. Muthen4
Exchange EDB file to Outlook PST2-27-17  3:17 amgertrudedougla0
Target Rotation ESEM3-01-17  10:48 pmTihomir Asparouhov2
Bifactor EFA taking a very long time to run3-06-17  2:49 pmLSH3
Observed variables under the same latent variable3-17-17  9:49 pmSawatt3
MLM estimator3-22-17  5:36 amGabriella Fu3
Different results from three EFA methods3-27-17  6:30 pmLinda K. Muthen2
Canonical correlation6-13-17  2:58 pmTihomir Asparouhov2
Negative residual variance with ESEM6-21-17  3:45 pmLinda K. Muthen4
View scree plot in R6-28-17  1:29 pmThuy Nguyen4
Model fit in EFA vs CFA with censored variables7-03-17  11:21 amLinda K. Muthen2
Missing modindices EFA promax rotation7-04-17  11:23 amLinda K. Muthen2
RMSEA p vaule7-06-17  6:54 pmBengt O. Muthen2
Likelihood function specification for EFA/EM8-22-17  5:56 pmBengt O. Muthen4
EFA Factor Model Improvement8-11-17  10:06 amBengt O. Muthen4
Priors for Bayesian EFA9-12-17  7:32 amBengt O. Muthen4
Buy Passports, Drivers license, ID cards, etc..10-10-17  6:27 amTimoore0
Polychoric correlations - EFA11-03-17  1:30 pmLinda K. Muthen4
Qualität Real und (stephanglinski@gmail.com)11-05-17  1:40 amme123finish0
Promax/Varimax Unavailable with ESEM11-07-17  2:34 pmBengt O. Muthen2
How many factors to choose in EFA4-10-18  3:41 pmBengt O. Muthen5
BUY PASSPORT,VISA,LICENS,BITCOINS,IDS12-01-17  3:58 ambrenda linx0
BUY PASSPORT,VISA,LICENS,BITCOINS,IDS12-01-17  4:01 ambrenda linx0
Buy Passports,Driver license,Whatsapp:+1610634655412-12-17  11:47 pmTanyi Lucky0
Model difference testing1-09-18  5:56 pmAngel Arias5
Two level EFA with categorical variables1-10-18  10:13 amBengt O. Muthen2
Read free format savedata to SPSS1-10-18  6:50 amXu, Man2
EFA using imputation with categorical data2-07-18  3:55 pmTihomir Asparouhov2
Covariate missingness with WLSMV estimator2-14-18  2:00 ammay_k4
Higher-Order Factor Analysis2-19-18  4:45 pmBengt O. Muthen2
ESEM & Multicollinearity3-01-18  9:01 amTihomir Asparouhov4
Buy Passports,Whatsapp..+316874723313-13-18  3:27 pmThomas Peterson0
EFA with categorical variable3-28-18  11:53 amBengt O. Muthen2
Purchase high quality fake and real passports,4-03-18  3:14 ammurraycowellen0
EFA With Two Cross Random Factors?4-09-18  4:07 pmDavid Sidhu7
BUY FAKE PASSPORTS-VISAS-US GREEN CARD-IDS etc..4-11-18  6:32 amwllmjjohnson0
APPLY FOR EU CITIZENSHIP(+19293676908)4-13-18  5:03 pmpaulken0
BECOME AN EU CITIZEN(+19293676908)4-13-18  5:04 pmpaulken0
IELTS,IDP,TOEFL,GMAT,ESOL,PASSPORTS,IDS4-16-18  3:04 amexcalsystem0
(ielts.toefl.certificates@gmail.com)Passport4-16-18  3:08 amexcalsystem0
Computing Variables from an EFA5-10-18  12:17 pmAnna Kallschmidt3
Random Intercept EFA (RI-EFA)6-11-18  6:55 amKathryn Russell4
Multilevel EFA and PARALLEL option6-13-19  5:11 pmBengt O. Muthen7
Comparing two different models9-06-18  4:35 pmYadong Ji5
Model fit information-estimators&rotations 11-22-19  10:37 amTihomir Asparouhov9
I have a idead10-05-18  2:54 pmBengt O. Muthen2
Model Comparison EFA10-09-18  6:03 pmBengt O. Muthen4
Longtitudinal mediation3-12-19  6:03 pmBengt O. Muthen2
EFA using data from 3 centers3-13-19  2:26 pmBengt O. Muthen2
Standardized estimates for a growth model3-26-19  5:18 pmBengt O. Muthen2
Differences EFA MPlus versus R4-12-19  2:26 pmTihomir Asparouhov2
Measurement Invariance with Categorical Indicators4-17-19  3:21 pmBengt O. Muthen2
ESEM loadings question in structural regression8-14-19  11:07 amJay Verkuilen3
Number of indicators per factor in EFA8-26-19  4:52 pmBengt O. Muthen2
Monte Carlo simulations9-02-19  2:08 pmMary M Mitchell5
ESEM Rotation5-11-20  7:58 amMadison Smith11
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