Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010 11:01 PM
INPUT INSTRUCTIONS
Title: app14
Recid3
Recidivism Example
Discrete time survival analysis in mixture modeling framework
Event is first arrest after prison release
Time scale is 4 week intervals, numbered 1 - 13
Hazard function is unstructured
Empb included with time-invariant effects
Time-invariant covariates finaid, age, race, wexp, mar, parole, priors,
and educ included with time-invariant effects
One-class model
VARIABLES:
u1-u13 = I(first arrest, months 1-13), censored=999
finaid = 1 if financial aid was provided, 0 if no aid (INTERVENTION)
age = age at release (in years)
race = 1 if black, 0 if white
wexp = 1 if prior work experience, 0 if no work experience
mar = 1 if married, 0 if unmarried
parole = 1 if paroled, 0 if not paroled
priors = number of prior arrests
educ = years of schooling
empb1-empb13 = I(one of more weeks of employment during interval)
tr1-tr2 = Training data for long-term survivor class
Data:
File is recid.dat;
Variable:
Names are id u1-u13 finaid age race wexp mar parole
priors educ empb1-empb13 tr1 tr2;
Missing are all (999);
Usevariables are u1-u13 finaid-empb13;
Categorical are u1-u13;
Classes = c(1);
Analysis:
Type = Mixture Missing;
MIterations = 1000;
MConvergence = 0.000001;
LogCriterion = 0.0000001;
Convergence = 0.000001;
Model:
%overall%
f by u1-u13@1;
f on finaid-educ;
[f@0];
u1 on empb1;
u2 on empb2;
u3 on empb3;
u4 on empb4;
u5 on empb5;
u6 on empb6;
u7 on empb7;
u8 on empb8;
u9 on empb9;
u10 on empb10;
u11 on empb11;
u12 on empb12;
u13 on empb13;
%c#1%
[u1$1*4.7 u2$1*4.0 u3$1*4.1 u4$1*3.9 u5$1*3.4 u6$1*3.9 u7$1*3.6];
[u8$1*4.3 u9$1*3.5 u10$1*3.5 u11$1*3.7 u12$1*3.6 u13$1*3.3];
f on finaid-educ*;
[f@0];
u1 on empb1 (1);
u2 on empb2 (1);
u3 on empb3 (1);
u4 on empb4 (1);
u5 on empb5 (1);
u6 on empb6 (1);
u7 on empb7 (1);
u8 on empb8 (1);
u9 on empb9 (1);
u10 on empb10 (1);
u11 on empb11 (1);
u12 on empb12 (1);
u13 on empb13 (1);
Savedata:
Results is recid_ac1.sav;
Output:
Tech1;
Tech8;
*** WARNING in ANALYSIS command
Starting with Version 5, TYPE=MISSING is the default for all analyses.
To obtain listwise deletion, use LISTWISE=ON in the DATA command.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
app14
Recid3
Recidivism Example
Discrete time survival analysis in mixture modeling framework
Event is first arrest after prison release
Time scale is 4 week intervals, numbered 1 - 13
Hazard function is unstructured
Empb included with time-invariant effects
Time-invariant covariates finaid, age, race, wexp, mar, parole, priors,
and educ included with time-invariant effects
One-class model
VARIABLES:
u1-u13 = I(first arrest, months 1-13), censored=999
finaid = 1 if financial aid was provided, 0 if no aid (INTERVENTION)
age = age at release (in years)
race = 1 if black, 0 if white
wexp = 1 if prior work experience, 0 if no work experience
mar = 1 if married, 0 if unmarried
parole = 1 if paroled, 0 if not paroled
priors = number of prior arrests
educ = years of schooling
empb1-empb13 = I(one of more weeks of employment during interval)
tr1-tr2 = Training data for long-term survivor class
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 432
Number of dependent variables 13
Number of independent variables 21
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
U7 U8 U9 U10 U11 U12
U13
Observed independent variables
FINAID AGE RACE WEXP MAR PAROLE
PRIORS EDUC EMPB1 EMPB2 EMPB3 EMPB4
EMPB5 EMPB6 EMPB7 EMPB8 EMPB9 EMPB10
EMPB11 EMPB12 EMPB13
Continuous latent variables
F
Categorical latent variables
C
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 1000
Convergence criteria
Loglikelihood change 0.100D-06
Relative loglikelihood change 0.100D-06
Derivative 0.100D-05
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-05
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-05
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Maximum number of iterations for H1 2000
Convergence criterion for H1 0.100D-03
Optimization algorithm EMA
Link LOGIT
Input data file(s)
recid.dat
Input data format FREE
SUMMARY OF DATA
Number of missing data patterns 13
Number of y missing data patterns 0
Number of u missing data patterns 13
COVARIANCE COVERAGE OF DATA
Minimum covariance coverage value 0.100
PROPORTION OF DATA PRESENT FOR U
Covariance Coverage
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.991 0.991
U3 0.972 0.972 0.972
U4 0.956 0.956 0.956 0.956
U5 0.938 0.938 0.938 0.938 0.938
U6 0.907 0.907 0.907 0.907 0.907
U7 0.889 0.889 0.889 0.889 0.889
U8 0.866 0.866 0.866 0.866 0.866
U9 0.854 0.854 0.854 0.854 0.854
U10 0.829 0.829 0.829 0.829 0.829
U11 0.803 0.803 0.803 0.803 0.803
U12 0.785 0.785 0.785 0.785 0.785
U13 0.764 0.764 0.764 0.764 0.764
Covariance Coverage
U6 U7 U8 U9 U10
________ ________ ________ ________ ________
U6 0.907
U7 0.889 0.889
U8 0.866 0.866 0.866
U9 0.854 0.854 0.854 0.854
U10 0.829 0.829 0.829 0.829 0.829
U11 0.803 0.803 0.803 0.803 0.803
U12 0.785 0.785 0.785 0.785 0.785
U13 0.764 0.764 0.764 0.764 0.764
Covariance Coverage
U11 U12 U13
________ ________ ________
U11 0.803
U12 0.785 0.785
U13 0.764 0.764 0.764
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.991 428.000
Category 2 0.009 4.000
U2
Category 1 0.981 420.000
Category 2 0.019 8.000
U3
Category 1 0.983 413.000
Category 2 0.017 7.000
U4
Category 1 0.981 405.000
Category 2 0.019 8.000
U5
Category 1 0.968 392.000
Category 2 0.032 13.000
U6
Category 1 0.980 384.000
Category 2 0.020 8.000
U7
Category 1 0.974 374.000
Category 2 0.026 10.000
U8
Category 1 0.987 369.000
Category 2 0.013 5.000
U9
Category 1 0.970 358.000
Category 2 0.030 11.000
U10
Category 1 0.969 347.000
Category 2 0.031 11.000
U11
Category 1 0.977 339.000
Category 2 0.023 8.000
U12
Category 1 0.973 330.000
Category 2 0.027 9.000
U13
Category 1 0.964 318.000
Category 2 0.036 12.000
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -498.457
H0 Scaling Correction Factor 1.004
for MLR
Information Criteria
Number of Free Parameters 22
Akaike (AIC) 1040.914
Bayesian (BIC) 1130.420
Sample-Size Adjusted BIC 1060.604
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 432.00000 1.00000
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 432.00000 1.00000
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 432 1.00000
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1
1 1.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 1.000 0.000 999.000 999.000
U4 1.000 0.000 999.000 999.000
U5 1.000 0.000 999.000 999.000
U6 1.000 0.000 999.000 999.000
U7 1.000 0.000 999.000 999.000
U8 1.000 0.000 999.000 999.000
U9 1.000 0.000 999.000 999.000
U10 1.000 0.000 999.000 999.000
U11 1.000 0.000 999.000 999.000
U12 1.000 0.000 999.000 999.000
U13 1.000 0.000 999.000 999.000
F ON
FINAID -0.338 0.198 -1.709 0.087
AGE -0.050 0.025 -1.996 0.046
RACE 0.396 0.302 1.310 0.190
WEXP 0.031 0.220 0.141 0.888
MAR -0.255 0.400 -0.637 0.524
PAROLE -0.068 0.203 -0.335 0.737
PRIORS 0.078 0.031 2.539 0.011
EDUC -0.205 0.128 -1.602 0.109
U1 ON
EMPB1 -1.476 0.257 -5.750 0.000
U2 ON
EMPB2 -1.476 0.257 -5.750 0.000
U3 ON
EMPB3 -1.476 0.257 -5.750 0.000
U4 ON
EMPB4 -1.476 0.257 -5.750 0.000
U5 ON
EMPB5 -1.476 0.257 -5.750 0.000
U6 ON
EMPB6 -1.476 0.257 -5.750 0.000
U7 ON
EMPB7 -1.476 0.257 -5.750 0.000
U8 ON
EMPB8 -1.476 0.257 -5.750 0.000
U9 ON
EMPB9 -1.476 0.257 -5.750 0.000
U10 ON
EMPB10 -1.476 0.257 -5.750 0.000
U11 ON
EMPB11 -1.476 0.257 -5.750 0.000
U12 ON
EMPB12 -1.476 0.257 -5.750 0.000
U13 ON
EMPB13 -1.476 0.257 -5.750 0.000
Intercepts
F 0.000 0.000 999.000 999.000
Thresholds
U1$1 2.846 0.916 3.108 0.002
U2$1 2.020 0.885 2.282 0.022
U3$1 2.115 0.871 2.428 0.015
U4$1 1.969 0.896 2.198 0.028
U5$1 1.425 0.884 1.612 0.107
U6$1 1.874 0.898 2.088 0.037
U7$1 1.582 0.889 1.780 0.075
U8$1 2.292 0.957 2.394 0.017
U9$1 1.484 0.925 1.604 0.109
U10$1 1.400 0.906 1.545 0.122
U11$1 1.688 0.963 1.752 0.080
U12$1 1.532 0.938 1.633 0.102
U13$1 0.259 0.945 0.274 0.784
LOGISTIC REGRESSION ODDS RATIO RESULTS
Latent Class 1
U1 ON
EMPB1 0.229
U2 ON
EMPB2 0.229
U3 ON
EMPB3 0.229
U4 ON
EMPB4 0.229
U5 ON
EMPB5 0.229
U6 ON
EMPB6 0.229
U7 ON
EMPB7 0.229
U8 ON
EMPB8 0.229
U9 ON
EMPB9 0.229
U10 ON
EMPB10 0.229
U11 ON
EMPB11 0.229
U12 ON
EMPB12 0.229
U13 ON
EMPB13 0.229
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.219E-05
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
EMPB13
________
1 0
LAMBDA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
LAMBDA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
LAMBDA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
LAMBDA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
LAMBDA
EMPB13
________
FINAID 0
AGE 0
RACE 0
WEXP 0
MAR 0
PAROLE 0
PRIORS 0
EDUC 0
EMPB1 0
EMPB2 0
EMPB3 0
EMPB4 0
EMPB5 0
EMPB6 0
EMPB7 0
EMPB8 0
EMPB9 0
EMPB10 0
EMPB11 0
EMPB12 0
EMPB13 0
THETA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0
AGE 0 0
RACE 0 0 0
WEXP 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
THETA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
PAROLE 0
PRIORS 0 0
EDUC 0 0 0
EMPB1 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
THETA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
EMPB3 0
EMPB4 0 0
EMPB5 0 0 0
EMPB6 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
THETA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
EMPB8 0
EMPB9 0 0
EMPB10 0 0 0
EMPB11 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
THETA
EMPB13
________
EMPB13 0
ALPHA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA
EMPB13
________
1 0
BETA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
BETA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
BETA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
BETA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
FINAID 0 0 0 0 0
AGE 0 0 0 0 0
RACE 0 0 0 0 0
WEXP 0 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
BETA
EMPB13
________
FINAID 0
AGE 0
RACE 0
WEXP 0
MAR 0
PAROLE 0
PRIORS 0
EDUC 0
EMPB1 0
EMPB2 0
EMPB3 0
EMPB4 0
EMPB5 0
EMPB6 0
EMPB7 0
EMPB8 0
EMPB9 0
EMPB10 0
EMPB11 0
EMPB12 0
EMPB13 0
PSI
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0
AGE 0 0
RACE 0 0 0
WEXP 0 0 0 0
MAR 0 0 0 0 0
PAROLE 0 0 0 0 0
PRIORS 0 0 0 0 0
EDUC 0 0 0 0 0
EMPB1 0 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
PSI
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
PAROLE 0
PRIORS 0 0
EDUC 0 0 0
EMPB1 0 0 0 0
EMPB2 0 0 0 0 0
EMPB3 0 0 0 0 0
EMPB4 0 0 0 0 0
EMPB5 0 0 0 0 0
EMPB6 0 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
PSI
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
EMPB3 0
EMPB4 0 0
EMPB5 0 0 0
EMPB6 0 0 0 0
EMPB7 0 0 0 0 0
EMPB8 0 0 0 0 0
EMPB9 0 0 0 0 0
EMPB10 0 0 0 0 0
EMPB11 0 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
PSI
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
EMPB8 0
EMPB9 0 0
EMPB10 0 0 0
EMPB11 0 0 0 0
EMPB12 0 0 0 0 0
EMPB13 0 0 0 0 0
PSI
EMPB13
________
EMPB13 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 1 2 3 4 5
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1 U9$1 U10$1
________ ________ ________ ________ ________
1 6 7 8 9 10
TAU(U) FOR LATENT CLASS 1
U11$1 U12$1 U13$1
________ ________ ________
1 11 12 13
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1
________
1 0
GAMMA(C)
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
C#1 0 0 0 0 0
GAMMA(C)
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
C#1 0 0 0 0 0
GAMMA(C)
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
C#1 0 0 0 0 0
GAMMA(C)
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
C#1 0 0 0 0 0
GAMMA(C)
EMPB13
________
C#1 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR GROWTH MODEL PART
LAMBDA(F) FOR LATENT CLASS 1
F U1 U2 U3 U4
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
U9 0 0 0 0 0
U10 0 0 0 0 0
U11 0 0 0 0 0
U12 0 0 0 0 0
U13 0 0 0 0 0
LAMBDA(F) FOR LATENT CLASS 1
U5 U6 U7 U8 U9
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
U9 0 0 0 0 0
U10 0 0 0 0 0
U11 0 0 0 0 0
U12 0 0 0 0 0
U13 0 0 0 0 0
LAMBDA(F) FOR LATENT CLASS 1
U10 U11 U12 U13
________ ________ ________ ________
U1 0 0 0 0
U2 0 0 0 0
U3 0 0 0 0
U4 0 0 0 0
U5 0 0 0 0
U6 0 0 0 0
U7 0 0 0 0
U8 0 0 0 0
U9 0 0 0 0
U10 0 0 0 0
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
ALPHA(F) FOR LATENT CLASS 1
F U1 U2 U3 U4
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA(F) FOR LATENT CLASS 1
U5 U6 U7 U8 U9
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA(F) FOR LATENT CLASS 1
U10 U11 U12 U13
________ ________ ________ ________
1 0 0 0 0
GAMMA(F) FOR LATENT CLASS 1
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
F 14 15 16 17 18
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
U9 0 0 0 0 0
U10 0 0 0 0 0
U11 0 0 0 0 0
U12 0 0 0 0 0
U13 0 0 0 0 0
GAMMA(F) FOR LATENT CLASS 1
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
F 19 20 21 0 0
U1 0 0 0 22 0
U2 0 0 0 0 22
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
U9 0 0 0 0 0
U10 0 0 0 0 0
U11 0 0 0 0 0
U12 0 0 0 0 0
U13 0 0 0 0 0
GAMMA(F) FOR LATENT CLASS 1
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
F 0 0 0 0 0
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 22 0 0 0 0
U4 0 22 0 0 0
U5 0 0 22 0 0
U6 0 0 0 22 0
U7 0 0 0 0 22
U8 0 0 0 0 0
U9 0 0 0 0 0
U10 0 0 0 0 0
U11 0 0 0 0 0
U12 0 0 0 0 0
U13 0 0 0 0 0
GAMMA(F) FOR LATENT CLASS 1
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
F 0 0 0 0 0
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 22 0 0 0 0
U9 0 22 0 0 0
U10 0 0 22 0 0
U11 0 0 0 22 0
U12 0 0 0 0 22
U13 0 0 0 0 0
GAMMA(F) FOR LATENT CLASS 1
EMPB13
________
F 0
U1 0
U2 0
U3 0
U4 0
U5 0
U6 0
U7 0
U8 0
U9 0
U10 0
U11 0
U12 0
U13 22
STARTING VALUES FOR LATENT CLASS 1
NU
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
EMPB13
________
1 0.000
LAMBDA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 1.000 0.000 0.000 0.000 0.000
AGE 0.000 1.000 0.000 0.000 0.000
RACE 0.000 0.000 1.000 0.000 0.000
WEXP 0.000 0.000 0.000 1.000 0.000
MAR 0.000 0.000 0.000 0.000 1.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
LAMBDA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 1.000 0.000 0.000 0.000 0.000
PRIORS 0.000 1.000 0.000 0.000 0.000
EDUC 0.000 0.000 1.000 0.000 0.000
EMPB1 0.000 0.000 0.000 1.000 0.000
EMPB2 0.000 0.000 0.000 0.000 1.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
LAMBDA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 1.000 0.000 0.000 0.000 0.000
EMPB4 0.000 1.000 0.000 0.000 0.000
EMPB5 0.000 0.000 1.000 0.000 0.000
EMPB6 0.000 0.000 0.000 1.000 0.000
EMPB7 0.000 0.000 0.000 0.000 1.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
LAMBDA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 1.000 0.000 0.000 0.000 0.000
EMPB9 0.000 1.000 0.000 0.000 0.000
EMPB10 0.000 0.000 1.000 0.000 0.000
EMPB11 0.000 0.000 0.000 1.000 0.000
EMPB12 0.000 0.000 0.000 0.000 1.000
EMPB13 0.000 0.000 0.000 0.000 0.000
LAMBDA
EMPB13
________
FINAID 0.000
AGE 0.000
RACE 0.000
WEXP 0.000
MAR 0.000
PAROLE 0.000
PRIORS 0.000
EDUC 0.000
EMPB1 0.000
EMPB2 0.000
EMPB3 0.000
EMPB4 0.000
EMPB5 0.000
EMPB6 0.000
EMPB7 0.000
EMPB8 0.000
EMPB9 0.000
EMPB10 0.000
EMPB11 0.000
EMPB12 0.000
EMPB13 1.000
THETA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0.000
AGE 0.000 0.000
RACE 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
THETA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
PAROLE 0.000
PRIORS 0.000 0.000
EDUC 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
THETA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
EMPB3 0.000
EMPB4 0.000 0.000
EMPB5 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
THETA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
EMPB8 0.000
EMPB9 0.000 0.000
EMPB10 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
THETA
EMPB13
________
EMPB13 0.000
ALPHA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA
EMPB13
________
1 0.000
BETA
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
BETA
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
BETA
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
BETA
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
FINAID 0.000 0.000 0.000 0.000 0.000
AGE 0.000 0.000 0.000 0.000 0.000
RACE 0.000 0.000 0.000 0.000 0.000
WEXP 0.000 0.000 0.000 0.000 0.000
MAR 0.000 0.000 0.000 0.000 0.000
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
BETA
EMPB13
________
FINAID 0.000
AGE 0.000
RACE 0.000
WEXP 0.000
MAR 0.000
PAROLE 0.000
PRIORS 0.000
EDUC 0.000
EMPB1 0.000
EMPB2 0.000
EMPB3 0.000
EMPB4 0.000
EMPB5 0.000
EMPB6 0.000
EMPB7 0.000
EMPB8 0.000
EMPB9 0.000
EMPB10 0.000
EMPB11 0.000
EMPB12 0.000
EMPB13 0.000
PSI
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
FINAID 0.125
AGE 0.000 18.687
RACE 0.000 0.000 0.054
WEXP 0.000 0.000 0.000 0.123
MAR 0.000 0.000 0.000 0.000 0.054
PAROLE 0.000 0.000 0.000 0.000 0.000
PRIORS 0.000 0.000 0.000 0.000 0.000
EDUC 0.000 0.000 0.000 0.000 0.000
EMPB1 0.000 0.000 0.000 0.000 0.000
EMPB2 0.000 0.000 0.000 0.000 0.000
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
PSI
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
PAROLE 0.118
PRIORS 0.000 4.194
EDUC 0.000 0.000 0.348
EMPB1 0.000 0.000 0.000 0.124
EMPB2 0.000 0.000 0.000 0.000 0.134
EMPB3 0.000 0.000 0.000 0.000 0.000
EMPB4 0.000 0.000 0.000 0.000 0.000
EMPB5 0.000 0.000 0.000 0.000 0.000
EMPB6 0.000 0.000 0.000 0.000 0.000
EMPB7 0.000 0.000 0.000 0.000 0.000
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
PSI
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
EMPB3 0.153
EMPB4 0.000 0.169
EMPB5 0.000 0.000 0.187
EMPB6 0.000 0.000 0.000 0.214
EMPB7 0.000 0.000 0.000 0.000 0.232
EMPB8 0.000 0.000 0.000 0.000 0.000
EMPB9 0.000 0.000 0.000 0.000 0.000
EMPB10 0.000 0.000 0.000 0.000 0.000
EMPB11 0.000 0.000 0.000 0.000 0.000
EMPB12 0.000 0.000 0.000 0.000 0.000
EMPB13 0.000 0.000 0.000 0.000 0.000
PSI
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
EMPB8 0.247
EMPB9 0.000 0.253
EMPB10 0.000 0.000 0.275
EMPB11 0.000 0.000 0.000 0.290
EMPB12 0.000 0.000 0.000 0.000 0.302
EMPB13 0.000 0.000 0.000 0.000 0.000
PSI
EMPB13
________
EMPB13 0.362
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 4.700 4.000 4.100 3.900 3.400
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1 U9$1 U10$1
________ ________ ________ ________ ________
1 3.900 3.600 4.300 3.500 3.500
TAU(U) FOR LATENT CLASS 1
U11$1 U12$1 U13$1
________ ________ ________
1 3.700 3.600 3.300
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1
________
1 0.000
GAMMA(C)
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
EMPB13
________
C#1 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR GROWTH MODEL PART
LAMBDA(F) FOR CLASS LATENT CLASS 1
F U1 U2 U3 U4
________ ________ ________ ________ ________
U1 1.000 1.000 0.000 0.000 0.000
U2 1.000 0.000 1.000 0.000 0.000
U3 1.000 0.000 0.000 1.000 0.000
U4 1.000 0.000 0.000 0.000 1.000
U5 1.000 0.000 0.000 0.000 0.000
U6 1.000 0.000 0.000 0.000 0.000
U7 1.000 0.000 0.000 0.000 0.000
U8 1.000 0.000 0.000 0.000 0.000
U9 1.000 0.000 0.000 0.000 0.000
U10 1.000 0.000 0.000 0.000 0.000
U11 1.000 0.000 0.000 0.000 0.000
U12 1.000 0.000 0.000 0.000 0.000
U13 1.000 0.000 0.000 0.000 0.000
LAMBDA(F) FOR CLASS LATENT CLASS 1
U5 U6 U7 U8 U9
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 1.000 0.000 0.000 0.000 0.000
U6 0.000 1.000 0.000 0.000 0.000
U7 0.000 0.000 1.000 0.000 0.000
U8 0.000 0.000 0.000 1.000 0.000
U9 0.000 0.000 0.000 0.000 1.000
U10 0.000 0.000 0.000 0.000 0.000
U11 0.000 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
LAMBDA(F) FOR CLASS LATENT CLASS 1
U10 U11 U12 U13
________ ________ ________ ________
U1 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000
U9 0.000 0.000 0.000 0.000
U10 1.000 0.000 0.000 0.000
U11 0.000 1.000 0.000 0.000
U12 0.000 0.000 1.000 0.000
U13 0.000 0.000 0.000 1.000
ALPHA(F) FOR LATENT CLASS 1
F U1 U2 U3 U4
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA(F) FOR LATENT CLASS 1
U5 U6 U7 U8 U9
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA(F) FOR LATENT CLASS 1
U10 U11 U12 U13
________ ________ ________ ________
1 0.000 0.000 0.000 0.000
GAMMA(F) FOR LATENT CLASS 1
FINAID AGE RACE WEXP MAR
________ ________ ________ ________ ________
F 0.000 0.000 0.000 0.000 0.000
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
U9 0.000 0.000 0.000 0.000 0.000
U10 0.000 0.000 0.000 0.000 0.000
U11 0.000 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
GAMMA(F) FOR LATENT CLASS 1
PAROLE PRIORS EDUC EMPB1 EMPB2
________ ________ ________ ________ ________
F 0.000 0.000 0.000 0.000 0.000
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
U9 0.000 0.000 0.000 0.000 0.000
U10 0.000 0.000 0.000 0.000 0.000
U11 0.000 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
GAMMA(F) FOR LATENT CLASS 1
EMPB3 EMPB4 EMPB5 EMPB6 EMPB7
________ ________ ________ ________ ________
F 0.000 0.000 0.000 0.000 0.000
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
U9 0.000 0.000 0.000 0.000 0.000
U10 0.000 0.000 0.000 0.000 0.000
U11 0.000 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
GAMMA(F) FOR LATENT CLASS 1
EMPB8 EMPB9 EMPB10 EMPB11 EMPB12
________ ________ ________ ________ ________
F 0.000 0.000 0.000 0.000 0.000
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
U9 0.000 0.000 0.000 0.000 0.000
U10 0.000 0.000 0.000 0.000 0.000
U11 0.000 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
GAMMA(F) FOR LATENT CLASS 1
EMPB13
________
F 0.000
U1 0.000
U2 0.000
U3 0.000
U4 0.000
U5 0.000
U6 0.000
U7 0.000
U8 0.000
U9 0.000
U10 0.000
U11 0.000
U12 0.000
U13 0.000
TECHNICAL 8 OUTPUT
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53679672D+03 0.0000000 0.0000000 432.000 EM
2 -0.50567461D+03 31.1221186 0.0579775 432.000 EM
3 -0.49867671D+03 6.9978994 0.0138387 432.000 EM
4 -0.49845777D+03 0.2189371 0.0004390 432.000 EM
5 -0.49845725D+03 0.0005233 0.0000010 432.000 EM
6 -0.49845725D+03 0.0000000 0.0000000 432.000 EM
RESULTS SAVING INFORMATION
Order of data
Parameter estimates
(saved in order shown in Technical 1 output)
Standard errors
(saved in order shown in Technical 1 output)
H0 Loglikelihood
H0 Scaling Correction Factor for MLR
Number of Free Parameters
Akaike (AIC)
Bayesian (BIC)
Sample-Size Adjusted BIC
Entropy
Save file
recid_ac1.sav
Save file format Free
Beginning Time: 23:01:08
Ending Time: 23:01:08
Elapsed Time: 00:00:00
MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA 90066
Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com
Copyright (c) 1998-2010 Muthen & Muthen
Back to table of examples