```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

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
(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)
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

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