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



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