Mplus VERSION 7.4
MUTHEN & MUTHEN
05/28/2016 6:40 PM
INPUT INSTRUCTIONS
TITLE:
path analysis with a binary outcome and a continuous
mediator with missing: Monte Carlo integration
DATA:
FILE = lsaydropout.dat;
VARIABLE:
NAMES = lsayid female mothed homeres expect mth7 mth8
mth9 mth10 lunch expel arrest droptht7 hisp black hsdrop
md710 urban tracking ntrack mothsei race mth11 mth12
totstud lchpart african hispan asian self worth other
satisf respect failure esteem problem cloctn dloctn eloctn
floctn gloctn hloctn iloctn jloctn kloctn lloctn drop7
drop8 drop9 drop10 drop11 drop12 cloc dloc eloc floc
gloc hloc iloc jloc kloc lloc dopout misdrop miss7
miss8 miss9 miss10 pat1 pat2 pat3 pat4 pat5 pat6 pat7
pat8 pat9 pat10 pat11 pat12 pat13 pat14 pat15 pat16 drop
dof12 dos11 dof11 dos10 dof10 dos9 dof9 dos8 dof8 cprob1
cprob2 cprob3 class expect7 expect8 expect9 expect10
expect11 expect12 dropot7 dropot8 dropot9 dropot10
dropot11 dropot12;
!pat1-16== missing data pattern dummy
!lloc2==dropout status at 12th grade (0=not dropout, 1=dropout)
!expect7-12==college expectations in 7-12th grade
!dropt7-12==thoughts of dropout in 7-12th grade
USEV = female mothed homeres mth7 mth10
expel arrest hisp black hsdrop
expect lunch droptht7;
IDVARIABLE = lsayid;
MISSING = ALL(9999);
CATEGORICAL = hsdrop;
USEOBS = (hloc == 0 OR iloc == 0 OR jloc == 0 OR kloc == 0
OR lloc == 0) AND mth7 NE 9999;
define:
center mothed homeres expect lunch (grandmean);
ANALYSIS:
ESTIMATOR = ml;
integration = montecarlo;
bootstrap = 1000;
processors = 8;
link = probit;
algorithm = em;
cholesky = off;
MODEL:
hsdrop on female mothed homeres expect
mth7 mth10
lunch expel arrest droptht7 hisp black;
mth10 on female mothed homeres expect
mth7
lunch expel arrest droptht7 hisp black;
model indirect:
hsdrop IND mth10 mth7(61.01 50.88);
OUTPUT:
Sampstat patterns TECH1 TECH8 cinterval(bootstrap);
Plot:
type = plot3;
*** WARNING
Data set contains cases with missing on x-variables.
These cases were not included in the analysis.
Number of cases with missing on x-variables: 685
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
path analysis with a binary outcome and a continuous
mediator with missing: Monte Carlo integration
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 2213
Number of dependent variables 2
Number of independent variables 11
Number of continuous latent variables 0
Observed dependent variables
Continuous
MTH10
Binary and ordered categorical (ordinal)
HSDROP
Observed independent variables
FEMALE MOTHED HOMERES MTH7 EXPEL ARREST
HISP BLACK EXPECT LUNCH DROPTHT7
Variables with special functions
ID variable LSAYID
Centering (GRANDMEAN)
MOTHED HOMERES EXPECT LUNCH
Estimator ML
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 500
Convergence criteria
Loglikelihood change 0.100D-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
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-02
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-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 10
Minimum value for logit thresholds -10
Minimum expected cell size for chi-square 0.100D-01
Maximum number of iterations for H1 2000
Convergence criterion for H1 0.100D-03
Number of bootstrap draws
Requested 1000
Completed 1000
Optimization algorithm EM
Integration Specifications
Type MONTECARLO
Number of integration points 250
Dimensions of numerical integration 1
Adaptive quadrature ON
Monte Carlo integration seed 0
Link PROBIT
Cholesky OFF
Input data file(s)
lsaydropout.dat
Input data format FREE
SUMMARY OF DATA
Number of missing data patterns 2
Number of y missing data patterns 2
Number of u missing data patterns 1
SUMMARY OF MISSING DATA PATTERNS
MISSING DATA PATTERNS FOR Y (x = not missing)
1 2
MTH10 x
FEMALE x x
MOTHED x x
HOMERES x x
MTH7 x x
EXPEL x x
ARREST x x
HISP x x
BLACK x x
EXPECT x x
LUNCH x x
DROPTHT7 x x
MISSING DATA PATTERN FREQUENCIES FOR Y
Pattern Frequency Pattern Frequency
1 1639 2 574
COVARIANCE COVERAGE OF DATA
Minimum covariance coverage value 0.100
PROPORTION OF DATA PRESENT FOR Y
Covariance Coverage
MTH10 FEMALE MOTHED HOMERES MTH7
________ ________ ________ ________ ________
MTH10 0.741
FEMALE 0.741 1.000
MOTHED 0.741 1.000 1.000
HOMERES 0.741 1.000 1.000 1.000
MTH7 0.741 1.000 1.000 1.000 1.000
EXPEL 0.741 1.000 1.000 1.000 1.000
ARREST 0.741 1.000 1.000 1.000 1.000
HISP 0.741 1.000 1.000 1.000 1.000
BLACK 0.741 1.000 1.000 1.000 1.000
EXPECT 0.741 1.000 1.000 1.000 1.000
LUNCH 0.741 1.000 1.000 1.000 1.000
DROPTHT7 0.741 1.000 1.000 1.000 1.000
Covariance Coverage
EXPEL ARREST HISP BLACK EXPECT
________ ________ ________ ________ ________
EXPEL 1.000
ARREST 1.000 1.000
HISP 1.000 1.000 1.000
BLACK 1.000 1.000 1.000 1.000
EXPECT 1.000 1.000 1.000 1.000 1.000
LUNCH 1.000 1.000 1.000 1.000 1.000
DROPTHT7 1.000 1.000 1.000 1.000 1.000
Covariance Coverage
LUNCH DROPTHT7
________ ________
LUNCH 1.000
DROPTHT7 1.000 1.000
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
HSDROP
Category 1 0.910 2014.000
Category 2 0.090 199.000
SAMPLE STATISTICS
ESTIMATED SAMPLE STATISTICS
Means
MTH10 FEMALE MOTHED HOMERES MTH7
________ ________ ________ ________ ________
1 62.671 0.491 0.000 0.000 50.699
Means
EXPEL ARREST HISP BLACK EXPECT
________ ________ ________ ________ ________
1 0.079 0.047 0.086 0.111 0.000
Means
LUNCH DROPTHT7
________ ________
1 0.000 0.044
Covariances
MTH10 FEMALE MOTHED HOMERES MTH7
________ ________ ________ ________ ________
MTH10 182.760
FEMALE 0.204 0.250
MOTHED 3.977 -0.025 1.017
HOMERES 8.121 -0.068 0.419 2.730
MTH7 106.131 0.340 3.011 5.820 100.114
EXPEL -0.649 -0.020 -0.019 -0.041 -0.434
ARREST -0.446 -0.015 0.000 -0.008 -0.273
HISP -0.445 -0.003 -0.023 -0.035 -0.346
BLACK -0.854 0.002 -0.030 -0.122 -0.680
EXPECT 7.040 0.074 0.379 0.630 4.776
LUNCH -81.076 -0.136 -3.921 -8.408 -57.208
DROPTHT7 -0.434 -0.007 -0.008 -0.022 -0.313
Covariances
EXPEL ARREST HISP BLACK EXPECT
________ ________ ________ ________ ________
EXPEL 0.072
ARREST 0.010 0.045
HISP 0.002 0.000 0.079
BLACK 0.009 -0.001 -0.010 0.099
EXPECT -0.051 -0.024 -0.034 0.008 1.877
LUNCH 0.884 0.150 0.688 2.001 -2.730
DROPTHT7 0.011 0.007 0.001 0.001 -0.044
Covariances
LUNCH DROPTHT7
________ ________
LUNCH 417.226
DROPTHT7 0.086 0.042
Correlations
MTH10 FEMALE MOTHED HOMERES MTH7
________ ________ ________ ________ ________
MTH10 1.000
FEMALE 0.030 1.000
MOTHED 0.292 -0.050 1.000
HOMERES 0.364 -0.082 0.251 1.000
MTH7 0.785 0.068 0.298 0.352 1.000
EXPEL -0.178 -0.146 -0.068 -0.091 -0.161
ARREST -0.155 -0.143 0.002 -0.022 -0.128
HISP -0.117 -0.022 -0.081 -0.076 -0.123
BLACK -0.201 0.015 -0.096 -0.235 -0.216
EXPECT 0.380 0.109 0.274 0.278 0.348
LUNCH -0.294 -0.013 -0.190 -0.249 -0.280
DROPTHT7 -0.156 -0.066 -0.039 -0.065 -0.152
Correlations
EXPEL ARREST HISP BLACK EXPECT
________ ________ ________ ________ ________
EXPEL 1.000
ARREST 0.172 1.000
HISP 0.030 0.000 1.000
BLACK 0.105 -0.011 -0.109 1.000
EXPECT -0.138 -0.084 -0.088 0.018 1.000
LUNCH 0.161 0.035 0.120 0.312 -0.098
DROPTHT7 0.198 0.159 0.012 0.015 -0.158
Correlations
LUNCH DROPTHT7
________ ________
LUNCH 1.000
DROPTHT7 0.021 1.000
MAXIMUM LOG-LIKELIHOOD VALUE FOR THE UNRESTRICTED (H1) MODEL IS -36016.396
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
MTH10 63.440 -0.298 30.490 0.06% 51.290 61.620 65.110
1639.000 183.962 -0.444 95.170 0.31% 68.150 74.990
FEMALE 0.491 0.037 0.000 50.93% 0.000 0.000 0.000
2213.000 0.250 -1.999 1.000 49.07% 1.000 1.000
MOTHED 0.000 1.081 -1.334 13.83% -0.334 -0.334 -0.334
2213.000 1.017 0.600 2.666 4.61% -0.334 0.666
HOMERES 0.000 -0.162 -3.166 7.73% -1.166 -0.166 -0.166
2213.000 2.730 -0.666 2.834 8.86% 0.834 1.834
MTH7 50.699 0.141 27.280 0.05% 41.430 47.350 50.530
2213.000 100.114 -0.602 82.490 0.05% 53.510 59.750
EXPEL 0.079 3.131 0.000 92.14% 0.000 0.000 0.000
2213.000 0.072 7.804 1.000 7.86% 0.000 0.000
ARREST 0.047 4.257 0.000 95.26% 0.000 0.000 0.000
2213.000 0.045 16.126 1.000 4.74% 0.000 0.000
HISP 0.086 2.946 0.000 91.37% 0.000 0.000 0.000
2213.000 0.079 6.681 1.000 8.63% 0.000 0.000
BLACK 0.111 2.474 0.000 88.88% 0.000 0.000 0.000
2213.000 0.099 4.121 1.000 11.12% 0.000 0.000
EXPECT 0.000 -0.427 -3.066 5.87% -1.066 -0.066 -0.066
2213.000 1.877 -0.383 1.934 17.08% -0.066 0.934
LUNCH 0.000 1.101 -22.099 1.76% -18.099 -11.099 -7.099
2213.000 417.226 0.559 62.901 1.81% 0.901 19.901
DROPTHT7 0.044 4.430 0.000 95.57% 0.000 0.000 0.000
2213.000 0.042 17.628 1.000 4.43% 0.000 0.000
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 26
Loglikelihood
H0 Value -6322.309
Information Criteria
Akaike (AIC) 12696.618
Bayesian (BIC) 12844.873
Sample-Size Adjusted BIC 12762.267
(n* = (n + 2) / 24)
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
HSDROP ON
FEMALE 0.167 0.085 1.959 0.050
MOTHED -0.111 0.053 -2.082 0.037
HOMERES -0.050 0.026 -1.949 0.051
EXPECT -0.118 0.035 -3.374 0.001
MTH7 -0.005 0.008 -0.612 0.541
MTH10 -0.016 0.006 -2.769 0.006
LUNCH 0.003 0.002 1.499 0.134
EXPEL 0.568 0.128 4.439 0.000
ARREST 0.018 0.177 0.101 0.920
DROPTHT7 0.397 0.165 2.411 0.016
HISP -0.036 0.151 -0.237 0.813
BLACK 0.024 0.129 0.184 0.854
MTH10 ON
FEMALE -0.970 0.431 -2.252 0.024
MOTHED 0.339 0.215 1.574 0.116
HOMERES 0.481 0.146 3.285 0.001
EXPECT 1.018 0.178 5.718 0.000
MTH7 0.927 0.026 35.216 0.000
LUNCH -0.039 0.011 -3.477 0.001
EXPEL -1.432 1.034 -1.385 0.166
ARREST -3.333 1.493 -2.233 0.026
DROPTHT7 -1.105 1.338 -0.826 0.409
HISP -0.634 0.739 -0.858 0.391
BLACK -0.778 0.743 -1.048 0.295
Intercepts
MTH10 16.620 1.463 11.360 0.000
Thresholds
HSDROP$1 0.416 0.283 1.470 0.142
Residual Variances
MTH10 64.978 2.563 25.348 0.000
TOTAL, TOTAL INDIRECT, SPECIFIC INDIRECT, AND DIRECT EFFECTS FOR LATENT RESPONSE VARIABLES
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Effects from MTH7 to HSDROP
Indirect -0.154 0.056 -2.770 0.006
Direct effect -0.047 0.076 -0.612 0.541
TOTAL, INDIRECT, AND DIRECT EFFECTS BASED ON COUNTERFACTUALS (CAUSALLY-DEFINED EFFECTS)
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Effects from MTH7 to HSDROP
Tot natural IE -0.012 0.005 -2.245 0.025
Pure natural DE -0.004 0.007 -0.650 0.515
Total effect -0.016 0.004 -4.397 0.000
Odds ratios for binary Y
Tot natural IE 0.705 0.087 8.149 0.000
Pure natural DE 0.903 0.154 5.844 0.000
Total effect 0.637 0.081 7.876 0.000
Other effects
Pure natural IE -0.013 0.004 -2.997 0.003
Tot natural DE -0.003 0.005 -0.632 0.527
Total effect -0.016 0.004 -4.397 0.000
Odds ratios for other effects for binary Y
Pure natural IE 0.709 0.089 7.955 0.000
Tot natural DE 0.898 0.162 5.554 0.000
Total effect 0.637 0.081 7.876 0.000
CONFIDENCE INTERVALS OF MODEL RESULTS
Lower .5% Lower 2.5% Lower 5% Estimate Upper 5% Upper 2.5% Upper .5%
HSDROP ON
FEMALE -0.065 -0.003 0.030 0.167 0.312 0.331 0.390
MOTHED -0.264 -0.227 -0.206 -0.111 -0.032 -0.019 0.018
HOMERES -0.115 -0.103 -0.095 -0.050 -0.013 -0.005 0.010
EXPECT -0.211 -0.186 -0.173 -0.118 -0.061 -0.050 -0.026
MTH7 -0.024 -0.019 -0.018 -0.005 0.008 0.009 0.015
MTH10 -0.033 -0.028 -0.027 -0.016 -0.007 -0.005 -0.001
LUNCH -0.002 -0.001 0.000 0.003 0.006 0.007 0.008
EXPEL 0.225 0.309 0.355 0.568 0.779 0.809 0.890
ARREST -0.506 -0.369 -0.321 0.018 0.275 0.328 0.441
DROPTHT7 -0.063 0.053 0.125 0.397 0.667 0.707 0.823
HISP -0.521 -0.363 -0.303 -0.036 0.185 0.228 0.320
BLACK -0.355 -0.250 -0.185 0.024 0.240 0.267 0.327
MTH10 ON
FEMALE -2.105 -1.804 -1.664 -0.970 -0.265 -0.143 0.140
MOTHED -0.177 -0.082 -0.012 0.339 0.687 0.772 0.912
HOMERES 0.090 0.184 0.236 0.481 0.712 0.760 0.912
EXPECT 0.552 0.672 0.738 1.018 1.314 1.361 1.464
MTH7 0.860 0.875 0.882 0.927 0.968 0.975 1.001
LUNCH -0.066 -0.060 -0.057 -0.039 -0.021 -0.016 -0.012
EXPEL -4.235 -3.521 -3.241 -1.432 0.213 0.453 1.090
ARREST -7.043 -6.235 -5.910 -3.333 -0.885 -0.334 0.293
DROPTHT7 -4.348 -3.625 -3.280 -1.105 1.211 1.578 2.618
HISP -2.603 -2.065 -1.876 -0.634 0.535 0.801 1.265
BLACK -2.822 -2.193 -2.009 -0.778 0.433 0.704 1.170
Intercepts
MTH10 12.376 13.843 14.333 16.620 19.107 19.520 20.165
Thresholds
HSDROP$1 0.416 0.416 0.416 0.416 0.416 0.416 0.416
Residual Variances
MTH10 58.279 59.730 60.573 64.978 68.848 69.785 71.477
CONFIDENCE INTERVALS OF TOTAL, TOTAL INDIRECT, SPECIFIC INDIRECT, AND DIRECT EFFECTS FOR LATENT RESPONSE VARIABLES
Lower .5% Lower 2.5% Lower 5% Estimate Upper 5% Upper 2.5% Upper .5%
Effects from MTH7 to HSDROP
Indirect -0.318 -0.270 -0.248 -0.154 -0.066 -0.049 -0.008
Direct effect -0.246 -0.196 -0.179 -0.047 0.077 0.093 0.148
CONFIDENCE INTERVALS OF TOTAL, INDIRECT, AND DIRECT EFFECTS BASED ON COUNTERFACTUALS (CAUSALLY-DEFINED EFFECTS)
Lower .5% Lower 2.5% Lower 5% Estimate Upper 5% Upper 2.5% Upper .5%
Effects from MTH7 to HSDROP
Tot natural IE -0.029 -0.024 -0.021 -0.012 -0.004 -0.003 -0.001
Pure natural DE -0.018 -0.015 -0.014 -0.004 0.008 0.010 0.016
Total effect -0.027 -0.023 -0.022 -0.016 -0.010 -0.009 -0.006
Odds ratios for binary Y
Tot natural IE 0.505 0.557 0.576 0.705 0.857 0.893 0.980
Pure natural DE 0.575 0.633 0.663 0.903 1.180 1.217 1.358
Total effect 0.437 0.481 0.510 0.637 0.767 0.799 0.844
Other effects
Pure natural IE -0.024 -0.021 -0.020 -0.013 -0.006 -0.004 -0.001
Tot natural DE -0.017 -0.013 -0.012 -0.003 0.005 0.007 0.010
Total effect -0.027 -0.023 -0.022 -0.016 -0.010 -0.009 -0.006
Odds ratios for other effects for binary Y
Pure natural IE 0.488 0.553 0.572 0.709 0.861 0.896 0.981
Tot natural DE 0.568 0.626 0.655 0.898 1.194 1.239 1.391
Total effect 0.437 0.481 0.510 0.637 0.767 0.799 0.844
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION
TAU
HSDROP$1
________
1 26
NU
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
EXPECT LUNCH DROPTHT7
________ ________ ________
1 0 0 0
LAMBDA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0 0 0 0 0
MTH10 0 0 0 0 0
FEMALE 0 0 0 0 0
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
LAMBDA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
HSDROP 0 0 0 0 0
MTH10 0 0 0 0 0
FEMALE 0 0 0 0 0
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
LAMBDA
EXPECT LUNCH DROPTHT7
________ ________ ________
HSDROP 0 0 0
MTH10 0 0 0
FEMALE 0 0 0
MOTHED 0 0 0
HOMERES 0 0 0
MTH7 0 0 0
EXPEL 0 0 0
ARREST 0 0 0
HISP 0 0 0
BLACK 0 0 0
EXPECT 0 0 0
LUNCH 0 0 0
DROPTHT7 0 0 0
THETA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0
MTH10 0 0
FEMALE 0 0 0
MOTHED 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
THETA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
MTH7 0
EXPEL 0 0
ARREST 0 0 0
HISP 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
THETA
EXPECT LUNCH DROPTHT7
________ ________ ________
EXPECT 0
LUNCH 0 0
DROPTHT7 0 0 0
ALPHA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
1 0 1 0 0 0
ALPHA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
1 0 0 0 0 0
ALPHA
EXPECT LUNCH DROPTHT7
________ ________ ________
1 0 0 0
BETA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0 2 3 4 5
MTH10 0 0 14 15 16
FEMALE 0 0 0 0 0
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
BETA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
HSDROP 6 7 8 9 10
MTH10 17 18 19 20 21
FEMALE 0 0 0 0 0
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
BETA
EXPECT LUNCH DROPTHT7
________ ________ ________
HSDROP 11 12 13
MTH10 22 23 24
FEMALE 0 0 0
MOTHED 0 0 0
HOMERES 0 0 0
MTH7 0 0 0
EXPEL 0 0 0
ARREST 0 0 0
HISP 0 0 0
BLACK 0 0 0
EXPECT 0 0 0
LUNCH 0 0 0
DROPTHT7 0 0 0
PSI
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0
MTH10 0 25
FEMALE 0 0 0
MOTHED 0 0 0 0
HOMERES 0 0 0 0 0
MTH7 0 0 0 0 0
EXPEL 0 0 0 0 0
ARREST 0 0 0 0 0
HISP 0 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
PSI
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
MTH7 0
EXPEL 0 0
ARREST 0 0 0
HISP 0 0 0 0
BLACK 0 0 0 0 0
EXPECT 0 0 0 0 0
LUNCH 0 0 0 0 0
DROPTHT7 0 0 0 0 0
PSI
EXPECT LUNCH DROPTHT7
________ ________ ________
EXPECT 0
LUNCH 0 0
DROPTHT7 0 0 0
STARTING VALUES
TAU
HSDROP$1
________
1 1.286
NU
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
EXPECT LUNCH DROPTHT7
________ ________ ________
1 0.000 0.000 0.000
LAMBDA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 1.000 0.000 0.000 0.000 0.000
MTH10 0.000 1.000 0.000 0.000 0.000
FEMALE 0.000 0.000 1.000 0.000 0.000
MOTHED 0.000 0.000 0.000 1.000 0.000
HOMERES 0.000 0.000 0.000 0.000 1.000
MTH7 0.000 0.000 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000 0.000 0.000
ARREST 0.000 0.000 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
LAMBDA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
HSDROP 0.000 0.000 0.000 0.000 0.000
MTH10 0.000 0.000 0.000 0.000 0.000
FEMALE 0.000 0.000 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
MTH7 1.000 0.000 0.000 0.000 0.000
EXPEL 0.000 1.000 0.000 0.000 0.000
ARREST 0.000 0.000 1.000 0.000 0.000
HISP 0.000 0.000 0.000 1.000 0.000
BLACK 0.000 0.000 0.000 0.000 1.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
LAMBDA
EXPECT LUNCH DROPTHT7
________ ________ ________
HSDROP 0.000 0.000 0.000
MTH10 0.000 0.000 0.000
FEMALE 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000
MTH7 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000
ARREST 0.000 0.000 0.000
HISP 0.000 0.000 0.000
BLACK 0.000 0.000 0.000
EXPECT 1.000 0.000 0.000
LUNCH 0.000 1.000 0.000
DROPTHT7 0.000 0.000 1.000
THETA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0.000
MTH10 0.000 0.000
FEMALE 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
MTH7 0.000 0.000 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000 0.000 0.000
ARREST 0.000 0.000 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
THETA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
MTH7 0.000
EXPEL 0.000 0.000
ARREST 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
THETA
EXPECT LUNCH DROPTHT7
________ ________ ________
EXPECT 0.000
LUNCH 0.000 0.000
DROPTHT7 0.000 0.000 0.000
ALPHA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
1 0.000 63.440 0.000 0.000 0.000
ALPHA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
ALPHA
EXPECT LUNCH DROPTHT7
________ ________ ________
1 0.000 0.000 0.000
BETA
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 0.000 0.000 0.000 0.000 0.000
MTH10 0.000 0.000 0.000 0.000 0.000
FEMALE 0.000 0.000 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
MTH7 0.000 0.000 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000 0.000 0.000
ARREST 0.000 0.000 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
BETA
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
HSDROP 0.000 0.000 0.000 0.000 0.000
MTH10 0.000 0.000 0.000 0.000 0.000
FEMALE 0.000 0.000 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
MTH7 0.000 0.000 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000 0.000 0.000
ARREST 0.000 0.000 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
BETA
EXPECT LUNCH DROPTHT7
________ ________ ________
HSDROP 0.000 0.000 0.000
MTH10 0.000 0.000 0.000
FEMALE 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000
MTH7 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000
ARREST 0.000 0.000 0.000
HISP 0.000 0.000 0.000
BLACK 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000
PSI
HSDROP MTH10 FEMALE MOTHED HOMERES
________ ________ ________ ________ ________
HSDROP 1.000
MTH10 0.000 91.981
FEMALE 0.000 0.000 0.125
MOTHED 0.000 0.000 0.000 0.508
HOMERES 0.000 0.000 0.000 0.000 1.365
MTH7 0.000 0.000 0.000 0.000 0.000
EXPEL 0.000 0.000 0.000 0.000 0.000
ARREST 0.000 0.000 0.000 0.000 0.000
HISP 0.000 0.000 0.000 0.000 0.000
BLACK 0.000 0.000 0.000 0.000 0.000
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
PSI
MTH7 EXPEL ARREST HISP BLACK
________ ________ ________ ________ ________
MTH7 50.057
EXPEL 0.000 0.036
ARREST 0.000 0.000 0.023
HISP 0.000 0.000 0.000 0.039
BLACK 0.000 0.000 0.000 0.000 0.049
EXPECT 0.000 0.000 0.000 0.000 0.000
LUNCH 0.000 0.000 0.000 0.000 0.000
DROPTHT7 0.000 0.000 0.000 0.000 0.000
PSI
EXPECT LUNCH DROPTHT7
________ ________ ________
EXPECT 0.938
LUNCH 0.000 208.613
DROPTHT7 0.000 0.000 0.021
TECHNICAL 8 OUTPUT
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.75208081D+04 0.0000000 0.0000000 EM
2 -0.64477054D+04 1073.1027056 0.1426845 EM
3 -0.63375340D+04 110.1713675 0.0170869 EM
4 -0.63239986D+04 13.5354830 0.0021358 EM
5 -0.63225210D+04 1.4775063 0.0002336 EM
6 -0.63223430D+04 0.1780446 0.0000282 EM
7 -0.63223160D+04 0.0269524 0.0000043 EM
8 -0.63223108D+04 0.0052755 0.0000008 EM
9 -0.63223095D+04 0.0013061 0.0000002 EM
10 -0.63223091D+04 0.0003895 0.0000001 EM
PLOT INFORMATION
The following plots are available:
Histograms (sample values)
Scatterplots (sample values)
Sample proportions
Bootstrap distributions
DIAGRAM INFORMATION
Use View Diagram under the Diagram menu in the Mplus Editor to view the diagram.
If running Mplus from the Mplus Diagrammer, the diagram opens automatically.
Diagram output
c:\users\bengt 2013\documents\bengt\mplus runs\a book - topic 1 mplus runs\2016 book runs\chapte
Beginning Time: 18:40:57
Ending Time: 19:00:10
Elapsed Time: 00:19:13
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