BIFIE.pathmodel: Path Model Estimation

Description Usage Arguments Details Value References See Also Examples

View source: R/BIFIE.pathmodel.R

Description

This function computes a path model. Predictors are allowed to possess measurement errors. Known measurement error variances (and covariances) or reliabilities can be specified by the user. Alternatively, a set of indicators can be defined for each latent variable, and for each imputed and replicated dataset the measurement error variance is determined by means of calculating the reliability Cronbachs alpha. Measurement errors are handled by adjusting covariance matrices (see Buonaccorsi, 2010, Ch. 5).

Usage

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BIFIE.pathmodel( BIFIEobj, lavaan.model, reliability=NULL, group=NULL,
        group_values=NULL, se=TRUE )

## S3 method for class 'BIFIE.pathmodel'
summary(object,digits=4,...)

## S3 method for class 'BIFIE.pathmodel'
coef(object,...)

## S3 method for class 'BIFIE.pathmodel'
vcov(object,...)

Arguments

BIFIEobj

Object of class BIFIEdata

lavaan.model

String including the model specification in lavaan syntax. lavaan.model also allows the extended functionality in the TAM::lavaanify.IRT function.

reliability

Optional vector containing the reliabilities of each variable. This vector can also include only a subset of all variables.

group

Optional grouping variable(s)

group_values

Optional vector of grouping values. This can be omitted and grouping values will be determined automatically.

se

Optional logical indicating whether statistical inference based on replication should be employed.

object

Object of class BIFIE.pathmodel

digits

Number of digits for rounding output

...

Further arguments to be passed

Details

The following conventions are used as parameter labels in the output.

Y~X is the regression coefficient of the regression from Y on X.

X->Z->Y denotes the path coefficient from X to Y passing the mediating variable Z.

X-+>Y denotes the total effect (of all paths) from X to Y.

X-~>Y denotes the sum of all indirect effects from X to Y.

The parameter suffix _stand refers to parameters for which all variables are standardized.

Value

A list with following entries

stat

Data frame with unstandardized and standardized regression coefficients, path coefficients, total and indirect effects, residual variances, and R^2

output

Extensive output with all replicated statistics

...

More values

References

Buonaccorsi, J. P. (2010). Measurement error: Models, methods, and applications. CRC Press.

See Also

See the lavaan and lavaan.survey package.

For the lavaan syntax, see lavaan::lavaanify and TAM::lavaanify.IRT

Examples

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## Not run: 
#############################################################################
# EXAMPLE 1: Path model data.bifie01
#############################################################################

data(data.bifie01)
dat <- data.bifie01
# create dataset with replicate weights and plausible values
bifieobj <- BIFIEsurvey::BIFIE.data.jack( data=dat,  jktype="JK_TIMSS",
                jkzone="JKCZONE", jkrep="JKCREP", wgt="TOTWGT",
                pv_vars=c("ASMMAT","ASSSCI") )

#**************************************************************
#*** Model 1: Path model
lavmodel1 <- "
     ASMMAT ~ ASBG07A + ASBG07B  + ASBM03 + ASBM02A + ASBM02E
     # define latent variable with 2nd and 3rd item in reversed scoring
     ASBM03=~ 1*ASBM03A + (-1)*ASBM03B + (-1)*ASBM03C + 1*ASBM03D
     ASBG07A ~ ASBM02E
     ASBG07A ~~ .2*ASBG07A    # measurement error variance of .20
     ASBM02E ~~ .45*ASBM02E     # measurement error variance of .45
     ASBM02E ~ ASBM02A + ASBM02B
        "
#--- Model 1a: model calculated by gender
mod1a <- BIFIEsurvey::BIFIE.pathmodel( bifieobj, lavmodel1, group="female" )
summary(mod1a)

#--- Model 1b: Input of some known reliabilities
reliability <- c( "ASBM02B"=.6, "ASBM02A"=.8 )
mod1b <- BIFIEsurvey::BIFIE.pathmodel( bifieobj, lavmodel1, reliability=reliability)
summary(mod1b)

#**************************************************************
#*** Model 2: Linear regression with errors in predictors

# specify lavaan model
lavmodel2 <- "
     ASMMAT ~ ASBG07A + ASBG07B + ASBM03A
     ASBG07A ~~ .2*ASBG07A
        "
mod2 <- BIFIEsurvey::BIFIE.pathmodel( bifieobj, lavmodel2  )
summary(mod2)

## End(Not run)

Example output

|-----------------------------------------------------------------
| BIFIEsurvey 2.2-22 (2017-08-10 11:31:29)                                       
| http://www.bifie.at                                             
|-----------------------------------------------------------------

+++ Generate replicate weights
|**********|
|----------|
+++ Generate BIFIE.data object
|*****|
|-----|
|*****|
|-----|
------------------------------------------------------------
BIFIEsurvey 2.2-22 (2017-08-10 11:31:29) 
Function 'BIFIE.pathmodel'

Call:
BIFIEsurvey::BIFIE.pathmodel(BIFIEobj = bifieobj, lavaan.model = lavmodel1, 
    group = "female")

Date of Analysis: 2018-07-19 15:47:25 
Time difference of 0.7632735 secs
Computation time: 0.7632735 

Multiply imputed dataset

Number of persons = 4668 
Number of imputed datasets = 5 
Number of Jackknife zones per dataset = 75 
Fay factor = 1 

Statistical Inference for Path Model 

                                  parameter      type groupvar groupval Ncases
1                             ASMMAT~ASBM03 RegrCoeff   female        0   2172
2                            ASMMAT~ASBG07A RegrCoeff   female        0   2172
3                            ASMMAT~ASBM02E RegrCoeff   female        0   2172
4                           ASBG07A~ASBM02E RegrCoeff   female        0   2172
5                  ASBM02E->ASBG07A->ASMMAT PathCoeff   female        0   2172
6                            ASMMAT~ASBG07B RegrCoeff   female        0   2172
7                            ASMMAT~ASBM02A RegrCoeff   female        0   2172
8                           ASBM02E~ASBM02A RegrCoeff   female        0   2172
9                  ASBM02A->ASBM02E->ASMMAT PathCoeff   female        0   2172
10                ASBM02A->ASBM02E->ASBG07A PathCoeff   female        0   2172
11        ASBM02A->ASBM02E->ASBG07A->ASMMAT PathCoeff   female        0   2172
12                          ASBM02E~ASBM02B RegrCoeff   female        0   2172
13                 ASBM02B->ASBM02E->ASMMAT PathCoeff   female        0   2172
14                ASBM02B->ASBM02E->ASBG07A PathCoeff   female        0   2172
15        ASBM02B->ASBM02E->ASBG07A->ASMMAT PathCoeff   female        0   2172
16                         ASBM02E-+>ASMMAT  TotalEff   female        0   2172
17                         ASBM02A-+>ASMMAT  TotalEff   female        0   2172
18                        ASBM02A-+>ASBG07A  TotalEff   female        0   2172
19                         ASBM02B-+>ASMMAT  TotalEff   female        0   2172
20                        ASBM02B-+>ASBG07A  TotalEff   female        0   2172
21                         ASBM02E-~>ASMMAT    IndEff   female        0   2172
22                         ASBM02A-~>ASMMAT    IndEff   female        0   2172
23                        ASBM02A-~>ASBG07A    IndEff   female        0   2172
24                         ASBM02B-~>ASMMAT    IndEff   female        0   2172
25                        ASBM02B-~>ASBG07A    IndEff   female        0   2172
26                      ASMMAT~ASBM03_stand RegrCoeff   female        0   2172
27                     ASMMAT~ASBG07A_stand RegrCoeff   female        0   2172
28                     ASMMAT~ASBM02E_stand RegrCoeff   female        0   2172
29                    ASBG07A~ASBM02E_stand RegrCoeff   female        0   2172
30           ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        0   2172
31                     ASMMAT~ASBG07B_stand RegrCoeff   female        0   2172
32                     ASMMAT~ASBM02A_stand RegrCoeff   female        0   2172
33                    ASBM02E~ASBM02A_stand RegrCoeff   female        0   2172
34           ASBM02A->ASBM02E->ASMMAT_stand PathCoeff   female        0   2172
35          ASBM02A->ASBM02E->ASBG07A_stand PathCoeff   female        0   2172
36  ASBM02A->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        0   2172
37                    ASBM02E~ASBM02B_stand RegrCoeff   female        0   2172
38           ASBM02B->ASBM02E->ASMMAT_stand PathCoeff   female        0   2172
39          ASBM02B->ASBM02E->ASBG07A_stand PathCoeff   female        0   2172
40  ASBM02B->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        0   2172
41                   ASBM02E-+>ASMMAT_stand  TotalEff   female        0   2172
42                   ASBM02A-+>ASMMAT_stand  TotalEff   female        0   2172
43                  ASBM02A-+>ASBG07A_stand  TotalEff   female        0   2172
44                   ASBM02B-+>ASMMAT_stand  TotalEff   female        0   2172
45                  ASBM02B-+>ASBG07A_stand  TotalEff   female        0   2172
46                   ASBM02E-~>ASMMAT_stand    IndEff   female        0   2172
47                   ASBM02A-~>ASMMAT_stand    IndEff   female        0   2172
48                  ASBM02A-~>ASBG07A_stand    IndEff   female        0   2172
49                   ASBM02B-~>ASMMAT_stand    IndEff   female        0   2172
50                  ASBM02B-~>ASBG07A_stand    IndEff   female        0   2172
51                                ASMMAT_R2  RSquared   female        0   2172
52                               ASBG07A_R2  RSquared   female        0   2172
53                               ASBM02E_R2  RSquared   female        0   2172
54                          ASMMAT_ResidVar  ResidVar   female        0   2172
55                         ASBG07A_ResidVar  ResidVar   female        0   2172
56                         ASBM02E_ResidVar  ResidVar   female        0   2172
57                            ASMMAT~ASBM03 RegrCoeff   female        1   2109
58                           ASMMAT~ASBG07A RegrCoeff   female        1   2109
59                           ASMMAT~ASBM02E RegrCoeff   female        1   2109
60                          ASBG07A~ASBM02E RegrCoeff   female        1   2109
61                 ASBM02E->ASBG07A->ASMMAT PathCoeff   female        1   2109
62                           ASMMAT~ASBG07B RegrCoeff   female        1   2109
63                           ASMMAT~ASBM02A RegrCoeff   female        1   2109
64                          ASBM02E~ASBM02A RegrCoeff   female        1   2109
65                 ASBM02A->ASBM02E->ASMMAT PathCoeff   female        1   2109
66                ASBM02A->ASBM02E->ASBG07A PathCoeff   female        1   2109
67        ASBM02A->ASBM02E->ASBG07A->ASMMAT PathCoeff   female        1   2109
68                          ASBM02E~ASBM02B RegrCoeff   female        1   2109
69                 ASBM02B->ASBM02E->ASMMAT PathCoeff   female        1   2109
70                ASBM02B->ASBM02E->ASBG07A PathCoeff   female        1   2109
71        ASBM02B->ASBM02E->ASBG07A->ASMMAT PathCoeff   female        1   2109
72                         ASBM02E-+>ASMMAT  TotalEff   female        1   2109
73                         ASBM02A-+>ASMMAT  TotalEff   female        1   2109
74                        ASBM02A-+>ASBG07A  TotalEff   female        1   2109
75                         ASBM02B-+>ASMMAT  TotalEff   female        1   2109
76                        ASBM02B-+>ASBG07A  TotalEff   female        1   2109
77                         ASBM02E-~>ASMMAT    IndEff   female        1   2109
78                         ASBM02A-~>ASMMAT    IndEff   female        1   2109
79                        ASBM02A-~>ASBG07A    IndEff   female        1   2109
80                         ASBM02B-~>ASMMAT    IndEff   female        1   2109
81                        ASBM02B-~>ASBG07A    IndEff   female        1   2109
82                      ASMMAT~ASBM03_stand RegrCoeff   female        1   2109
83                     ASMMAT~ASBG07A_stand RegrCoeff   female        1   2109
84                     ASMMAT~ASBM02E_stand RegrCoeff   female        1   2109
85                    ASBG07A~ASBM02E_stand RegrCoeff   female        1   2109
86           ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        1   2109
87                     ASMMAT~ASBG07B_stand RegrCoeff   female        1   2109
88                     ASMMAT~ASBM02A_stand RegrCoeff   female        1   2109
89                    ASBM02E~ASBM02A_stand RegrCoeff   female        1   2109
90           ASBM02A->ASBM02E->ASMMAT_stand PathCoeff   female        1   2109
91          ASBM02A->ASBM02E->ASBG07A_stand PathCoeff   female        1   2109
92  ASBM02A->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        1   2109
93                    ASBM02E~ASBM02B_stand RegrCoeff   female        1   2109
94           ASBM02B->ASBM02E->ASMMAT_stand PathCoeff   female        1   2109
95          ASBM02B->ASBM02E->ASBG07A_stand PathCoeff   female        1   2109
96  ASBM02B->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   female        1   2109
97                   ASBM02E-+>ASMMAT_stand  TotalEff   female        1   2109
98                   ASBM02A-+>ASMMAT_stand  TotalEff   female        1   2109
99                  ASBM02A-+>ASBG07A_stand  TotalEff   female        1   2109
100                  ASBM02B-+>ASMMAT_stand  TotalEff   female        1   2109
101                 ASBM02B-+>ASBG07A_stand  TotalEff   female        1   2109
102                  ASBM02E-~>ASMMAT_stand    IndEff   female        1   2109
103                  ASBM02A-~>ASMMAT_stand    IndEff   female        1   2109
104                 ASBM02A-~>ASBG07A_stand    IndEff   female        1   2109
105                  ASBM02B-~>ASMMAT_stand    IndEff   female        1   2109
106                 ASBM02B-~>ASBG07A_stand    IndEff   female        1   2109
107                               ASMMAT_R2  RSquared   female        1   2109
108                              ASBG07A_R2  RSquared   female        1   2109
109                              ASBM02E_R2  RSquared   female        1   2109
110                         ASMMAT_ResidVar  ResidVar   female        1   2109
111                        ASBG07A_ResidVar  ResidVar   female        1   2109
112                        ASBM02E_ResidVar  ResidVar   female        1   2109
    Nweight        est        SE      t    df         p        fmi      VarMI
1     36479 -1.321e+01 1.865e+00  -7.08 978.2 2.750e-12  6.395e-02  1.853e-01
2     36479  3.266e+00 3.374e+00   0.97 263.1 3.329e-01  1.233e-01  1.170e+00
3     36479  1.568e+01 6.113e+00   2.56   Inf 1.047e-02  3.316e-02  1.033e+00
4     36479  2.420e-01 4.572e-02   5.29   Inf 1.223e-07  7.966e-15  1.388e-17
5     36479  7.904e-01 8.239e-01   0.96 272.8 3.379e-01  1.211e-01  6.851e-02
6     36479 -9.616e-01 2.301e+00  -0.42   Inf 6.745e-01  5.957e-02  2.627e-01
7     36479 -1.788e+00 3.062e+00  -0.58 489.1 5.622e-01  9.044e-02  7.067e-01
8     36479  4.032e-01 3.818e-02  10.56   Inf 4.567e-26  0.000e+00  0.000e+00
9     36479  6.321e+00 2.412e+00   2.62   Inf 8.793e-03  3.463e-02  1.678e-01
10    36479  9.758e-02 2.228e-02   4.38   Inf 1.187e-05  0.000e+00  0.000e+00
11    36479  3.187e-01 3.335e-01   0.96 277.1 3.379e-01  1.202e-01  1.114e-02
12    36479 -2.153e-01 2.671e-02  -8.06   Inf 7.629e-16  0.000e+00  0.000e+00
13    36479 -3.376e+00 1.237e+00  -2.73   Inf 6.333e-03  3.756e-02  4.787e-02
14    36479 -5.211e-02 1.042e-02  -5.00   Inf 5.733e-07  0.000e+00  0.000e+00
15    36479 -1.702e-01 1.779e-01  -0.96 276.1 3.379e-01  1.204e-01  3.176e-03
16    36479  1.647e+01 6.052e+00   2.72   Inf 6.528e-03  4.083e-02  1.246e+00
17    36479  4.852e+00 2.358e+00   2.06 677.9 3.978e-02  7.682e-02  3.558e-01
18    36479  9.758e-02 2.228e-02   4.38   Inf 1.187e-05  0.000e+00  0.000e+00
19    36479 -3.546e+00 1.220e+00  -2.91   Inf 3.614e-03  4.654e-02  5.776e-02
20    36479 -5.211e-02 1.042e-02  -5.00   Inf 5.733e-07  0.000e+00  0.000e+00
21    36479  7.904e-01 8.239e-01   0.96 272.8 3.379e-01  1.211e-01  6.851e-02
22    36479  6.640e+00 2.380e+00   2.79   Inf 5.271e-03  4.289e-02  2.025e-01
23    36479  9.758e-02 2.228e-02   4.38   Inf 1.187e-05  0.000e+00  0.000e+00
24    36479 -3.546e+00 1.220e+00  -2.91   Inf 3.614e-03  4.654e-02  5.776e-02
25    36479 -5.211e-02 1.042e-02  -5.00   Inf 5.733e-07  0.000e+00  0.000e+00
26    36479 -5.001e-01 4.826e-02 -10.36 304.8 9.568e-22  1.146e-01  2.224e-04
27    36479  3.697e-02 3.813e-02   0.97 243.2 3.330e-01  1.282e-01  1.554e-04
28    36479  1.855e-01 6.860e-02   2.70   Inf 6.934e-03  3.793e-02  1.487e-04
29    36479  2.534e-01 4.135e-02   6.13   Inf 8.788e-10  0.000e+00  0.000e+00
30    36479  9.370e-03 9.774e-03   0.96 254.5 3.380e-01  1.254e-01  9.980e-06
31    36479 -1.425e-02 3.419e-02  -0.42   Inf 6.745e-01  6.058e-02  5.902e-05
32    36479 -2.225e-02 3.826e-02  -0.58 507.6 5.622e-01  8.877e-02  1.083e-04
33    36479  4.248e-01 3.996e-02  10.63   Inf 2.161e-26 -2.085e-14 -2.776e-17
34    36479  7.880e-02 2.985e-02   2.64   Inf 8.291e-03  3.614e-02  2.684e-05
35    36479  1.077e-01 2.273e-02   4.74   Inf 2.137e-06  0.000e+00  0.000e+00
36    36479  3.981e-03 4.175e-03   0.95 260.0 3.430e-01  1.240e-01  1.801e-06
37    36479 -3.259e-01 3.507e-02  -9.29   Inf 1.543e-20  0.000e+00  0.000e+00
38    36479 -6.046e-02 2.199e-02  -2.75   Inf 5.960e-03  3.920e-02  1.580e-05
39    36479 -8.260e-02 1.560e-02  -5.30   Inf 1.158e-07  0.000e+00  0.000e+00
40    36479 -3.054e-03 3.205e-03  -0.95 260.7 3.430e-01  1.239e-01  1.060e-06
41    36479  1.949e-01 6.776e-02   2.88   Inf 3.977e-03  4.904e-02  1.877e-04
42    36479  6.054e-02 2.917e-02   2.08 502.3 3.803e-02  8.924e-02  6.326e-05
43    36479  1.077e-01 2.273e-02   4.74   Inf 2.137e-06  0.000e+00  0.000e+00
44    36479 -6.351e-02 2.176e-02  -2.92   Inf 3.500e-03  5.054e-02  1.994e-05
45    36479 -8.260e-02 1.560e-02  -5.30   Inf 1.158e-07  0.000e+00  0.000e+00
46    36479  9.370e-03 9.774e-03   0.96 254.5 3.380e-01  1.254e-01  9.980e-06
47    36479  8.279e-02 2.952e-02   2.80   Inf 5.110e-03  4.664e-02  3.387e-05
48    36479  1.077e-01 2.273e-02   4.74   Inf 2.137e-06  0.000e+00  0.000e+00
49    36479 -6.351e-02 2.176e-02  -2.92   Inf 3.500e-03  5.054e-02  1.994e-05
50    36479 -8.260e-02 1.560e-02  -5.30   Inf 1.158e-07  0.000e+00  0.000e+00
51    36479  2.256e-01 4.181e-02   5.40 203.8 1.846e-07  1.401e-01  2.040e-04
52    36479  6.423e-02 2.115e-02   3.04   Inf 2.366e-03  0.000e+00  0.000e+00
53    36479  3.068e-01 3.735e-02   8.21   Inf 2.212e-16  0.000e+00  0.000e+00
54    36479  3.088e+03 2.080e+02  14.85 106.2 1.137e-27  1.941e-01  6.998e+03
55    36479  4.762e-01 3.563e-02  13.36   Inf 1.036e-40  0.000e+00  0.000e+00
56    36479  3.868e-01 3.557e-02  10.88   Inf 1.436e-27  0.000e+00  0.000e+00
57    35247 -1.129e+01 1.348e+00  -8.37   Inf 5.762e-17  4.856e-02  7.353e-02
58    35247 -1.462e+00 4.765e+00  -0.31 172.1 7.569e-01  1.525e-01  2.884e+00
59    35247  2.976e+01 6.174e+00   4.82   Inf 1.436e-06  3.590e-02  1.140e+00
60    35247  3.445e-01 5.722e-02   6.02   Inf 1.744e-09  0.000e+00  0.000e+00
61    35247 -5.035e-01 1.674e+00  -0.30 185.9 7.645e-01  1.467e-01  3.423e-01
62    35247  2.480e+00 2.432e+00   1.02 141.0 3.095e-01  1.684e-01  8.302e-01
63    35247 -6.887e+00 3.589e+00  -1.92 268.9 5.592e-02  1.220e-01  1.309e+00
64    35247  3.397e-01 3.759e-02   9.04   Inf 1.567e-19  0.000e+00  0.000e+00
65    35247  1.011e+01 2.618e+00   3.86   Inf 1.134e-04  2.304e-02  1.316e-01
66    35247  1.170e-01 2.395e-02   4.89   Inf 1.008e-06 -1.452e-14 -6.939e-18
67    35247 -1.710e-01 5.759e-01  -0.30 195.9 7.645e-01  1.429e-01  3.949e-02
68    35247 -1.568e-01 2.667e-02  -5.88   Inf 4.103e-09  0.000e+00  0.000e+00
69    35247 -4.667e+00 1.075e+00  -4.34   Inf 1.425e-05  2.911e-02  2.805e-02
70    35247 -5.403e-02 9.011e-03  -6.00   Inf 1.973e-09 -1.282e-14 -8.674e-19
71    35247  7.897e-02 2.640e-01   0.30 190.4 7.645e-01  1.450e-01  8.421e-03
72    35247  2.925e+01 5.586e+00   5.24   Inf 1.606e-07  3.545e-02  9.218e-01
73    35247  3.049e+00 2.885e+00   1.06 172.3 2.906e-01  1.524e-01  1.057e+00
74    35247  1.170e-01 2.395e-02   4.89   Inf 1.008e-06 -1.452e-14 -6.939e-18
75    35247 -4.588e+00 9.734e-01  -4.71   Inf 2.477e-06  2.872e-02  2.268e-02
76    35247 -5.403e-02 9.011e-03  -6.00   Inf 1.973e-09 -1.282e-14 -8.674e-19
77    35247 -5.035e-01 1.674e+00  -0.30 185.9 7.645e-01  1.467e-01  3.423e-01
78    35247  9.936e+00 2.416e+00   4.11   Inf 3.957e-05  2.186e-02  1.064e-01
79    35247  1.170e-01 2.395e-02   4.89   Inf 1.008e-06 -1.452e-14 -6.939e-18
80    35247 -4.588e+00 9.734e-01  -4.71   Inf 2.477e-06  2.872e-02  2.268e-02
81    35247 -5.403e-02 9.011e-03  -6.00   Inf 1.973e-09 -1.282e-14 -8.674e-19
82    35247 -5.019e-01 4.468e-02 -11.23 666.0 6.407e-27  7.750e-02  1.289e-04
83    35247 -1.537e-02 5.038e-02  -0.31 178.1 7.569e-01  1.499e-01  3.171e-04
84    35247  2.903e-01 5.953e-02   4.88   Inf 1.061e-06  3.202e-02  9.458e-05
85    35247  3.191e-01 5.099e-02   6.26   Inf 3.850e-10  0.000e+00  0.000e+00
86    35247 -4.904e-03 1.645e-02  -0.30 195.2 7.645e-01  1.432e-01  3.228e-05
87    35247  3.266e-02 3.178e-02   1.03 139.0 3.048e-01  1.697e-01  1.428e-04
88    35247 -8.264e-02 4.328e-02  -1.91 252.8 5.726e-02  1.258e-01  1.964e-04
89    35247  4.176e-01 4.448e-02   9.39   Inf 6.000e-21  0.000e+00  0.000e+00
90    35247  1.212e-01 3.150e-02   3.85   Inf 1.181e-04  1.994e-02  1.649e-05
91    35247  1.332e-01 2.787e-02   4.78   Inf 1.753e-06  0.000e+00  0.000e+00
92    35247 -2.048e-03 6.919e-03  -0.30 200.9 7.645e-01  1.411e-01  5.629e-06
93    35247 -2.832e-01 4.205e-02  -6.73   Inf 1.697e-11  0.000e+00  0.000e+00
94    35247 -8.221e-02 1.901e-02  -4.32   Inf 1.560e-05  2.518e-02  7.583e-06
95    35247 -9.035e-02 1.524e-02  -5.93   Inf 3.029e-09  0.000e+00  0.000e+00
96    35247  1.389e-03 4.656e-03   0.30 194.8 7.645e-01  1.433e-01  2.588e-06
97    35247  2.854e-01 5.248e-02   5.44   Inf 5.328e-08  3.487e-02  8.002e-05
98    35247  3.654e-02 3.438e-02   1.06 170.8 2.906e-01  1.531e-01  1.508e-04
99    35247  1.332e-01 2.787e-02   4.78   Inf 1.753e-06  0.000e+00  0.000e+00
100   35247 -8.082e-02 1.717e-02  -4.71   Inf 2.477e-06  2.613e-02  6.416e-06
101   35247 -9.035e-02 1.524e-02  -5.93   Inf 3.029e-09  0.000e+00  0.000e+00
102   35247 -4.904e-03 1.645e-02  -0.30 195.2 7.645e-01  1.432e-01  3.228e-05
103   35247  1.192e-01 2.886e-02   4.13   Inf 3.628e-05  2.010e-02  1.395e-05
104   35247  1.332e-01 2.787e-02   4.78   Inf 1.753e-06  0.000e+00  0.000e+00
105   35247 -8.082e-02 1.717e-02  -4.71   Inf 2.477e-06  2.613e-02  6.416e-06
106   35247 -9.035e-02 1.524e-02  -5.93   Inf 3.029e-09  0.000e+00  0.000e+00
107   35247  2.248e-01 3.533e-02   6.36   Inf 2.018e-10  5.250e-02  5.461e-05
108   35247  1.018e-01 3.252e-02   3.13   Inf 1.748e-03  0.000e+00  0.000e+00
109   35247  2.685e-01 4.744e-02   5.66   Inf 1.514e-08  0.000e+00  0.000e+00
110   35247  2.881e+03 1.812e+02  15.90 579.1 1.678e-47  8.311e-02  2.273e+03
111   35247  3.703e-01 3.845e-02   9.63   Inf 5.973e-22  0.000e+00  0.000e+00
112   35247  2.588e-01 2.804e-02   9.23   Inf 2.706e-20  0.000e+00  0.000e+00
       VarRep
1   3.256e+00
2   9.980e+00
3   3.613e+01
4   2.091e-03
5   5.966e-01
6   4.977e+00
7   8.529e+00
8   1.458e-03
9   5.614e+00
10  4.965e-04
11  9.786e-02
12  7.134e-04
13  1.472e+00
14  1.086e-04
15  2.785e-02
16  3.513e+01
17  5.132e+00
18  4.965e-04
19  1.420e+00
20  1.086e-04
21  5.966e-01
22  5.423e+00
23  4.965e-04
24  1.420e+00
25  1.086e-04
26  2.062e-03
27  1.267e-03
28  4.527e-03
29  1.710e-03
30  8.355e-05
31  1.098e-03
32  1.334e-03
33  1.597e-03
34  8.590e-04
35  5.168e-04
36  1.527e-05
37  1.230e-03
38  4.647e-04
39  2.433e-04
40  8.998e-06
41  4.367e-03
42  7.748e-04
43  5.168e-04
44  4.494e-04
45  2.433e-04
46  8.355e-05
47  8.308e-04
48  5.168e-04
49  4.494e-04
50  2.433e-04
51  1.503e-03
52  4.474e-04
53  1.395e-03
54  3.487e+04
55  1.270e-03
56  1.265e-03
57  1.729e+00
58  1.924e+01
59  3.675e+01
60  3.274e-03
61  2.390e+00
62  4.919e+00
63  1.131e+01
64  1.413e-03
65  6.696e+00
66  5.736e-04
67  2.843e-01
68  7.113e-04
69  1.123e+00
70  8.120e-05
71  5.960e-02
72  3.010e+01
73  7.056e+00
74  5.736e-04
75  9.204e-01
76  8.120e-05
77  2.390e+00
78  5.712e+00
79  5.736e-04
80  9.204e-01
81  8.120e-05
82  1.842e-03
83  2.158e-03
84  3.431e-03
85  2.600e-03
86  2.319e-04
87  8.385e-04
88  1.637e-03
89  1.979e-03
90  9.726e-04
91  7.766e-04
92  4.111e-05
93  1.768e-03
94  3.523e-04
95  2.322e-04
96  1.857e-05
97  2.658e-03
98  1.001e-03
99  7.766e-04
100 2.870e-04
101 2.322e-04
102 2.319e-04
103 8.160e-04
104 7.766e-04
105 2.870e-04
106 2.322e-04
107 1.182e-03
108 1.057e-03
109 2.251e-03
110 3.009e+04
111 1.479e-03
112 7.861e-04
|*****|
|-----|
------------------------------------------------------------
BIFIEsurvey 2.2-22 (2017-08-10 11:31:29) 
Function 'BIFIE.pathmodel'

Call:
BIFIEsurvey::BIFIE.pathmodel(BIFIEobj = bifieobj, lavaan.model = lavmodel1, 
    reliability = reliability)

Date of Analysis: 2018-07-19 15:47:27 
Time difference of 1.273358 secs
Computation time: 1.273358 

Multiply imputed dataset

Number of persons = 4668 
Number of imputed datasets = 5 
Number of Jackknife zones per dataset = 75 
Fay factor = 1 

Statistical Inference for Path Model 

                                 parameter      type Ncases Nweight        est
1                            ASMMAT~ASBM03 RegrCoeff   4281   71726 -1.184e+01
2                           ASMMAT~ASBG07A RegrCoeff   4281   71726  1.737e+00
3                           ASMMAT~ASBM02E RegrCoeff   4281   71726  2.098e+01
4                          ASBG07A~ASBM02E RegrCoeff   4281   71726  2.823e-01
5                 ASBM02E->ASBG07A->ASMMAT PathCoeff   4281   71726  4.903e-01
6                           ASMMAT~ASBG07B RegrCoeff   4281   71726  1.627e-01
7                           ASMMAT~ASBM02A RegrCoeff   4281   71726 -5.401e+00
8                          ASBM02E~ASBM02A RegrCoeff   4281   71726  4.537e-01
9                 ASBM02A->ASBM02E->ASMMAT PathCoeff   4281   71726  9.521e+00
10               ASBM02A->ASBM02E->ASBG07A PathCoeff   4281   71726  1.281e-01
11       ASBM02A->ASBM02E->ASBG07A->ASMMAT PathCoeff   4281   71726  2.225e-01
12                         ASBM02E~ASBM02B RegrCoeff   4281   71726 -3.094e-01
13                ASBM02B->ASBM02E->ASMMAT PathCoeff   4281   71726 -6.492e+00
14               ASBM02B->ASBM02E->ASBG07A PathCoeff   4281   71726 -8.735e-02
15       ASBM02B->ASBM02E->ASBG07A->ASMMAT PathCoeff   4281   71726 -1.517e-01
16                        ASBM02E-+>ASMMAT  TotalEff   4281   71726  2.148e+01
17                        ASBM02A-+>ASMMAT  TotalEff   4281   71726  4.342e+00
18                       ASBM02A-+>ASBG07A  TotalEff   4281   71726  1.281e-01
19                        ASBM02B-+>ASMMAT  TotalEff   4281   71726 -6.644e+00
20                       ASBM02B-+>ASBG07A  TotalEff   4281   71726 -8.735e-02
21                        ASBM02E-~>ASMMAT    IndEff   4281   71726  4.903e-01
22                        ASBM02A-~>ASMMAT    IndEff   4281   71726  9.743e+00
23                       ASBM02A-~>ASBG07A    IndEff   4281   71726  1.281e-01
24                        ASBM02B-~>ASMMAT    IndEff   4281   71726 -6.644e+00
25                       ASBM02B-~>ASBG07A    IndEff   4281   71726 -8.735e-02
26                     ASMMAT~ASBM03_stand RegrCoeff   4281   71726 -4.920e-01
27                    ASMMAT~ASBG07A_stand RegrCoeff   4281   71726  1.902e-02
28                    ASMMAT~ASBM02E_stand RegrCoeff   4281   71726  2.283e-01
29                   ASBG07A~ASBM02E_stand RegrCoeff   4281   71726  2.814e-01
30          ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   4281   71726  5.351e-03
31                    ASMMAT~ASBG07B_stand RegrCoeff   4281   71726  2.258e-03
32                    ASMMAT~ASBM02A_stand RegrCoeff   4281   71726 -5.897e-02
33                   ASBM02E~ASBM02A_stand RegrCoeff   4281   71726  4.554e-01
34          ASBM02A->ASBM02E->ASMMAT_stand PathCoeff   4281   71726  1.040e-01
35         ASBM02A->ASBM02E->ASBG07A_stand PathCoeff   4281   71726  1.281e-01
36 ASBM02A->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   4281   71726  2.437e-03
37                   ASBM02E~ASBM02B_stand RegrCoeff   4281   71726 -3.918e-01
38          ASBM02B->ASBM02E->ASMMAT_stand PathCoeff   4281   71726 -8.945e-02
39         ASBM02B->ASBM02E->ASBG07A_stand PathCoeff   4281   71726 -1.102e-01
40 ASBM02B->ASBM02E->ASBG07A->ASMMAT_stand PathCoeff   4281   71726 -2.096e-03
41                  ASBM02E-+>ASMMAT_stand  TotalEff   4281   71726  2.337e-01
42                  ASBM02A-+>ASMMAT_stand  TotalEff   4281   71726  4.743e-02
43                 ASBM02A-+>ASBG07A_stand  TotalEff   4281   71726  1.281e-01
44                  ASBM02B-+>ASMMAT_stand  TotalEff   4281   71726 -9.155e-02
45                 ASBM02B-+>ASBG07A_stand  TotalEff   4281   71726 -1.102e-01
46                  ASBM02E-~>ASMMAT_stand    IndEff   4281   71726  5.351e-03
47                  ASBM02A-~>ASMMAT_stand    IndEff   4281   71726  1.064e-01
48                 ASBM02A-~>ASBG07A_stand    IndEff   4281   71726  1.281e-01
49                  ASBM02B-~>ASMMAT_stand    IndEff   4281   71726 -9.155e-02
50                 ASBM02B-~>ASBG07A_stand    IndEff   4281   71726 -1.102e-01
51                               ASMMAT_R2  RSquared   4281   71726  2.219e-01
52                              ASBG07A_R2  RSquared   4281   71726  7.917e-02
53                              ASBM02E_R2  RSquared   4281   71726  3.957e-01
54                         ASMMAT_ResidVar  ResidVar   4281   71726  3.016e+03
55                        ASBG07A_ResidVar  ResidVar   4281   71726  4.256e-01
56                        ASBM02E_ResidVar  ResidVar   4281   71726  2.774e-01
          SE      t    df         p     fmi     VarMI    VarRep
1  1.349e+00  -8.77   Inf 1.787e-18 0.05711 8.667e-02 1.717e+00
2  3.075e+00   0.56 148.1 5.763e-01 0.16435 1.295e+00 7.900e+00
3  5.332e+00   3.94   Inf 8.148e-05 0.02649 6.277e-01 2.768e+01
4  3.623e-02   7.79   Inf 6.701e-15 0.00000 0.000e+00 1.312e-03
5  8.727e-01   0.56 151.2 5.763e-01 0.16263 1.032e-01 6.378e-01
6  1.590e+00   0.10 405.6 9.204e-01 0.09930 2.092e-01 2.277e+00
7  3.517e+00  -1.54 465.8 1.242e-01 0.09267 9.554e-01 1.123e+01
8  2.553e-02  17.77   Inf 1.207e-70 0.00000 0.000e+00 6.516e-04
9  2.541e+00   3.75   Inf 1.768e-04 0.02400 1.292e-01 6.304e+00
10 1.855e-02   6.90   Inf 5.200e-12 0.00000 0.000e+00 3.443e-04
11 3.949e-01   0.56 149.7 5.763e-01 0.16349 2.125e-02 1.305e-01
12 3.455e-02  -8.95   Inf 3.555e-19 0.00000 0.000e+00 1.194e-03
13 1.465e+00  -4.43   Inf 9.423e-06 0.03359 6.007e-02 2.074e+00
14 1.314e-02  -6.65   Inf 2.931e-11 0.00000 0.000e+00 1.727e-04
15 2.700e-01  -0.56 151.3 5.763e-01 0.16257 9.880e-03 6.107e-02
16 5.248e+00   4.09   Inf 4.314e-05 0.03926 9.012e-01 2.646e+01
17 2.458e+00   1.77 324.8 7.767e-02 0.11097 5.588e-01 5.372e+00
18 1.855e-02   6.90   Inf 5.200e-12 0.00000 0.000e+00 3.443e-04
19 1.426e+00  -4.66   Inf 3.162e-06 0.05088 8.625e-02 1.930e+00
20 1.314e-02  -6.65   Inf 2.931e-11 0.00000 0.000e+00 1.727e-04
21 8.727e-01   0.56 151.2 5.763e-01 0.16263 1.032e-01 6.378e-01
22 2.492e+00   3.91   Inf 9.230e-05 0.03585 1.855e-01 5.987e+00
23 1.855e-02   6.90   Inf 5.200e-12 0.00000 0.000e+00 3.443e-04
24 1.426e+00  -4.66   Inf 3.162e-06 0.05088 8.625e-02 1.930e+00
25 1.314e-02  -6.65   Inf 2.931e-11 0.00000 0.000e+00 1.727e-04
26 3.844e-02 -12.80 440.6 4.084e-32 0.09528 1.173e-04 1.337e-03
27 3.353e-02   0.57 146.4 5.696e-01 0.16528 1.548e-04 9.382e-04
28 5.361e-02   4.26   Inf 2.044e-05 0.02698 6.461e-05 2.796e-03
29 3.234e-02   8.70   Inf 3.319e-18 0.00000 0.000e+00 1.046e-03
30 9.487e-03   0.56 149.8 5.763e-01 0.16339 1.226e-05 7.530e-05
31 2.236e-02   0.10 422.5 9.204e-01 0.09730 4.053e-05 4.513e-04
32 3.835e-02  -1.54 475.7 1.242e-01 0.09170 1.124e-04 1.336e-03
33 2.781e-02  16.38   Inf 2.657e-60 0.00000 0.000e+00 7.732e-04
34 2.731e-02   3.81   Inf 1.390e-04 0.02156 1.340e-05 7.297e-04
35 1.811e-02   7.07   Inf 1.549e-12 0.00000 0.000e+00 3.281e-04
36 4.310e-03   0.57 148.4 5.695e-01 0.16417 2.541e-06 1.553e-05
37 3.741e-02 -10.47   Inf 1.186e-25 0.00000 0.000e+00 1.400e-03
38 1.987e-02  -4.50   Inf 6.795e-06 0.03015 9.916e-06 3.828e-04
39 1.604e-02  -6.87   Inf 6.420e-12 0.00000 0.000e+00 2.573e-04
40 3.726e-03  -0.56 151.3 5.763e-01 0.16262 1.881e-06 1.162e-05
41 5.255e-02   4.45   Inf 8.587e-06 0.04591 1.056e-04 2.634e-03
42 2.683e-02   1.77 302.1 7.774e-02 0.11506 6.903e-05 6.371e-04
43 1.811e-02   7.07   Inf 1.549e-12 0.00000 0.000e+00 3.281e-04
44 1.938e-02  -4.72   Inf 2.358e-06 0.05181 1.622e-05 3.562e-04
45 1.604e-02  -6.87   Inf 6.420e-12 0.00000 0.000e+00 2.573e-04
46 9.487e-03   0.56 149.8 5.763e-01 0.16339 1.226e-05 7.530e-05
47 2.678e-02   3.97   Inf 7.187e-05 0.03667 2.191e-05 6.906e-04
48 1.811e-02   7.07   Inf 1.549e-12 0.00000 0.000e+00 3.281e-04
49 1.938e-02  -4.72   Inf 2.358e-06 0.05181 1.622e-05 3.562e-04
50 1.604e-02  -6.87   Inf 6.420e-12 0.00000 0.000e+00 2.573e-04
51 3.171e-02   7.00 435.5 9.733e-12 0.09584 8.032e-05 9.093e-04
52 1.829e-02   4.33   Inf 1.491e-05 0.00000 0.000e+00 3.345e-04
53 4.222e-02   9.37   Inf 7.253e-21 0.00000 0.000e+00 1.783e-03
54 1.620e+02  18.62 227.7 1.195e-47 0.13253 2.898e+03 2.276e+04
55 2.812e-02  15.14   Inf 8.821e-52 0.00000 0.000e+00 7.906e-04
56 2.360e-02  11.76   Inf 6.273e-32 0.00000 0.000e+00 5.567e-04
|*****|
|-----|
------------------------------------------------------------
BIFIEsurvey 2.2-22 (2017-08-10 11:31:29) 
Function 'BIFIE.pathmodel'

Call:
BIFIEsurvey::BIFIE.pathmodel(BIFIEobj = bifieobj, lavaan.model = lavmodel2)

Date of Analysis: 2018-07-19 15:47:27 
Time difference of 0.0743053 secs
Computation time: 0.0743053 

Multiply imputed dataset

Number of persons = 4668 
Number of imputed datasets = 5 
Number of Jackknife zones per dataset = 75 
Fay factor = 1 

Statistical Inference for Path Model 

             parameter      type Ncases Nweight        est        SE      t
1       ASMMAT~ASBG07A RegrCoeff   4475   75043    5.78976   2.87726   2.01
2       ASMMAT~ASBG07B RegrCoeff   4475   75043    2.04537   1.35860   1.51
3       ASMMAT~ASBM03A RegrCoeff   4475   75043  -24.26598   1.73377 -14.00
4 ASMMAT~ASBG07A_stand RegrCoeff   4475   75043    0.06304   0.03109   2.03
5 ASMMAT~ASBG07B_stand RegrCoeff   4475   75043    0.02854   0.01879   1.52
6 ASMMAT~ASBM03A_stand RegrCoeff   4475   75043   -0.29620   0.02313 -12.80
7            ASMMAT_R2  RSquared   4475   75043    0.09204   0.01404   6.56
8      ASMMAT_ResidVar  ResidVar   4475   75043 3555.74499 141.85506  25.07
      df         p     fmi     VarMI    VarRep
1 130.35 4.650e-02 0.17518 1.209e+00 6.828e+00
2 713.34 1.315e-01 0.07488 1.152e-01 1.708e+00
3  93.85 1.038e-24 0.20645 5.172e-01 2.385e+00
4 117.90 4.461e-02 0.18419 1.484e-04 7.885e-04
5 789.95 1.289e-01 0.07116 2.094e-05 3.280e-04
6 185.89 2.615e-27 0.14669 6.542e-05 4.567e-04
7 159.56 7.136e-10 0.15833 2.600e-05 1.658e-04
8 117.55 5.404e-49 0.18447 3.093e+03 1.641e+04

BIFIEsurvey documentation built on Oct. 17, 2018, 9:06 a.m.