Bibliotecas
library(knitr)
library(semPlot)
library(tidyverse)
Instale o lavaan
install.packages("lavaan")
Exemplo do Cap 2 do livro de (Beaujean, 2014)
# Ative o lavaan
library(lavaan)
# Cria uma matriz de correlação
rs <- c(1.0,0.20,1,0.24,0.30,1,0.70,0.80,0.30,1)
R <- lower2full(rs)
# Nomeie as variáveis
colnames(R) <- c("X1", "X2", "X3", "Y")
rownames(R) <- c("X1", "X2", "X3", "Y")
kable(R)
X1 |
1.00 |
0.2 |
0.24 |
0.7 |
X2 |
0.20 |
1.0 |
0.30 |
0.8 |
X3 |
0.24 |
0.3 |
1.00 |
0.3 |
Y |
0.70 |
0.8 |
0.30 |
1.0 |
# Sintaxe do modelo
regr_model <-"
Y ~ a*X1 + b*X2 + c*X3
Y ~~ z*Y
"
# fit the model
fit <- sem(regr_model, sample.cov=R, sample.nobs=1000)
summary(fit, rsquare=TRUE)
## lavaan (0.5-23.1097) converged normally after 25 iterations
##
## Number of observations 1000
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
## Minimum Function Value 0.0000000000000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|)
## Y ~
## X1 (a) 0.571 0.008 74.539 0.000
## X2 (b) 0.700 0.008 89.724 0.000
## X3 (c) -0.047 0.008 -5.980 0.000
##
## Variances:
## Estimate Std.Err z-value P(>|z|)
## .Y (z) 0.054 0.002 22.361 0.000
##
## R-Square:
## Estimate
## Y 0.946
# desenha o modelo (http://sachaepskamp.com/semPlot/examples)
semPaths(fit, whatLabels = "est")
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)
# imprime tabela
kable(
parameterEstimates(fit, standardized=TRUE)[,c(1:3,5:6,12)],
digits = 2
)
Y |
~ |
X1 |
0.57 |
0.01 |
0.57 |
Y |
~ |
X2 |
0.70 |
0.01 |
0.70 |
Y |
~ |
X3 |
-0.05 |
0.01 |
-0.05 |
Y |
~~ |
Y |
0.05 |
0.00 |
0.05 |
X1 |
~~ |
X1 |
1.00 |
0.00 |
1.00 |
X1 |
~~ |
X2 |
0.20 |
0.00 |
0.20 |
X1 |
~~ |
X3 |
0.24 |
0.00 |
0.24 |
X2 |
~~ |
X2 |
1.00 |
0.00 |
1.00 |
X2 |
~~ |
X3 |
0.30 |
0.00 |
0.30 |
X3 |
~~ |
X3 |
1.00 |
0.00 |
1.00 |
Abre base e examina variáveis
# Abre base do enade
load(
url("http://www.labape.com.br/rprimi/SEM/exerc18/bd_enade.RData")
)
# Inspeciona base
names(bd_enade)
## [1] "nt_obj_fg" "nt_dis_fg" "nt_obj_ce" "nt_dis_ce" "cd_catad"
## [6] "ENEM.OBJ.7" "ENEM.RED.7" "in_noturno" "esc_pai7" "esc_mae7"
## [11] "Renda7" "trab_07"
# Descrve variáveis
library(psych)
describe(bd_enade) %>%
kable(digits = 2)
nt_obj_fg |
1 |
6368 |
48.34 |
18.64 |
50.00 |
48.27 |
18.53 |
12.5 |
100.0 |
87.5 |
0.05 |
-0.50 |
0.23 |
nt_dis_fg |
2 |
5598 |
48.53 |
16.15 |
50.00 |
48.79 |
18.53 |
2.5 |
95.0 |
92.5 |
-0.15 |
-0.47 |
0.22 |
nt_obj_ce |
3 |
6470 |
44.16 |
14.68 |
45.00 |
44.10 |
14.83 |
5.0 |
90.0 |
85.0 |
0.01 |
-0.35 |
0.18 |
nt_dis_ce |
4 |
5475 |
26.89 |
15.03 |
25.00 |
26.09 |
17.35 |
1.7 |
83.3 |
81.6 |
0.46 |
-0.38 |
0.20 |
cd_catad |
5 |
6764 |
1.81 |
0.39 |
2.00 |
1.89 |
0.00 |
1.0 |
2.0 |
1.0 |
-1.60 |
0.54 |
0.00 |
ENEM.OBJ.7 |
6 |
6764 |
63.21 |
15.30 |
63.49 |
63.69 |
16.47 |
0.0 |
100.0 |
100.0 |
-0.29 |
-0.44 |
0.19 |
ENEM.RED.7 |
7 |
6659 |
65.27 |
13.14 |
65.00 |
65.42 |
14.83 |
25.0 |
100.0 |
75.0 |
-0.11 |
-0.24 |
0.16 |
in_noturno |
8 |
6764 |
0.60 |
0.49 |
1.00 |
0.62 |
0.00 |
0.0 |
1.0 |
1.0 |
-0.40 |
-1.84 |
0.01 |
esc_pai7 |
9 |
5870 |
3.28 |
2.00 |
4.00 |
3.19 |
2.97 |
0.0 |
7.0 |
7.0 |
0.22 |
-1.14 |
0.03 |
esc_mae7 |
10 |
6071 |
3.58 |
2.04 |
4.00 |
3.53 |
2.97 |
0.0 |
7.0 |
7.0 |
0.07 |
-1.18 |
0.03 |
Renda7 |
11 |
6085 |
3.12 |
1.14 |
3.00 |
3.05 |
1.48 |
1.0 |
7.0 |
6.0 |
0.60 |
0.64 |
0.01 |
trab_07 |
12 |
6034 |
1.66 |
0.70 |
2.00 |
1.57 |
1.48 |
1.0 |
3.0 |
2.0 |
0.59 |
-0.81 |
0.01 |
# Correlaciona
bd_enade %>%
select(nt_obj_ce, ENEM.OBJ.7, cd_catad) %>%
pairs.panels(pch =4, cex=0.5)
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)
Testa modelo IES publica -> enem -> enade
# Modelo cat_adm -> enem -> enade
mod <- "
nt_obj_ce ~ a*publ + c*ENEM.OBJ.7
ENEM.OBJ.7 ~ b*publ
ind:= b*c
"
# Estima modelo
fit <-
bd_enade %>%
mutate(
publ = ifelse(cd_catad==1, 1, 0)
) %>%
sem(mod, data = .)
summary(fit, standardized=TRUE, rsq=TRUE)
## lavaan (0.5-23.1097) converged normally after 35 iterations
##
## Used Total
## Number of observations 6470 6764
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
## Minimum Function Value 0.0000000000000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## nt_obj_ce ~
## publ (a) 0.998 0.469 2.127 0.033 0.998 0.025
## ENEM.OBJ.7 (c) 0.418 0.011 37.109 0.000 0.418 0.431
## ENEM.OBJ.7 ~
## publ (b) 11.171 0.498 22.417 0.000 11.171 0.268
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .nt_obj_ce 174.091 3.061 56.877 0.000 174.091 0.808
## .ENEM.OBJ.7 211.654 3.721 56.877 0.000 211.654 0.928
##
## R-Square:
## Estimate
## nt_obj_ce 0.192
## ENEM.OBJ.7 0.072
##
## Defined Parameters:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## ind 4.674 0.244 19.188 0.000 4.674 0.116
# plota modelo
semPaths(fit,
whatLabels = "std",
sizeMan = 12,
shapeMan = "rectangle" ,
edge.label.cex=1.5,
nodeLabels = c("enade", "enem", "publ"),
node.width = 2,
label.prop = .6
)
![](data:image/png;base64,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Hqf/Edk7IlAdCkXAnKgUAFBJYtW2buvfde09jYaA4++GDbBd45bLdu3cy5555r9tlnH6OnXRrPsl27ds5q3jMCzjgwG264oTn//PPNjjvumDPDu2ZaXG+99cyUKVMizRgPLgIIIIAAAggggAACCCBQagHqf8WJUv8rzi9pWy/3+0xKWqEoDwIIlEdALT8nT55s+vXrZwYOHNjkIM2bN7cBvD59+tjgaPfu3ZvkqecF+gNi4403thNJtWrVqgmFxgJdd911zcSJE83s2bPN9ttvHzhuaJONWYAAAggggAACCCCAAAIIlFCA+l9xmNT/ivNL2ta0AE3aFaE8CJRJQJPzaOwXjVM5ePDgvEfp0KGDDfLlzVSHK3v27Gk222yzvGfesWNHs9VWW5m5c+eat956K29eViKAAAIIIIAAAggggAAC5RCg/le8KvW/4g2TtAcCoEm6GpQFgTIK6OmfxqdUF/d8M7+XsQh1s+uddtrJnuvTTz9dN+fMiSKAAAIIIIAAAggggEByBKj/Ve5aUP+rnHUxRyIAWowe2yKQEoGlS5fabtkKfKp1Iqm8AmoFqq7yH374ofnggw/KezD2jgACCCCAAAIIIIAAAgi4BKj/uTAq8JH6XwWQS3AIAqAlQGQXCCRd4LXXXjMLFiww/fv3txMcJb28tVC+QYMG2dN45plnauF0OAcEEEAAAQQQQAABBBBIiQD1v8pfKOp/lTePekQCoFHFyI9ACgVeeOEFOxmPJuUhVUZAkyF169bNvPnmm3Y80MoclaMggAACCCCAAAIIIIBAvQtQ/6v8L4D6X+XNox6RAGhUMfIjkDKBWbNm2RnJ1SW7Xbt2KSt9uovrjAUzefLkdJ8IpUcAAQQQQAABBBBAAIFUCFD/q95lov5XPfswRyYAGkaJPAikWGDChAm29AMGDEjxWaSz6L179zYtW7a0rUDTeQaUGgEEEEAAAQQQQAABBNIkQP2veleL+l/17MMcmQBoGCXyIJBigWnTppnWrVubDTbYIMVnkc6it2jRwvTq1ct8/vnndINP5yWk1AgggAACCCCAAAIIpEqA+l/1Lhf1v+rZhzkyAdAwSuRBIKUCCrx9++23pnv37ik9g/QXW0MPKGksUBICCCCAAAIIIIAAAgggUC4B6n/lkg2/X+p/4a0qnZMAaKXFOR4CFRSYPn26PRoB0Aqiew614YYbmubNmxMA9bjwFQEEEEAAAQQQQAABBEorQP2vtJ5x9kb9L45aZbYhAFoZZ46CQFUEZsyYYY/bo0ePqhyfgxqz0kor2dngZ86caX744QdIEEAAAQQQQAABBBBAAIGyCFD/KwtrpJ1S/4vEVdHMBEArys3BEKiswHvvvWc6dOhg2rdvX9kDc7QcgY4dO5rGxkbzzTff5CznCwIIIIAAAggggAACCCBQKgHqf6WSLG4/1P+K8yvX1gRAyyXLfhGossDSpUvNwoULzeqrr17lknB4JwD99ddfg4EAAggggAACCCCAAAIIlFyA+l/JSWPvkPpfbLqybkgAtKy87ByB6gksWrTIHryhoaF6heDIVoAbID8EBBBAAAEEEEAAAQQQKKcA9b9y6kbbN/W/aF6Vyk0AtFLSHAeBCgs4N0CNQUKqrgA3wOr6c3QEEEAAAQQQQAABBGpdgPpfcq4w9b/kXAt3SQiAujX4jEANCTg3QFqAVv+itmnTxhZiwYIF1S8MJUAAAQQQQAABBBBAAIGaE6D+l5xLSv0vOdfCXRICoG4NPiNQQwLfffedPRtagFb/ojZr1swWYtmyZdUvDCVAAAEEEEAAAQQQQACBmhOg/pecS0r9LznXwl0SAqBuDT4jUEMCLVq0sGejwbBJ1RVw/hhp1apVdQvC0RFAAAEEEEAAAQQQQKAmBaj/JeeyUv9LzrVwl4QAqFuDzwjUkMCKK65oz2bJkiU1dFbpPJWFCxfagq+88srpPAFKjQACCCCAAAIIIIAAAokWoP6XnMtD/S8518JdEgKgbg0+I1BDAk6wbf78+TV0Vuk8FcbjSed1o9QIIIAAAggggAACCKRFgPpfcq4U9b/kXAt3SQiAujX4jEANCXTo0ME0b97czJ07t4bOKp2n4jwBZEKqdF4/So0AAggggAACCCCAQNIFqP8l5wpR/0vOtXCXhACoW4PPCNSQwHLLLWdWXXVVAqAJuKafffaZLYWuBwkBBBBAAAEEEEAAAQQQKLUA9b9Si8bfH/W/+Hbl3JIAaDl12TcCVRbo2LGj0dOnxYsXV7kk9X342bNnGw1K3qlTp/qG4OwRQAABBBBAAAEEEECgbALU/8pGG2nH1P8icVUsMwHQilFzIAQqL6AboNKnn35a+YNzRCvw008/mTlz5tjgp57KkhBAAAEEEEAAAQQQQACBcghQ/yuHarR9Uv+L5lXJ3ARAK6nNsRCosMC6665rjzh9+vQKH5nDOQIKPi9dutR07drVWcQ7AggggAACCCCAAAIIIFByAep/JSeNvEPqf5HJKrYBAdCKUXMgBCov0L17d6NWh9OmTav8wTmiFfjggw/s+9prr40IAggggAACCCCAAAIIIFA2Aep/ZaMNvWPqf6GpKp6RAGjFyTkgApUTaNmypenWrZuZNWsW44BWjj3nSK+//rpp1qyZ6d27d85yviCAAAIIIIAAAggggAACpRSg/ldKzXj7ov4Xz60SWxEArYQyx0CgigI9e/Y0jY2Nhm7wlb8ICxYsMO+9955Zb731TOvWrStfAI6IAAIIIIAAAggggAACdSVA/a96l5v6X/XswxyZAGgYJfIgkGIBp+XhlClTUnwW6Sz6m2++aYPPm266aTpPgFIjgAACCCCAAAIIIIBAqgSo/1XvclH/q559mCMTAA2jRB4EUizQuXNn06VLF/PGG28YPZEiVU7ACToTAK2cOUdCAAEEEEAAAQQQQKCeBaj/Ve/qU/+rnn2YIxMADaNEHgRSLrDNNtuYn376ybz44ospP5P0FP/rr7+2ww5oJsa2bdump+CUFAEEEEAAAQQQQAABBFItQP2v8peP+l/lzaMekQBoVDHyI5BCgS233NKssMIKZuLEiSksfTqL/MILL9ju7wMGDEjnCVBqBBBAAAEEEEAAAQQQSKUA9b/KXzbqf5U3j3pEAqBRxciPQAoFWrVqZTbffHPzxRdfmBkzZqTwDNJV5O+//95MmjTJtvyk+3u6rh2lRQABBBBAAAEEEEAg7QLU/yp7Ban/VdY77tEIgMaVYzsEUiaw3Xbb2RI/9dRTKSt5+oqr4Kdugmr9udxyy6XvBCgxAggggAACCCCAAAIIpFqA+l/lLh/1v8pZF3MkAqDF6LEtAikS6Nq1q+nVq5eZNm2aef/991NU8nQVVWOtqvuDhhzQ2DskBBBAAAEEEEAAAQQQQKDSAtT/KiNO/a8yzqU4CgHQUiiyDwRSIrD33nvbkj766KMpKXH6ijlhwgSjAbAV/FTXExICCCCAAAIIIIAAAgggUA0B6n/lV6f+V37jUh2BAGipJNkPAikQWGuttcwmm2xiW4CqJSiptAKLFy82o0ePtoHP3XbbrbQ7Z28IIIAAAggggAACCCCAQAQB6n8RsGJkpf4XA62KmxAArSI+h0agGgJ77bWXadasmVEr0MbGxmoUoWaPOWbMGLNo0SKz++67m4aGhpo9T04MAQQQQAABBBBAAAEE0iFA/a9814n6X/lsy7FnAqDlUGWfCCRYYM011zR9+vQxs2fPNuPHj09wSdNVtC+++MKMHTvWrLbaamaHHXZIV+EpLQIIIIAAAggggAACCNSkAPW/8lxW6n/lcS3nXgmAllOXfSOQUIHBgwfbFoqPPPKI+eabbxJaynQV68EHHzQaAFu2zPyermtHaRFAAAEEEEAAAQQQqGUB6n+lv7rU/0pvWu49EgAttzD7RyCBAq1btzYHHHCAWbJkiRk+fHgCS5iuIk2ePNm89dZbpmfPnmbjjTdOV+EpLQIIIIAAAggggAACCNS0APW/0l5e6n+l9azU3giAVkqa4yCQMIG+ffuaXr16mbffftu88sorCStdeorz1VdfmZEjR9qJjw477LD0FJySIoAAAggggAACCCCAQN0IUP8rzaWm/lcax2rshQBoNdQ5JgIJETjkkEPMCiusYO6//366wse4JsuWLTN33nmnbUkry7Zt28bYC5sggAACCCCAAAIIIIAAAuUXoP5XnDH1v+L8qr01AdBqXwGOj0AVBdq3b28OPPBAO3P5rbfean788ccqliZ9h37qqafMhx9+aPQ0dYsttkjfCVBiBBBAAAEEEEAAAQQQqBsB6n/FXWrqf8X5VXtrAqDVvgIcH4EqC/Tv39/opVnh1RKUFE5g+vTpZvTo0aZdu3ZmyJAh4TYiFwIIIIAAAggggAACCCBQRQHqf/Hwqf/Fc0vSVgRAk3Q1KAsCVRJQAG/ttdc2kyZNMhMnTqxSKdJz2E8//dSoxaxmez/22GPt+J/pKT0lRQABBBBAAAEEEEAAgXoWoP4X7epT/4vmldTcBECTemUoFwIVFFh++eXNcccdZ1ZeeWVz3333mQ8++KCCR0/XoebPn2/+8Y9/mO+//94MGzbMdO3aNV0nQGkRQAABBBBAAAEEEECgrgWo/4W//NT/wlslPScB0KRfIcqHQIUE1JX7mGOOMY2NjebGG2+0XeIrdOjUHOaHH34wN910k/n666/NvvvuazbbbLPUlJ2CIoAAAggggAACCCCAAAKOAPU/RyL4nfpfsE0a17RIY6EpMwIIlEdggw02sEHQ119/3XTo0MH89NNPtpu3+2iLFi0yY8eONR9//LH5/PPPzbfffmsaGhqMBtTeaKONTJ8+fcwqq6zi3qRsnz/77DPzyiuvmLlz59rXN998Y8uxxhprGL1UllVXXbUkx1dgWF0f9GrevLlZvHhxSfbLThBAAAEEEEAAAQQQQACBagikrf737rvv2kloVRedM2eOrZOpvrf66qvbxikbb7yxadasWSzKadOmmbfeeitbt1yyZIlp06aNrRcfccQRZvPNN4+1XzZKjkCzTKW+MTnFoSQIIJAEgZkzZ5p11lknpyjLli0zzzzzjHn66afNd999l7PO/aVFixZmv/32MzvssEPsm497f36f9STuiSeeMM8++6xRuYKSyrLbbruZnXfe2ehzMUnHueaaa8ysWbPsbnbaaSczePDgYnbJtggggAACCCCAAAIIIIBA1QWSXv9T45MRI0aYV199Na+VAqH77LOP2XTTTfPmc69UY5oHH3zQvP322+7FTT5ruLhDDjkk0r6b7IQFVRUgAFpVfg6OQHoEdMMZP3586AJrdsGhQ4eGzh82o25+V111lfnyyy/DbmI6depkzjzzTNOyZcvQ27gz6jnRPffcYyZPnpxdTAA0S8EHBBBAAAEEEEAAAQQQqDGBpNT/1OrzrrvuMvPmzQstrCDoLrvsUjC/Ar/XXnutWbp0acG8TgbqgY5E+t6LaxKVvvOlxAggEEPgySefzAl+atDsHXfc0ay//vq2u4FaRarLgAKETqNyzSi/5pprmoEDB8Y4YvAmw4cPzwl+rrDCCraVZ/fu3W33hK+++spMnz7djBkzxvz44492R5988om5//77zeGHHx684zxrNDGUO/iZJyurEEAAAQQQQAABBBBAAIFUCySl/qcJiG655RY7Aa0DqrrogAEDbF1U9U01jPnwww9tT0VNVKs0atQooy7se++9t7NZk3dn3+7gZ+fOnc2uu+5q9L7iiisaDbmmVqcTJ07Mbq9eiGppus0222SX8SEdAgRA03GdKCUCVRNQQPHxxx/PHn+llVYyJ5xwgll33XWzyzT+p8ZEURBST+ecbumjR4+2NwYFKUuRNN7na6+9lt2VBu4+/fTT7bifzkJ1TdDM7FtssYX529/+ln1S+J///MeOURqlO4TGFL333nvNO++84+yedwQQQAABBBBAAAEEEECgZgWSVP8bOXJkTvBztdVWM8cee6wNUDoXQHVCjWWq+t9tt91m56rQuqeeesqOC9qlSxcna877nXfeaRQEddL2229vDjzwQDvfg7NMc1uojqvJb2+44YZsY5+HHnrIHk9BUlJ6BJgFPj3XipIiUBUBjfvpBDRVgOOOOy4n+Oku1JZbbmmOPPLI7CKNFfryyy9nvxf7YcqUKTm7GDZsWE7w071Sg2Efdthh7kXmpZdeyvke9EWtWMeNG2cuvfRSgp9BSCxHAAEEEEAAAQQQQACBmhNISv1PY3K6G79oOLPTTjstJ/jpxlf9Tw11nMY3qtOpJ5/TQ9GdV0Feda13klp87r///jnBT2ed3nv27GkGDRqUXaSWpmpgQ0qXAAHQdF0vSotARQUWLFiQ0/VbT9b0ypf05E0tMJ2kQGKp0kcffZTdlW5w6oKfL/Xq1SsnQOrePmg7zWyvcWB0s1S3CSdppnsSAggggAACCCCAAAIIIFCrAkmq/7m7nct7jz32sLOy57PXrO2aBNdJ6hqvlzd5G9bsvvvuBSfN3WqrrXJ288EHH+R850vyBQiAJv8aUUIEqiYwY8aMnAGh1cIzTOrXr18225w5c0wpbg56yvb1119n96vxXsIkPc1zkrq0L1q0yPna5H3q1Knm8ssvN++//37OOgVaTzrppJxlfEEAAQQQQAABBBBAAAEEakkgSfU/jb/ppFatWtlxP53v+d633XbbnNWaH8KbVEdt3vy/4TC9q5t7oaTu98stt1w2m1qRktIlwBig6bpelBaBigpoVjx36tGjh/tr4GdvK1ENHN2tW7fA/GFWaLBr3Zyc7vjffvttmM2aBDxbtAj+b083WWfiJO1cx9xrr73MwIEDjYKnJAQQQAABBBBAAAEEEECgVgWSUv/TxESa3MhJa6yxRk7w0Vnu9645K9R7z2n4oq7uaj3qThq2TcOlzZ0716heqQBroaTWsT/99FM2G+N/ZilS8yE4EpCaU6CgCCBQLgH3DVA3kQ4dOoQ6VMeOHe3YKz/88IPN/+mnn4baLl8mPW3T8b/44ovsPhcvXmx0gwtK6sKup3tO0iDWGjumUFKgVa1YNQNg2HMutE/WI4AAAggggAACCCCAAAJJFkhK/U91Pqfhi7xUv4ySNEu70/Vd72rkosYt7qSGMeot6O4x6F7v/Txr1qycRQrKktIlQBf4dF0vSotAxQQ0WPTHH3+cPV7UQKBm43OSu/uCsyzO+zbbbJPdTE8FNStgvqTZ+dzjePbv3z9fdjvuy3bbbWcuuugiM3ToUIKfebVYiQACCCCAAAIIIIAAArUikKT6n7tXnnzDtNB0XwfVFZ2kQKrTGtRZFvV94cKF5uGHH87ZzF03zVnBl8QK0AI0sZeGgiFQXQEFDt03jvbt20cqkAKg6lKgpO4Cag3qzMgXaUeuzApOTp48ObtfzererFkzO2Ofe5IizT7/yCOPmAkTJmS3VvnVlT1fGjBgQL7VrEMAAQQQQAABBBBAAAEEalIgSfU/b4vPqA1qnF6DzoVSz8G2bds6XyO9q+Xn8OHDsz0RtbGCn506dYq0HzJXX4AAaPWvASVAIJECCiK6U76u5u58zmdvft1Qiw2Aqvv6aaedZm644YZs69QXX3zRaBY/3YA0M7wmSvrkk0+MJk1ykrpAnHLKKXYsGGcZ7wgggAACCCCAAAIIIIAAAv8VSFL9T/U+Nahx5mGIMqTavHnzcuqCOjvvueW75gp4qj6pMUg1Oa53Qt9NN93UHHTQQfl2wbqEChAATeiFoVgIVFvAHUBUWaIGL72TDTnjgRZ7Xq1btzZnn322efnll20XeN3MtG+NV6OXO6kMgwcPNpoJ0D1jnzsPnxFAAAEEEEAAAQQQQACBehdIWv1PrUCdAKgmKlLDl6222qrgZXr66aeb5FEL0LDpscceM9OmTWuSXWOIHnrooaZv375N1rEgHQKMAZqO60QpEai4gPcG6B00ulCBvPlLFQDVzHvqBv/ss88WfJKnLvzqBv/666/nDKJdqOysRwABBBBAAAEEEEAAAQTqSSBp9T9voPHBBx+0Q6vluyZqKTpu3LgmWaLURdWj0C9pXNLRo0cbBVjd80z45WVZMgX+D6JbuZ5jcyHSAAAAAElFTkSuQmCC)
Testa modelo enem -> IES pública -> enade
# Modelo cat_adm -> enem -> enade
mod <- "
nt_obj_ce ~ a*ENEM.OBJ.7 + c*publ
publ ~ b*ENEM.OBJ.7
ind:= b*c
"
# Estima modelo
fit <-
bd_enade %>%
mutate(
publ = ifelse(cd_catad==1, 1, 0)
) %>%
sem(mod, data = .)
summary(fit, standardized=TRUE, rsq=TRUE)
## lavaan (0.5-23.1097) converged normally after 28 iterations
##
## Used Total
## Number of observations 6470 6764
##
## Estimator ML
## Minimum Function Test Statistic 0.000
## Degrees of freedom 0
## Minimum Function Value 0.0000000000000
##
## Parameter Estimates:
##
## Information Expected
## Standard Errors Standard
##
## Regressions:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## nt_obj_ce ~
## ENEM.OBJ.7 (a) 0.418 0.011 37.109 0.000 0.418 0.431
## publ (c) 0.998 0.469 2.127 0.033 0.998 0.025
## publ ~
## ENEM.OBJ.7 (b) 0.006 0.000 22.417 0.000 0.006 0.268
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .nt_obj_ce 174.091 3.061 56.877 0.000 174.091 0.808
## .publ 0.122 0.002 56.877 0.000 0.122 0.928
##
## R-Square:
## Estimate
## nt_obj_ce 0.192
## publ 0.072
##
## Defined Parameters:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## ind 0.006 0.003 2.117 0.034 0.006 0.007
parameterEstimates(fit, standardized=TRUE) %>%
kable(digits = 2)
nt_obj_ce |
~ |
ENEM.OBJ.7 |
a |
0.42 |
0.01 |
37.11 |
0.00 |
0.40 |
0.44 |
0.42 |
0.43 |
0.03 |
nt_obj_ce |
~ |
publ |
c |
1.00 |
0.47 |
2.13 |
0.03 |
0.08 |
1.92 |
1.00 |
0.02 |
0.02 |
publ |
~ |
ENEM.OBJ.7 |
b |
0.01 |
0.00 |
22.42 |
0.00 |
0.01 |
0.01 |
0.01 |
0.27 |
0.02 |
nt_obj_ce |
~~ |
nt_obj_ce |
|
174.09 |
3.06 |
56.88 |
0.00 |
168.09 |
180.09 |
174.09 |
0.81 |
0.81 |
publ |
~~ |
publ |
|
0.12 |
0.00 |
56.88 |
0.00 |
0.12 |
0.13 |
0.12 |
0.93 |
0.93 |
ENEM.OBJ.7 |
~~ |
ENEM.OBJ.7 |
|
228.09 |
0.00 |
NA |
NA |
228.09 |
228.09 |
228.09 |
1.00 |
228.09 |
ind |
:= |
b*c |
ind |
0.01 |
0.00 |
2.12 |
0.03 |
0.00 |
0.01 |
0.01 |
0.01 |
0.00 |
# plota modelo
semPaths(fit,
whatLabels = "std",
sizeMan = 12,
shapeMan = "rectangle" ,
edge.label.cex=1.5,
node.width = 2,
nodeLabels = c("enade", "publ", "enem"),
label.prop = .6
)
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)
Referências
Beaujean, A. A. (2014). Latent Variable Modeling Using R: A Step-By-Step Guide (Edição: 1.). New York: Routledge.