Uji Normalitas Uji Asumsi Klasik Variabel Dependen ROE

Berdasarkan table di atas dapat disimpulkan bahwa dalam penelitian ini tidak mengandung masalah heteroskedastisitas, yang dapat dilihat dari nilai probabilitas Chi Square sebesar 0.0679 lebih dari nilai α = 5.

4. Uji Autokorelasi

Tabel 4.7 Breusch-Godfrey Serial Correlation LM Test: F-statistic 1.688861 Prob. F2,112 0.1894 ObsR-squared 3.483765 Prob. Chi-Square2 0.1752 Berdasarkan table di atas dapat disimpulkan bahwa dalam penelitian ini tidak mengandung masalah heteroskedastisitas, yang dapat dilihat dari nilai probabilitas Chi Square sebesar 0.1752 lebih dari nilai α = 5.

D. Estimasi Model Data Panel

1. Estimasi Model Data Panel Variabel Dependen ROA

a. Hasil Estimasi CEM

Tabel. 4.8 Dependent Variable: ROA Dependent Variable: ROA Method: Panel Least Squares Date: 053016 Time: 19:34 Sample: 2011Q1 2015Q4 Periods included: 20 Cross-sections included: 6 Total panel balanced observations: 120 Variable Coefficient Std. Error t-Statistic Prob. C 32.82409 3.947354 8.315468 0.0000 CAR -0.497080 0.314806 -1.579005 0.1171 NPF -0.381640 0.135956 -2.807097 0.0059 FDR -0.722933 0.674450 -1.071886 0.2860 BOPO -6.254887 0.655435 -9.543105 0.0000 R-squared 0.653838 Mean dependent var -0.118947 Adjusted R-squared 0.641798 S.D. dependent var 0.898646 S.E. of regression 0.537840 Akaike info criterion 1.638261 Sum squared resid 33.26620 Schwarz criterion 1.754406 Log likelihood -93.29564 Hannan-Quinn criter. 1.685428 F-statistic 54.30370 Durbin-Watson stat 1.091972 ProbF-statistic 0.000000 Sumber: Data Diolah

b. Hasil Estimasi FEM

Tabel. 4.9 Dependent Variable: ROA Dependent Variable: ROA Method: Panel Least Squares Date: 053016 Time: 19:34 Sample: 2011Q1 2015Q4 Periods included: 20 Cross-sections included: 6 Total panel balanced observations: 120 Variable Coefficient Std. Error t-Statistic Prob. C 34.22488 4.305576 7.948966 0.0000 CAR -0.753718 0.320949 -2.348403 0.0206 NPF -0.170614 0.132419 -1.288440 0.2003 FDR -0.415437 0.702405 -0.591450 0.5554 BOPO -6.762593 0.648100 -10.43449 0.0000 Effects Specification Cross-section fixed dummy variables R-squared 0.730577 Mean dependent var -0.118947 Adjusted R-squared 0.708533 S.D. dependent var 0.898646 S.E. of regression 0.485158 Akaike info criterion 1.470972 Sum squared resid 25.89164 Schwarz criterion 1.703263 Log likelihood -78.25834 Hannan-Quinn criter. 1.565307 F-statistic 33.14215 Durbin-Watson stat 1.356573 ProbF-statistic 0.000000 Sumber: Data Diolah

c. Hasil Estimasi REM

Tabel. 4.10 Dependent Variable: ROA Dependent Variable: ROA Method: Panel EGLS Cross-section random effects Date: 053016 Time: 19:35 Sample: 2011Q1 2015Q4