Pengaruh NPF terhadap ROA pada bank umum syariah Pengaruh FDR terhadap ROA pada bank umum syariah

NPF -0.483218 0.155904 -3.099464 0.0024 FDR -0.379108 0.773409 -0.490178 0.6249 BOPO -8.393402 0.751604 -11.16732 0.0000 R-squared 0.733440 Mean dependent var 2.328832 Adjusted R-squared 0.724168 S.D. dependent var 1.174329 S.E. of regression 0.616754 Akaike info criterion 1.912081 Sum squared resid 43.74434 Schwarz criterion 2.028226 Log likelihood -109.7249 Hannan-Quinn criter. 1.959248 F-statistic 79.10556 Durbin-Watson stat 0.892035 ProbF-statistic 0.000000

b. Hasil Estimasi FEM

Tabel. 4.15 Dependent Variable: ROE Dependent Variable: ROE Method: Panel Least Squares Date: 053016 Time: 19:48 Sample: 2011Q1 2015Q4 Periods included: 20 Cross-sections included: 6 Total panel balanced observations: 120 Variable Coefficient Std. Error t-Statistic Prob. C 39.34773 4.711539 8.351353 0.0000 CAR -1.356337 0.351211 -3.861891 0.0002 NPF -0.441703 0.144904 -3.048243 0.0029 FDR 0.269226 0.768633 0.350266 0.7268 BOPO -7.643939 0.709208 -10.77814 0.0000 Effects Specification Cross-section fixed dummy variables R-squared 0.811072 Mean dependent var 2.328832 Adjusted R-squared 0.795614 S.D. dependent var 1.174329 S.E. of regression 0.530903 Akaike info criterion 1.651180 Sum squared resid 31.00436 Schwarz criterion 1.883471 Log likelihood -89.07079 Hannan-Quinn criter. 1.745514 F-statistic 52.47028 Durbin-Watson stat 1.210513 ProbF-statistic 0.000000

c. Hasil Estimasi REM

Tabel. 4.16 Dependent Variable: ROE Dependent Variable: ROE Method: Panel EGLS Cross-section random effects Date: 053016 Time: 19:48 Sample: 2011Q1 2015Q4 Periods included: 20 Cross-sections included: 6 Total panel balanced observations: 120 Swamy and Arora estimator of component variances Variable Coefficient Std. Error t-Statistic Prob. C 40.89495 4.540715 9.006278 0.0000 CAR -1.420662 0.342656 -4.146027 0.0001 NPF -0.449336 0.142542 -3.152296 0.0021 FDR 0.120993 0.745207 0.162361 0.8713 BOPO -7.799757 0.697004 -11.19041 0.0000 Effects Specification S.D. Rho Cross-section random 0.284673 0.2233 Idiosyncratic random 0.530903 0.7767 Weighted Statistics R-squared 0.714757 Mean dependent var 0.896346 Adjusted R-squared 0.704836 S.D. dependent var 0.987366 S.E. of regression 0.536426 Sum squared resid 33.09164 F-statistic 72.04127 Durbin-Watson stat 1.139608 ProbF-statistic 0.000000 Unweighted Statistics R-squared 0.726790 Mean dependent var 2.328832 Sum squared resid 44.83554 Durbin-Watson stat 0.841107

5. Uji Pemilihan Model Regresi Panel Variabel Dependen ROE

Untuk membandingan model mana yang terbaik antara ke tiga model di atas maka kita dapat mengujinya dengan tiga cara, yaitu: Uji Chow, Uji Hausman dan Uji Langrange Multiplier LM.