Statistic Descriptive Uji Normalitas dengan Uji Kolmogorov-Smirnov Uji Heteroskedastisitas Uji Multikolinieritas Uji t

Hasil Pengolahan Data dengan SPSS Lampiran 33

1. Statistic Descriptive

Descriptive Statistics N Minimum Maximum Mean Std. Deviation ln_y 215 3.91 13.96 7.9338 2.20539 ln_x1 215 3.04 8.66 5.3337 .70020 ln_x2 215 -2.30 1.11 -.4744 .73633 ln_x3 215 -3.00 4.27 2.0391 1.23562 ln_x4 215 .89 6.41 2.7444 .78689 ln_x5 215 .00 6.94 5.7408 .40456 Valid N listwise 215

2. Uji Normalitas dengan Uji Kolmogorov-Smirnov

Unstandardiz ed Residual N 215 Normal Parameters a,b Mean .0000000 Std. Deviation 1.56236951 Most Extreme Differences Absolute 0.074 Positive 0.074 Negative -0.043 Kolmogorov-Smirnov Z 1.078 Asymp. Sig. 2-tailed 0.195 a. Test distribution is Normal. b. Calculated from data. Universitas Sumatera Utara

3. Uji Heteroskedastisitas

Coefficients a Model Unstandardized Coefficients Standardi zed Coefficie nts T Sig. B Std. Error Beta 1 Constant -.455 1.071 -.424 .672 ln_x1 .030 .125 .025 .241 .810 ln_x2 -.007 .120 -.006 -.061 .952 ln_x3 .087 .050 .130 1.734 .084 ln_x4 -.009 .077 -.008 -.116 .908 ln_x5 .254 .142 .124 1.787 .075 a. Dependent Variable: ABS_RES Universitas Sumatera Utara 4. Uji Autokorelasi Model Summary b Model R R Square Adjusted R Square Std. Error of the Estimate Durbin-Watson 1 .706 a .498 .486 1.58095 1.855

5. Uji Multikolinieritas

6. Uji t

Coefficients a Model Unstandardized Coefficients Standardize d Coefficients T Sig. B Std. Error Beta 1 Constant 4.619 2.049 2.255 .025 ln_x1 .059 .240 .019 .247 .805 ln_x2 .174 .230 .058 .758 .449 ln_x3 1.315 .096 .737 13.650 .000 ln_x4 .939 .147 .335 6.397 .000 ln_x5 -.379 .272 -.070 -1.395 .164 a. Dependent Variable: ln_y Coefficients a Model Unstandardized Coefficients Standardized Coefficients t Sig. Collinearity Statistic B Std. Error Beta Tolerance V 1 Constant 4.619 2.049 2.255 .025 ln_x1 .059 .240 .019 .247 .805 .414 2. ln_x2 .174 .230 .058 .758 .449 .408 2. ln_x3 1.315 .096 .737 13.65 .000 .824 1. ln_x4 .939 .147 .335 6.397 .000 .876 1. ln_x5 -.379 .272 -.070 -1.395 .164 .967 1. a. Dependent Variable: ln_y Universitas Sumatera Utara

7. Uji F