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Table 1. Estimation Results<br />

____________________________________________________________________________________<br />

Variables Model M1 Model M2 Model M3 Model M4<br />

(Price only) (Tradeoff only) (Price & Tradeoff) (Reduced /<br />

Price &<br />

Tradeoff)<br />

____________________________________________________________________________________<br />

Brand constant (A) 0.896* -1.067** -0.716 -0.683<br />

Brand constant (B) 1.353** -0.483 -0.145 -0.579<br />

Brand constant (C) 0.575 -1.884*** -1.509** -2.107***<br />

Display 1.685*** 1.597*** 1.564*** 1.557***<br />

Feature 1.240*** 1.006*** 0.932** 0.904**<br />

Family size (A) -0.036 -0.032 -0.030<br />

Family size (B) 0.015 0.029 0.352<br />

Family size (C) -0.034 -0.042 -0.038<br />

Income (A) 0.022 0.034 0.038<br />

Income (B) -0.151 -0.142 -0.141<br />

Income (C) -0.132 -0.111 -0.111<br />

Brand Loyalty 4.694*** 4.654*** 4.675*** 4.707***<br />

Price -0.0195*** -0.0054 -0.0051<br />

Tradeoff 31.117*** 28.52*** 28.836***<br />

____________________________________________________________________________________<br />

Model χ 2 (d.f.) 2330.9 (13) 2353.0 (13) 2353.6 (14) 2348.7 (8)<br />

Model Log-likelihood -297.1 -286.07 -285.74 -288.29<br />

Model Fit (U 2 ) 0.797 0.804 0.805 0.803<br />

____________________________________________________________________________________<br />

* significant at p < 0.10; ** significant at p < 0.05; *** significant at p < 0.01.<br />

Relevant model comparisons based on likelihood ratio tests:<br />

(a) Incorporation of Tradeoff helps to improve fit (M3 better than M1 at p < 0.01).<br />

(b) Reduced models are not significantly worse than the full models (M4 not worse than M3 at p > 0.1).<br />

(c) After incorporating the tradeoff term, the straight price does not improve the fit of the model<br />

significantly (M3 not better than M2).<br />

188

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