Table 4.
HLM model results†
Moderating Effects | Coefficient | SE | Hypotheses | |||
Web × Disconfirm | 0.0291*** | 0.0135 | H1a H1b:( +) Website customers weigh (a) cognition (favorable disconfirmation, price fairness) more heavily | |||
Web × Price Fairness | 0.0089** | 0.0028 | ||||
Web × Inspiration | -0.0264*** | 0.0033 | H2:(-) Website customers weigh emotional qualities less heavily than in-store customers | |||
Web × Attractive | -0.0468*** | 0.0044 | H3a H3b:(-) Website customers weigh sensorial qualities less heavily than in-store customers | |||
Web × Prod. Appeal | -0.0844*** | 0.0034 | ||||
Web × Ease-of-Use | 0.1497*** | 0.0039 | H4:( +) Website customers weigh behavioral qualities (ease-of-use) more heavily | |||
Web × Catalog | -0.0496*** | 0.0072 | H5:(-) Website customers weigh prior service encounters with catalogs less heavily | |||
Web × Cust. Service | -0.0003 ns | 0.0050 | H6:(-) Website customers weigh prior contacts with service representatives less heavily | |||
Main Effects | Fixed | Country Random | Store Random | |||
Coefficient | Standard Err | Coefficient | Standard Err | Coefficient | Standard Err | |
Intercept | 3.7323*** | 0.0135 | 0.0055*** | 0.0013 | 0.0009*** | 0.0001 |
Disconfirmation | 0.0594*** | 0.0035 | 0.0003** | 0.0001 | 0.0005*** | 0.0001 |
Inspiration | 0.0861*** | 0.0034 | 0.0004** | 0.0001 | 0.0002*** | 0.0000 |
Attractive Env | 0.1714*** | 0.0041 | 0.0005** | 0.0001 | 0.0005*** | 0.0001 |
Product Appeal | 0.2165*** | 0.0035 | 0.0004** | 0.0001 | 0.0003*** | 0.0001 |
Price Fairness | 0.0852*** | 0.0027 | 0.0002* | 0.0001 | 0.0002*** | 0.0000 |
Ease-of-Use | 0.0829*** | 0.0032 | 0.0003** | 0.0001 | 0.0004*** | 0.0000 |
Service Rep | -0.0529*** | 0.0054 | 0.0009*** | 0.0002 | 0.0003*** | 0.0001 |
Catalog | 0.1063*** | 0.0086 | 0.0014*** | 0.0005 | 0.0003*** | 0.0001 |
Control Variables | ||||||
Website | -0.2626*** | 0.0087 | Not Applicable†† | |||
Browse | 0.0252*** | 0.0010 | ||||
Discrete Emotions | Not Applicable†† | |||||
Frustrating | -0.4501*** | 0.0045 | ||||
Exciting | 0.1250*** | 0.0026 | ||||
Control | 0.0337*** | 0.0024 | ||||
Boring | -0.1858*** | 0.0083 | ||||
Web × Frustrating | -0.2853*** | 0.0078 | ||||
Web × Exciting | -0.0562*** | 0.0041 | ||||
Web × Control | 0.0774*** | 0.0035 | ||||
Web × Boring | 0.1249*** | 0.0100 | ||||
Market and Demographic Variables | ||||||
North America | 0.1124 | 0.0550 | Not Applicable†† | |||
Web × North America | -0.1436*** | 0.0249 | ||||
Asia Pacific | 0.1227 | 0.0706 | ||||
Web × Asia Pacific | -0.1617** | 0.0558 | ||||
Shop Only Brand | 0.0369*** | 0.0005 | ||||
Loyalty club member | 0.0480*** | 0.0011 | ||||
House—Studio | 0.0126*** | 0.0031 | ||||
House—Apt | 0.0204*** | 0.0010 | ||||
Living Single | -0.0028** | 0.0014 | ||||
-2 Log Likelihood, AIC (BIC) | 4,279,136 4,279,246 (4,279,348) | |||||
# of observations | 2,189,063 |
†All predictor variables were mean-centered. †† Binary variables had no random effects ***p < .0001, ** p < .001, *p < 0.01