Table 2.

Scale refinement

Construct/items (Source)Loading (t-value)
Communication consistency (S)
Adapted from Šerić et al. (2020); α = 0.91; CR = 0.931; AVE = 0.772 
There is coherence between the company’s website and the information available in the physical store0.812 (21.422)
There is coherence between the company’s communication and the information available in the physical store0.905 (47.221)
There is coherence between the company’s social network sites and the information available in the physical store0.918 (50.006)
The company’s marketing communication tools (website, social networks, apps and physical stores) focus on a common message0.874 (28.470)
Channel coordination (S)
Adapted from Wu and Wu (2015); α = 0.82; CR = 0.836; AVE = 0.564 
The company offers the same products online and in physical channels0.771 (22.060)
The company uses cross-advertisement or promotion in online and physical channels0.805 (20.233)
The company provides identical prices in online and physical channels0.796 (20.761)
The company offers online help or technical support for products purchased at physical stores0.615 (11.703)
Attitudes toward marketing communications (O)
Adapted from Shen et al. (2016); α = 0.91; CR = 0.927; AVE = 0.809 
My opinion of the company’s marketing communications is favorable0.845 (29.449)
The company’s marketing communications are interesting0.945 (45.618)
The company’s marketing communication strategy is good0.906 (41.620)
Synergy realization (O)
Adapted from Wu and Wu (2015); α = 0.83; CR = 0.841; AVE = 0.571 
The company improves customer trust by providing different channels for purchasing products0.789 (19.274)
The company covers diverse shopping preferences for customers with different channels0.690 (16.655)
The company improves customer awareness by cross-promoting products via different channels0.785 (22.012)
The company improves service efficiency for customers by providing more channels for purchasing products0.756 (18.910)
Employees’ perception about customer engagement behavior (R)
Adapted from Cambra-Fierro et al. (2014); α = 0.76; CR = 0.780; AVE = 0.548 
Our customers are willing to share their shopping experiences0.630 (9.188)
Our customers are willing to suggest the company’s products0.902 (22.868)
Our customers are willing to recommend the company’s products0.660 (11.937)

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