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. 2022 Jul 3;17(5):1615–1643. doi: 10.1007/s11846-022-00566-0

Table 3.

Confirmatory Factor Analysis (ML) of Items and Measurement Properties of the Scales

Scales Standardized Loading t-value
Transaction Conveniencea(α = 0.90, AVE = 0.82, Φ2= 0.08 − 0.48)
1. Amount of time spent in parts counter lines 0.91 124.60
2. Amount of time spent in checkout lines 0.90 121.47
Access Conveniencea(α = 0.90, AVE = 0.54, Φ2= 0.13 − 0.36)
1. Convenience of store location 0.73 75.83
2. Convenience of store hours 0.74 76.44
Decision Conveniencea(α = 0.86, AVE = 0.69, Φ2= 0.18 − 0.61)
1. Providing accurate information to you 0.80 105.94
2. Ability to diagnose what is wrong with your vehicle 0.80 105.37
3. Employees listening carefully to you 0.85 115.89
4. Employees’ knowledge about types of parts 0.87 120.17
Benefit Conveniencea(α = 0.89, AVE = 0.73, Φ2= 0.18 − 0.61)
1. Variety of parts to choose from 0.81 106.58
2. Being able to get what you need 0.90 125.40
3. Having the parts in stock 0.86 117.05
Perceived Product Qualitya(AVE = 0.90, Φ2= 0.12 − 0.38)
1. Quality of the parts sold 0.95 142.80
Perceived Service Qualitya(AVE = 0.89, Φ2= 0.15 − 0.61)
1. Quality of the service provided 0.94 141.89
Perceived Value(α = 0.71, AVE = 0.55, Φ2= 0.18–50)
1. Overall quality for the prices you pay a 0.75 84.45
2. Satisfied with the prices you have paid b 0.72 87.95
Customer Loyaltyc(α = 0.92, AVE = 0.86, Φ2= 0.18 − 0.50)
1. Recommend XYZ to others 0.96 137.24
2. Continue to shop with XYZ 0.90 123.26
Share of wallet(AVE = 0.90, Φ2= 0.08 − 0.23)
1. In the past year, what percent of all your auto parts were purchased at this retailer 0.95 155.10

Model fit statistics: χ2 = 2295.01, df = 102, (p = 0.00), RMSEA = 0.041, NFI = 0.99, NNFI = 0.99, CFI = 0.99, AGVFI = 0.97. Average Variance Extracted (AVE), Φ2 – shared variance

a Items were scored on a five-point scale relative to competitors (i.e., Much Better - Much Worse)

b Items were not cast relative to competitors (i.e., Very Satisfied - Very Dissatisfied)

c Items were scored on a five-point likelihood scale (i.e., Very Likely - Very Unlikely)