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Brand Experience Clustering and Depiction of Brand Satisfaction, Brand Loyalty and Emotional Confidence


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Figure 1

The Conceptual Framework (Source: Own research)
The Conceptual Framework (Source: Own research)

Figure 2

Scree Plot (Source: Own research)
Scree Plot (Source: Own research)

Figure 3

CFA Model (Source: Own research)
CFA Model (Source: Own research)

Figure 4

Structural Model 1 (Source: Own research)
Structural Model 1 (Source: Own research)

Figure 5

Structural Model 2 (Source: Own research)
Structural Model 2 (Source: Own research)

Figure 6

Path Estimates based on Model 1 (Straight Line) and Model 2 (Dotted Line) (Source: Own research)
Path Estimates based on Model 1 (Straight Line) and Model 2 (Dotted Line) (Source: Own research)

Figure 7

BE Dimensions Clusters (Source: Own research)
BE Dimensions Clusters (Source: Own research)

Figure 8

EC, BS and BL within BE Clusters (Source: Own research)
EC, BS and BL within BE Clusters (Source: Own research)

Fit Indices based on Model 2 (Source: Own research)

χ2dfχ2/dfAGFIRMRCFITLINFIRMSEA
560.3702022.770.7860.1860.9070.8940.8630.084

Elicited Clusters based on brand experience dimensions (Source: Own research)

NSensoryAffectiveBehaviouralIntellectual
17010.589.479.5110.84
2978.576.655.987.19
32611.767.575.0013.46
44711.3610.4011.127.87
Total24010.058.317.919.07

Demographic Profile (Source: Own research)

AgePercentMarital StatusPercentFamily Income (PKR)PercentDriving Toyota ExperiencePercent
Under 162 (0.8)Married(156) 62.4Under 25,00018 (7.2)016 (6.4)
17–2566 (26.4)Single(94) 37.625,001 – 50,00022 (8.8)1 – 3120 (48.0)
26–3554 (21.6)50,001 – 75,00037 (14.8)4 – 574 (29.6)
36–5085 (34.0)75,001 – 125,00095 (38.0)6 +40 (16.0)
51–6036 (14.4)125,001 – 200,00078 (31.2)
Over 607 (2.8)
Frequency251

Hypothesis Testing Results based on Model 2 (Source: Own research)

REstimateR2S.Et-valueᵒᵒp-value
H1: Brand experience has a direct and a positive influence on emotional confidence
0.7971.2600.6350.1816.955***
H2: Emotional confidence has a direct and positive influence on consumer brand satisfaction
0.6470.4390.4180.0479.340***
H3: Emotional confidence has a direct and positive influence on consumer brand loyalty
0.4960.4120.2460.0705.857***
H4: Consumer brand satisfaction as a direct and positive influence on consumer brand loyalty
0.2580.3150.0660.0983.2160.001

Fit Indices based on Model 1 (Source: Own research)

χ2dfχ2/dfAGFIRMRCFITLINFIRMSEA
600.7382032.950.7800.2500.8970.8830.8530.089

Hypothesis Testing Results based on Model 1 (Source: Own research)

REstimateR2S.Et-valueᵒᵒp-value
H1: Brand experience has a direct and a positive influence on emotional confidence
0.7861.2280.6170.1786.890***
H2: Emotional confidence has a direct and positive influence on consumer brand satisfaction
0.6890.4650.4740.0479.947***
H3: Consumer brand satisfaction as a direct and positive influence on consumer brand loyalty
0.6300.7830.3960.1037.572***

Reliability, Mean, Std. Deviation & Factor Extracted with PCA (Source: Own research)

ScaleItemMeanStd. DevExtraction
EMOTIONAL CONFIDENCE Cronbach Alpha = 0.945BEC1: Strong positive feelings play an essential role while buying Toyota Car5.151.5930.815
BEC2: My strong positive feelings towards Toyota car gives me certainty to buy it5.281.4970.838
BEC3: My Strong positive feelings guide my purchase of Toyota car5.201.4020.817
BEC4: I rely on my strong positive feelings while buying the Toyota car5.191.4590.808
BEC5: When I have strong positive feelings about the Toyota then it is easier to decide5.231.3350.772
BEC6: My overall strong positive feelings towards Toyota makes me certain to buy it5.241.4470.761
BEC7: My strong positive feelings about Toyota increase the likelihood of buying it again in future5.081.4680.649
BRAND SATISFACTION Cronbach Alpha = 0.861BPQ1: Toyota offers very good quality cars5.451.1920.712
BPQ2: Toyota offers cars of consistent quality5.251.2460.706
BPQ3: Toyota offers very reliable cars5.301.2640.739
BPQ4: Toyota offers cars with excellent features5.281.2780.718
BRAND EXPERIENCE Cronbach Alpha = 0.707BEX1: Sensory5.071.3390.717
BEX2: Sensory4.861.4130.683
BEX3: Behavioural3.871.6410.859
BEX4: Behavioural3.821.7590.896
BEX5: Intellectual4.241.8490.539
BEX6: Intellectual4.581.5430.671
BRAND LOYALTY Cronbach Alpha = 0.883BL1: In the future, I will be loyal to Toyota brand4.841.3990.713
BL2: I will buy Toyota again5.021.3850.715
BL3: Toyota will be my first choice in the future4.741.5230.782
BL4: I will not buy other car brands4.131.7800.630
BL5: I will recommend Toyota to others4.891.3870.651

CFA based Reliability & Validity (Source: Own research)

VariablesFactor Loadingt-valueR2α (alpha)CRAVE
Emotional Confidence
BEC10.855Fixed0.7310.9200.9440.875
BEC20.90619.8560.820
BEC30.89819.5360.806
BEC40.88819.0990.788
BEC50.82716.7880.684
BEC60.81316.3190.662
BEC70.71813.4000.515
Brand Satisfaction
BPQ10.772Fixed0.5960.9250.9630.682
BPQ20.76111.8180.580
BPQ30.84412.9330.713
BPQ40.74211.5040.551
Brand Experience
BEX10.775Fixed0.6000.8820.8150.572
BEX20.7556.8210.570
BEX30.9854.9990.970
BEX40.794Fixed0.631
BEX50.6455.8060.471
BEX60.964Fixed0.928
Brand Loyalty
BL10.80510.7540.6490.8380.8020.851
BL20.83711.0720.701
BL30.87311.3950.763
BL40.652Fixed0.425
BL50.76610.3370.586

Confirmatory Factor Analysis (Source: Own research)

Fit Indices
χ2dfχ2/dfAGFIRMRCFITLINFIRMSEA
Emotional Confidence87.324342.560.7980.0750.9540.9310.9460.145
Brand Experience16.034062.670.9250.0800.9810.9520.9700.082
Brand Satisfaction2.568021.280.9750.0200.9990.9960.9940.034
Brand Loyalty19.016053.800.9150.0490.9800.9600.9730.106

KMO and Bartlett's Test (Source: Own research)

Kaiser-Meyer-Olkin Measure of Sampling Adequacy0.917
Bartlett's Test of SphericityApprox. Chi-Square3959.761
Df231
Sig.0.000