| Literature DB >> 35035373 |
Kui Yi1, Qingqing Wang2, Jun Xu3, Bin Liu4.
Abstract
Previous studies have shown that the empathy process is the main driving factor that triggers tourists' intention to visit Internet celebrity spots. However, the academic community has not yet formed a unified understanding of the concrete mechanism. Based on this, this study combines the connotations of meme theory and empathy theory and applies Structural Equation Modeling (SEM) to empirically analyze 340 valid samples of Internet celebrity spots visitors to explore the influence mechanism of attributional factors on travel intention. The result shows that mechanism of travel intention can be presented as a psychological model in which travel attribution of tourists to visit Internet celebrity spots is the independent variable, the travel intention is the dependent variable, and the empathy process is the intermediary variable. The influence intensity of internal attribution on affective empathy is higher than that of external attribution, while the influence intensity of external attribution on cognitive empathy has a comparative advantage, and there is a significant difference between them. Empathy process has a significant mediating effect on the relationship between travel attribution and travel intention of tourists to visit Internet celebrity spots, and the mediating effect of affective empathy is significantly greater than that of cognitive empathy. Overall, this study reveals the segmentation elements with strong explanatory power in the behavior of "internet celebrity spots punch in," examines the practical effect of empathy process in the behavioral intention of traveling, and provides a theoretical reference for the transformation and upgrading of tourist destinations and marketing planning of online communication in the future.Entities:
Keywords: empathy process; social media influencer; travel attribution; travel intention; web celebrity attractions
Year: 2021 PMID: 35035373 PMCID: PMC8754157 DOI: 10.3389/fpsyg.2021.797482
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
FIGURE 1Theoretical model.
Descriptive statistical analysis.
| Variables | Item | Frequency | % | Variables | Item | Frequency | % |
| Age | Under 24 years old | 161 | 47.4% | Gender | Male | 158 | 46.5% |
| 25–30 years old | 108 | 31.8% | Female | 182 | 53.5% | ||
| 31–40 years old | 67 | 19.7% | Educational background | High School and below | 10 | 2.9% | |
| 41 years old or above | 4 | 1.2% | Specialized | 11 | 3.2% | ||
| Consumption level | Below 2,000 RMB | 90 | 26.5% | Bachelor’s degree | 228 | 67.1% | |
| 2,001–5,000 RMB | 154 | 45.3% | Postgraduate and above | 91 | 26.8% | ||
| 5,001–10,000 RMB | 34 | 10.0% | Profession | Students | 136 | 40.0% | |
| 10,000 RMB or more | 62 | 18.2% | Employees of state-owned enterprises | 94 | 27.6% | ||
| Travel experience to Instagram-worthy location | Yes | 200 | 58.8% | Civil servants | 65 | 19.1% | |
| Freelancer | 19 | 5.6% | |||||
| No | 140 | 41.2% | Freelancer | 26 | 7.6% |
The rotation factor load.
| Factor | Item | Load | Factor | Item | Load |
| Factor 1 | IA1 | 0.71 | Factor 2 | EA7 | 0.78 |
| IA2 | 0.73 | EA8 | 0.76 | ||
| IA3 | 0.72 | EA9 | 0.73 | ||
| IA4 | 0.64 | EA10 | 0.67 | ||
| IA5 | 0.69 | EA11 | 0.53 | ||
| IA6 | 0.50 | EA12 | 0.58 | ||
| Factor 3 | CE1 | 0.83 | Factor 4 | AE5 | 0.59 |
| CE2 | 0.74 | AE6 | 0.52 | ||
| CE3 | 0.67 | AE7 | 0.70 | ||
| CE4 | 0.61 | AE8 | 0.76 |
IA indicates sustained internal attribution, EA indicates external attribution, CE indicates cognitive empathy, AE indicates affective empathy.
Confirmatory factor analysis.
| Construct | Item | Significant test of parameter estimation | Item reliability | Convergence validity | Composite reliability | ||||
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| CR | AVE | |||
| Internal attribution (IA) | IA 1 | 1.083 | 0.119 | 9.101 | 0.000 | 0.672 | 0.579 | 0.829 | 0.604 |
| IA 2 | 1.282 | 0.138 | 9.290 | 0.000 | 0.787 | 0.591 | |||
| IA 3 | 1.185 | 0.119 | 9.958 | 0.000 | 0.755 | 0.549 | |||
| IA 4 | 1.034 | 0.119 | 8.689 | 0.000 | 0.712 | 0.469 | |||
| IA 5 | 1.229 | 0.127 | 9.677 | 0.000 | 0.852 | 0.464 | |||
| IA 6 | 1 | 0.870 | 0.295 | ||||||
| External attribution (EA) | EA1 | 0.995 | 0.095 | 10.474 | 0.000 | 0.796 | 0.399 | 0.837 | 0.565 |
| EA2 | 1.123 | 0.086 | 13.058 | 0.000 | 0.715 | 0.630 | |||
| EA3 | 1.179 | 0.092 | 12.815 | 0.000 | 0.760 | 0.614 | |||
| EA4 | 1.156 | 0.083 | 13.928 | 0.000 | 0.685 | 0.729 | |||
| EA5 | 0.966 | 0.059 | 16.373 | 0.000 | 0.737 | 0.439 | |||
| EA6 | 1 | 0.729 | 0.481 | ||||||
| Cognitive empathy (CE) | CE1 | 1 | 0.684 | 0.553 | 0.807 | 0.515 | |||
| CE2 | 0.831 | 0.071 | 11.704 | 0.000 | 0.641 | 0.426 | |||
| CE3 | 0.953 | 0.093 | 10.247 | 0.000 | 0.756 | 0.401 | |||
| CE4 | 0.847 | 0.086 | 9.849 | 0.000 | 0.689 | 0.381 | |||
| Affective empathy (AE) | AE1 | 1.089 | 0.125 | 8.712 | 0.000 | 0.654 | 0.370 | 0.841 | 0.522 |
| AE2 | 1.365 | 0.15 | 9.100 | 0.000 | 0.764 | 0.435 | |||
| AE3 | 0.997 | 0.099 | 10.071 | 0.000 | 0.701 | 0.259 | |||
| AE4 | 1 | 0.743 | 0.229 | ||||||
| Travel intention (TI) | TI1 | 1 | 0.773 | 0.282 | 0.858 | 0.617 | |||
| TI2 | 0.836 | 0.098 | 8.531 | 0.000 | 0.756 | 0.194 | |||
| TI3 | 1.068 | 0.117 | 9.128 | 0.000 | 0.838 | 0.243 | |||
| TI4 | 1.046 | 0.108 | 9.685 | 0.000 | 0.763 | 0.287 | |||
| TI5 | 0.975 | 0.091 | 10.714 | 0.000 | 0.814 | 0.414 | |||
| TI6 | 1.182 | 0.113 | 10.460 | 0.000 | 0.765 | 0.381 | |||
STD, Standardized factor loadings; SMC, Square Multiple Correlations; CR, Composite Reliability; AVE, Average Variance Extracted.
IA indicates sustained internal attribution, EA indicates external attribution, CE indicates cognitive empathy, AE indicates affective empathy.
Discriminant validity for the measurement model.
| Variables | Mean | SD | AVE | 1 | 2 | 3 | 4 | 5 |
| 1. Internal attribution | 3.8652 | 0.5907 | 0.604 |
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| 2. External attribution | 3.9265 | 0.5891 | 0.565 | 0.683 |
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| 3. Cognitive empathy | 3.8838 | 0.5432 | 0.515 | 0.569 | 0.508 |
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| 4. Affective empathy | 4.1243 | 0.5570 | 0.522 | 0.601 | 0.634 | 0.529 |
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| 5. Travel intention | 3.8431 | 0.5229 | 0.617 | 0.776 | 0.724 | 0.588 | 0.692 |
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The items on the diagonal on bold represent the square roots of the AVE. Off-diagonal elements are the correlation estimates.
Model fit criteria and the test results.
| Model fit | Criteria | Model fit of research model | Result |
| χ2 | The small the better | 818.15 | |
| DF | The large the better | 281 | |
| Normed Chi-square | 1 < χ2/DF < 3 | 2.912 | Good |
| RESEA | <0.08 | 0.075 | Excellent |
| SRMR | <0.08 | 0.071 | Excellent |
| TLI (NNFI) | >0.9 | 0.917 | Excellent |
| CFI | >0.9 | 0.924 | Good |
| GFI | >0.9 | 0.956 | Good |
| AGFI | >0.9 | 0.920 | Good |
Regression coefficient.
| DV | IV | Unstd | S.E. |
| Std. | R2 | Result | |
| AE | IA | 0.443 | 0.082 | 5.436 | *** | 0.615 | 0.702 | Pass |
| EA | 0.383 | 0.070 | 5.478 | *** | 0.569 | Pass | ||
| CE | IA | 0.568 | 0.099 | 5.719 | *** | 0.552 | 0.379 | Pass |
| EA | 0.263 | 0.079 | 3.329 | *** | 0.274 | Pass | ||
| TI | IA | 0.276 | 0.111 | 2.486 |
| 0.358 | 0.990 | Pass |
| EA | 0.240 | 0.096 | 2.507 | ** | 0.333 | Pass | ||
| CE | 0.105 | 0.053 | 2.001 |
| 0.140 | Pass | ||
| AE | 0.491 | 0.221 | 2.226 | ** | 0.459 | Pass |
*p < 0.05, **p < 0.01, ***p < 0.001.
IA indicates sustained internal attribution, EA indicates external attribution, CE indicates cognitive empathy, AE indicates affective empathy, TI indicates travel intention.
The analysis of mediation effect.
| Effect | Point estimate | product of coefficients | Bootstrap | |||||
| Bias-corrected 95% | Percentile 95% | |||||||
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| S.E. | Lower | Upper | Lower | Upper | ||||
| Total effect: IA → TI | 0.553 | 0.174 | 3.182 |
| 0.422 | 0.726 | 0.422 | 0.722 |
| Indirect effect: IA → CE → TI | 0.060 | 0.025 | 2.429 |
| 0.010 | 0.163 | 0.014 | 0.152 |
| Indirect effect: IA → AE → TI | 0.218 | 0.107 | 2.036 |
| 0.011 | 0.781 | 0.010 | 0.770 |
| Direct effect: IA → TI | 0.276 | 0.128 | 2.150 |
| 0.256 | 0.554 | 0.275 | 0.550 |
| Total effect: EA → TI | 0.455 | 0.146 | 3.119 | *** | 0.333 | 0.612 | 0.337 | 0.617 |
| Indirect effect: EA → CE → TI | 0.028 | 0.012 | 2.333 |
| 0.010 | 0.687 | 0.009 | 0.683 |
| Indirect effect: EA → AE → TI | 0.188 | 0.094 | 2.004 |
| 0.017 | 0.284 | 0.016 | 0.275 |
| Direct effect: EA → TI | 0.240 | 0.114 | 2.101 |
| 0.235 | 0.476 | 0.245 | 0.474 |
*p < 0.05, ***p < 0.001.
IA indicates sustained internal attribution, EA indicates external attribution, CE indicates cognitive empathy, AE indicates affective empathy, TI indicates travel intention.