PLS-SEM results
| Relationship | Std β | p-value | Confidence interval | ||
|---|---|---|---|---|---|
| LL | UL | f2 | |||
| Smart speaker ease of use → Smart speaker usefulness | 0.357 | 0.000*** | 0.251 | 0.449 | 0.171 |
| Ad functionality → Smart speaker usefulness | 0.229 | 0.000*** | 0.118 | 0.339 | 0.043 |
| Ad relevance → Smart speaker usefulness | 0.144 | 0.023** | 0.025 | 0.257 | 0.017 |
| Smart speaker usefulness → Ad acceptance | 0.127 | 0.000** | 0.057 | 0.201 | 0.041 |
| Ad relevance → Hedonic motivation | 0.284 | 0.000*** | 0.138 | 0.431 | 0.074 |
| Ad format → Hedonic motivation | 0.423 | 0.000*** | 0.268 | 0.553 | 0.163 |
| Hedonic motivation → Ad acceptance | 0.772 | 0.000*** | 0.706 | 0.827 | 1.522 |
| Privacy risk*(Smart speaker ease of use → Smart speaker usefulness) | −0.111 | 0.010** | −0.194 | −0.038 | 0.025 |
| Variance explained: (R2): Smart speaker usefulness (R2 = 0.351); Hedonic motivation (R2 = 0.426); Ad acceptance (R2 = 0.711) Predicted validity (Q2): Smart speaker usefulness (Q2 = 0.262); Hedonic motivation (Q2 = 0.355); Ad acceptance (Q2 = 0.648) | |||||
| Relationship | Std | Confidence interval | |||
|---|---|---|---|---|---|
| LL | UL | ||||
| Smart speaker ease of use → Smart speaker usefulness | 0.357 | 0.000*** | 0.251 | 0.449 | 0.171 |
| Ad functionality → Smart speaker usefulness | 0.229 | 0.000*** | 0.118 | 0.339 | 0.043 |
| Ad relevance → Smart speaker usefulness | 0.144 | 0.023** | 0.025 | 0.257 | 0.017 |
| Smart speaker usefulness → Ad acceptance | 0.127 | 0.000** | 0.057 | 0.201 | 0.041 |
| Ad relevance → Hedonic motivation | 0.284 | 0.000*** | 0.138 | 0.431 | 0.074 |
| Ad format → Hedonic motivation | 0.423 | 0.000*** | 0.268 | 0.553 | 0.163 |
| Hedonic motivation → Ad acceptance | 0.772 | 0.000*** | 0.706 | 0.827 | 1.522 |
| Privacy risk*(Smart speaker ease of use → Smart speaker usefulness) | −0.111 | 0.010** | −0.194 | −0.038 | 0.025 |
Notes:
LL = lower limit; UP = upper limit
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