| Literature DB >> 31818020 |
Yang Yang1, Zhongqiu Li1, Yingying Su1, Shanshan Wu1, Boyou Li1.
Abstract
The development of internet technology and the popularity of smartphones has been gradually affecting people's daily lives, thus causing subtle changes to their health. Manufacturing companies are increasingly establishing virtual communities to motivate customers to participate in new product development. However, the reasons that customers participate in the innovation process and the timing of participation remain under-researched. Hence, using data on 517 customers of 14 manufacturing enterprises, we investigate the reasons behind such participation and the moderating role of perceived ease of use and perceived control based on the social exchange theory. Results show that learning benefits, integrative benefits, and hedonic benefits have positive effects on participation. Perceived ease of use strengthens the positive relationship between integrative benefits and customer participation. Perceived control strengthens the positive relationship between hedonic benefits and customer participation. Theoretical implications and managerial practices are also discussed.Entities:
Keywords: customer participation; online virtual community; perceived control; perceived ease of use
Mesh:
Year: 2019 PMID: 31818020 PMCID: PMC6950086 DOI: 10.3390/ijerph16244998
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Theoretical model.
Distribution of sample statistical indicators (N = 517).
| Control Variables | Number | Control Variables | Number | ||
|---|---|---|---|---|---|
| Tenure | <6 months | 214 | Gender | Male | 315 |
| 6–12 months | 88 | Female | 202 | ||
| 13–24 months | 158 | Position | Students | 387 | |
| 25–48 months | 57 | Workers | 109 | ||
| Times | <5 | 354 | Underemployed | 12 | |
| 5–10 | 98 | Others | 9 | ||
| 11–20 | 34 | Education | High School | 21 | |
| >20 | 31 | Junior College | 37 | ||
| Age | <18 | 17 | Bachelor | 244 | |
| 19–29 | 483 | Master | 209 | ||
| 30–39 | 13 | Ph.D. candidate | 6 | ||
| >40 | 4 |
Mean, standard deviation, and correlation coefficient matrix.
| Variable | Mean | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Education | 3.27 | 0.78 | |||||||||
| 2. Tenure | 2.11 | 1.07 | −0.17 ** | ||||||||
| 3. Gender | 0.61 | 0.49 | 0.21 ** | −0.18 ** | |||||||
| 4. Times | 1.50 | 0.86 | −0.27 ** | 0.36 ** | −0.17 ** | ||||||
| 5. Learning Benefits | 3.84 | 0.79 | −0.10 * | 0.14 ** | 0.07 | 0.20 ** | |||||
| 6. Integrative benefits | 3.43 | 0.88 | −0.14 ** | 0.10 * | −0.05 | 0.34 ** | 0.56 ** | ||||
| 7. Hedonic benefits | 3.53 | 0.90 | −0.12 ** | 0.08 | −0.02 | 0.29 ** | 0.59 ** | 0.69 ** | |||
| 8. Perceived ease of use | 3.63 | 0.75 | −0.15 ** | 0.13 ** | −0.02 | 0.25 ** | 0.54 ** | 0.49 ** | 0.48 ** | ||
| 9. Perceived control | 3.16 | 0.88 | −0.11 * | 0.04 | −0.09 | 0.26 ** | 0.27 ** | 0.60 ** | 0.44 ** | 0.48 ** | |
| 10. Customer participation | 3.30 | 0.76 | −0.18 ** | 0.04 | −0.12 ** | 0.25 ** | 0.35 ** | 0. 63 ** | 0.51 ** | 0.53 ** | 0.69 ** |
Note: n = 517. * p < 0.05, ** p < 0.01.
Moderating effect of perceived ease of use between antecedents of customer participation and customer participation.
| Model 1 | Model 2 | Model 3 | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent Variable | Coefficient | t | Sig. | VIF | Coefficient | t | Sig. | VIF | Coefficient | t | Sig. | VIF |
| Education (C1) | −0.17 | −2.21 | 0.03 | 1.12 | −0.08 | −1.81 | 0.07 | 1.13 | −0.07 | −1.60 | 0.11 | 1.34 |
| Tenure (C2) | −0.10 | −0.42 | 0.67 | 1.19 | −0.02 | −0.61 | 0.54 | 1.19 | −0.02 | −0.47 | 0.64 | 1.20 |
| Gender (C3) | −0.14 | −2.03 | 0.04 | 1.09 | −0.14 | 02.09 | 0.04 | 1.09 | −0.13 | −1.96 | 0.05 | 1.10 |
| Times (C4) | 0.07 | 1.55 | 0.12 | 1.37 | −0.05 | 1.15 | 0.25 | 1.37 | 0.04 | 0.04 | 0.31 | 1.38 |
| Learning benefits (X1) | 0.13 | 3.83 | 0.00 | 1.03 | 0.02 | 0.53 | 0.60 | 1.26 | 0.01 | 0.36 | 0.72 | 1.33 |
| Integrative benefits (X2) | 0.56 | 16.37 | 0.00 | 1.11 | 0.47 | 13.59 | 0.000 | 1.26 | 0.46 | 13.24 | 0.00 | 1.28 |
| Hedonic benefits (X3) | 0.29 | 8.65 | 0.00 | 1.04 | 0.21 | 6.40 | 0.00 | 1.15 | 0.20 | 5.94 | 0.00 | 1.20 |
| Perceived ease of use (M) | 0.38 | 7.33 | 0.00 | 155 | 0.40 | 7.70 | 0.00 | 1.65 | ||||
| X1 * M | −0. 01 | −0.73 | 0.47 | 1.15 | ||||||||
| X2 * M | 0.08 | 2.59 | 0.00 | 1.16 | ||||||||
| X3 * M | 0.01 | 0.31 | 0.76 | 1.17 | ||||||||
| R2 | 0.47 | 0.52 | 0.53 | |||||||||
| ΔR2 | 3.55 | 0.51 | 0.07 | |||||||||
| ΔF | 16.28 | 113.08 | 53.77 | |||||||||
| Sig. ΔF | 0.000 | 0.000 | 0.06 | |||||||||
| Sig. of Model | 0.000 | 0.000 | 0.000 | |||||||||
Note: n = 517. VIF = Variance Inflation Factor. * = Multiplication sign.
Figure 2The moderating effects of perceived ease of use.
Moderating effect of perceived control between antecedents of customer participation and customer participation.
| Model 1 | Model 2 | Model 3 | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Independent Variable | Coefficient | t | Sig. | VIF | Coefficient | t | Sig. | VIF | Coefficient | t | Sig. | VIF |
| Education (C1) | −0.10 | −2.50 | 0.03 | 1.12 | −0.09 | −2.45 | 0.02 | 1.12 | −0.10 | −2.53 | 0.01 | 1.13 |
| Tenure (C2) | −0.14 | −0.43 | 0.67 | 1.19 | −0.03 | 0.10 | 0.92 | 1.20 | 0.00 | −0.15 | 0.88 | 1.20 |
| Gender (C3) | −0.14 | −2.03 | 0.43 | 1.09 | −0.10 | −1.64 | 0.10 | 1.10 | −0.09 | −1.55 | 0.12 | 1.11 |
| Times (4) | 0.07 | 1.55 | 0.12 | 1.37 | −0.03 | 0.86 | 0.39 | 1.37 | 0.03 | 0.69 | 0.49 | 1.38 |
| Learning benefits (X1) | 0.13 | 3.83 | 0.00 | 1.03 | 0.10 | 3.39 | 0.01 | 1.04 | 0.23 | 2.66 | 0.01 | 9.83 |
| Integrative benefits (X2) | 0.56 | 16.37 | 0.00 | 1.11 | 0.32 | 8.98 | 0.00 | 1.56 | 0.43 | 5.18 | 0.00 | 8.78 |
| Hedonic benefits (X3) | 0.29 | 8.65 | 0.00 | 1.04 | 0.18 | 6.16 | 0.00 | 1.12 | −0.02 | −0.20 | 0.84 | 10.97 |
| Perceived control (M) | 0.51 | 12.60 | 0.00 | 1.59 | 0.52 | 12.90 | 0.00 | 1.60 | ||||
| X1 * M | −0.05 | −1.70 | 0.10 | 9.94 | ||||||||
| X2 * M | −0.04 | −1.40 | 0.16 | 8.53 | ||||||||
| X3 * M | −0.70 | 2.31 | 0.02 | 10.86 | ||||||||
| R2 | 0.47 | 0.59 | 0.60 | |||||||||
| adjusted R2 | 0.46 | 0.59 | 0.59 | |||||||||
| ΔF | 113.08 | 158.78 | 3.20 | |||||||||
| ΔR2 | 0.36 | 0.13 | 0.01 | |||||||||
| Sig. of Model | 0.000 | 0.000 | 0.000 | |||||||||
Note: n = 517. VIF = Variance Inflation Factor. * = Multiplication sign.
Figure 3The moderating effects of perceived control.