Table 2. Summary of multiple hierarchical regression analyses regressing Time 2 Internet addiction symptoms on Time 1 Internet addiction symptoms criterion variables, demographics, gratifications, and social media use.
Predictors at Time 1 | Internet addiction symptoms at Time 2 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Internet addiction (composite) | Preference for online | Loss of control | Preoccupation | Withdrawal | Negative life consequence | |||||||
β | ΔR2 | β | ΔR2 | β | ΔR2 | β | ΔR2 | β | ΔR2 | β | ΔR2 | |
Step 1: | 0.26*** | 0.28*** | 0.22*** | 0.23*** | 0.22*** | 0.16*** | ||||||
T1 scores of criterion | 0.51*** | 0.53*** | 0.47*** | 0.48*** | 0.47*** | 0.36*** | ||||||
Gender (male = 1) | −0.09 | 0.01 | −0.07 | −0.05 | −0.04 | 0.11* | ||||||
Age | 0.04 | −0.01 | 0.06 | 0.09 | 0.02 | −0.06 | ||||||
Education | 0.07 | −0.03 | 0.08 | 0.08 | 0.02 | −0.06 | ||||||
Step 2: T1 gratifications | 0.04** | 0.01*** | 0.07*** | 0.02*** | 0.03*** | 0.07*** | ||||||
Status-gaining | 0.03 | 0.11* | −0.04 | 0.02 | 0.17*** | 0.15** | ||||||
Entertainment | 0.22*** | −0.01 | 0.17** | 0.17*** | −0.03 | 0.06 | ||||||
Expressing opinions | 0.04 | −0.01 | −0.00 | 0.01 | 0.04 | 0.03 | ||||||
Identity experimentation | 0.05 | 0.07 | −0.03 | 0.10 | 0.01 | 0.12* | ||||||
Information-seeking | 0.07 | −0.04 | 0.10* | 0.00 | −0.01 | −0.04 | ||||||
Passing time | 0.09 | 0.04 | 0.12* | 0.04 | 0.03 | 0.12* | ||||||
Step 3: T1 social media use | 0.02*** | 0.01*** | 0.02*** | 0.02*** | 0.00 | 0.00 | ||||||
IM | 0.13*** | 0.04 | 0.13** | 0.14** | 0.07 | 0.07 | ||||||
Blogs | 0.03 | 0.02 | −0.02 | 0.05 | −0.03 | −0.03 | ||||||
Facebook use | −0.00 | 0.04 | 0.01 | 0.04 | 0.06 | −0.04 | ||||||
Online games | 0.01 | 0.09* | −0.03 | −0.02 | −0.02 | 0.08 | ||||||
R2 | 0.32 | 0.30 | 0.31 | 0.27 | 0.25 | 0.23 | ||||||
Adjusted R2 | 0.31 | 0.29 | 0.30 | 0.26 | 0.24 | 0.22 | ||||||
F | 42.21*** | 50.25*** | 32.98*** | 46.25*** | 59.96*** | 22.36*** |
Note: N = 417.
***p < .001.
**p < .01.
*p < .05.