Table 6. Comparison of models

Variable Model 1 (FE IV) Model 2 (RE IV) Model3 (FE) Model 4 (RE)
Social media use 0.476*** (0.093) 0.539*** (0.087) 0.117*** (0.005) 0.122*** (0.004)
Privacy concerns 0.007*** (0.002) 0.01*** (0.002) 0.001* (0.001) 0.005*** (0.001)
Income level –0.001(0.004) 0.012*** (0.003) 0.001(0.003) 0.007*** (0.002)
Age group –0.007(0.01) 0.032*** (0.007) 0.005(0.007) 0.004* (0.002)
Education level –0.128*** (0.042) –0.052*** (0.019) 0.021* (0.011) 0.028*** (0.003)
Marriage status (1=married) 0.01(0.04) –0.126*** (0.038) 0.015(0.03) 0.047*** (0.01)
Religious affiliation (1=yes) 0.011(0.012) 0.004* (0.011) 0.047*** (0.006) 0.045*** (0.005)
Employment status (1=hired) –0.026** (0.013) –0.022** (0.01) –0.017* (0.01) –0.014** (0.006)
Year 2014 0.118*** (0.025) 0.173*** (0.031) 0.026*** (0.007) 0.032*** (0.006)
Year 2015 0.106*** (0.018) 0.148*** (0.022) 0.045*** (0.007) 0.05*** (0.006)
Year 2016 0.071*** (0.014) 0.104*** (0.018) 0.026*** (0.006) 0.03*** (0.006)
Year 2017 0.086*** (0.014) 0.107*** (0.017) 0.04*** (0.006) 0.04*** (0.006)
Year 2018 0.019** (0.008) 0.029*** (0.009) 0.017*** (0.006) 0.019*** (0.006)
Telecommunication costs (IV) NA NA 0.009*** (0.002) 0.01*** (0.001)
Model specification information
NOBS 46,658 46,658 46,658 46,658
CLUSTER (pid) 9,282 9,282 9,282 9,282
Model fit χ² (13)=761.49*** χ² (13)=753.59*** F (14, 9281)= 54.27*** χ² (14)=1,717.90***
Hausman test χ² (13)=198.73*** χ² (14)=329.85***
σu 0.377 0.329 0.248 0.168
σe 0.480 0.480 0.355 0.355
ρ 0.382 0.319 0.329 0.184
p<0.1,
p<0.05,
p<0.01;
The values within parentheses represent robust clustered standard error estimates.
NA: not applicable