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The Official Journal of the Pan-Pacific Association of Input-Output Studies (PAPAIOS)

Table 3 Estimates of pooled, fixed effect and random effect 2SLS regressions (production and demand equation)

From: Structural equation modeling: an application of broadband penetration and GDP growth in Asia

Variables

Pooled regression

Fixed effects

Random effects

GDP

 Broadband penetration

0.351***

(0.051)

0.279**

(0.030)

0.277***

(0.027)

 Labor force

− 0.117

(0.129)

0.329

(0.426)

0.619***

(0.15)

 Education

0.880***

(0.119)

0.135

(0.147)

0.238*

(0.139)

 FDI

0.250***

(0.061)

0.093**

(0.044)

0.010**

(0.045)

 Constant

8.807***

(0.502)

7.517***

(0.862)

9.398***

(0.945)

 R2

0.981

0.724

0.963

Penetration

 GDPC

0.833***

(0.182)

1.611***

(0.40)

1.357***

(0.306)

 Urbanization

0.009

(0.215)

1.704*

(1.011)

0.379

(0.397)

 Education

0.142

(0.236)

− 0.459

(0.524)

− 0.242

(0.419)

 Mobile subscriptions

1.438***

(0.12)

0.999***

(0.17)

1.217***

(0.145)

 Constant

− 14.73***

(1.395)

− 12.58***

(2.841)

− 18.323***

(2.613)

 R2

0.818

0.584

0.795

  1. All variables are in log form
  2. ***1% significance level; **5% significance level; *10% significance level. Standard errors are in brackets