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. 2023 Aug 30;9(9):e19521. doi: 10.1016/j.heliyon.2023.e19521

Table 4.

Regression results using various econometrics methods with old-age dependency ratio as a proxy for old-age populations).

Variable (OLS) (FE) (1DGMM) (2DGMM) (1SGMM) (2SGMM)
Old__depend, ln 0.0199*** 0.0539+ 0.0913 −0.0154 0.0609** 0.0642***
(0.000) (0.069) (0.386) (0.731) (0.001) (0.000)
L. Gov Spending 0.912*** 0.714*** 1.021*** 1.061*** 0.794*** 0.798***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
GDP per capita 0.0835*** 0.200*** −0.261 −0.204** 0.147* 0.137***
(0.000) (0.000) (0.579) (0.001) (0.027) (0.000)
Trade to GDP 0.00844+ 0.00345 0.0272 0.0199* 0.0199 0.0170**
(0.069) (0.785) (0.715) (0.015) (0.193) (0.003)
Control of corruption 0.0116* 0.0556*** 0.0246 0.0246** 0.0813** 0.0879***
(0.015) (0.000) (0.384) (0.005) (0.001) (0.000)
Financial Openness −0.0134+ −0.0167 −0.0421 −0.0238 0.0384 0.0304*
(0.095) (0.348) (0.438) (0.448) (0.199) (0.026)
Democracy_dummy 0.0025 0.0298* 0.0270 0.0205 −0.0150 −0.0211***
(0.706) (0.010) (0.552) (0.117) (0.494) (0.001)
Constant −0.214*** −0.134 −0.399+ −0.362***
(0.000) (0.475) (0.064) (0.000)
N. Obs. 1705 1705 1428 1428 1705 1705
R-Squared 0.996 0.854
Adjusted R-Squared 0.996 0.843
AR (1) p-value 0.00396 0.00462 0.00424 0.00842
AR (2) p-value 0.262 0.261 0.319 0.329
Hansen p-value 0.0908 0.0908 0.0831 0.0831

Note: This table estimates the relationship between Old-Age Populations, using Old-Age Dependency Ratio as a proxy, and Government Spending at the Aggregate Level. The Total Final Government Consumption per Capita in Logarithmic form is Dependent Variables. The Old-Age Dependency Ratio in Logarithmic form (Old_depend, ln) is the main Independent Variable. OLS represents the Ordinary Least Square Method: FE id Panel Data Model with Fixed Effect; 1DGMM and 2DGMM are one- and two-step Difference Generalized Methods of Moment, respectively, and 1SGMM and 2SGMM are one- and two-step System Generalized Methods of Moment, respectively. The p-value of Auto-Correlation 1st and 2nd order, including ' 'Hansen's post-Estimation Tests for Dynamic GMM are presented at the bottom Panel. The p-values are presented in parentheses and+p < 0.10, *p < 0.05, **p < 0.01, ***p < 0.001.

Source: Author's calculations.