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

Table 9.

The Effects of Old-Age Populations on Each Compositional Government Spending (as Percentage of Total Expenditure) Using Two-step System GMM with Percentage of Old-Age Population as A Proxy for Old-Age Populations.

Variable (Public Admin) (Defense) (Order) (Economic) (Environ ment) (Housing) (Culture) (Health) (Education) (Social Protection)
Percentage Old Pop, ln −0.0248*** −0.000603 −0.00366* 0.00734+ 0.00186*** −0.0118*** 0.00285*** 0.00380+ −0.00630* 0.0296***
(0.000) (0.686) (0.030) (0.078) (0.000) (0.000) (0.000) (0.100) (0.020) (0.000)
GDP per capita, ln 0.0243*** −0.00286* −0.00190 −0.0202*** −0.000520 0.00281* 0.000101 0.00617*** −0.00459+ 0.0262***
(0.000) (0.046) (0.135) (0.000) (0.124) (0.027) (0.849) (0.000) (0.062) (0.000)
Trade to GDP −0.00813 −0.00274+ 0.00270+ 0.0138*** 0.00162*** 0.00256+ 0.00451*** 0.00270 0.00648** −0.00293
(0.301) (0.080) (0.064) (0.000) (0.000) (0.084) (0.000) (0.209) (0.001) (0.578)
Control of corruption −0.0434*** 0.000790 −0.00211+ 0.0162*** 0.000422 −0.000193 0.000456 −0.000244 0.00761*** −0.0185***
(0.000) (0.646) (0.064) (0.001) (0.128) (0.884) (0.398) (0.878) (0.000) (0.000)
Financial Openness −0.0473*** 0.00490** −0.00220 −0.00554 0.00195*** −0.00144 0.00239* 0.00467 0.00748+ 0.0174+
(0.000) (0.009) (0.268) (0.384) (0.001) (0.484) (0.034) (0.120) (0.062) (0.051)
Democracy_dummy 0.0161+ −0.0115*** 0.00141 −0.0184*** 0.000317 −0.00118 −0.00296*** 0.00639** 0.00387 0.00318
(0.062) (0.000) (0.327) (0.001) (0.330) (0.559) (0.000) (0.008) (0.161) (0.520)
L.pub_exp 0.614***
(0.000)
L.def_exp 0.795***
(0.000)
L.order_exp 0.621***
(0.000)
L.econ_exp 0.545***
(0.000)
L.envi_exp 0.643***
(0.000)
L.housing_exp 0.332***
(0.000)
L.cult_exp 0.514***
(0.000)
L.health_exp 0.638***
(0.000)
L.edu_exp 0.728***
(0.000)
L.socpro_exp 0.646***
(0.000)
Constant 0.138** 0.0515*** 0.0442*** 0.127*** −0.00637** 0.00567 −0.0203*** −0.0504*** 0.0219+ −0.161***
(0.002) (0.000) (0.000) (0.000) (0.002) (0.539) (0.000) (0.000) (0.077) (0.000)
N. Obs. 1489 1489 1489 1489 1489 1489 1489 1489 1489 1489
AR (1) p-value 0.0000804 0.000858 0.000339 0.0000901 0.0139 0.0187 0.000141 0.0107 0.000208 0.00216
AR (2) p-value 0.102 0.166 0.0755 0.0780 0.358 0.400 0.426 0.187 0.0721 0.143
Hansen p-value 0.00785 0.411 0.0917 0.114 0.216 0.484 0.332 0.120 0.537 0.408

Note: This table estimates the Effects of Old-Age Populations on each Compositional Government Spending using two-step System GMM. The Ratio of each Compositional Government Spending to Total Expenditure are Dependent Variables. The Percentage of Old-Age Population is the main Independent Variable. For two-step System GMM, we let the Percentage of Old-Age Population as Instrument, but put lagged Dependent Variable as Endogeneous with collapse option. The p-value of Auto-Correlation 1st and 2nd order, including Hansen's post-Estimation Tests 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 calculation.