. | Public education exp. . | Public health exp. . | ||
---|---|---|---|---|
. | OLS . | FE . | OLS . | FE . |
Education IP | 0.091 | 0.12 | ||
(0.25) | (0.12) | |||
Education SP | 2.53* | 1.21** | ||
(1.35) | (0.55) | |||
Education TC | 0.032 | −0.0070 | ||
(0.10) | (0.082) | |||
Education ONM | 0.14 | 0.021 | ||
(0.21) | (0.19) | |||
Health IP | 0.40 | 0.20 | ||
(0.34) | (0.21) | |||
Health SP | 1.19* | 0.84*** | ||
(0.60) | (0.31) | |||
Health TC | −0.12 | 0.0067 | ||
(0.35) | (0.32) | |||
Health ONM | 0.74** | 0.41* | ||
(0.36) | (0.23) | |||
General aid | −0.0012 | 0.031 | 0.023 | 0.0055 |
(0.051) | (0.029) | (0.031) | (0.019) | |
Support to NGOs | −0.56* | −0.39** | −0.15 | −0.16 |
(0.30) | (0.19) | (0.16) | (0.11) | |
Other non−education aid | −0.0081 | −0.0055 | ||
(0.022) | (0.018) | |||
Other non−health aid | 0.014 | −0.013 | ||
(0.017) | (0.011) | |||
GDP per capita | 0.084 | 0.29* | 0.17*** | 0.15* |
(0.060) | (0.15) | (0.048) | (0.085) | |
GDP per capita growth | −0.051*** | −0.029*** | −0.028** | −0.021*** |
(0.015) | (0.0091) | (0.011) | (0.0072) | |
Urbanisation | −0.0089 | 0.085 | 0.0026 | 0.055* |
(0.0081) | (0.055) | (0.0053) | (0.031) | |
Trade | 0.016*** | −0.013** | 0.011*** | −0.0071* |
(0.0039) | (0.0067) | (0.0032) | (0.0040) | |
PV debt | −0.0040 | −0.0027* | −0.000074 | −0.000092 |
(0.0034) | (0.0016) | (0.0021) | (0.00059) | |
Public debt service | 0.052 | −0.065*** | −0.039** | −0.022* |
(0.062) | (0.021) | (0.019) | (0.011) | |
R2 | 0.187 | 0.215 | 0.302 | 0.183 |
Hausman | 0.000 | 0.000 | ||
![]() | 0.032 | 0.015 | 0.026 | 0.004 |
![]() | 0.870 | 0.645 | 0.621 | 0.307 |
![]() | 0.000 | 0.000 | 0.006 | 0.001 |
![]() | 0.621 | 0.466 | 0.363 | 0.508 |
Countries | 108 | 108 | 108 | 108 |
Observations | 1082 | 1082 | 1087 | 1087 |
. | Public education exp. . | Public health exp. . | ||
---|---|---|---|---|
. | OLS . | FE . | OLS . | FE . |
Education IP | 0.091 | 0.12 | ||
(0.25) | (0.12) | |||
Education SP | 2.53* | 1.21** | ||
(1.35) | (0.55) | |||
Education TC | 0.032 | −0.0070 | ||
(0.10) | (0.082) | |||
Education ONM | 0.14 | 0.021 | ||
(0.21) | (0.19) | |||
Health IP | 0.40 | 0.20 | ||
(0.34) | (0.21) | |||
Health SP | 1.19* | 0.84*** | ||
(0.60) | (0.31) | |||
Health TC | −0.12 | 0.0067 | ||
(0.35) | (0.32) | |||
Health ONM | 0.74** | 0.41* | ||
(0.36) | (0.23) | |||
General aid | −0.0012 | 0.031 | 0.023 | 0.0055 |
(0.051) | (0.029) | (0.031) | (0.019) | |
Support to NGOs | −0.56* | −0.39** | −0.15 | −0.16 |
(0.30) | (0.19) | (0.16) | (0.11) | |
Other non−education aid | −0.0081 | −0.0055 | ||
(0.022) | (0.018) | |||
Other non−health aid | 0.014 | −0.013 | ||
(0.017) | (0.011) | |||
GDP per capita | 0.084 | 0.29* | 0.17*** | 0.15* |
(0.060) | (0.15) | (0.048) | (0.085) | |
GDP per capita growth | −0.051*** | −0.029*** | −0.028** | −0.021*** |
(0.015) | (0.0091) | (0.011) | (0.0072) | |
Urbanisation | −0.0089 | 0.085 | 0.0026 | 0.055* |
(0.0081) | (0.055) | (0.0053) | (0.031) | |
Trade | 0.016*** | −0.013** | 0.011*** | −0.0071* |
(0.0039) | (0.0067) | (0.0032) | (0.0040) | |
PV debt | −0.0040 | −0.0027* | −0.000074 | −0.000092 |
(0.0034) | (0.0016) | (0.0021) | (0.00059) | |
Public debt service | 0.052 | −0.065*** | −0.039** | −0.022* |
(0.062) | (0.021) | (0.019) | (0.011) | |
R2 | 0.187 | 0.215 | 0.302 | 0.183 |
Hausman | 0.000 | 0.000 | ||
![]() | 0.032 | 0.015 | 0.026 | 0.004 |
![]() | 0.870 | 0.645 | 0.621 | 0.307 |
![]() | 0.000 | 0.000 | 0.006 | 0.001 |
![]() | 0.621 | 0.466 | 0.363 | 0.508 |
Countries | 108 | 108 | 108 | 108 |
Observations | 1082 | 1082 | 1087 | 1087 |
Note: OLS and fixed effects (FE) results, annual data, 1990-2003. All regressions include time dummies, coefficients not reported. Heteroskedasticity-robust standard errors, clustered by country, in brackets. *, **, and *** denote significance at 10, 5 and 1%, respectively. In the case of FE estimation, R2 refers to the within R2. Hausman shows the p-value of a generalized Hausman test of the null hypothesis that ηi is uncorrelated with the regressors. (
) and
(
) are p-values for the test of full (no) fungibility for sector program aid and technical cooperation, respectively.
Source: Author's analysis based on data described in the text.
. | Public education exp. . | Public health exp. . | ||
---|---|---|---|---|
. | OLS . | FE . | OLS . | FE . |
Education IP | 0.091 | 0.12 | ||
(0.25) | (0.12) | |||
Education SP | 2.53* | 1.21** | ||
(1.35) | (0.55) | |||
Education TC | 0.032 | −0.0070 | ||
(0.10) | (0.082) | |||
Education ONM | 0.14 | 0.021 | ||
(0.21) | (0.19) | |||
Health IP | 0.40 | 0.20 | ||
(0.34) | (0.21) | |||
Health SP | 1.19* | 0.84*** | ||
(0.60) | (0.31) | |||
Health TC | −0.12 | 0.0067 | ||
(0.35) | (0.32) | |||
Health ONM | 0.74** | 0.41* | ||
(0.36) | (0.23) | |||
General aid | −0.0012 | 0.031 | 0.023 | 0.0055 |
(0.051) | (0.029) | (0.031) | (0.019) | |
Support to NGOs | −0.56* | −0.39** | −0.15 | −0.16 |
(0.30) | (0.19) | (0.16) | (0.11) | |
Other non−education aid | −0.0081 | −0.0055 | ||
(0.022) | (0.018) | |||
Other non−health aid | 0.014 | −0.013 | ||
(0.017) | (0.011) | |||
GDP per capita | 0.084 | 0.29* | 0.17*** | 0.15* |
(0.060) | (0.15) | (0.048) | (0.085) | |
GDP per capita growth | −0.051*** | −0.029*** | −0.028** | −0.021*** |
(0.015) | (0.0091) | (0.011) | (0.0072) | |
Urbanisation | −0.0089 | 0.085 | 0.0026 | 0.055* |
(0.0081) | (0.055) | (0.0053) | (0.031) | |
Trade | 0.016*** | −0.013** | 0.011*** | −0.0071* |
(0.0039) | (0.0067) | (0.0032) | (0.0040) | |
PV debt | −0.0040 | −0.0027* | −0.000074 | −0.000092 |
(0.0034) | (0.0016) | (0.0021) | (0.00059) | |
Public debt service | 0.052 | −0.065*** | −0.039** | −0.022* |
(0.062) | (0.021) | (0.019) | (0.011) | |
R2 | 0.187 | 0.215 | 0.302 | 0.183 |
Hausman | 0.000 | 0.000 | ||
![]() | 0.032 | 0.015 | 0.026 | 0.004 |
![]() | 0.870 | 0.645 | 0.621 | 0.307 |
![]() | 0.000 | 0.000 | 0.006 | 0.001 |
![]() | 0.621 | 0.466 | 0.363 | 0.508 |
Countries | 108 | 108 | 108 | 108 |
Observations | 1082 | 1082 | 1087 | 1087 |
. | Public education exp. . | Public health exp. . | ||
---|---|---|---|---|
. | OLS . | FE . | OLS . | FE . |
Education IP | 0.091 | 0.12 | ||
(0.25) | (0.12) | |||
Education SP | 2.53* | 1.21** | ||
(1.35) | (0.55) | |||
Education TC | 0.032 | −0.0070 | ||
(0.10) | (0.082) | |||
Education ONM | 0.14 | 0.021 | ||
(0.21) | (0.19) | |||
Health IP | 0.40 | 0.20 | ||
(0.34) | (0.21) | |||
Health SP | 1.19* | 0.84*** | ||
(0.60) | (0.31) | |||
Health TC | −0.12 | 0.0067 | ||
(0.35) | (0.32) | |||
Health ONM | 0.74** | 0.41* | ||
(0.36) | (0.23) | |||
General aid | −0.0012 | 0.031 | 0.023 | 0.0055 |
(0.051) | (0.029) | (0.031) | (0.019) | |
Support to NGOs | −0.56* | −0.39** | −0.15 | −0.16 |
(0.30) | (0.19) | (0.16) | (0.11) | |
Other non−education aid | −0.0081 | −0.0055 | ||
(0.022) | (0.018) | |||
Other non−health aid | 0.014 | −0.013 | ||
(0.017) | (0.011) | |||
GDP per capita | 0.084 | 0.29* | 0.17*** | 0.15* |
(0.060) | (0.15) | (0.048) | (0.085) | |
GDP per capita growth | −0.051*** | −0.029*** | −0.028** | −0.021*** |
(0.015) | (0.0091) | (0.011) | (0.0072) | |
Urbanisation | −0.0089 | 0.085 | 0.0026 | 0.055* |
(0.0081) | (0.055) | (0.0053) | (0.031) | |
Trade | 0.016*** | −0.013** | 0.011*** | −0.0071* |
(0.0039) | (0.0067) | (0.0032) | (0.0040) | |
PV debt | −0.0040 | −0.0027* | −0.000074 | −0.000092 |
(0.0034) | (0.0016) | (0.0021) | (0.00059) | |
Public debt service | 0.052 | −0.065*** | −0.039** | −0.022* |
(0.062) | (0.021) | (0.019) | (0.011) | |
R2 | 0.187 | 0.215 | 0.302 | 0.183 |
Hausman | 0.000 | 0.000 | ||
![]() | 0.032 | 0.015 | 0.026 | 0.004 |
![]() | 0.870 | 0.645 | 0.621 | 0.307 |
![]() | 0.000 | 0.000 | 0.006 | 0.001 |
![]() | 0.621 | 0.466 | 0.363 | 0.508 |
Countries | 108 | 108 | 108 | 108 |
Observations | 1082 | 1082 | 1087 | 1087 |
Note: OLS and fixed effects (FE) results, annual data, 1990-2003. All regressions include time dummies, coefficients not reported. Heteroskedasticity-robust standard errors, clustered by country, in brackets. *, **, and *** denote significance at 10, 5 and 1%, respectively. In the case of FE estimation, R2 refers to the within R2. Hausman shows the p-value of a generalized Hausman test of the null hypothesis that ηi is uncorrelated with the regressors. (
) and
(
) are p-values for the test of full (no) fungibility for sector program aid and technical cooperation, respectively.
Source: Author's analysis based on data described in the text.
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