From: An empirical inquiry into the determinants of public education spending in Europe
SUR estimates for the model specifications: where X below refers to: | Extended & GDP per capita | Full specification - own lag - | Full specification - FE - | Full specification - EU27 - |
---|---|---|---|---|
Specification | (7) | (8) | (9) | (10) |
Δlog (spending per student, FTE, at ISCED 0–1) [eq1] | ||||
Δlog (ULC) | 1.04*** | 1.02*** | 1.01*** | 1.04*** |
(5.29) | (5.27) | (4.70) | (5.22) | |
Δlog (real GDP per capita) | 0.65*** | 0.57*** | 0.42** | 0.62*** |
(3.57) | (3.16) | (2.03) | (3.36) | |
Δlog (pupil/teacher ratio) (−1) | −0.03 | −0.05 | 0.01 | −0.02 |
(−0.22) | (−0.44) | (0.05) | (−0.18) | |
Δlog (share of capital expenditure) (−1) | 0.05 | 0.06* | 0.05* | 0.05 |
(1.57) | (1.83) | (1.66) | (1.52) | |
Δlog (share of teachers’ wages expenditure) (−1) | 0.37** | 0.40** | 0.46** | 0.37* |
(2.00) | (2.15) | (2.27) | (1.93) | |
[log(ESL) – X] (−1) | −0.02 | 0.09* | −0.02 | |
(−0.29) | (1.73) | (−0.76) | ||
Constant | 3.29*** | 3.07*** | −15.93 | 3.12*** |
(3.73) | (3.75) | (−1.35) | (3.62) | |
Δlog (spending per student, FTE, at ISCED 2–4) [eq2] | ||||
Δlog (ULC) | 0.65*** | 0.65*** | 0.48** | 0.63*** |
(3.01) | (2.97) | (2.08) | (2.91) | |
Δlog (real GDP per capita) | 0.61*** | 0.60*** | 0.51** | 0.63*** |
(3.06) | (2.93) | (2.26) | (3.12) | |
Δlog (pupil/teacher ratio) (−1) | −0.24* | −0.26* | −0.29** | −0.24* |
(−1.73) | (−1.86) | (−2.03) | (−1.73) | |
Δlog (share of capital expenditure) (−1) | 0.03 | 0.03 | 0.03 | 0.03 |
(0.72) | (0.84) | (0.75) | (0.72) | |
Δlog (share of teachers’ wages expenditure) (−1) | 0.44** | 0.42** | 0.53** | 0.43* |
(2.09) | (1.97) | (2.38) | (2.03) | |
[log(ESL) – X] (−1) | 0.05 | −0.04 | 0.03 | |
(0.65) | (0.77) | (0.86) | ||
Constant | 3.05*** | 3.04*** | 12.56 | 3.20*** |
(3.34) | (3.28) | (0.98) | (3.41) | |
Δlog (spending per student, FTE, at ISCED 5–6) [eq3] | ||||
Δlog (ULC) | 0.82*** | 0.77*** | 0.77*** | 0.75*** |
(3.88) | (3.69) | (3.37) | (3.57) | |
Δlog (real GDP per capita) | 0.49** | 0.48** | 0.54** | 0.49** |
(2.48) | (2.45) | (2.40) | (2.50) | |
Δlog (share of capital expenditure) (−1) | 0.06* | 0.06* | 0.05 | 0.06* |
(1.65) | (1.83) | (1.52) | (1.71) | |
Δlog (share of teachers’ wages expenditure) (−1) | 0.47** | 0.48** | 0.53** | 0.45** |
(2.23) | (2.35) | (2.38) | (2.19) | |
[log(ESL) – X] (−1) | −0.01 | −0.11* | 0.01 | |
(−0.01) | (−1.93) | (0.42) | ||
Constant | 0.90 | 0.96 | 23.31 | 0.97 |
(1.00) | (1.09) | (1.81) | (1.07) | |
Δlog (general spending per capita) [eq4] | ||||
Δlog (ULC) | 0.70*** | 0.69*** | 0.69*** | 0.69*** |
(6.96) | (6.83) | (6.86) | (6.86) | |
Δlog (real GDP per capita) | 0.47*** | 0.46*** | 0.46*** | 0.46*** |
(5.05) | (4.85) | (4.95) | (4.95) | |
Constant | 2.31*** | 2.25*** | 2.27*** | 2.27*** |
(5.36) | (5.21) | (5.27) | (5.27) | |
Observations | 206 | 200 | 203 | 203 |
R 2 [eq1] | 0.22 | 0.23 | 0.31 | 0.22 |
R 2 [eq2] | 0.14 | 0.14 | 0.26 | 0.14 |
R 2 [eq3] | 0.15 | 0.15 | 0.23 | 0.14 |
R 2 [eq4] | 0.27 | 0.26 | 0.26 | 0.26 |
AIC | 5774.34 | 5591.05 | 5755.20 | 5693.97 |
BIC | 5840.90 | 5666.91 | 6060.01 | 5770.17 |
Country dummies | No | No | Yes | No |
Breusch-Pagan test of independence stat. (p-val.) | 38.23 (0.00) | 32.98 (0.00) | 36.23 (0.00) | 37.70 (0.00) |