Aggregated Data on the Manufacturing Sector—Robustness Checks with Alternative Measures of GDPs
. | GDP in PPP from the WDI . | GDP in PPP from the Maddison database . | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . |
GDP | −137.27*** | −139.09*** | −165.70*** | −163.50*** | −152.54*** | −165.95*** | −131.06*** | −132.11*** | −145.17*** | −141.87*** | −134.58*** | −122.37** |
(49.92) | (49.35) | (51.95) | (53.32) | (45.92) | (49.19) | (45.48) | (44.89) | (50.00) | (47.14) | (45.27) | (60.31) | |
GDP2 | 8.86*** | 8.93*** | 10.53*** | 10.48*** | 9.76*** | 10.61*** | 8.42*** | 8.45*** | 9.21*** | 9.03*** | 8.47*** | 8.10** |
(3.11) | (3.09) | (3.23) | (3.38) | (2.90) | (3.17) | (2.88) | (2.85) | (3.14) | (3.01) | (2.92) | (3.90) | |
I/Y | 0.83 | 1.50 | 1.74 | 2.37 | 2.82 | 1.71 | 2.66 | 3.15 | 3.51 | 2.27 | ||
(1.82) | (2.03) | (2.53) | (2.47) | (2.37) | (1.64) | (2.13) | (2.91) | (2.89) | (2.39) | |||
School | 0.17 | 0.86 | −1.85 | 0.68 | 0.65 | 1.87 | 1.11 | −0.74 | ||||
(2.74) | (2.87) | (3.01) | (3.41) | (2.11) | (2.06) | (2.37) | (3.78) | |||||
OPENT | 0.03 | 0.01 | −0.07 | −0.10 | −0.12** | −0.08 | ||||||
(0.07) | (0.06) | (0.05) | (0.06) | (0.06) | (0.05) | |||||||
OPENK | 1.60 | 1.63 | 0.86 | 0.97 | 0.88 | 1.21 | ||||||
(1.16) | (1.10) | (1.03) | (0.90) | (0.88) | (1.05) | |||||||
Urban | 0.73 | 0.07 | 0.11 | 0.20 | ||||||||
(0.46) | (0.35) | (0.36) | (0.36) | |||||||||
Work.Age | 1.41 | 2.49*** | 0.60 | 2.69*** | ||||||||
(0.96) | (0.85) | (0.56) | (0.95) | |||||||||
G/Y | 20.82 | 9.29 | ||||||||||
(17.59) | (19.07) | |||||||||||
Asso. | 2.56** | 3.23*** | ||||||||||
(1.00) | (0.98) | |||||||||||
Country FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
R-sq. | 0.79 | 0.79 | 0.78 | 0.78 | 0.80 | 0.82 | 0.72 | 0.72 | 0.70 | 0.74 | 0.75 | 0.80 |
No. of Obs. | 554 | 554 | 497 | 469 | 469 | 425 | 883 | 883 | 804 | 606 | 606 | 426 |
. | GDP in PPP from the WDI . | GDP in PPP from the Maddison database . | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . |
GDP | −137.27*** | −139.09*** | −165.70*** | −163.50*** | −152.54*** | −165.95*** | −131.06*** | −132.11*** | −145.17*** | −141.87*** | −134.58*** | −122.37** |
(49.92) | (49.35) | (51.95) | (53.32) | (45.92) | (49.19) | (45.48) | (44.89) | (50.00) | (47.14) | (45.27) | (60.31) | |
GDP2 | 8.86*** | 8.93*** | 10.53*** | 10.48*** | 9.76*** | 10.61*** | 8.42*** | 8.45*** | 9.21*** | 9.03*** | 8.47*** | 8.10** |
(3.11) | (3.09) | (3.23) | (3.38) | (2.90) | (3.17) | (2.88) | (2.85) | (3.14) | (3.01) | (2.92) | (3.90) | |
I/Y | 0.83 | 1.50 | 1.74 | 2.37 | 2.82 | 1.71 | 2.66 | 3.15 | 3.51 | 2.27 | ||
(1.82) | (2.03) | (2.53) | (2.47) | (2.37) | (1.64) | (2.13) | (2.91) | (2.89) | (2.39) | |||
School | 0.17 | 0.86 | −1.85 | 0.68 | 0.65 | 1.87 | 1.11 | −0.74 | ||||
(2.74) | (2.87) | (3.01) | (3.41) | (2.11) | (2.06) | (2.37) | (3.78) | |||||
OPENT | 0.03 | 0.01 | −0.07 | −0.10 | −0.12** | −0.08 | ||||||
(0.07) | (0.06) | (0.05) | (0.06) | (0.06) | (0.05) | |||||||
OPENK | 1.60 | 1.63 | 0.86 | 0.97 | 0.88 | 1.21 | ||||||
(1.16) | (1.10) | (1.03) | (0.90) | (0.88) | (1.05) | |||||||
Urban | 0.73 | 0.07 | 0.11 | 0.20 | ||||||||
(0.46) | (0.35) | (0.36) | (0.36) | |||||||||
Work.Age | 1.41 | 2.49*** | 0.60 | 2.69*** | ||||||||
(0.96) | (0.85) | (0.56) | (0.95) | |||||||||
G/Y | 20.82 | 9.29 | ||||||||||
(17.59) | (19.07) | |||||||||||
Asso. | 2.56** | 3.23*** | ||||||||||
(1.00) | (0.98) | |||||||||||
Country FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
R-sq. | 0.79 | 0.79 | 0.78 | 0.78 | 0.80 | 0.82 | 0.72 | 0.72 | 0.70 | 0.74 | 0.75 | 0.80 |
No. of Obs. | 554 | 554 | 497 | 469 | 469 | 425 | 883 | 883 | 804 | 606 | 606 | 426 |
Source: The labor share and I/Y come from the United Nations Industrial Development Organization (UNIDO); The GDP variables come from the World Development indicators (2013) and from the Maddison database (2003); School variable comes from the Barro and Lee database (2001); OPENT, Urban and Work.age variables come from the World Development Indicators; OPENK variable comes from Chinn and Ito (2006); G/Y variable comes from the Penn World Table (2015); Asso. Variable comes from the Cingranelli-Richards (CIRI) Human Rights Dataset (2010).
Note: Dependent variable = Ratio of total wage bill over value added (Labor share), in %; In the first 6th columns GDP = Logarithm of the GDP per capita (in 2005 PPP); In the last 6th columns GDP = Logarithm of the GDP per capita (in 1990 International Geary-Khamis dollars); I/Y = Ratio of investment over value added (at the aggregate manufacturing level); School = Average years of schooling in the total population aged 25 and more; OPENT = Ratio of imports plus exports over GDP, in %; OPENK = Index of financial openness; Urban = Share of urban population, in %; Work.Age = Share of population between the ages of 15 to 64, in %; G/Y = Ratio of government consumptions over GDP; Asso. = Freedom of assembly and association index; Clustered standard errors in brackets. *p < 0.10, **p < 0.05, ***p < 0.01.
Aggregated Data on the Manufacturing Sector—Robustness Checks with Alternative Measures of GDPs
. | GDP in PPP from the WDI . | GDP in PPP from the Maddison database . | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . |
GDP | −137.27*** | −139.09*** | −165.70*** | −163.50*** | −152.54*** | −165.95*** | −131.06*** | −132.11*** | −145.17*** | −141.87*** | −134.58*** | −122.37** |
(49.92) | (49.35) | (51.95) | (53.32) | (45.92) | (49.19) | (45.48) | (44.89) | (50.00) | (47.14) | (45.27) | (60.31) | |
GDP2 | 8.86*** | 8.93*** | 10.53*** | 10.48*** | 9.76*** | 10.61*** | 8.42*** | 8.45*** | 9.21*** | 9.03*** | 8.47*** | 8.10** |
(3.11) | (3.09) | (3.23) | (3.38) | (2.90) | (3.17) | (2.88) | (2.85) | (3.14) | (3.01) | (2.92) | (3.90) | |
I/Y | 0.83 | 1.50 | 1.74 | 2.37 | 2.82 | 1.71 | 2.66 | 3.15 | 3.51 | 2.27 | ||
(1.82) | (2.03) | (2.53) | (2.47) | (2.37) | (1.64) | (2.13) | (2.91) | (2.89) | (2.39) | |||
School | 0.17 | 0.86 | −1.85 | 0.68 | 0.65 | 1.87 | 1.11 | −0.74 | ||||
(2.74) | (2.87) | (3.01) | (3.41) | (2.11) | (2.06) | (2.37) | (3.78) | |||||
OPENT | 0.03 | 0.01 | −0.07 | −0.10 | −0.12** | −0.08 | ||||||
(0.07) | (0.06) | (0.05) | (0.06) | (0.06) | (0.05) | |||||||
OPENK | 1.60 | 1.63 | 0.86 | 0.97 | 0.88 | 1.21 | ||||||
(1.16) | (1.10) | (1.03) | (0.90) | (0.88) | (1.05) | |||||||
Urban | 0.73 | 0.07 | 0.11 | 0.20 | ||||||||
(0.46) | (0.35) | (0.36) | (0.36) | |||||||||
Work.Age | 1.41 | 2.49*** | 0.60 | 2.69*** | ||||||||
(0.96) | (0.85) | (0.56) | (0.95) | |||||||||
G/Y | 20.82 | 9.29 | ||||||||||
(17.59) | (19.07) | |||||||||||
Asso. | 2.56** | 3.23*** | ||||||||||
(1.00) | (0.98) | |||||||||||
Country FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
R-sq. | 0.79 | 0.79 | 0.78 | 0.78 | 0.80 | 0.82 | 0.72 | 0.72 | 0.70 | 0.74 | 0.75 | 0.80 |
No. of Obs. | 554 | 554 | 497 | 469 | 469 | 425 | 883 | 883 | 804 | 606 | 606 | 426 |
. | GDP in PPP from the WDI . | GDP in PPP from the Maddison database . | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . | (1) . | (2) . | (3) . | (4) . | (5) . | (6) . |
GDP | −137.27*** | −139.09*** | −165.70*** | −163.50*** | −152.54*** | −165.95*** | −131.06*** | −132.11*** | −145.17*** | −141.87*** | −134.58*** | −122.37** |
(49.92) | (49.35) | (51.95) | (53.32) | (45.92) | (49.19) | (45.48) | (44.89) | (50.00) | (47.14) | (45.27) | (60.31) | |
GDP2 | 8.86*** | 8.93*** | 10.53*** | 10.48*** | 9.76*** | 10.61*** | 8.42*** | 8.45*** | 9.21*** | 9.03*** | 8.47*** | 8.10** |
(3.11) | (3.09) | (3.23) | (3.38) | (2.90) | (3.17) | (2.88) | (2.85) | (3.14) | (3.01) | (2.92) | (3.90) | |
I/Y | 0.83 | 1.50 | 1.74 | 2.37 | 2.82 | 1.71 | 2.66 | 3.15 | 3.51 | 2.27 | ||
(1.82) | (2.03) | (2.53) | (2.47) | (2.37) | (1.64) | (2.13) | (2.91) | (2.89) | (2.39) | |||
School | 0.17 | 0.86 | −1.85 | 0.68 | 0.65 | 1.87 | 1.11 | −0.74 | ||||
(2.74) | (2.87) | (3.01) | (3.41) | (2.11) | (2.06) | (2.37) | (3.78) | |||||
OPENT | 0.03 | 0.01 | −0.07 | −0.10 | −0.12** | −0.08 | ||||||
(0.07) | (0.06) | (0.05) | (0.06) | (0.06) | (0.05) | |||||||
OPENK | 1.60 | 1.63 | 0.86 | 0.97 | 0.88 | 1.21 | ||||||
(1.16) | (1.10) | (1.03) | (0.90) | (0.88) | (1.05) | |||||||
Urban | 0.73 | 0.07 | 0.11 | 0.20 | ||||||||
(0.46) | (0.35) | (0.36) | (0.36) | |||||||||
Work.Age | 1.41 | 2.49*** | 0.60 | 2.69*** | ||||||||
(0.96) | (0.85) | (0.56) | (0.95) | |||||||||
G/Y | 20.82 | 9.29 | ||||||||||
(17.59) | (19.07) | |||||||||||
Asso. | 2.56** | 3.23*** | ||||||||||
(1.00) | (0.98) | |||||||||||
Country FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
R-sq. | 0.79 | 0.79 | 0.78 | 0.78 | 0.80 | 0.82 | 0.72 | 0.72 | 0.70 | 0.74 | 0.75 | 0.80 |
No. of Obs. | 554 | 554 | 497 | 469 | 469 | 425 | 883 | 883 | 804 | 606 | 606 | 426 |
Source: The labor share and I/Y come from the United Nations Industrial Development Organization (UNIDO); The GDP variables come from the World Development indicators (2013) and from the Maddison database (2003); School variable comes from the Barro and Lee database (2001); OPENT, Urban and Work.age variables come from the World Development Indicators; OPENK variable comes from Chinn and Ito (2006); G/Y variable comes from the Penn World Table (2015); Asso. Variable comes from the Cingranelli-Richards (CIRI) Human Rights Dataset (2010).
Note: Dependent variable = Ratio of total wage bill over value added (Labor share), in %; In the first 6th columns GDP = Logarithm of the GDP per capita (in 2005 PPP); In the last 6th columns GDP = Logarithm of the GDP per capita (in 1990 International Geary-Khamis dollars); I/Y = Ratio of investment over value added (at the aggregate manufacturing level); School = Average years of schooling in the total population aged 25 and more; OPENT = Ratio of imports plus exports over GDP, in %; OPENK = Index of financial openness; Urban = Share of urban population, in %; Work.Age = Share of population between the ages of 15 to 64, in %; G/Y = Ratio of government consumptions over GDP; Asso. = Freedom of assembly and association index; Clustered standard errors in brackets. *p < 0.10, **p < 0.05, ***p < 0.01.
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