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Table 1 Foreign aid and migration selection

From: Does aid induce brain drain? A panel data analysis

 

SELECTION RATE

SKILLED MIGRATION

UNSKILLED MIGRATION

TOTAL MIGRATION

 

FE

IV

FE

IV

GMM

FE

IV

GMM

FE

IV

GMM

ODA/GDP

0.85

3.09

2.17

6.94

5.30

0.4

2.54

4.46

0.77

4.28

2.88

 

(0.75)

(0.96)

(1.06)

(2.13)

(2.21)

(1.15)

(1.48)

(1.68)

(0.79)

(1.49)

(1.32)

Lag Dependent variable

    

0.48

  

0.78

  

0.66

     

(0.09)

  

(0.07)

  

(0.28)

Lag Migrants

-0.25

-0.27

0.49

0.44

0.46

0.94

0.96

0.22

0.73

0.70

0.32

 

(0.07)

(0.07)

(0.08)

(0.08)

(0.08)

(0.11)

(0.12)

(0.07)

(0.08)

(0.09)

(0.28)

Education

-1.03

-0.99

-0.86

-0.79

-0.36

-0.34

-0.37

0.03

-0.03

-0.01

0.05

 

(0.08)

(0.07)

(0.11)

(0.12)

(0.09)

(0.09)

(0.09)

(0.09)

(0.05)

(0.06)

(0.04)

Population

0.67

0.49

-0.49

-0.34

-0.42

-1.46

-1.39

-0.22

-0.94

-0.75

-0.31

 

(0.22)

(0.25)

(0.30)

(0.33)

(0.09)

(0.43)

(0.44)

(0.07)

(0.23)

(0.22)

(0.29)

Real GDP pc

0.37

0.52

1.91

3.27

3.46

-0.31

1.26

-0.89

0.65

1.14

-1.28

 

(0.52)

(1.00)

(0.83)

(0.97)

(1.16)

(1.06)

(1.62)

(0.80)

(0.55)

(0.75)

(0.67)

Real GDP pc²

-0.02

-0.03

-0.14

-0.22

0.21

0.01

-0.08

0.04

-0.05

-0.08

0.08

 

(0.03)

(0.06)

(0.05)

(0.06)

(0.07)

(0.07)

(0.10)

(0.05)

(0.03)

(0.04)

(0.04)

Freedom H

0.01

0.02

0.04

0.06

0.01

0.03

0.03

0.02

0.02

0.04

0.02

 

(0.02)

(0.02)

(0.02)

(0.02)

(0.02)

(0.02)

(0.02)

(0.02)

(0.01)

(0.01)

(0.01)

R-squared

0.78

 

0.57

  

0.5

  

0.74

  

Kl-Paap rk LM

 

9.53

 

9.10

  

9.62

  

9.10

 

Hansen J

 

1.45

 

1.04

62.07

 

0.21

53.22

 

1.01

61.82

Kl-Paap rk F

 

23.37

 

29.94

  

25.22

  

29.94

 

AR(1) test

    

-2.73

  

-3.01

  

-2.41

Hansen C levels

    

25.8

  

23.19

  

28.58

AR(2) test

    

-0.55

  

0.17

  

0.37

Observations

358

303

386

331

386

381

326

356

386

331

386

Number of countries

77

66

86

75

86

85

74

75

86

75

86

  1. Robust standard errors in parentheses.
  2. * significant at 10%; ** significant at 5%; *** significant at 1%.
  3. Weak Identification F statistics corresponding to an IV relative bias <5% and an IV bias size <10%.