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Oliver Morrissey, Wilson Prichard and Samantha 
Torrance 
ICTD, 9 September 2014
 Re-examine cross-country evidence using the ICTD 
dataset 
 Attempt replication of Gupta et a. (2004) and 
Benedek et al. (2012) using fixed effects and FGLS 
models 
 Extend the analysis to consider: 
◦ A more behavioural relationship (lagged aid) 
◦ The role of non-tax revenue 
 “Another important aspect would be to extend our analysis to 
non-resource tax revenues only as resource revenues can 
displace non resource tax revenues” (Benedek et al. 2012) 
◦ Effect of aid on imports 
 Aid may increase taxes via impact on imports, thus disguising 
negative effect on tax effort
 ICTD data, 1980-2010, 4 year averaged panel 
 Contemporaneous and lagged aid (1 period/4 
years) 
 Standard set of controls 
 Fixed effects and FGLS models
FE FGLS 
Aidt • All variables 
insignificant 
• All variables 
insignificant 
Aidt-1 • Net aid, +ve 
and significant 
• Net loan, +ve 
significant 
• Net aid, +ve 
and significant
Region (SSA, LAC, AP) • Grants +ve for SSA and LAC (FGLS) 
Decade (80s, 90s, 00s) • Loans –ve in 2000s (FGLS) 
Structural break in 1980s? • Grants +ve post 1980s (FE & FGLS) 
Total revenue – ln(rev/GDP) • Results generally unchanged form 
ln(tax/GDP) 
• Loans +ve (FGLS) 
Non-tax revenue • Grants +ve, larger coefficient than in 
previous models 
• Loans statistically insignificant 
Accounting for impact of aid 
on imports 
• Results insignificant with lagged aid 
• Loans –ve with contemporaneous aid
 Evidence of a relationship between aid and 
tax is not robust  general inferences cannot 
be made 
 Likely reflects, among others: 
◦ Heterogeneity of aid 
◦ Imperfect and variable substitutability between aid 
and tax revenue 
◦ Conditionality and technical assistance
Aid and ln(tax/GDP), Aidt, FE 
Net aid Net loans Grants Grants and net 
loans 
net_aid 0.268 
(0.82) 
net_aid2 -0.723 
(1.51) 
net_loans -0.784 -0.793 
(0.94) (0.95) 
net_loans2 -4.839 -6.369 
(0.32) (0.42) 
grants 0.351 0.381 
(1.02) (1.09) 
grants2 -1.066 -1.109 
(1.87)* (1.93)* 
_cons -1.699 -1.721 -1.727 -1.729 
(21.46)*** (21.98)*** (22.14)*** (22.04)*** 
Control vbls Y Y Y Y 
F 9.89 10.08 10.57 8.39 
P 0.00 0.00 0.00 0.00 
R2 0.10 0.10 0.11 0.11 
N 725 752 752 752
Aid and ln(tax/GDP), Aidt-1, FE 
Net aid Grants Net loans Grants and 
net loans 
net_aid 0.698 
(2.20)** 
net_aid2 -1.014 
(2.10)** 
net_loans -0.635 -0.588 
(0.82) (0.75) 
net_loans2 22.948 18.800 
(1.78)* (1.42) 
grants 0.685 0.585 
(2.07)** (1.72)* 
grants2 -1.117 -1.012 
(1.99)** (1.79)* 
_cons -1.758 -1.758 -1.783 -1.776 
(21.29)*** (21.92)*** (22.15)*** (22.00)*** 
Control vbls Y Y Y Y 
F 9.81 9.67 9.88 7.91 
P 0.00 0.00 0.00 0.00 
R2 0.11 0.11 0.11 0.11 
N 665 687 687 687
Aid and ln(tax/GDP), Aidt-1, FGLS 
Common AR(1) Common AR(1) PS AR(1) PS AR(1) 
net_aid 0.588 0.533 
(1.67)* (2.00)** 
net_aid2 -0.746 -0.913 
(1.36) (2.35)** 
net_loans -0.006 -1.099 
(0.01) (1.55) 
net_loans2 26.601 39.029 
(2.03)** (3.42)*** 
grants 0.356 0.314 
(0.92) (1.11) 
grants2 -0.870 -0.912 
(1.39) (1.85)* 
_cons -1.610 -1.670 -1.743 -1.787 
(19.38)*** (19.32)*** (28.49)*** (30.13)*** 
Control vbls Y Y Y Y 
Chi2 143.95 133.75 305.53 335.44 
P 0.00 0.00 0.00 0.00 
N 664 687 664 687
Non-tax revenue 
OLS OLS FE FE GLS GLS 
net_aid 1.176 0.704 0.896 
(2.56)** (2.21)** (3.10)*** 
net_aid2 -1.040 -0.916 -0.676 
(1.44) (1.89)* (1.49) 
grants 1.587 0.589 0.806 
(3.26)*** (1.73)* (2.70)*** 
grants2 -2.256 -0.952 -1.072 
(3.11)*** (1.68)* (2.20)** 
net_loans 0.269 -0.463 0.294 
(0.20) (0.59) (0.42) 
net_loans2 22.062 19.340 22.006 
(0.80) (1.45) (1.97)** 
_cons -1.895 -1.909 -1.764 -1.780 -1.746 -1.747 
(21.06)*** (21.67)*** (21.03)*** (21.70)*** (28.24)*** (27.20)*** 
control 
vbls 
Y Y Y Y Y Y 
F/Chi2 54.98 47.91 9.06 7.46 486.72 861.40 
P 0.00 0.00 0.00 0.00 0.00 0.00 
R2 0.44 0.43 0.12 0.12 . . 
N 649 671 649 671 648 671

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Aid and taxation

  • 1. Oliver Morrissey, Wilson Prichard and Samantha Torrance ICTD, 9 September 2014
  • 2.  Re-examine cross-country evidence using the ICTD dataset  Attempt replication of Gupta et a. (2004) and Benedek et al. (2012) using fixed effects and FGLS models  Extend the analysis to consider: ◦ A more behavioural relationship (lagged aid) ◦ The role of non-tax revenue  “Another important aspect would be to extend our analysis to non-resource tax revenues only as resource revenues can displace non resource tax revenues” (Benedek et al. 2012) ◦ Effect of aid on imports  Aid may increase taxes via impact on imports, thus disguising negative effect on tax effort
  • 3.  ICTD data, 1980-2010, 4 year averaged panel  Contemporaneous and lagged aid (1 period/4 years)  Standard set of controls  Fixed effects and FGLS models
  • 4. FE FGLS Aidt • All variables insignificant • All variables insignificant Aidt-1 • Net aid, +ve and significant • Net loan, +ve significant • Net aid, +ve and significant
  • 5. Region (SSA, LAC, AP) • Grants +ve for SSA and LAC (FGLS) Decade (80s, 90s, 00s) • Loans –ve in 2000s (FGLS) Structural break in 1980s? • Grants +ve post 1980s (FE & FGLS) Total revenue – ln(rev/GDP) • Results generally unchanged form ln(tax/GDP) • Loans +ve (FGLS) Non-tax revenue • Grants +ve, larger coefficient than in previous models • Loans statistically insignificant Accounting for impact of aid on imports • Results insignificant with lagged aid • Loans –ve with contemporaneous aid
  • 6.  Evidence of a relationship between aid and tax is not robust  general inferences cannot be made  Likely reflects, among others: ◦ Heterogeneity of aid ◦ Imperfect and variable substitutability between aid and tax revenue ◦ Conditionality and technical assistance
  • 7.
  • 8. Aid and ln(tax/GDP), Aidt, FE Net aid Net loans Grants Grants and net loans net_aid 0.268 (0.82) net_aid2 -0.723 (1.51) net_loans -0.784 -0.793 (0.94) (0.95) net_loans2 -4.839 -6.369 (0.32) (0.42) grants 0.351 0.381 (1.02) (1.09) grants2 -1.066 -1.109 (1.87)* (1.93)* _cons -1.699 -1.721 -1.727 -1.729 (21.46)*** (21.98)*** (22.14)*** (22.04)*** Control vbls Y Y Y Y F 9.89 10.08 10.57 8.39 P 0.00 0.00 0.00 0.00 R2 0.10 0.10 0.11 0.11 N 725 752 752 752
  • 9. Aid and ln(tax/GDP), Aidt-1, FE Net aid Grants Net loans Grants and net loans net_aid 0.698 (2.20)** net_aid2 -1.014 (2.10)** net_loans -0.635 -0.588 (0.82) (0.75) net_loans2 22.948 18.800 (1.78)* (1.42) grants 0.685 0.585 (2.07)** (1.72)* grants2 -1.117 -1.012 (1.99)** (1.79)* _cons -1.758 -1.758 -1.783 -1.776 (21.29)*** (21.92)*** (22.15)*** (22.00)*** Control vbls Y Y Y Y F 9.81 9.67 9.88 7.91 P 0.00 0.00 0.00 0.00 R2 0.11 0.11 0.11 0.11 N 665 687 687 687
  • 10. Aid and ln(tax/GDP), Aidt-1, FGLS Common AR(1) Common AR(1) PS AR(1) PS AR(1) net_aid 0.588 0.533 (1.67)* (2.00)** net_aid2 -0.746 -0.913 (1.36) (2.35)** net_loans -0.006 -1.099 (0.01) (1.55) net_loans2 26.601 39.029 (2.03)** (3.42)*** grants 0.356 0.314 (0.92) (1.11) grants2 -0.870 -0.912 (1.39) (1.85)* _cons -1.610 -1.670 -1.743 -1.787 (19.38)*** (19.32)*** (28.49)*** (30.13)*** Control vbls Y Y Y Y Chi2 143.95 133.75 305.53 335.44 P 0.00 0.00 0.00 0.00 N 664 687 664 687
  • 11. Non-tax revenue OLS OLS FE FE GLS GLS net_aid 1.176 0.704 0.896 (2.56)** (2.21)** (3.10)*** net_aid2 -1.040 -0.916 -0.676 (1.44) (1.89)* (1.49) grants 1.587 0.589 0.806 (3.26)*** (1.73)* (2.70)*** grants2 -2.256 -0.952 -1.072 (3.11)*** (1.68)* (2.20)** net_loans 0.269 -0.463 0.294 (0.20) (0.59) (0.42) net_loans2 22.062 19.340 22.006 (0.80) (1.45) (1.97)** _cons -1.895 -1.909 -1.764 -1.780 -1.746 -1.747 (21.06)*** (21.67)*** (21.03)*** (21.70)*** (28.24)*** (27.20)*** control vbls Y Y Y Y Y Y F/Chi2 54.98 47.91 9.06 7.46 486.72 861.40 P 0.00 0.00 0.00 0.00 0.00 0.00 R2 0.44 0.43 0.12 0.12 . . N 649 671 649 671 648 671

Notes de l'éditeur

  1. NTR – taxes, royalties and other revenue from natural resources; 121 countries