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. 2023 Nov 8;8(11):e012953. doi: 10.1136/bmjgh-2023-012953

Table 2.

Impact of Gavi funding and graduation on bilateral donor ODA

Variable All sector ODA Health ODA
(M1) (M2) (M3) (M4)
Gavi graduate −0.371*** −0.471***
(0.107) (0.115)
Gavi disbursement 0.138*** 0.164***
(0.0292) (0.0304)
Recipient-donor relationship variables
Distance −0.588*** −0.571*** −0.444*** −0.426***
(0.102) (0.0999) (0.0962) (0.0941)
Donor imports −0.0186 −0.0182 0.0199 0.0195
(0.0233) (0.0232) (0.0240) (0.0239)
Migrants 0.0340 0.0298 0.0437* 0.0380
(0.0234) (0.0236) (0.0242) (0.0240)
Colony 0.244*** 0.243*** 0.0961 0.0971
(0.0917) (0.0916) (0.0932) (0.0929)
US military 0.116*** 0.101*** 0.0321 0.0150
(0.0222) (0.0220) (0.0220) (0.0218)
Donor exports −0.0253 −0.0181 −0.0503* −0.0412
(0.0264) (0.0261) (0.0264) (0.0261)
Recipient variables
Population 0.420*** 0.357*** 0.375*** 0.298***
(0.0349) (0.0379) (0.0347) (0.0362)
GDP per capita −0.380*** −0.395*** −0.485*** −0.502***
(0.0779) (0.0774) (0.0775) (0.0769)
Disaster 0.0236*** 0.0215*** 0.00754* 0.00541
(0.00426) (0.00427) (0.00423) (0.00425)
Civil war 0.139* 0.116 −0.0383 −0.0687
(0.0730) (0.0718) (0.0723) (0.0717)
Democracy −0.0499** −0.0442** −0.0739*** −0.0667***
(0.0206) (0.0204) (0.0197) (0.0193)
U5MR −0.00490*** −0.00464*** −0.00204 −0.00161
(0.00170) (0.00169) (0.00167) (0.00165)
DTP3 coverage 0.000857 0.000108 0.00642*** 0.00557**
(0.00233) (0.00233) (0.00235) (0.00235)
HDI −0.662 −0.0302 −1.079* −0.297
(0.586) (0.573) (0.584) (0.573)
Constant 9.317*** 9.013*** 7.120*** 6.499***
(1.194) (1.187) (1.311) (1.297)
Observations 10 275 10 247 10 245 10 247
R-squared 0.462 0.464
Model OLS OLS Tobit Tobit
Fix effects (FE) Donor, year Donor, year Donor, year Donor, year
Cluster Dyad Dyad Dyad Dyad

Notes: Dependent variable is the log of (one plus) all sector aid disbursement (or health aid disbursement) from donor to recipient in year t. All variables except Gavi Graduate, Colony, Civil War, Democracy, U5MR, DTP3 coverage and HDI are measured in natural logs. *p<0.10, **p<0.05, ***p<0.01.

Two-part model for health ODA can be found in online supplemental appendix 4 Table S4.1.

DTP3, diphtheria-tetanus-pertussis; GDP, gross domestic product; HDI, Human Development Index; ODA, official development assistance; U5MR, under-five mortality rate.