Miles D. Williams
April 9, 2022
“Don't tell me what you value. Show me your budget, and I'll tell you what you value.” - Joseph R. Biden Jr.
Identification is difficult!
Donors give aid for mixed reasons.
Hypotheses
Exploratory
Hypothesis testing:
Exploratory:
Do donors respond to peer aid?
Do strength of foreign policy interests and depth of recipient need condition this response?
How do these measures interact to shape donor responses?
Question:
Answer:
Implications
What does this imply for donor collaboration?
Mechanism underlying Lead Donorship? (Steinwand 2015).
Thank you!
milesdw2@illinois.edu
| N | Dyads | Donors | Recipients | |
|---|---|---|---|---|
| Training Set | 52,132 | 3,678 | 29 | 127 |
| Test Set | 12,872 | 3,218 | 28 | 115 |
| Mean | Median | SD | Min. | Max. | ||
|---|---|---|---|---|---|---|
| Training Set | Interest | -0.02 | -0.33 | 1.00 | -1.87 | 5.79 |
| Need | 0.01 | -0.03 | 1.01 | -2.17 | 2.60 | |
| ODA | 1.06 | 0.01 | 1.69 | 0.00 | 10.14 | |
| Peer ODA | 5.54 | 5.80 | 1.86 | 0.00 | 10.71 | |
| Total Budget | 5.60 | 7.21 | 3.67 | 0.00 | 10.84 | |
| Test Set | Interest | 0.07 | -0.27 | 1.00 | -1.87 | 5.16 |
| Need | -0.04 | -0.05 | 0.96 | -2.07 | 2.04 | |
| ODA | 1.25 | 0.17 | 1.79 | 0.00 | 10.47 | |
| Peer ODA | 5.89 | 6.09 | 1.79 | 0.20 | 10.71 | |
| Total Budget | 6.55 | 7.16 | 2.74 | 0.00 | 11.21 |
| Need | Income | Population | Disaster | Freedom | Civil War | |
|---|---|---|---|---|---|---|
| Need | 1.000 | -0.543 | 0.784 | 0.530 | 0.619 | 0.628 |
| Income | -0.543 | 1.000 | -0.161 | -0.030 | -0.218 | -0.170 |
| Population | 0.784 | -0.161 | 1.000 | 0.628 | 0.305 | 0.357 |
| Disaster | 0.530 | -0.030 | 0.628 | 1.000 | 0.026 | 0.267 |
| Freedom | 0.619 | -0.218 | 0.305 | 0.026 | 1.000 | 0.235 |
| Civil War | 0.628 | -0.170 | 0.357 | 0.267 | 0.235 | 1.000 |
| Interest | Distance | Trade | Colony | Alliance | |
|---|---|---|---|---|---|
| Interest | 1.000 | -0.822 | 0.384 | 0.249 | 0.791 |
| Distance | -0.822 | 1.000 | -0.146 | -0.026 | -0.424 |
| Trade | 0.384 | -0.146 | 1.000 | 0.134 | 0.163 |
| Colony | 0.249 | -0.026 | 0.134 | 1.000 | 0.013 |
| Alliance | 0.791 | -0.424 | 0.163 | 0.013 | 1.000 |
| df1 | df2 | statistic | p-value | |
|---|---|---|---|---|
| Main 2SLS Fit | ||||
| Weak Instrument (Peer ODA) | 4 | 64950 | 219.2236 | 0 |
| Weak Instrument (Peer ODA \( \times \) Interest) | 4 | 64950 | 874.1996 | 0 |
| Weak Instrument (Peer ODA \( \times \) Need) | 4 | 64950 | 838.0306 | 0 |
| Weak Instrument (Peer ODA \( \times \) Interest \( \times \) Need) | 4 | 64950 | 832.1672 | 0 |
| Wu-Hausman (Endogeneity) | 4 | 64946 | 956.0480 | 0 |
| 2SLS with Lagged Instrument | ||||
| Weak Instrument (Peer ODA) | 4 | 46939 | 227.6141 | 0 |
| Weak Instrument (Peer ODA \( \times \) Interest) | 4 | 46939 | 1028.4313 | 0 |
| Weak Instrument (Peer ODA \( \times \) Need) | 4 | 46939 | 745.8015 | 0 |
| Weak Instrument (Peer ODA \( \times \) Interest \( \times \) Need) | 4 | 46939 | 908.0276 | 0 |
| Wu-Hausman (Endogeneity) | 4 | 46935 | 755.7197 | 0 |
| Main Specification | Lagged Instrument | |
|---|---|---|
| Peer ODA | 0.15 (0.65) | 0.41 (0.57)*** |
| Interest | -6.48 (1.40)*** | -6.96 (1.42)*** |
| Need | 0.09 (1.81) | -0.55 (1.66) |
| Peer ODA \( \times \) Interest | 1.05 (0.23)*** | 1.10 (0.23)*** |
| Peer ODA \( \times \) Need | 0.04 (0.20) | 0.09 (0.18)* |
| Affinity \( \times \) Need | -5.64 (1.05)*** | -5.83 (1.10)*** |
| Peer ODA \( \times \) Interest \( \times \) Need | 0.93 (0.18)*** | 0.90 (0.18)*** |
| Num. obs. | 65004 | 46988 |
| ***p < 0.001; **p < 0.01; *p < 0.05 | ||