PVAR Granger causality between variables (model 1)
| Null hypothesis of no causality | F-stat | Null hypothesis of no causality | F-stat | ||
|---|---|---|---|---|---|
| AI_GOV | L. BRAIN_DRAIN | 1.500 | GDPPPG | L.AI_GOV | 8.998*** |
| AI_GOV | L.ICT_SPEC | 0.060 | GDPPPG | L. BRAIN_DRAIN | 0.976 |
| AI_GOV | L.GDPPPG | 0.104 | GDPPPG | L. ICT_SPEC | 9.216*** |
| AI_GOV | L.GOVEXPG | 6.899*** | GDPPPG | L.GOVEXPG | 0.500 |
| AI_GOV | L.REG_QUAL | 1.353 | GDPPPG | L.REG_QUAL | 0.592 |
| AI_GOV | all | 10.840* | GDPPPG | all | 38.138*** |
| BRAIN_DRAIN | L.AI_GOV | 1.104 | GOVEXPG | L.AI_GOV | 0.027 |
| BRAIN_DRAIN | L.ICT_SPEC | 1.907 | GOVEXPG | L. BRAIN_DRAIN | 0.443 |
| BRAIN_DRAIN | L.GDPPPG | 0.102 | GOVEXPG | L. ICT_SPEC | 2.512 |
| BRAIN_DRAIN | L.GOVEXPG | 0.865 | GOVEXPG | L. GDPPPG | 6.771*** |
| BRAIN_DRAIN | L.REG_QUAL | 0.215 | GOVEXPG | L.REG_QUAL | 0.644 |
| BRAIN_DRAIN | all | 12.035** | GOVEXPG | all | 14.351** |
| ICT_SPEC | L.AI_GOV | 1.087 | REG_QUAL | L.AI_GOV | 1.994 |
| ICT_SPEC | L. BRAIN_DRAIN | 0.029 | REG_QUAL | L. BRAIN_DRAIN | 0.495 |
| ICT_SPEC | L.GDPPPG | 0.712 | REG_QUAL | L. ICT_SPEC | 0.543 |
| ICT_SPEC | L.GOVEXPG | 0.011 | REG_QUAL | L. GDPPPG | 0.249 |
| ICT_SPEC | L.REG_QUAL | 0.082 | REG_QUAL | L. GOVEXPG | 0.025 |
| ICT_SPEC | all | 2.739 | REG_QUAL | all | 2.938 |
| Null hypothesis of no causality | Null hypothesis of no causality | ||||
|---|---|---|---|---|---|
| AI_GOV | L. BRAIN_DRAIN | 1.500 | GDPPPG | L.AI_GOV | 8.998*** |
| AI_GOV | L.ICT_SPEC | 0.060 | GDPPPG | L. BRAIN_DRAIN | 0.976 |
| AI_GOV | L.GDPPPG | 0.104 | GDPPPG | L. ICT_SPEC | 9.216*** |
| AI_GOV | L.GOVEXPG | 6.899*** | GDPPPG | L.GOVEXPG | 0.500 |
| AI_GOV | L.REG_QUAL | 1.353 | GDPPPG | L.REG_QUAL | 0.592 |
| AI_GOV | all | 10.840* | GDPPPG | all | 38.138*** |
| BRAIN_DRAIN | L.AI_GOV | 1.104 | GOVEXPG | L.AI_GOV | 0.027 |
| BRAIN_DRAIN | L.ICT_SPEC | 1.907 | GOVEXPG | L. BRAIN_DRAIN | 0.443 |
| BRAIN_DRAIN | L.GDPPPG | 0.102 | GOVEXPG | L. ICT_SPEC | 2.512 |
| BRAIN_DRAIN | L.GOVEXPG | 0.865 | GOVEXPG | L. GDPPPG | 6.771*** |
| BRAIN_DRAIN | L.REG_QUAL | 0.215 | GOVEXPG | L.REG_QUAL | 0.644 |
| BRAIN_DRAIN | all | 12.035** | GOVEXPG | all | 14.351** |
| ICT_SPEC | L.AI_GOV | 1.087 | REG_QUAL | L.AI_GOV | 1.994 |
| ICT_SPEC | L. BRAIN_DRAIN | 0.029 | REG_QUAL | L. BRAIN_DRAIN | 0.495 |
| ICT_SPEC | L.GDPPPG | 0.712 | REG_QUAL | L. ICT_SPEC | 0.543 |
| ICT_SPEC | L.GOVEXPG | 0.011 | REG_QUAL | L. GDPPPG | 0.249 |
| ICT_SPEC | L.REG_QUAL | 0.082 | REG_QUAL | L. GOVEXPG | 0.025 |
| ICT_SPEC | all | 2.739 | REG_QUAL | all | 2.938 |
Note(s): ***, ** and * denote significance at 1, 5 and 10 percent level respectively
Source(s): Authors’ processing
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