Sensitivity analysis · methodology mv-ffa5e3fad30b
Malaysia: how stable is rank 31 of 50?
The Cognitive Coefficient is a weighted mean of pillar scores. Below, each pillar's weight is raised 25%, lowered 25%, or dropped, and all pillars are equalized; the rank is recomputed for every economy each time. Across all scenarios Malaysia ranks between 31 and 32 (stability 98%); the most sensitive pillar is ai_access.
Weights in force (transparent)
| Pillar | Weight | Malaysia pillar score | Max rank shift |
|---|---|---|---|
| ai_access | 1 | 56.5 | 1 |
| ai_adoption | 1 | 26.1 | 0 |
| compute | 1 | 34.6 | 0 |
| data | 1 | 58.6 | 1 |
| education | 1 | 48.8 | 0 |
| digital_literacy | 1 | 63.1 | 1 |
| innovation | 1 | 36.9 | 0 |
| knowledge_infra | 1 | 32.7 | 0 |
| agentic | 1 | 54.1 | 0 |
Base CC 45.7 · rank 31. Weights are the code defaults with any CMS override applied.
Scenarios
| Scenario | CC | Rank | Shift |
|---|---|---|---|
| ai_access weight +25% | 46.0 | 31 | 0 |
| ai_access weight −25% | 45.4 | 31 | 0 |
| ai_access dropped | 44.4 | 32 | +1 |
| ai_adoption weight +25% | 45.2 | 31 | 0 |
| ai_adoption weight −25% | 46.3 | 31 | 0 |
| ai_adoption dropped | 48.2 | 31 | 0 |
| compute weight +25% | 45.4 | 31 | 0 |
| compute weight −25% | 46.0 | 31 | 0 |
| compute dropped | 47.1 | 31 | 0 |
| data weight +25% | 46.1 | 31 | 0 |
| data weight −25% | 45.3 | 31 | 0 |
| data dropped | 44.1 | 32 | +1 |
| education weight +25% | 45.8 | 31 | 0 |
| education weight −25% | 45.6 | 31 | 0 |
| education dropped | 45.3 | 31 | 0 |
| digital_literacy weight +25% | 46.2 | 31 | 0 |
| digital_literacy weight −25% | 45.2 | 31 | 0 |
| digital_literacy dropped | 43.5 | 32 | +1 |
| innovation weight +25% | 45.5 | 31 | 0 |
| innovation weight −25% | 46.0 | 31 | 0 |
| innovation dropped | 46.8 | 31 | 0 |
| knowledge_infra weight +25% | 45.4 | 31 | 0 |
| knowledge_infra weight −25% | 46.1 | 31 | 0 |
| knowledge_infra dropped | 47.3 | 31 | 0 |
| agentic weight +25% | 45.9 | 31 | 0 |
| agentic weight −25% | 45.5 | 31 | 0 |
| agentic dropped | 44.7 | 31 | 0 |
| all pillars equal | 45.7 | 31 | 0 |