6 minutes. You have just joined the Structural Forces and Geopolitical Insights team in the CIO Office of a large Canadian pension investor โ an illustrative ~$300 billion profile. Your job is not to forecast events. It is to convert structural forces into parameters a strategic asset allocation model can actually use โ and to size your own conviction correctly.
Every number below is published. Your calls in this simulation attach to these books โ not to an abstract index.
| Asset class | Net AUM | 1-yr | 5-yr | 10-yr |
|---|---|---|---|---|
| Public Market Equities | $85B | 18.0% | 11.0% | 11.5% |
| Fixed Income | $66B | 2.5% | 3.0% | 3.2% |
| Private Equity | $39B | 6.0% | 12.5% | 12.0% |
| Credit Investments | $33B | 4.0% | 10.5% | 11.0% |
| Infrastructure | $33B | 9.5% | 14.5% | 12.5% |
| Real Estate | $27B | (6.0)% | (0.5)% | 3.0% |
| Natural Resources | $17B | 3.0% | 8.0% | 8.5% |
| Total profile | $300B | 6.0% | โ | 9.0% |
This determines which signals you will read early โ and which ones you will systematically miss.
These become the themes in your Ten-Year Thematic Outlook. Pick two โ you will be asked to make a call on each.
A structural view that does not name an asset class is a newsletter. Choose where your recommendation lands. Real net AUM at March 31, 2026.
Your Outlook was published, debated, partially implemented. The structural forces did what structural forces do โ they moved on their own schedule, not yours.
Not "were you right." Whether the mechanism you described is the mechanism that operated โ and whether you sized it correctly.
The engagement version runs on your asset mix, your country exposures and your Reference Portfolio โ not a published summary table.
Charter: no invented figures. Every empirical value is sourced to a citable public series. Model outputs are labelled projected.
Baseline (illustrative profile). Net AUM and one-, five- and ten-year returns by asset class are rounded, representative proportions for a large Canadian pension investor โ not a specific institution. The structural indicator values in this tool remain real and sourced.
Each structural force is assigned an illustrative sensitivity per asset class, expressed in basis points of ten-year annualised return per unit of force intensity. These coefficients are modelling assumptions, not measurements. They are stated openly so they can be argued with. The engagement version replaces them with coefficients estimated on the client's own return series.
Each force resolves to CONFIRMED, PARTIAL or EARLY based on whether the underlying Canadian public series has in fact moved in the direction the mechanism requires. Household debt and fertility resolve as confirmed because the published series are unambiguous; AI diffusion resolves as early because the mechanism is visible while the measured productivity effect is not yet.
Score = ฮฃ (verdict weight ร conviction alignment) โ timing penalty. High conviction on a confirmed mechanism scores full credit; high conviction on an early mechanism is penalised roughly as heavily as being directionally wrong, which is the intended lesson.
Structural indicators โ Statistics Canada (fertility, household debt to disposable income, male suicide, educational attainment) ยท OSFI (mortgage renewal volumes) ยท Bank of Canada ยท CMHC ยท FRED. Country axes โ Statistics Canada, INSEE, U.S. CDC, IMF (2024). Asset-mix proportions are illustrative, representative of a large Canadian pension. Theoretical frame: Turchin, Todd, Case & Deaton, Putnam, Piketty, Reeves, Alesina, Knack & Keefer.