Forecasts do not miss cycle turns randomly. They miss them in the same direction every time: underestimating reversals, overestimating recoveries. The bias is methodological, not a competence gap — and it explains why the consensus arrives last to every turning point.
An isolated figure is never a signal. Three filters separate cyclical information from ambient noise: persistence over time, sectoral diffusion, and consistency across independent sources. Any indicator that fails all three is noise, regardless of how loud the coverage.
An expanding economy is not necessarily a sounder one. When growth rests on debt accumulation, it borrows demand from the future without guaranteeing it can be paid back. The same GDP print carries opposite meanings depending on which side of the balance sheet is moving.
Credit tightening rarely shows up in activity data for 12 to 18 months. Existing contracts keep the prior regime running while underlying conditions deteriorate. Reading the lag as resilience is the most common mistake of every late-cycle phase.
S&P 500 companies announced roughly $880 billion of buybacks in 2025. The total share count fell by only 0.8%. The gap is the entire story — and the only metric that captures it is net shareholder yield.
Five recurring errors corrupt the reading of the economic cycle: reacting to isolated figures, conflating correlation and causation, extrapolating from two points, ignoring revisions, and treating lagging indicators as leading signals. They rely on real data interpreted out of context — and trip up professionals as routinely as amateurs.
Markets price on a 12 to 18-month horizon while the real economy moves over years. The mismatch is structural, not cyclical — and it is the most reliable source of false cycle signals.
Most cycle-reading errors are horizon errors, not data errors. An isolated quarter does not deliver the same diagnosis as a three-to-five-year sequence — and higher data frequency does not substitute for horizon discipline.
The risk of an asset is not a property of the asset. It is a property of the relationship between the asset and the holder's remaining horizon — a relationship that shifts mechanically across accumulation, transition and consumption phases.
Wealth is not a stock — it is an estimate conditional on the cycle, the level of rates and market liquidity. The same assets can swing by 15 to 30% over a complete rate cycle without any change in their intrinsic quality.
