Learning from forecasts in markets

Connect the teacher–student idea to risk forecasting: compare realised labels, model bias, sample-size trade-offs and the leakage trap.

A simulated teaching example with formulas, symbol definitions and paced Zon–Coach conversation. Separate measurement uncertainty from forecast bias and information leakage.