# 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.

Canonical page: https://21ifm.com/ml/learning-from-forecasts-in-markets

## Explore

- [Explore the connected chapter](https://21ifm.com/ml/why-one-week-of-risk-is-so-noisy)
- [Machine learning collection](https://21ifm.com/machine-learning)