# Piotr Wolanski

Piotr Wolanski is an AI systems and engineering executive and the creator of Macro Stress, a cross-asset market-stress research platform.

Macro Stress reads rates, credit, market prices, volatility, funding, liquidity, labour and energy as relative historical stress scores. A severe factor is not book-level stress until credit, funding and liquidity confirm it. Downturn probabilities are withheld until the historical tests are validated. Each reading publishes its methodology, source lineage and missing evidence.

- [Official website](https://piotrwolanski.com/)
- [LinkedIn](https://www.linkedin.com/in/pvolansky/)
- [Macro Stress](https://www.macrostress.com/)
- [Methodology](https://www.macrostress.com/methodology)