The second law of thermodynamics proves that certain types of data markets are mathematically impossible to keep profitable.

April 25, 2026

Original Paper

Information Thermodynamics of Data Markets

arXiv · 6624582

The Takeaway

Data markets are subject to the same physical constraints as heat engines and steam turbines. Using the Jarzynski equality, researchers proved that non-rival data has a finite limit on its potential free energy. If a market tries to exceed this limit, it violates fundamental physical laws. This provides a hard mathematical ceiling for how much value can be extracted from a given dataset. Companies must stop treating data as a magical asset and start viewing it as a physical system.