Optimal Quantum Encoding for Maximizing Accuracy of Statistical Inference

The maximal quantum leakage from classical data through its quantum encoding is a universal measure of the quality of the encoding strategy for statistical inference, and the optimal universal encoding strategy that maximizes this leakage is composed of pure states.