A Novel Scaling Approach for Unbiased Adjustment of Risk Estimators

The paper introduces a new approach to risk scaling, addressing challenges like limited data and heavy tails in risk assessment. It offers a robust, conservative method for estimating capital reserves, going beyond traditional scaling laws. The proposed framework improves long‑term risk estimation, risk transfers, and backtesting performance, with empirical validation.