From fair price to fair volatility: Towards an Efficiency-Consistent Definition of Financial Risk

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Main Authors: Bianchi, Sergio, Angelini, Daniele, Frezza, Massimiliano, Pianese, Augusto
Format: Preprint
Published: 2025
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author Bianchi, Sergio
Angelini, Daniele
Frezza, Massimiliano
Pianese, Augusto
author_facet Bianchi, Sergio
Angelini, Daniele
Frezza, Massimiliano
Pianese, Augusto
contents Volatility, as a primary indicator of financial risk, forms the foundation of classical frameworks such as Markowitz's Portfolio Theory and the Efficient Market Hypothesis (EMH). However, its conventional use rests on assumptions-most notably, the Markovian nature of price dynamics-that often fail to reflect key empirical characteristics of financial markets. Fractional stochastic volatility models expose these limitations by demonstrating that volatility alone is insufficient to capture the full structure of return dispersion. In this context, we propose pointwise regularity, measured via the Hurst-Holder exponent, as a complementary metric of financial risk. This measure quantifies local deviations from martingale behavior, enabling a more nuanced assessment of market inefficiencies and the mechanisms by which equilibrium is restored. By accounting not only for the magnitude but also for the nature of randomness, this framework bridges the conceptual divide between efficient market theory and behavioral finance.
format Preprint
id arxiv_https___arxiv_org_abs_2508_11649
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle From fair price to fair volatility: Towards an Efficiency-Consistent Definition of Financial Risk
Bianchi, Sergio
Angelini, Daniele
Frezza, Massimiliano
Pianese, Augusto
General Finance
Statistical Finance
Volatility, as a primary indicator of financial risk, forms the foundation of classical frameworks such as Markowitz's Portfolio Theory and the Efficient Market Hypothesis (EMH). However, its conventional use rests on assumptions-most notably, the Markovian nature of price dynamics-that often fail to reflect key empirical characteristics of financial markets. Fractional stochastic volatility models expose these limitations by demonstrating that volatility alone is insufficient to capture the full structure of return dispersion. In this context, we propose pointwise regularity, measured via the Hurst-Holder exponent, as a complementary metric of financial risk. This measure quantifies local deviations from martingale behavior, enabling a more nuanced assessment of market inefficiencies and the mechanisms by which equilibrium is restored. By accounting not only for the magnitude but also for the nature of randomness, this framework bridges the conceptual divide between efficient market theory and behavioral finance.
title From fair price to fair volatility: Towards an Efficiency-Consistent Definition of Financial Risk
topic General Finance
Statistical Finance
url https://arxiv.org/abs/2508.11649