Same Returns, Different Risks: How Cryptocurrency Markets Process Infrastructure vs Regulatory Shocks

Fuente: arXiv
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Autore principale: Farzulla, Murad
Natura: Preprint
Pubblicazione: 2026
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author Farzulla, Murad
author_facet Farzulla, Murad
contents We investigate whether cryptocurrency markets differentiate between infrastructure failures and regulatory enforcement at the return level, complementing a companion conditional variance analysis that finds 5.7 times larger volatility impacts from infrastructure events (p = 0.0008). Using event-level block bootstrap inference on 31 events across Bitcoin, Ethereum, Solana, and Cardano (2019-2025), we find no statistically significant difference in cumulative abnormal returns between infrastructure failures (-7.6%) and regulatory enforcement (-11.1%): the difference of +3.6 pp has p = 0.81 with 95% CI [-25.3%, +30.9%]. This null acquires substantive meaning alongside the companion's highly significant variance result: the same events that produce indistinguishable return responses generate dramatically different volatility signatures. Markets differentiate shock types through the risk channel -- the second moment -- rather than expected returns. The block bootstrap methodology, which resamples entire events to preserve cross-sectional correlation, reveals that prior parametric approaches systematically understate uncertainty by inflating degrees of freedom. Results are robust across eight specifications including permutation tests, leave-one-out analysis, and the Ibragimov-Mueller few-cluster test.
format Preprint
id arxiv_https___arxiv_org_abs_2602_07046
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Same Returns, Different Risks: How Cryptocurrency Markets Process Infrastructure vs Regulatory Shocks
Farzulla, Murad
Statistical Finance
Computational Finance
Applications
62P05, 91G70
J.4
We investigate whether cryptocurrency markets differentiate between infrastructure failures and regulatory enforcement at the return level, complementing a companion conditional variance analysis that finds 5.7 times larger volatility impacts from infrastructure events (p = 0.0008). Using event-level block bootstrap inference on 31 events across Bitcoin, Ethereum, Solana, and Cardano (2019-2025), we find no statistically significant difference in cumulative abnormal returns between infrastructure failures (-7.6%) and regulatory enforcement (-11.1%): the difference of +3.6 pp has p = 0.81 with 95% CI [-25.3%, +30.9%]. This null acquires substantive meaning alongside the companion's highly significant variance result: the same events that produce indistinguishable return responses generate dramatically different volatility signatures. Markets differentiate shock types through the risk channel -- the second moment -- rather than expected returns. The block bootstrap methodology, which resamples entire events to preserve cross-sectional correlation, reveals that prior parametric approaches systematically understate uncertainty by inflating degrees of freedom. Results are robust across eight specifications including permutation tests, leave-one-out analysis, and the Ibragimov-Mueller few-cluster test.
title Same Returns, Different Risks: How Cryptocurrency Markets Process Infrastructure vs Regulatory Shocks
topic Statistical Finance
Computational Finance
Applications
62P05, 91G70
J.4
url https://arxiv.org/abs/2602.07046