# Algorithmic Tail Risk Hedging ⎊ Area ⎊ Greeks.live --- ## What is the Algorithm of Algorithmic Tail Risk Hedging? Algorithmic Tail Risk Hedging, within cryptocurrency derivatives, represents a systematic approach to mitigating extreme negative price movements, or ‘black swan’ events, utilizing pre-defined rules and automated execution. These strategies typically involve dynamically adjusting option positions, or employing volatility-sensitive instruments, based on real-time market data and quantitative models. Effective implementation necessitates robust backtesting and continuous calibration to account for evolving market dynamics and the unique characteristics of digital asset price behavior. The core objective is to limit potential losses during periods of heightened market stress, preserving capital and maintaining portfolio stability. ## What is the Hedge of Algorithmic Tail Risk Hedging? Tail risk hedging in this context differs from conventional portfolio insurance due to the inherent volatility and non-normality of cryptocurrency markets, demanding more sophisticated modeling techniques. Strategies often incorporate skew and kurtosis adjustments to option pricing, recognizing the increased probability of large, unexpected price declines. Implementation frequently leverages liquid cryptocurrency options markets, though synthetic hedges using futures and spot markets are also employed, particularly where options availability is limited. Successful hedging requires a precise understanding of implied volatility surfaces and the correlation between different crypto assets. ## What is the Calculation of Algorithmic Tail Risk Hedging? The quantitative foundation of algorithmic tail risk hedging relies on Value-at-Risk (VaR) and Expected Shortfall (ES) calculations, adapted for the specific features of cryptocurrency. These metrics estimate potential losses under adverse market conditions, informing the size and structure of hedging positions. Dynamic hedging strategies continuously re-evaluate these calculations, adjusting exposures as market conditions change, and incorporating transaction costs to optimize overall performance. Precise parameter estimation and model validation are critical to avoid under- or over-hedging, both of which can significantly impact profitability. --- ## [Automated Strategy Deployment](https://term.greeks.live/term/automated-strategy-deployment/) Meaning ⎊ Automated Strategy Deployment provides the deterministic, code-based framework necessary for scalable and secure decentralized derivative markets. ⎊ Term ## [Tail Risk Simulation](https://term.greeks.live/definition/tail-risk-simulation/) The quantitative modeling of extreme, low-probability events to assess a portfolio's resilience against catastrophic losses. ⎊ Term ## [Supply Tail Emission](https://term.greeks.live/definition/supply-tail-emission/) Perpetual token issuance post-cap to sustain validator security incentives and network longevity via predictable inflation. ⎊ Term ## [Inflationary Tail Emissions](https://term.greeks.live/definition/inflationary-tail-emissions/) The perpetual, low-rate issuance of new tokens intended to sustain network security incentives indefinitely. ⎊ Term ## [Fat-Tail Distribution Analysis](https://term.greeks.live/definition/fat-tail-distribution-analysis-2/) The study of asset returns that exhibit higher-than-expected probabilities of extreme, catastrophic market outcomes. ⎊ Term ## [Fat Tail Risk Modeling](https://term.greeks.live/definition/fat-tail-risk-modeling/) Statistical modeling that accounts for a higher probability of extreme, catastrophic market events than normal distributions. ⎊ Term ## [Tail Risk Exposure](https://term.greeks.live/term/tail-risk-exposure/) Meaning ⎊ Tail risk exposure quantifies the vulnerability of decentralized portfolios to extreme, low-probability market events that trigger systemic liquidation. ⎊ Term ## [Inflationary Tail Emission](https://term.greeks.live/definition/inflationary-tail-emission/) The ongoing, perpetual release of new tokens to incentivize network security and long-term participation. ⎊ Term ## [Tail Index Estimation](https://term.greeks.live/definition/tail-index-estimation/) Statistical method to quantify the frequency and magnitude of extreme price movements in volatile financial markets. ⎊ Term ## [Tail Risk Correlation Spikes](https://term.greeks.live/definition/tail-risk-correlation-spikes/) The increase in correlation between assets during extreme market events, rendering traditional hedges less effective. ⎊ Term ## [Fat Tail Risk Management](https://term.greeks.live/definition/fat-tail-risk-management/) Strategies to mitigate the impact of extreme, rare market events that fall outside of normal probability distributions. ⎊ Term ## [Algorithmic Risk Hedging](https://term.greeks.live/term/algorithmic-risk-hedging/) Meaning ⎊ Algorithmic risk hedging provides autonomous, real-time capital protection by dynamically balancing derivative positions against market volatility. ⎊ Term ## [Tail Risk Hedging Strategies](https://term.greeks.live/definition/tail-risk-hedging-strategies/) Strategies using derivatives to protect against extreme, low-probability market events that cause massive losses. ⎊ Term ## [Algorithmic Risk](https://term.greeks.live/term/algorithmic-risk/) Meaning ⎊ Algorithmic Risk defines the systemic vulnerability of automated protocols to extreme market volatility and fragmented liquidity in decentralized finance. ⎊ Term ## [Tail Risk Premium](https://term.greeks.live/definition/tail-risk-premium/) The additional price paid for insurance against extreme, rare market events, reflected in high volatility for far strikes. ⎊ Term ## [Algorithmic Risk Modeling](https://term.greeks.live/term/algorithmic-risk-modeling/) Meaning ⎊ Algorithmic Risk Modeling automates collateral and solvency management within decentralized derivatives to mitigate systemic risk in volatile markets. ⎊ Term ## [Algorithmic Trading Risk](https://term.greeks.live/definition/algorithmic-trading-risk/) The risks associated with automated trading systems, including software bugs, latency issues, and market feedback loops. ⎊ Term ## [Algorithmic Risk Oversight](https://term.greeks.live/definition/algorithmic-risk-oversight/) Continuous monitoring and control of automated systems to ensure they function correctly and within established safety limits. ⎊ Term ## [Algorithmic Risk Sensitivity](https://term.greeks.live/term/algorithmic-risk-sensitivity/) Meaning ⎊ Algorithmic Risk Sensitivity quantifies the speed and systemic impact of automated financial responses to market volatility within decentralized protocols. ⎊ Term ## [Fat-Tail Risk Analysis](https://term.greeks.live/definition/fat-tail-risk-analysis/) The study of extreme, rare market events that occur more frequently than predicted by standard statistical models. ⎊ Term ## [Fat Tail Distribution Analysis](https://term.greeks.live/definition/fat-tail-distribution-analysis/) The study of extreme, low-probability market events that occur more frequently than standard models predict. ⎊ Term ## [Tail Risk Distribution](https://term.greeks.live/definition/tail-risk-distribution/) The statistical modeling of the extreme, low-probability outcomes that define a market's risk of catastrophic loss. ⎊ Term ## [Tail Risk Quantification](https://term.greeks.live/definition/tail-risk-quantification/) Measuring the probability and potential impact of extreme, rare market events on a portfolio's financial health. ⎊ Term ## [Algorithmic Hedging Engines](https://term.greeks.live/definition/algorithmic-hedging-engines/) Automated systems that manage portfolio risk by continuously adjusting derivative positions based on real-time Greek calculations. ⎊ Term ## [Algorithmic Risk Mitigation](https://term.greeks.live/term/algorithmic-risk-mitigation/) Meaning ⎊ Algorithmic risk mitigation provides the automated, real-time defense mechanisms necessary to maintain solvency within decentralized derivative markets. ⎊ Term ## [Algorithmic Stablecoin Risk](https://term.greeks.live/definition/algorithmic-stablecoin-risk/) The potential for a price-stable token to lose its peg due to vulnerabilities in its automated supply management logic. ⎊ Term ## [Fat-Tail Risk Assessment](https://term.greeks.live/definition/fat-tail-risk-assessment/) Quantifying the probability of extreme, catastrophic market events that exceed normal statistical models. ⎊ Term ## [Algorithmic Risk Control](https://term.greeks.live/term/algorithmic-risk-control/) Meaning ⎊ Algorithmic risk control autonomously governs protocol solvency by enforcing dynamic collateral and margin constraints in decentralized markets. ⎊ Term ## [Systemic Tail Risk Pricing](https://term.greeks.live/term/systemic-tail-risk-pricing/) Meaning ⎊ Systemic Tail Risk Pricing quantifies the cost of extreme market instability, enabling robust risk management in decentralized financial systems. ⎊ Term ## [Algorithmic Risk Assessment](https://term.greeks.live/term/algorithmic-risk-assessment/) Meaning ⎊ Algorithmic Risk Assessment provides the automated, real-time quantitative framework necessary to maintain solvency within volatile derivative markets. ⎊ Term --- ## Raw Schema Data ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://term.greeks.live/" }, { "@type": "ListItem", "position": 2, "name": "Area", "item": "https://term.greeks.live/area/" }, { "@type": "ListItem", "position": 3, "name": "Algorithmic Tail Risk Hedging", "item": "https://term.greeks.live/area/algorithmic-tail-risk-hedging/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Algorithm of Algorithmic Tail Risk Hedging?", "acceptedAnswer": { "@type": "Answer", "text": "Algorithmic Tail Risk Hedging, within cryptocurrency derivatives, represents a systematic approach to mitigating extreme negative price movements, or ‘black swan’ events, utilizing pre-defined rules and automated execution. 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The structure symbolizes the intricate architecture of a tokenized structured product, where each layer represents different risk tranches, collateral requirements, and embedded option components." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/tail-risk-premium/", "url": "https://term.greeks.live/definition/tail-risk-premium/", "headline": "Tail Risk Premium", "description": "The additional price paid for insurance against extreme, rare market events, reflected in high volatility for far strikes. ⎊ Term", "datePublished": "2026-03-25T09:29:48+00:00", "dateModified": "2026-04-19T16:59:10+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/dynamic-layered-mechanism-visualizing-decentralized-finance-derivative-protocol-risk-management-and-collateralization.jpg", "width": 3850, "height": 2166, "caption": "A complex, layered mechanism featuring dynamic bands of neon green, bright blue, and beige against a dark metallic structure. 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The external casing is dark, revealing intricate internal components including various gears, shafts, and a prominent green-colored internal structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-risk/", "url": "https://term.greeks.live/definition/algorithmic-trading-risk/", "headline": "Algorithmic Trading Risk", "description": "The risks associated with automated trading systems, including software bugs, latency issues, and market feedback loops. ⎊ Term", "datePublished": "2026-03-24T21:50:08+00:00", "dateModified": "2026-04-14T23:20:40+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-risk-oversight/", "url": "https://term.greeks.live/definition/algorithmic-risk-oversight/", "headline": "Algorithmic Risk Oversight", "description": "Continuous monitoring and control of automated systems to ensure they function correctly and within established safety limits. ⎊ Term", "datePublished": "2026-03-24T18:40:04+00:00", "dateModified": "2026-03-24T18:40:35+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/conceptualizing-decentralized-finance-derivative-tranches-collateralization-and-protocol-risk-layers-for-algorithmic-trading.jpg", "width": 3850, "height": 2166, "caption": "A macro view shows a multi-layered, cylindrical object composed of concentric rings in a gradient of colors including dark blue, white, teal green, and bright green. 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Within the aperture, numerous thin, dark blades radiate from a central light-colored hub." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/fat-tail-risk-analysis/", "url": "https://term.greeks.live/definition/fat-tail-risk-analysis/", "headline": "Fat-Tail Risk Analysis", "description": "The study of extreme, rare market events that occur more frequently than predicted by standard statistical models. ⎊ Term", "datePublished": "2026-03-23T10:41:09+00:00", "dateModified": "2026-03-23T10:41:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/trajectory-and-momentum-analysis-of-options-spreads-in-decentralized-finance-protocols-with-algorithmic-volatility-hedging.jpg", "width": 3850, "height": 2166, "caption": "A low-angle abstract shot captures a facade or wall composed of diagonal stripes, alternating between dark blue, medium blue, bright green, and bright white segments. The lines are arranged diagonally across the frame, creating a dynamic sense of movement and contrast between light and shadow." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/fat-tail-distribution-analysis/", "url": "https://term.greeks.live/definition/fat-tail-distribution-analysis/", "headline": "Fat Tail Distribution Analysis", "description": "The study of extreme, low-probability market events that occur more frequently than standard models predict. ⎊ Term", "datePublished": "2026-03-21T13:20:39+00:00", "dateModified": "2026-04-20T22:50:30+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visual-representation-of-nested-derivative-tranches-and-multi-layered-risk-profiles-in-decentralized-finance-capital-flow.jpg", "width": 3850, "height": 2166, "caption": "A three-dimensional visualization displays layered, wave-like forms nested within each other. The structure consists of a dark navy base layer, transitioning through layers of bright green, royal blue, and cream, converging toward a central point." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/tail-risk-distribution/", "url": "https://term.greeks.live/definition/tail-risk-distribution/", "headline": "Tail Risk Distribution", "description": "The statistical modeling of the extreme, low-probability outcomes that define a market's risk of catastrophic loss. ⎊ Term", "datePublished": "2026-03-21T08:27:10+00:00", "dateModified": "2026-03-21T08:27:26+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/collateralized-debt-obligation-tranche-structure-visualized-representing-waterfall-payment-dynamics-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "This abstract visualization features multiple coiling bands in shades of dark blue, beige, and bright green converging towards a central point, creating a sense of intricate, structured complexity. The visual metaphor represents the layered architecture of complex financial instruments, such as Collateralized Loan Obligations CLOs in Decentralized Finance." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/tail-risk-quantification/", "url": "https://term.greeks.live/definition/tail-risk-quantification/", "headline": "Tail Risk Quantification", "description": "Measuring the probability and potential impact of extreme, rare market events on a portfolio's financial health. ⎊ Term", "datePublished": "2026-03-20T10:00:26+00:00", "dateModified": "2026-06-05T04:29:09+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multi-layered-collateralized-debt-obligation-structure-for-advanced-risk-hedging-strategies-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A high-tech rendering of a layered, concentric component, possibly a specialized cable or conceptual hardware, with a glowing green core. The cross-section reveals distinct layers of different materials and colors, including a dark outer shell, various inner rings, and a beige insulation layer." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-hedging-engines/", "url": "https://term.greeks.live/definition/algorithmic-hedging-engines/", "headline": "Algorithmic Hedging Engines", "description": "Automated systems that manage portfolio risk by continuously adjusting derivative positions based on real-time Greek calculations. ⎊ Term", "datePublished": "2026-03-19T14:52:36+00:00", "dateModified": "2026-03-19T14:53:23+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-options-trading-mechanism-algorithmic-collateral-management-and-implied-volatility-dynamics-within-defi-protocols.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a sophisticated mechanical component, featuring a central dark blue structure containing rotating bearings and an axle. A prominent, vibrant green flexible band wraps around a light-colored inner ring, guided by small grey points." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-risk-mitigation/", "url": "https://term.greeks.live/term/algorithmic-risk-mitigation/", "headline": "Algorithmic Risk Mitigation", "description": "Meaning ⎊ Algorithmic risk mitigation provides the automated, real-time defense mechanisms necessary to maintain solvency within decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-18T07:23:36+00:00", "dateModified": "2026-03-18T07:25:23+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-engine-for-decentralized-liquidity-protocols-and-options-trading-derivatives.jpg", "width": 3850, "height": 2166, "caption": "A stylized, cross-sectional view shows a blue and teal object with a green propeller at one end. The internal mechanism, including a light-colored structural component, is exposed, revealing the functional parts of the device." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-stablecoin-risk/", "url": "https://term.greeks.live/definition/algorithmic-stablecoin-risk/", "headline": "Algorithmic Stablecoin Risk", "description": "The potential for a price-stable token to lose its peg due to vulnerabilities in its automated supply management logic. ⎊ Term", "datePublished": "2026-03-17T20:07:38+00:00", "dateModified": "2026-04-03T16:31:10+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-trading-infrastructure-visualization-demonstrating-automated-market-maker-risk-management-and-oracle-feed-integration.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of a high-tech mechanical component, rendered in dark blue and black with vibrant green internal parts and green glowing circuit patterns on its surface. Precision pieces are attached to the front section of the cylindrical object, which features intricate internal gears visible through a green ring." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/fat-tail-risk-assessment/", "url": "https://term.greeks.live/definition/fat-tail-risk-assessment/", "headline": "Fat-Tail Risk Assessment", "description": "Quantifying the probability of extreme, catastrophic market events that exceed normal statistical models. ⎊ Term", "datePublished": "2026-03-17T01:57:28+00:00", "dateModified": "2026-03-17T01:57:47+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/asymmetric-data-aggregation-node-for-decentralized-autonomous-option-protocol-risk-surveillance.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a stylized, high-tech object with smooth, matte blue surfaces and prominent circular inputs, one bright blue and one bright green, resembling asymmetric sensors. The object is framed against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-risk-control/", "url": "https://term.greeks.live/term/algorithmic-risk-control/", "headline": "Algorithmic Risk Control", "description": "Meaning ⎊ Algorithmic risk control autonomously governs protocol solvency by enforcing dynamic collateral and margin constraints in decentralized markets. ⎊ Term", "datePublished": "2026-03-14T17:48:27+00:00", "dateModified": "2026-03-14T17:48:53+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/high-frequency-trading-algorithmic-risk-management-systems-and-cex-liquidity-provision-mechanisms-visualization.jpg", "width": 3850, "height": 2166, "caption": "An abstract close-up shot captures a complex mechanical structure with smooth, dark blue curves and a contrasting off-white central component. A bright green light emanates from the center, highlighting a circular ring and a connecting pathway, suggesting an active data flow or power source within the system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/systemic-tail-risk-pricing/", "url": "https://term.greeks.live/term/systemic-tail-risk-pricing/", "headline": "Systemic Tail Risk Pricing", "description": "Meaning ⎊ Systemic Tail Risk Pricing quantifies the cost of extreme market instability, enabling robust risk management in decentralized financial systems. ⎊ Term", "datePublished": "2026-03-13T12:47:11+00:00", "dateModified": "2026-03-13T12:47:26+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/dynamic-modeling-of-layered-structured-products-options-greeks-volatility-exposure-and-derivative-pricing-complexity.jpg", "width": 3850, "height": 2166, "caption": "This abstract visualization features smoothly flowing layered forms in a color palette dominated by dark blue, bright green, and beige. The composition creates a sense of dynamic depth, suggesting intricate pathways and nested structures." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-risk-assessment/", "url": "https://term.greeks.live/term/algorithmic-risk-assessment/", "headline": "Algorithmic Risk Assessment", "description": "Meaning ⎊ Algorithmic Risk Assessment provides the automated, real-time quantitative framework necessary to maintain solvency within volatile derivative markets. ⎊ Term", "datePublished": "2026-03-13T09:30:09+00:00", "dateModified": "2026-03-13T09:30:31+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-and-multi-asset-hedging-strategies-in-decentralized-finance-protocol-layers.jpg", "width": 3850, "height": 2166, "caption": "A close-up view reveals a stylized, layered inlet or vent on a dark blue, smooth surface. The structure consists of several rounded elements, transitioning in color from a beige outer layer to dark blue, white, and culminating in a vibrant green inner component." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-algorithmic-execution-of-decentralized-options-protocols-collateralized-debt-position-mechanisms.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/algorithmic-tail-risk-hedging/