# Extreme Input Variance ⎊ Area ⎊ Greeks.live --- ## What is the Analysis of Extreme Input Variance? ⎊ Extreme Input Variance, within cryptocurrency derivatives, signifies a substantial deviation from expected volatility surfaces, often observed during periods of rapid market shifts or unforeseen events. This condition challenges conventional pricing models reliant on stable historical data, necessitating recalibration of risk parameters and potentially impacting hedging strategies. The magnitude of this variance is typically quantified through implied volatility skew and kurtosis, revealing asymmetries and fat tails in option pricing that deviate from normal distributions. Consequently, accurate assessment of Extreme Input Variance is crucial for informed decision-making in options trading and risk management. ## What is the Adjustment of Extreme Input Variance? ⎊ Managing Extreme Input Variance requires dynamic adjustments to trading parameters, including position sizing and strike selection, to mitigate potential losses from unexpected price movements. Static hedging strategies become less effective when underlying asset volatility experiences significant, rapid changes, demanding a more responsive approach. Sophisticated traders may employ volatility-sensitive strategies, such as variance swaps or volatility ETFs, to directly profit from or hedge against these fluctuations. Furthermore, continuous monitoring of market microstructure and order book dynamics is essential for identifying and reacting to shifts in volatility expectations. ## What is the Algorithm of Extreme Input Variance? ⎊ Algorithmic trading systems designed for cryptocurrency derivatives must incorporate mechanisms to detect and respond to Extreme Input Variance, often through adaptive modeling techniques. These algorithms may utilize machine learning to forecast volatility based on real-time data, incorporating factors beyond historical price movements, such as social sentiment and on-chain metrics. The implementation of robust outlier detection filters and dynamic risk limits is paramount to prevent unintended consequences from erroneous price signals. Effective algorithmic responses to Extreme Input Variance can enhance portfolio performance and reduce exposure to tail risk. --- ## [Numerical Stability Analysis](https://term.greeks.live/term/numerical-stability-analysis/) Meaning ⎊ Numerical stability analysis ensures the computational integrity of derivative pricing and risk models within volatile decentralized financial environments. ⎊ Term ## [Extreme Value Statistics](https://term.greeks.live/term/extreme-value-statistics/) Meaning ⎊ Extreme Value Statistics provides the mathematical framework for quantifying rare, high-impact events in volatile decentralized financial markets. ⎊ Term ## [Extreme Event Simulation](https://term.greeks.live/term/extreme-event-simulation/) Meaning ⎊ Extreme Event Simulation quantifies tail-risk to fortify decentralized protocols against liquidity exhaustion and systemic contagion events. ⎊ Term ## [Oracle Input Consistency](https://term.greeks.live/definition/oracle-input-consistency/) The requirement for synchronized, tamper-proof external data feeds that accurately reflect market prices to the blockchain. ⎊ Term ## [Risk Input Oracle](https://term.greeks.live/term/risk-input-oracle/) Meaning ⎊ A Risk Input Oracle provides the critical volatility telemetry necessary for the secure and accurate settlement of decentralized derivative contracts. ⎊ Term ## [Extreme Volatility Scenarios](https://term.greeks.live/term/extreme-volatility-scenarios/) Meaning ⎊ Extreme Volatility Scenarios test the limits of protocol liquidity and margin engines, necessitating robust, path-dependent risk management strategies. ⎊ Term ## [Extreme Volatility](https://term.greeks.live/term/extreme-volatility/) Meaning ⎊ Extreme volatility serves as a systemic stress test that reallocates risk and forces the evolution of resilient, automated financial protocols. ⎊ Term ## [Extreme Volatility Events](https://term.greeks.live/term/extreme-volatility-events/) Meaning ⎊ Extreme Volatility Events are structural market ruptures that expose the fragility of leveraged positions and automated liquidation mechanisms. ⎊ Term ## [Extreme Event Analysis](https://term.greeks.live/term/extreme-event-analysis/) Meaning ⎊ Extreme Event Analysis provides the mathematical and structural framework to quantify and mitigate systemic tail risk in decentralized derivatives. ⎊ Term ## [Oracle Input Sanitization](https://term.greeks.live/definition/oracle-input-sanitization/) The validation and filtering of external data inputs to ensure accuracy and prevent oracle-based price manipulation. ⎊ Term ## [Input Validation Protocols](https://term.greeks.live/definition/input-validation-protocols/) Rigorous rules and checks applied to incoming data to ensure it meets expected criteria, preventing system errors and exploits. ⎊ Term ## [Pricing Model Input](https://term.greeks.live/term/pricing-model-input/) Meaning ⎊ Implied volatility serves as the primary market-derived input for quantifying uncertainty and valuing risk within crypto derivative instruments. ⎊ Term ## [Input Validation Errors](https://term.greeks.live/definition/input-validation-errors/) Failure to sanitize and verify incoming data in smart contracts, creating opportunities for malicious exploitation. ⎊ Term ## [Input Sanitization Patterns](https://term.greeks.live/definition/input-sanitization-patterns/) Standardized validation of incoming data to prevent logic errors and security vulnerabilities. ⎊ Term ## [Input Validation Logic](https://term.greeks.live/definition/input-validation-logic/) The practice of verifying all function inputs against strict safety criteria to prevent malicious or malformed data execution. ⎊ Term ## [Extreme Market Movements](https://term.greeks.live/term/extreme-market-movements/) Meaning ⎊ Extreme market movements serve as essential, albeit volatile, mechanisms for clearing systemic risk and re-establishing equilibrium in decentralized finance. ⎊ Term ## [Input Merging](https://term.greeks.live/definition/input-merging/) A transaction pattern where multiple addresses provide inputs to a single output, indicating common control of those wallets. ⎊ Term ## [Extreme Price Movements](https://term.greeks.live/term/extreme-price-movements/) Meaning ⎊ Extreme price movements serve as high-velocity clearing mechanisms that test the structural integrity and solvency of decentralized financial protocols. ⎊ Term ## [Decentralized Oracle Input](https://term.greeks.live/term/decentralized-oracle-input/) Meaning ⎊ Decentralized oracle input provides the verifiable, trustless data bridge required for reliable settlement and execution of complex digital derivatives. ⎊ Term ## [Input Mixing](https://term.greeks.live/definition/input-mixing/) Process of pooling and shuffling multiple transaction inputs to break the link between senders and receivers. ⎊ Term ## [Public Input Verification](https://term.greeks.live/term/public-input-verification/) Meaning ⎊ Public Input Verification ensures decentralized derivatives operate on accurate, tamper-proof data, protecting market integrity from external manipulation. ⎊ Term ## [Multi-Input Address Clustering](https://term.greeks.live/definition/multi-input-address-clustering/) A heuristic associating multiple transaction inputs with a single entity based on the requirement of shared key control. ⎊ Term ## [Extreme Market Events](https://term.greeks.live/term/extreme-market-events/) Meaning ⎊ Extreme Market Events represent non-linear volatility regimes requiring advanced risk frameworks to maintain protocol solvency and market stability. ⎊ Term ## [Volatility Oracle Input](https://term.greeks.live/term/volatility-oracle-input/) Meaning ⎊ Volatility Oracle Input provides the essential, verifiable variance data required to price options and manage risk in decentralized derivative markets. ⎊ Term ## [Extreme Market Stress Testing](https://term.greeks.live/term/extreme-market-stress-testing/) Meaning ⎊ Extreme Market Stress Testing quantifies protocol insolvency risk by simulating non-linear liquidity evaporation and catastrophic market events. ⎊ Term ## [Input Data Integrity](https://term.greeks.live/definition/input-data-integrity/) Ensuring data accuracy and consistency during processing, vital for reliable smart contract execution and pricing. ⎊ Term ## [Input Normalization Logic](https://term.greeks.live/definition/input-normalization-logic/) Standardizing diverse data inputs into a uniform format to ensure consistent and accurate financial processing. ⎊ Term ## [Protocol Input Whitelisting](https://term.greeks.live/definition/protocol-input-whitelisting/) A security model that permits only pre-approved data and interactions to interface with a decentralized protocol. ⎊ Term ## [Level One Input Validation](https://term.greeks.live/definition/level-one-input-validation/) The initial filter ensuring incoming financial data conforms to strict system standards before protocol processing occurs. ⎊ Term ## [Extreme Volatility Management](https://term.greeks.live/term/extreme-volatility-management/) Meaning ⎊ Extreme Volatility Management secures decentralized financial systems by algorithmically neutralizing systemic risk during rapid price dislocations. ⎊ 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": "Extreme Input Variance", "item": "https://term.greeks.live/area/extreme-input-variance/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Analysis of Extreme Input Variance?", "acceptedAnswer": { "@type": "Answer", "text": "⎊ Extreme Input Variance, within cryptocurrency derivatives, signifies a substantial deviation from expected volatility surfaces, often observed during periods of rapid market shifts or unforeseen events. 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Static hedging strategies become less effective when underlying asset volatility experiences significant, rapid changes, demanding a more responsive approach. Sophisticated traders may employ volatility-sensitive strategies, such as variance swaps or volatility ETFs, to directly profit from or hedge against these fluctuations. Furthermore, continuous monitoring of market microstructure and order book dynamics is essential for identifying and reacting to shifts in volatility expectations." } }, { "@type": "Question", "name": "What is the Algorithm of Extreme Input Variance?", "acceptedAnswer": { "@type": "Answer", "text": "⎊ Algorithmic trading systems designed for cryptocurrency derivatives must incorporate mechanisms to detect and respond to Extreme Input Variance, often through adaptive modeling techniques. 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The central connector features a light-colored, concave element enclosing a complex, articulated metallic mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/input-merging/", "url": "https://term.greeks.live/definition/input-merging/", "headline": "Input Merging", "description": "A transaction pattern where multiple addresses provide inputs to a single output, indicating common control of those wallets. ⎊ Term", "datePublished": "2026-03-23T04:35:52+00:00", "dateModified": "2026-03-24T07:28:51+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/deconstructing-complex-financial-derivatives-showing-risk-tranches-and-collateralized-debt-positions-in-defi-protocols.jpg", "width": 3850, "height": 2166, "caption": "An abstract digital rendering shows a dark blue sphere with a section peeled away, exposing intricate internal layers. The revealed core consists of concentric rings in varying colors including cream, dark blue, chartreuse, and bright green, centered around a striped mechanical-looking structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/extreme-price-movements/", "url": "https://term.greeks.live/term/extreme-price-movements/", "headline": "Extreme Price Movements", "description": "Meaning ⎊ Extreme price movements serve as high-velocity clearing mechanisms that test the structural integrity and solvency of decentralized financial protocols. ⎊ Term", "datePublished": "2026-03-22T22:13:03+00:00", "dateModified": "2026-03-22T22:13:41+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-perpetual-swaps-liquidity-provision-and-hedging-strategy-evolution-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A macro-photographic perspective shows a continuous abstract form composed of distinct colored sections, including vibrant neon green and dark blue, emerging into sharp focus from a blurred background. The helical shape suggests continuous motion and a progression through various stages or layers." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-oracle-input/", "url": "https://term.greeks.live/term/decentralized-oracle-input/", "headline": "Decentralized Oracle Input", "description": "Meaning ⎊ Decentralized oracle input provides the verifiable, trustless data bridge required for reliable settlement and execution of complex digital derivatives. ⎊ Term", "datePublished": "2026-03-22T19:55:47+00:00", "dateModified": "2026-03-22T19:57:27+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/a-futuristic-geometric-construct-symbolizing-decentralized-finance-oracle-data-feeds-and-synthetic-asset-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A high-tech geometric abstract render depicts a sharp, angular frame in deep blue and light beige, surrounding a central dark blue cylinder. The cylinder's tip features a vibrant green concentric ring structure, creating a stylized sensor-like effect." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/input-mixing/", "url": "https://term.greeks.live/definition/input-mixing/", "headline": "Input Mixing", "description": "Process of pooling and shuffling multiple transaction inputs to break the link between senders and receivers. ⎊ Term", "datePublished": "2026-03-22T19:55:22+00:00", "dateModified": "2026-03-22T19:57:11+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/advanced-risk-stratification-and-layered-collateralization-in-defi-structured-products.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of nested, multicolored rings housed within a dark gray structural component. The elements vary in color from bright green and dark blue to light beige, all fitting precisely within the recessed frame." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/public-input-verification/", "url": "https://term.greeks.live/term/public-input-verification/", "headline": "Public Input Verification", "description": "Meaning ⎊ Public Input Verification ensures decentralized derivatives operate on accurate, tamper-proof data, protecting market integrity from external manipulation. ⎊ Term", "datePublished": "2026-03-22T07:06:09+00:00", "dateModified": "2026-03-22T07:06:45+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-finance-protocol-modularity-layered-rebalancing-mechanism-visualization-demonstrating-options-market-structure.jpg", "width": 3850, "height": 2166, "caption": "This abstract digital rendering presents a cross-sectional view of two cylindrical components separating, revealing intricate inner layers of mechanical or technological design. The central core connects the two pieces, while surrounding rings of teal and gold highlight the multi-layered structure of the device." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/multi-input-address-clustering/", "url": "https://term.greeks.live/definition/multi-input-address-clustering/", "headline": "Multi-Input Address Clustering", "description": "A heuristic associating multiple transaction inputs with a single entity based on the requirement of shared key control. ⎊ Term", "datePublished": "2026-03-20T14:28:05+00:00", "dateModified": "2026-03-20T14:28:35+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/synthesizing-multi-layered-crypto-derivatives-architecture-for-complex-collateralized-positions-and-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A dark blue, stylized frame holds a complex assembly of multi-colored rings, consisting of cream, blue, and glowing green components. The concentric layers fit together precisely, suggesting a high-tech mechanical or data-flow system on a dark background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/extreme-market-events/", "url": "https://term.greeks.live/term/extreme-market-events/", "headline": "Extreme Market Events", "description": "Meaning ⎊ Extreme Market Events represent non-linear volatility regimes requiring advanced risk frameworks to maintain protocol solvency and market stability. ⎊ Term", "datePublished": "2026-03-20T06:57:10+00:00", "dateModified": "2026-03-20T06:57:32+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-finance-risk-management-algorithm-predictive-modeling-engine-for-options-market-volatility.jpg", "width": 3850, "height": 2166, "caption": "A futuristic device featuring a glowing green core and intricate mechanical components inside a cylindrical housing, set against a dark, minimalist background. The device's sleek, dark housing suggests advanced technology and precision engineering, mirroring the complexity of modern financial instruments." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/volatility-oracle-input/", "url": "https://term.greeks.live/term/volatility-oracle-input/", "headline": "Volatility Oracle Input", "description": "Meaning ⎊ Volatility Oracle Input provides the essential, verifiable variance data required to price options and manage risk in decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-19T14:46:59+00:00", "dateModified": "2026-03-19T14:48:06+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/a-futuristic-geometric-construct-symbolizing-decentralized-finance-oracle-data-feeds-and-synthetic-asset-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A high-tech geometric abstract render depicts a sharp, angular frame in deep blue and light beige, surrounding a central dark blue cylinder. The cylinder's tip features a vibrant green concentric ring structure, creating a stylized sensor-like effect." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/extreme-market-stress-testing/", "url": "https://term.greeks.live/term/extreme-market-stress-testing/", "headline": "Extreme Market Stress Testing", "description": "Meaning ⎊ Extreme Market Stress Testing quantifies protocol insolvency risk by simulating non-linear liquidity evaporation and catastrophic market events. ⎊ Term", "datePublished": "2026-03-18T18:30:23+00:00", "dateModified": "2026-03-18T18:30:36+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/visualizing-intricate-algorithmic-structures-of-decentralized-financial-derivatives-illustrating-composability-and-market-microstructure.jpg", "width": 3850, "height": 2166, "caption": "The abstract digital rendering features interwoven geometric forms in shades of blue, white, and green against a dark background. The smooth, flowing components suggest a complex, integrated system with multiple layers and connections." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/input-data-integrity/", "url": "https://term.greeks.live/definition/input-data-integrity/", "headline": "Input Data Integrity", "description": "Ensuring data accuracy and consistency during processing, vital for reliable smart contract execution and pricing. ⎊ Term", "datePublished": "2026-03-18T13:38:13+00:00", "dateModified": "2026-03-18T13:39:19+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-finance-protocol-node-visualizing-smart-contract-execution-and-layer-2-data-aggregation.jpg", "width": 3850, "height": 2166, "caption": "A detailed abstract 3D render shows a complex mechanical object composed of concentric rings in blue and off-white tones. A central green glowing light illuminates the core, suggesting a focus point or power source." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/input-normalization-logic/", "url": "https://term.greeks.live/definition/input-normalization-logic/", "headline": "Input Normalization Logic", "description": "Standardizing diverse data inputs into a uniform format to ensure consistent and accurate financial processing. ⎊ Term", "datePublished": "2026-03-18T13:03:55+00:00", "dateModified": "2026-03-18T13:04:40+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/precision-algorithmic-trading-engine-for-decentralized-derivatives-valuation-and-automated-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, futuristic mechanical object, possibly a precision drone component or sensor module, is rendered in a dark blue, cream, and bright blue color palette. The front features a prominent, glowing green circular element reminiscent of an active lens or data input sensor, set against a dark, minimal background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/protocol-input-whitelisting/", "url": "https://term.greeks.live/definition/protocol-input-whitelisting/", "headline": "Protocol Input Whitelisting", "description": "A security model that permits only pre-approved data and interactions to interface with a decentralized protocol. ⎊ Term", "datePublished": "2026-03-18T13:01:37+00:00", "dateModified": "2026-03-18T13:02:00+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/layered-protocol-governance-sentinel-model-for-decentralized-finance-risk-mitigation-and-automated-market-making.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, geometric object featuring multiple layers of blue, green, and cream-colored components is displayed against a dark background. The central part of the object contains a lens-like feature with a bright, luminous green circle, suggesting an advanced monitoring device or sensor." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/level-one-input-validation/", "url": "https://term.greeks.live/definition/level-one-input-validation/", "headline": "Level One Input Validation", "description": "The initial filter ensuring incoming financial data conforms to strict system standards before protocol processing occurs. ⎊ Term", "datePublished": "2026-03-18T12:59:59+00:00", "dateModified": "2026-03-18T13:00:54+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/interoperable-architecture-of-proof-of-stake-validation-and-collateralized-derivative-tranching.jpg", "width": 3850, "height": 2166, "caption": "A cutaway view reveals the inner workings of a multi-layered cylindrical object with glowing green accents on concentric rings. The abstract design suggests a schematic for a complex technical system or a financial instrument's internal structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/extreme-volatility-management/", "url": "https://term.greeks.live/term/extreme-volatility-management/", "headline": "Extreme Volatility Management", "description": "Meaning ⎊ Extreme Volatility Management secures decentralized financial systems by algorithmically neutralizing systemic risk during rapid price dislocations. ⎊ Term", "datePublished": "2026-03-17T21:08:02+00:00", "dateModified": "2026-03-17T21:08:37+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/layered-protocol-architecture-and-collateral-management-in-decentralized-finance-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "An intricate abstract visualization composed of concentric square-shaped bands flowing inward. The composition utilizes a color palette of deep navy blue, vibrant green, and beige to create a sense of dynamic movement and structured depth." } } ], "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" } } ``` --- **Original URL:** https://term.greeks.live/area/extreme-input-variance/