# Decentralized Risk Modeling ⎊ Area ⎊ Resource 17 --- ## What is the Model of Decentralized Risk Modeling? Decentralized risk modeling involves creating automated algorithms and protocols to assess and manage financial risk on a blockchain, removing the need for centralized intermediaries. This approach uses smart contracts to calculate parameters such as Value at Risk (VaR) or liquidation thresholds in real-time, based on transparent on-chain data. The goal is to provide a real-time, objective assessment of a protocol's health, rather than relying on subjective centralized evaluations or opaque risk methodologies. ## What is the Mechanism of Decentralized Risk Modeling? The core mechanism of decentralized risk modeling dynamically adjusts variables like collateral ratios or interest rates in response to market volatility. These adjustments are executed autonomously by the protocol's code, utilizing price feeds from oracles to ensure accuracy and timeliness. This creates a highly adaptive risk management framework that can react instantaneously to market stress events, in contrast to traditional financial systems that require manual intervention or committee-based decisions. ## What is the Governance of Decentralized Risk Modeling? While the execution of decentralized risk modeling is automated, the initial parameters and updates to the model often fall under a community governance structure. Token holders vote on changes to the risk engine, introducing a potential conflict between financial efficiency and community consensus. This governance layer presents a challenge regarding the agility required to respond to fast-moving market events, as proposals can take days to implement. --- ## [Solvency Mechanisms](https://term.greeks.live/term/solvency-mechanisms/) Meaning ⎊ Solvency mechanisms act as the essential cryptographic safeguards ensuring derivative protocol stability through automated risk and margin enforcement. ⎊ Term ## [Dynamic Collateral Models](https://term.greeks.live/term/dynamic-collateral-models/) Meaning ⎊ Dynamic Collateral Models automate margin requirements using real-time volatility data to enhance solvency and capital efficiency in decentralized markets. ⎊ Term ## [Derivatives Risk Assessment](https://term.greeks.live/term/derivatives-risk-assessment/) Meaning ⎊ Derivatives risk assessment provides the quantitative framework necessary to maintain solvency and manage volatility in decentralized financial systems. ⎊ Term ## [Decentralized Derivatives Architecture](https://term.greeks.live/term/decentralized-derivatives-architecture/) Meaning ⎊ Decentralized derivatives architecture provides a transparent, permissionless foundation for automated risk management and asset exposure in global markets. ⎊ Term ## [Derivative Strategy Optimization](https://term.greeks.live/term/derivative-strategy-optimization/) Meaning ⎊ Derivative Strategy Optimization provides the structural framework for managing risk and maximizing efficiency within decentralized financial markets. ⎊ Term ## [Initial Margin Calculations](https://term.greeks.live/term/initial-margin-calculations/) Meaning ⎊ Initial margin calculations serve as the critical risk management layer that secures derivative positions against market volatility and insolvency. ⎊ Term ## [Proprietary Model Verification](https://term.greeks.live/term/proprietary-model-verification/) Meaning ⎊ Proprietary Model Verification ensures the mathematical robustness and solvency of decentralized derivatives against extreme market volatility. ⎊ Term ## [Decentralized Trading Risks](https://term.greeks.live/term/decentralized-trading-risks/) Meaning ⎊ Decentralized trading risk encompasses the systemic failure points and technical vulnerabilities inherent in autonomous, non-custodial financial markets. ⎊ Term ## [On-Chain Collateral Verification](https://term.greeks.live/term/on-chain-collateral-verification/) Meaning ⎊ On-Chain Collateral Verification provides the cryptographic proof that decentralized derivative positions remain fully backed by liquid assets. ⎊ Term ## [Financial Derivative Analytics](https://term.greeks.live/term/financial-derivative-analytics/) Meaning ⎊ Financial derivative analytics provides the quantitative framework to price risk and manage capital efficiency within decentralized financial systems. ⎊ Term ## [Financial Advisor Selection](https://term.greeks.live/term/financial-advisor-selection/) Meaning ⎊ Financial advisor selection ensures strategic, risk-adjusted management of complex crypto derivative portfolios within volatile decentralized markets. ⎊ Term ## [Asset Risk Assessment](https://term.greeks.live/term/asset-risk-assessment/) Meaning ⎊ Asset Risk Assessment quantifies the uncertainty of decentralized derivative positions to ensure protocol integrity during periods of market stress. ⎊ Term ## [Decentralized Derivatives Liquidity](https://term.greeks.live/term/decentralized-derivatives-liquidity/) Meaning ⎊ Decentralized derivatives liquidity enables trustless, efficient risk transfer and price discovery through automated, programmable financial systems. ⎊ Term ## [Cascade Prevention Strategies](https://term.greeks.live/definition/cascade-prevention-strategies/) Systemic risk mitigation tools designed to halt the chain reaction of liquidations and prevent market-wide financial collapse. ⎊ Term ## [Liquidation Failure Probability](https://term.greeks.live/term/liquidation-failure-probability/) Meaning ⎊ Liquidation failure probability serves as the critical metric for evaluating the systemic solvency and robustness of decentralized derivative protocols. ⎊ Term ## [Risk Management Oversight](https://term.greeks.live/term/risk-management-oversight/) Meaning ⎊ Risk Management Oversight is the essential framework for maintaining protocol solvency and stability within volatile decentralized derivative markets. ⎊ Term ## [Automated Margin Systems](https://term.greeks.live/term/automated-margin-systems/) Meaning ⎊ Automated margin systems provide the algorithmic framework for managing leveraged risk and ensuring solvency within decentralized derivative markets. ⎊ Term ## [Capital Redundancy Elimination](https://term.greeks.live/term/capital-redundancy-elimination/) Meaning ⎊ Capital redundancy elimination optimizes decentralized derivative markets by consolidating collateral to increase overall capital velocity and efficiency. ⎊ Term ## [Interconnection Risk Analysis](https://term.greeks.live/term/interconnection-risk-analysis/) Meaning ⎊ Interconnection Risk Analysis quantifies systemic vulnerabilities caused by shared collateral dependencies in decentralized financial markets. ⎊ Term ## [Composability Risk Factors](https://term.greeks.live/definition/composability-risk-factors/) The inherent dangers in modular financial systems where one protocol vulnerability compromises the entire chain of apps. ⎊ Term ## [Collateral Efficiency Optimization](https://term.greeks.live/term/collateral-efficiency-optimization/) Meaning ⎊ Collateral Efficiency Optimization maximizes capital velocity in decentralized markets by using portfolio-based risk engines to reduce idle margin. ⎊ Term ## [Automated Portfolio Adjustments](https://term.greeks.live/term/automated-portfolio-adjustments/) Meaning ⎊ Automated portfolio adjustments provide a programmatic mechanism to maintain risk-neutrality and capital efficiency within decentralized derivative markets. ⎊ Term ## [Transparency Requirements](https://term.greeks.live/term/transparency-requirements/) Meaning ⎊ Transparency Requirements enforce public observability of collateral and risk, enabling trustless verification in decentralized derivative markets. ⎊ Term ## [Capital Loss Prevention](https://term.greeks.live/term/capital-loss-prevention/) Meaning ⎊ Capital Loss Prevention provides the mathematical and structural framework to secure liquidity and maintain solvency within decentralized derivatives. ⎊ Term ## [Systemic Leverage Multipliers](https://term.greeks.live/definition/systemic-leverage-multipliers/) Mechanisms causing disproportionate market impact from small price shifts due to recursive collateral and liquidation loops. ⎊ Term ## [Automated Debt Restructuring](https://term.greeks.live/definition/automated-debt-restructuring/) Algorithmic adjustment of loan terms via smart contracts to maintain solvency without human intervention during market stress. ⎊ Term ## [Failure Propagation Risks](https://term.greeks.live/term/failure-propagation-risks/) Meaning ⎊ Failure propagation risks define the systemic potential for localized insolvencies to trigger catastrophic, cascading liquidations across crypto markets. ⎊ Term ## [Dynamic Liquidation Thresholds](https://term.greeks.live/definition/dynamic-liquidation-thresholds/) Automated adjustments to collateral requirements that respond to real-time market volatility to prevent insolvency. ⎊ Term ## [Interchain Asset Management](https://term.greeks.live/term/interchain-asset-management/) Meaning ⎊ Interchain Asset Management orchestrates unified collateral and risk across disparate networks to resolve capital fragmentation in decentralized finance. ⎊ Term ## [Automated Protocol Adjustments](https://term.greeks.live/term/automated-protocol-adjustments/) Meaning ⎊ Automated protocol adjustments provide the programmatic stability necessary for decentralized derivatives to maintain solvency during market volatility. ⎊ 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": "Decentralized Risk Modeling", "item": "https://term.greeks.live/area/decentralized-risk-modeling/" }, { "@type": "ListItem", "position": 4, "name": "Resource 17", "item": "https://term.greeks.live/area/decentralized-risk-modeling/resource/17/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Model of Decentralized Risk Modeling?", "acceptedAnswer": { "@type": "Answer", "text": "Decentralized risk modeling involves creating automated algorithms and protocols to assess and manage financial risk on a blockchain, removing the need for centralized intermediaries. 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The background features a vibrant green line suggesting dynamic energy flow or data transmission within the system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/automated-margin-systems/", "url": "https://term.greeks.live/term/automated-margin-systems/", "headline": "Automated Margin Systems", "description": "Meaning ⎊ Automated margin systems provide the algorithmic framework for managing leveraged risk and ensuring solvency within decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-25T03:04:02+00:00", "dateModified": "2026-03-25T03:05:01+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/automated-yield-generation-protocol-mechanism-illustrating-perpetual-futures-rollover-and-liquidity-pool-dynamics.jpg", "width": 3850, "height": 2166, "caption": "The image portrays a sleek, automated mechanism with a light-colored band interacting with a bright green functional component set within a dark framework. This abstraction represents the continuous flow inherent in decentralized finance protocols and algorithmic trading systems." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/capital-redundancy-elimination/", "url": "https://term.greeks.live/term/capital-redundancy-elimination/", "headline": "Capital Redundancy Elimination", "description": "Meaning ⎊ Capital redundancy elimination optimizes decentralized derivative markets by consolidating collateral to increase overall capital velocity and efficiency. ⎊ Term", "datePublished": "2026-03-25T02:57:16+00:00", "dateModified": "2026-03-25T02:57:53+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/abstract-layered-derivative-structures-and-complex-options-trading-strategies-for-risk-management-and-capital-optimization.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution, abstract close-up reveals a sophisticated structure composed of fluid, layered surfaces. The forms create a complex, deep opening framed by a light cream border, with internal layers of bright green, royal blue, and dark blue emerging from a deeper dark grey cavity." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/interconnection-risk-analysis/", "url": "https://term.greeks.live/term/interconnection-risk-analysis/", "headline": "Interconnection Risk Analysis", "description": "Meaning ⎊ Interconnection Risk Analysis quantifies systemic vulnerabilities caused by shared collateral dependencies in decentralized financial markets. ⎊ Term", "datePublished": "2026-03-25T02:02:23+00:00", "dateModified": "2026-03-25T02:03:27+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/cryptocurrency-derivative-market-interconnection-illustrating-liquidity-aggregation-and-advanced-trading-strategies.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a composition of multiple differently colored bands coiling inward, creating a layered spiral effect against a dark background. The bands transition from a wider green segment to inner layers of dark blue, white, light blue, and a pale yellow element at the apex." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/composability-risk-factors/", "url": "https://term.greeks.live/definition/composability-risk-factors/", "headline": "Composability Risk Factors", "description": "The inherent dangers in modular financial systems where one protocol vulnerability compromises the entire chain of apps. ⎊ Term", "datePublished": "2026-03-25T01:40:55+00:00", "dateModified": "2026-03-25T01:41:17+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/analyzing-risk-stratification-and-composability-within-decentralized-finance-collateralized-debt-position-protocols.jpg", "width": 3850, "height": 2166, "caption": "A dynamic abstract composition features multiple flowing layers of varying colors, including shades of blue, green, and beige, against a dark blue background. The layers are intertwined and folded, suggesting complex interaction." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/collateral-efficiency-optimization/", "url": "https://term.greeks.live/term/collateral-efficiency-optimization/", "headline": "Collateral Efficiency Optimization", "description": "Meaning ⎊ Collateral Efficiency Optimization maximizes capital velocity in decentralized markets by using portfolio-based risk engines to reduce idle margin. ⎊ Term", "datePublished": "2026-03-25T00:23:48+00:00", "dateModified": "2026-03-25T00:24:20+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/automated-smart-contract-execution-mechanism-for-decentralized-financial-derivatives-and-collateralized-debt-positions.jpg", "width": 3850, "height": 2166, "caption": "This high-quality digital rendering presents a streamlined mechanical object with a sleek profile and an articulated hooked end. The design features a dark blue exterior casing framing a beige and green inner structure, highlighted by a circular component with concentric green rings." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/automated-portfolio-adjustments/", "url": "https://term.greeks.live/term/automated-portfolio-adjustments/", "headline": "Automated Portfolio Adjustments", "description": "Meaning ⎊ Automated portfolio adjustments provide a programmatic mechanism to maintain risk-neutrality and capital efficiency within decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-24T23:34:15+00:00", "dateModified": "2026-03-24T23:35:38+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-perpetual-contracts-and-integrated-liquidity-provision-protocols.jpg", "width": 3850, "height": 2166, "caption": "A detailed 3D rendering showcases a futuristic mechanical component in shades of blue and cream, featuring a prominent green glowing internal core. The object is composed of an angular outer structure surrounding a complex, spiraling central mechanism with a precise front-facing shaft." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/transparency-requirements/", "url": "https://term.greeks.live/term/transparency-requirements/", "headline": "Transparency Requirements", "description": "Meaning ⎊ Transparency Requirements enforce public observability of collateral and risk, enabling trustless verification in decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-24T23:09:16+00:00", "dateModified": "2026-03-24T23:09:41+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/decentralized-perpetual-futures-contract-mechanisms-visualized-layers-of-collateralization-and-liquidity-provisioning-stacks.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution cutaway visualization reveals the intricate internal components of a hypothetical mechanical structure. It features a central dark cylindrical core surrounded by concentric rings in shades of green and blue, encased within an outer shell containing cream-colored, precisely shaped vanes." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/capital-loss-prevention/", "url": "https://term.greeks.live/term/capital-loss-prevention/", "headline": "Capital Loss Prevention", "description": "Meaning ⎊ Capital Loss Prevention provides the mathematical and structural framework to secure liquidity and maintain solvency within decentralized derivatives. ⎊ Term", "datePublished": "2026-03-24T21:32:21+00:00", "dateModified": "2026-03-24T21:34:00+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/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/systemic-leverage-multipliers/", "url": "https://term.greeks.live/definition/systemic-leverage-multipliers/", "headline": "Systemic Leverage Multipliers", "description": "Mechanisms causing disproportionate market impact from small price shifts due to recursive collateral and liquidation loops. ⎊ Term", "datePublished": "2026-03-24T20:14:15+00:00", "dateModified": "2026-03-24T20:14:35+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/recursive-leverage-and-cascading-liquidation-dynamics-in-decentralized-finance-derivatives-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "A digital rendering depicts a complex, spiraling arrangement of gears set against a deep blue background. The gears transition in color from white to deep blue and finally to green, creating an effect of infinite depth and continuous motion." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/automated-debt-restructuring/", "url": "https://term.greeks.live/definition/automated-debt-restructuring/", "headline": "Automated Debt Restructuring", "description": "Algorithmic adjustment of loan terms via smart contracts to maintain solvency without human intervention during market stress. ⎊ Term", "datePublished": "2026-03-24T19:30:25+00:00", "dateModified": "2026-03-24T19:31:21+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-automated-execution-pathways-for-synthetic-assets-within-a-complex-collateralized-debt-position-framework.jpg", "width": 3850, "height": 2166, "caption": "The visual features a complex, layered structure resembling an abstract circuit board or labyrinth. The central and peripheral pathways consist of dark blue, white, light blue, and bright green elements, creating a sense of dynamic flow and interconnection." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/failure-propagation-risks/", "url": "https://term.greeks.live/term/failure-propagation-risks/", "headline": "Failure Propagation Risks", "description": "Meaning ⎊ Failure propagation risks define the systemic potential for localized insolvencies to trigger catastrophic, cascading liquidations across crypto markets. ⎊ Term", "datePublished": "2026-03-24T19:17:00+00:00", "dateModified": "2026-03-24T19:17:17+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/interoperability-architecture-illustrating-synthetic-asset-pricing-dynamics-and-derivatives-market-liquidity-flows.jpg", "width": 3850, "height": 2166, "caption": "A close-up view reveals a series of smooth, dark surfaces twisting in complex, undulating patterns. Bright green and cyan lines trace along the curves, highlighting the glossy finish and dynamic flow of the shapes." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/dynamic-liquidation-thresholds/", "url": "https://term.greeks.live/definition/dynamic-liquidation-thresholds/", "headline": "Dynamic Liquidation Thresholds", "description": "Automated adjustments to collateral requirements that respond to real-time market volatility to prevent insolvency. ⎊ Term", "datePublished": "2026-03-24T12:13:53+00:00", "dateModified": "2026-03-24T12:15:03+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-analysis-revealing-collateralization-ratios-and-algorithmic-liquidation-thresholds-in-decentralized-finance-derivatives.jpg", "width": 3850, "height": 2166, "caption": "A layered, tube-like structure is shown in close-up, with its outer dark blue layers peeling back to reveal an inner green core and a tan intermediate layer. A distinct bright blue ring glows between two of the dark blue layers, highlighting a key transition point in the structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/interchain-asset-management/", "url": "https://term.greeks.live/term/interchain-asset-management/", "headline": "Interchain Asset Management", "description": "Meaning ⎊ Interchain Asset Management orchestrates unified collateral and risk across disparate networks to resolve capital fragmentation in decentralized finance. ⎊ Term", "datePublished": "2026-03-24T11:44:27+00:00", "dateModified": "2026-03-24T11:46:40+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/secure-smart-contract-integration-for-decentralized-derivatives-collateralization-and-liquidity-management-protocols.jpg", "width": 3850, "height": 2166, "caption": "A close-up view captures the secure junction point of a high-tech apparatus, featuring a central blue cylinder marked with a precise grid pattern, enclosed by a robust dark blue casing and a contrasting beige ring. The background features a vibrant green line suggesting dynamic energy flow or data transmission within the system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/automated-protocol-adjustments/", "url": "https://term.greeks.live/term/automated-protocol-adjustments/", "headline": "Automated Protocol Adjustments", "description": "Meaning ⎊ Automated protocol adjustments provide the programmatic stability necessary for decentralized derivatives to maintain solvency during market volatility. ⎊ Term", "datePublished": "2026-03-24T08:43:34+00:00", "dateModified": "2026-03-24T08:44:47+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/decentralized-finance-smart-contract-execution-illustrating-dynamic-options-pricing-volatility-management.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of a high-tech, dark blue mechanical structure featuring off-white accents and a prominent green button. The design suggests a complex, futuristic joint or pivot mechanism with internal components visible." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interoperability-protocol-architecture-smart-contract-execution-cross-chain-asset-collateralization-dynamics.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/decentralized-risk-modeling/resource/17/