# Feature Scaling Effectiveness ⎊ Area ⎊ Resource 1 --- ## What is the Analysis of Feature Scaling Effectiveness? Feature scaling effectiveness quantifies the degree to which normalized input variables improve the convergence speed and predictive stability of quantitative models in high-frequency crypto trading. By mapping disparate features like order book depth and historical volatility into a unified range, this process mitigates the disproportionate influence of large-magnitude outliers on machine learning architectures. Optimal normalization ensures that gradient-based optimization algorithms achieve higher precision when pricing complex financial derivatives. ## What is the Application of Feature Scaling Effectiveness? Practitioners utilize min-max scaling or z-score standardization to prepare raw tick data for neural networks that predict short-term price movements or options Greeks. Such preprocessing is essential when integrating multi-source data, as diverse units—such as blockchain transaction volume and fiat-denominated strike prices—would otherwise introduce significant bias during model training. Maintaining consistent input scales allows quantitative analysts to deploy robust automated strategies across varying market liquidity conditions. ## What is the Performance of Feature Scaling Effectiveness? Enhanced model reliability serves as the primary benchmark for assessing the success of scaling techniques in volatile digital asset environments. When effective, these procedures reduce the likelihood of vanishing gradients, directly contributing to more resilient risk management frameworks and accurate delta hedging. Traders observe that properly scaled inputs facilitate sharper identification of alpha signals, thereby sharpening the competitive edge of algorithmic execution engines in decentralized finance protocols. --- ## [Layer-2 Scaling Solutions](https://term.greeks.live/term/layer-2-scaling-solutions/) Meaning ⎊ Layer-2 scaling solutions are essential for enabling high-throughput, capital-efficient decentralized options markets by moving complex transaction logic off-chain while maintaining Layer-1 security. ⎊ Term ## [L2 Scaling Solutions](https://term.greeks.live/term/l2-scaling-solutions/) Meaning ⎊ L2 scaling solutions enable high-frequency decentralized options trading by resolving L1 throughput limitations and reducing transaction costs. ⎊ Term ## [Scaling Solutions](https://term.greeks.live/term/scaling-solutions/) Meaning ⎊ Scaling solutions enable high-frequency options trading by reducing transaction costs and improving capital efficiency through off-chain computation and settlement mechanisms. ⎊ Term ## [Order Book Depth Scaling](https://term.greeks.live/term/order-book-depth-scaling/) Meaning ⎊ Order Book Depth Scaling fundamentally minimizes price impact and systemic risk in crypto options markets by architecting capital commitment layers that absorb order flow. ⎊ Term ## [Non-Linear Cost Scaling](https://term.greeks.live/term/non-linear-cost-scaling/) Meaning ⎊ Non-Linear Cost Scaling defines the accelerating capital requirements and execution slippage inherent in high-volume decentralized derivative trades. ⎊ Term ## [Non-Linear Scaling Cost](https://term.greeks.live/term/non-linear-scaling-cost/) Meaning ⎊ Non-Linear Scaling Cost identifies the threshold where position growth triggers exponential increases in slippage, risk, and capital requirements. ⎊ Term ## [Order Book Feature Engineering Libraries and Tools](https://term.greeks.live/term/order-book-feature-engineering-libraries-and-tools/) Meaning ⎊ Order Book Feature Engineering Libraries transform raw market data into predictive signals for crypto options pricing and risk management strategies. ⎊ Term ## [Order Book Feature Engineering](https://term.greeks.live/term/order-book-feature-engineering/) Meaning ⎊ Order Book Feature Engineering transforms raw liquidity data into high-precision signals for managing risk and optimizing execution in crypto markets. ⎊ Term ## [Order Book Feature Engineering Examples](https://term.greeks.live/term/order-book-feature-engineering-examples/) Meaning ⎊ Order Book Feature Engineering Examples transform raw market depth into predictive signals for derivative pricing and systemic risk management. ⎊ Term ## [Order Book Feature Engineering Guides](https://term.greeks.live/term/order-book-feature-engineering-guides/) Meaning ⎊ Order Book Feature Engineering transforms raw market microstructure data into predictive variables that dynamically inform crypto options pricing, hedging, and systemic risk management. ⎊ Term ## [Order Book Feature Engineering Libraries](https://term.greeks.live/term/order-book-feature-engineering-libraries/) Meaning ⎊ The Microstructure Invariant Feature Engine (MIFE) is a systematic approach to transform high-frequency order book data into robust, low-dimensional predictive signals for superior crypto options pricing and execution. ⎊ Term ## [Order Book Feature Extraction Methods](https://term.greeks.live/term/order-book-feature-extraction-methods/) Meaning ⎊ Order book feature extraction transforms raw market depth into predictive signals to quantify liquidity pressure and enhance derivative execution. ⎊ Term ## [Order Book Feature Selection Methods](https://term.greeks.live/term/order-book-feature-selection-methods/) Meaning ⎊ Order Book Feature Selection Methods optimize predictive models by isolating high-alpha signals from the high-dimensional noise of digital asset markets. ⎊ Term ## [Cryptographic Data Security Effectiveness](https://term.greeks.live/term/cryptographic-data-security-effectiveness/) Meaning ⎊ Cryptographic Data Security Effectiveness defines the mathematical work factor required to maintain protocol integrity and asset sovereignty. ⎊ Term ## [Non-Linear Scaling](https://term.greeks.live/term/non-linear-scaling/) Meaning ⎊ Non-Linear Scaling governs the accelerating rate of capital appreciation and risk exposure within derivative architectures through the lens of convexity. ⎊ Term ## [Scaling](https://term.greeks.live/definition/scaling/) The process of gradually increasing or decreasing a trade position to manage risk and entry timing. ⎊ Term ## [Hedging Effectiveness](https://term.greeks.live/definition/hedging-effectiveness/) The ability of a hedging instrument to successfully offset the price risk of an underlying asset or portfolio. ⎊ Term ## [Zero-Knowledge Scaling Solutions](https://term.greeks.live/term/zero-knowledge-scaling-solutions/) Meaning ⎊ Zero-Knowledge Scaling Solutions leverage cryptographic proofs to decouple transaction execution from settlement, enabling high-speed decentralized finance. ⎊ Term ## [Transaction Volume Scaling](https://term.greeks.live/term/transaction-volume-scaling/) Meaning ⎊ Transaction Volume Scaling enables the rapid, reliable settlement of derivative contracts necessary for efficient, high-velocity decentralized markets. ⎊ Term ## [Implied Volatility Scaling](https://term.greeks.live/definition/implied-volatility-scaling/) Adjusting position size based on the forward-looking volatility expectations derived from options pricing. ⎊ Term ## [Feature Selection](https://term.greeks.live/definition/feature-selection/) Choosing only the most important market data inputs to make a trading model faster and more reliable. ⎊ Term ## [Feature Extraction](https://term.greeks.live/definition/feature-extraction/) Creating new, highly informative variables from raw data to improve model predictive capacity and clarity. ⎊ Term ## [Feature Obsolescence](https://term.greeks.live/definition/feature-obsolescence/) The loss of relevance of specific input variables in a model due to technological or structural changes in the market. ⎊ Term ## [Trend Strength Scaling](https://term.greeks.live/definition/trend-strength-scaling/) The process of measuring the intensity of a market trend to adjust position sizing and risk exposure accordingly. ⎊ Term ## [Zero Knowledge Scaling Solution](https://term.greeks.live/term/zero-knowledge-scaling-solution/) Meaning ⎊ Zero Knowledge Scaling Solutions provide cryptographic validity for off-chain transactions, enabling high-throughput decentralized financial markets. ⎊ Term ## [Zero Knowledge Rollup Scaling](https://term.greeks.live/term/zero-knowledge-rollup-scaling/) Meaning ⎊ Zero Knowledge Rollup Scaling optimizes decentralized markets by utilizing cryptographic validity proofs to achieve high-throughput, trustless settlement. ⎊ Term ## [Priority Fee Scaling](https://term.greeks.live/term/priority-fee-scaling/) Meaning ⎊ Priority Fee Scaling acts as the economic mechanism for allocating scarce block space by incentivizing transaction inclusion during market volatility. ⎊ Term ## [Non Linear Fee Scaling](https://term.greeks.live/term/non-linear-fee-scaling/) Meaning ⎊ Non Linear Fee Scaling dynamically adjusts transaction costs based on market conditions to internalize risk and ensure decentralized protocol stability. ⎊ Term ## [Position Scaling Strategies](https://term.greeks.live/term/position-scaling-strategies/) Meaning ⎊ Position scaling optimizes capital efficiency and risk exposure by dynamically adjusting trade size to match evolving market conditions. ⎊ Term ## [Feature Engineering](https://term.greeks.live/definition/feature-engineering/) The art of transforming raw market data into meaningful inputs to improve the predictive performance of models. ⎊ 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": "Feature Scaling Effectiveness", "item": "https://term.greeks.live/area/feature-scaling-effectiveness/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/feature-scaling-effectiveness/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Analysis of Feature Scaling Effectiveness?", "acceptedAnswer": { "@type": "Answer", "text": "Feature scaling effectiveness quantifies the degree to which normalized input variables improve the convergence speed and predictive stability of quantitative models in high-frequency crypto trading. 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The layers transition in color from deep blue to bright green and cream, creating a sense of depth and intricate design." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/hedging-effectiveness/", "url": "https://term.greeks.live/definition/hedging-effectiveness/", "headline": "Hedging Effectiveness", "description": "The ability of a hedging instrument to successfully offset the price risk of an underlying asset or portfolio. ⎊ Term", "datePublished": "2026-03-09T17:59:11+00:00", "dateModified": "2026-03-20T05:47:46+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-risk-compression-mechanism-for-decentralized-options-contracts-and-volatility-hedging.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a sophisticated mechanical component, featuring a central gear mechanism surrounded by two prominent helical-shaped elements, all housed within a sleek dark blue frame with teal accents. The clean, minimalist design highlights the intricate details of the internal workings against a solid dark background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-scaling-solutions/", "url": "https://term.greeks.live/term/zero-knowledge-scaling-solutions/", "headline": "Zero-Knowledge Scaling Solutions", "description": "Meaning ⎊ Zero-Knowledge Scaling Solutions leverage cryptographic proofs to decouple transaction execution from settlement, enabling high-speed decentralized finance. ⎊ Term", "datePublished": "2026-03-10T10:42:39+00:00", "dateModified": "2026-03-10T10:43:56+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/complex-layered-blockchain-architecture-visualization-for-layer-2-scaling-solutions-and-defi-collateralization-models.jpg", "width": 3850, "height": 2166, "caption": "A sequence of nested, multi-faceted geometric shapes is depicted in a digital rendering. The shapes decrease in size from a broad blue and beige outer structure to a bright green inner layer, culminating in a central dark blue sphere, set against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/transaction-volume-scaling/", "url": "https://term.greeks.live/term/transaction-volume-scaling/", "headline": "Transaction Volume Scaling", "description": "Meaning ⎊ Transaction Volume Scaling enables the rapid, reliable settlement of derivative contracts necessary for efficient, high-velocity decentralized markets. ⎊ Term", "datePublished": "2026-03-10T17:00:49+00:00", "dateModified": "2026-03-10T17:01:06+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/algorithmic-consensus-mechanism-core-value-proposition-layer-two-scaling-solution-architecture.jpg", "width": 3850, "height": 2166, "caption": "A stylized, futuristic star-shaped object with a central green glowing core is depicted against a dark blue background. The main object has a dark blue shell surrounding the core, while a lighter, beige counterpart sits behind it, creating depth and contrast." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/implied-volatility-scaling/", "url": "https://term.greeks.live/definition/implied-volatility-scaling/", "headline": "Implied Volatility Scaling", "description": "Adjusting position size based on the forward-looking volatility expectations derived from options pricing. ⎊ Term", "datePublished": "2026-03-11T10:03:49+00:00", "dateModified": "2026-03-11T10:04:47+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/interconnected-data-streams-in-decentralized-finance-protocol-architecture-for-cross-chain-liquidity-provision.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows several parallel, smooth cylindrical structures, predominantly deep blue and white, intersected by dynamic, transparent green and solid blue rings that slide along a central rod. These elements are arranged in an intricate, flowing configuration against a dark background, suggesting a complex mechanical or data-flow system." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/feature-selection/", "url": "https://term.greeks.live/definition/feature-selection/", "headline": "Feature Selection", "description": "Choosing only the most important market data inputs to make a trading model faster and more reliable. ⎊ Term", "datePublished": "2026-03-12T03:02:12+00:00", "dateModified": "2026-04-17T21:11:07+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-exotic-derivatives-and-layered-synthetic-assets-in-defi-composability-and-strategic-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A layered structure forms a fan-like shape, rising from a flat surface. The layers feature a sequence of colors from light cream on the left to various shades of blue and green, suggesting an expanding or unfolding motion." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/feature-extraction/", "url": "https://term.greeks.live/definition/feature-extraction/", "headline": "Feature Extraction", "description": "Creating new, highly informative variables from raw data to improve model predictive capacity and clarity. ⎊ Term", "datePublished": "2026-03-12T03:02:14+00:00", "dateModified": "2026-03-12T03:03:25+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/composable-defi-protocols-and-layered-derivative-payoff-structures-illustrating-systemic-risk.jpg", "width": 3850, "height": 2166, "caption": "This abstract artwork showcases multiple interlocking, rounded structures in a close-up composition. The shapes feature varied colors and materials, including dark blue, teal green, shiny white, and a bright green spherical center, creating a sense of layered complexity." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/feature-obsolescence/", "url": "https://term.greeks.live/definition/feature-obsolescence/", "headline": "Feature Obsolescence", "description": "The loss of relevance of specific input variables in a model due to technological or structural changes in the market. ⎊ Term", "datePublished": "2026-03-12T15:09:09+00:00", "dateModified": "2026-03-12T15:09:43+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/complex-layered-derivatives-architecture-representing-options-trading-strategies-and-structured-products-volatility.jpg", "width": 3850, "height": 2166, "caption": "A 3D abstract sculpture composed of multiple nested, triangular forms is displayed against a dark blue background. The layers feature flowing contours and are rendered in various colors including dark blue, light beige, royal blue, and bright green." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/trend-strength-scaling/", "url": "https://term.greeks.live/definition/trend-strength-scaling/", "headline": "Trend Strength Scaling", "description": "The process of measuring the intensity of a market trend to adjust position sizing and risk exposure accordingly. ⎊ Term", "datePublished": "2026-03-12T21:07:10+00:00", "dateModified": "2026-03-12T21:07:58+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-layer-two-scaling-solutions-architecture-for-cross-chain-collateralized-debt-positions.jpg", "width": 3850, "height": 2166, "caption": "The image displays a complex mechanical component featuring a layered concentric design in dark blue, cream, and vibrant green. The central green element resembles a threaded core, surrounded by progressively larger rings and an angular, faceted outer shell." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-scaling-solution/", "url": "https://term.greeks.live/term/zero-knowledge-scaling-solution/", "headline": "Zero Knowledge Scaling Solution", "description": "Meaning ⎊ Zero Knowledge Scaling Solutions provide cryptographic validity for off-chain transactions, enabling high-throughput decentralized financial markets. ⎊ Term", "datePublished": "2026-03-13T09:33:15+00:00", "dateModified": "2026-03-13T09:33:34+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/modular-dlt-architecture-for-automated-market-maker-collateralization-and-perpetual-options-contract-settlement-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "An abstract, high-resolution visual depicts a sequence of intricate, interconnected components in dark blue, emerald green, and cream colors. The sleek, flowing segments interlock precisely, creating a complex structure that suggests advanced mechanical or digital architecture." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-rollup-scaling/", "url": "https://term.greeks.live/term/zero-knowledge-rollup-scaling/", "headline": "Zero Knowledge Rollup Scaling", "description": "Meaning ⎊ Zero Knowledge Rollup Scaling optimizes decentralized markets by utilizing cryptographic validity proofs to achieve high-throughput, trustless settlement. ⎊ Term", "datePublished": "2026-03-13T09:39:27+00:00", "dateModified": "2026-03-13T09:40:00+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/complex-layered-blockchain-architecture-visualization-for-layer-2-scaling-solutions-and-defi-collateralization-models.jpg", "width": 3850, "height": 2166, "caption": "A sequence of nested, multi-faceted geometric shapes is depicted in a digital rendering. The shapes decrease in size from a broad blue and beige outer structure to a bright green inner layer, culminating in a central dark blue sphere, set against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/priority-fee-scaling/", "url": "https://term.greeks.live/term/priority-fee-scaling/", "headline": "Priority Fee Scaling", "description": "Meaning ⎊ Priority Fee Scaling acts as the economic mechanism for allocating scarce block space by incentivizing transaction inclusion during market volatility. ⎊ Term", "datePublished": "2026-03-14T00:12:42+00:00", "dateModified": "2026-03-14T00:13:32+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/algorithmic-consensus-mechanism-core-value-proposition-layer-two-scaling-solution-architecture.jpg", "width": 3850, "height": 2166, "caption": "A stylized, futuristic star-shaped object with a central green glowing core is depicted against a dark blue background. The main object has a dark blue shell surrounding the core, while a lighter, beige counterpart sits behind it, creating depth and contrast." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/non-linear-fee-scaling/", "url": "https://term.greeks.live/term/non-linear-fee-scaling/", "headline": "Non Linear Fee Scaling", "description": "Meaning ⎊ Non Linear Fee Scaling dynamically adjusts transaction costs based on market conditions to internalize risk and ensure decentralized protocol stability. ⎊ Term", "datePublished": "2026-03-14T21:36:18+00:00", "dateModified": "2026-03-14T21:37:21+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/non-linear-payoff-structure-of-derivative-contracts-and-dynamic-risk-mitigation-strategies-in-volatile-markets.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution technical rendering displays a flexible joint connecting two rigid dark blue cylindrical components. The central connector features a light-colored, concave element enclosing a complex, articulated metallic mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/position-scaling-strategies/", "url": "https://term.greeks.live/term/position-scaling-strategies/", "headline": "Position Scaling Strategies", "description": "Meaning ⎊ Position scaling optimizes capital efficiency and risk exposure by dynamically adjusting trade size to match evolving market conditions. ⎊ Term", "datePublished": "2026-03-15T00:39:19+00:00", "dateModified": "2026-03-15T00:39:48+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/analyzing-complex-defi-structured-products-and-transaction-flow-within-smart-contract-channels-for-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A stylized 3D animation depicts a mechanical structure composed of segmented components blue, green, beige moving through a dark blue, wavy channel. The components are arranged in a specific sequence, suggesting a complex assembly or mechanism operating within a confined space." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/feature-engineering/", "url": "https://term.greeks.live/definition/feature-engineering/", "headline": "Feature Engineering", "description": "The art of transforming raw market data into meaningful inputs to improve the predictive performance of models. ⎊ Term", "datePublished": "2026-03-15T18:53:19+00:00", "dateModified": "2026-04-17T15:50:33+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-tokenomics-and-interoperable-defi-protocols-representing-multidimensional-financial-derivatives-and-hedging-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution abstract image captures a smooth, intertwining structure composed of thick, flowing forms. A pale, central sphere is encased by these tubular shapes, which feature vibrant blue and teal highlights on a dark base." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-composability-and-layer-2-scaling-solutions-representing-derivative-protocol-structures.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/feature-scaling-effectiveness/resource/1/