# Liquidity Demand Forecasting ⎊ Area ⎊ Resource 1 --- ## What is the Forecast of Liquidity Demand Forecasting? Liquidity demand forecasting within cryptocurrency derivatives centers on predicting the volume of orders requiring immediate execution at various price levels, crucial for market makers and arbitrageurs. Accurate projections mitigate adverse selection and inventory risk, particularly in volatile crypto markets where order book depth can fluctuate rapidly. This process leverages historical data, order book dynamics, and external factors like macroeconomic indicators to estimate future liquidity needs, informing hedging strategies and capital allocation. Sophisticated models incorporate time series analysis and machine learning techniques to refine predictive accuracy, essential for efficient price discovery. ## What is the Adjustment of Liquidity Demand Forecasting? The adjustment of trading parameters based on liquidity demand forecasts is a core component of dynamic risk management in options and derivatives trading. Market participants continuously recalibrate bid-ask spreads, position sizing, and inventory limits in response to anticipated order flow, aiming to optimize profitability while minimizing exposure. Algorithmic trading systems automate these adjustments, reacting to real-time changes in forecast confidence and market conditions, and ensuring efficient capital deployment. Effective adjustment strategies require a nuanced understanding of market microstructure and the interplay between liquidity provision and demand. ## What is the Algorithm of Liquidity Demand Forecasting? An algorithm designed for liquidity demand forecasting typically integrates several quantitative finance techniques, including high-frequency data analysis and statistical modeling. These algorithms often employ order book event data, trade history, and implied volatility surfaces to identify patterns and predict future liquidity requirements. Machine learning models, such as recurrent neural networks, are increasingly utilized to capture non-linear relationships and adapt to evolving market dynamics. The performance of such algorithms is continuously backtested and refined, incorporating feedback loops to improve predictive power and trading performance. --- ## [Trend Forecasting](https://term.greeks.live/definition/trend-forecasting/) Predictive analysis used to identify the future trajectory and momentum of market structures and asset price performance. ⎊ Definition ## [On-Chain Liquidity](https://term.greeks.live/definition/on-chain-liquidity/) The availability and depth of assets on decentralized platforms allowing for efficient trading without extreme price impact. ⎊ Definition ## [Volatility Forecasting](https://term.greeks.live/term/volatility-forecasting/) Meaning ⎊ Volatility forecasting in crypto options requires integrating market microstructure and behavioral data to model systemic risk, moving beyond traditional statistical models to capture non-linear market dynamics. ⎊ Definition ## [Options Liquidity Pools](https://term.greeks.live/term/options-liquidity-pools/) Meaning ⎊ Options Liquidity Pools automate options market making in DeFi by pooling capital to write contracts and manage non-linear risk through dynamic pricing and hedging strategies. ⎊ Definition ## [Options Liquidity](https://term.greeks.live/term/options-liquidity/) Meaning ⎊ Options liquidity measures the efficiency of risk transfer in derivatives markets, reflecting the depth of available capital and the accuracy of on-chain pricing models. ⎊ Definition ## [Options Liquidity Provision](https://term.greeks.live/term/options-liquidity-provision/) Meaning ⎊ Options liquidity provision in decentralized finance involves managing non-linear risks like vega and gamma through automated market makers to ensure continuous pricing and capital efficiency. ⎊ Definition ## [AMM Liquidity Pools](https://term.greeks.live/term/amm-liquidity-pools/) Meaning ⎊ Options AMMs automate options trading by dynamically pricing contracts based on implied volatility and time decay, enabling decentralized risk management. ⎊ Definition ## [Liquidity Provision Game Theory](https://term.greeks.live/term/liquidity-provision-game-theory/) Meaning ⎊ Liquidity provision game theory explores the strategic interactions between automated market makers and arbitrageurs, balancing yield generation from option premiums against inherent volatility risk. ⎊ Definition ## [Protocol Owned Liquidity](https://term.greeks.live/definition/protocol-owned-liquidity/) Treasury-managed assets that secure trading pools to ensure permanent liquidity without reliance on external providers. ⎊ Definition ## [Hybrid Liquidity Models](https://term.greeks.live/term/hybrid-liquidity-models/) Meaning ⎊ Hybrid liquidity models synthesize AMM and CLOB mechanisms to provide capital-efficient options pricing and robust risk management in decentralized markets. ⎊ Definition ## [Liquidity Fragmentation Challenges](https://term.greeks.live/term/liquidity-fragmentation-challenges/) Meaning ⎊ Liquidity fragmentation disperses options order flow and collateral across disparate protocols, increasing execution costs and reducing capital efficiency for market participants. ⎊ Definition ## [Liquidity Feedback Loops](https://term.greeks.live/definition/liquidity-feedback-loops/) A self-reinforcing cycle where declining liquidity triggers liquidations, causing further price drops and liquidity loss. ⎊ Definition ## [Liquidity Pool Manipulation](https://term.greeks.live/definition/liquidity-pool-manipulation/) The act of altering liquidity in a pool to force a price shift that can be exploited by an attacker. ⎊ Definition ## [Open Interest Liquidity Ratio](https://term.greeks.live/term/open-interest-liquidity-ratio/) Meaning ⎊ The Open Interest Liquidity Ratio measures systemic leverage in derivatives markets by comparing outstanding contracts to available capital, predicting potential liquidation cascades. ⎊ Definition ## [Short-Term Forecasting](https://term.greeks.live/term/short-term-forecasting/) Meaning ⎊ Short-term forecasting in crypto options analyzes market microstructure and on-chain data to calculate price movement probability distributions over narrow time horizons, essential for dynamic risk management and capital efficiency in high-volatility markets. ⎊ Definition ## [Liquidity Pool Utilization](https://term.greeks.live/definition/liquidity-pool-utilization/) A DeFi metric representing the percentage of total liquidity currently borrowed, driving interest rate adjustments. ⎊ Definition ## [Derivatives Liquidity](https://term.greeks.live/term/derivatives-liquidity/) Meaning ⎊ Derivatives liquidity is the measure of efficiency in pricing and trading complex options contracts, enabling precise risk transfer and capital management within volatile crypto markets. ⎊ Definition ## [Liquidity Fragmentation Impact](https://term.greeks.live/definition/liquidity-fragmentation-impact/) Reduced market efficiency and increased slippage caused by capital dispersion across multiple disconnected trading venues. ⎊ Definition ## [Options Market Liquidity](https://term.greeks.live/term/options-market-liquidity/) Meaning ⎊ Options market liquidity measures a market's structural integrity, enabling efficient risk transfer and price discovery for derivatives in high volatility environments. ⎊ Definition ## [Liquidity Pool Design](https://term.greeks.live/term/liquidity-pool-design/) Meaning ⎊ Options liquidity pool design requires dynamic risk management mechanisms to handle non-linear payoffs and volatility, moving beyond simple constant product formulas to ensure capital efficiency and LP solvency. ⎊ Definition ## [Liquidity Provider Capital Efficiency](https://term.greeks.live/definition/liquidity-provider-capital-efficiency/) The metric evaluating the ratio of generated trading fees to the capital deployed by a liquidity provider. ⎊ Definition ## [Decentralized Liquidity Stress Testing](https://term.greeks.live/term/decentralized-liquidity-stress-testing/) Meaning ⎊ Decentralized liquidity stress testing assesses a protocol's resilience against systemic failure by simulating automated feedback loops and collateral cascades under extreme market conditions. ⎊ Definition ## [On Demand Data Feeds](https://term.greeks.live/term/on-demand-data-feeds/) Meaning ⎊ On demand data feeds provide discrete data retrieval for crypto options protocols, optimizing gas costs by delivering information only when specific actions require it. ⎊ Definition ## [Machine Learning Forecasting](https://term.greeks.live/term/machine-learning-forecasting/) Meaning ⎊ Machine learning forecasting optimizes crypto options pricing by modeling non-linear volatility dynamics and systemic risk using on-chain data and market microstructure analysis. ⎊ Definition ## [Machine Learning Volatility Forecasting](https://term.greeks.live/term/machine-learning-volatility-forecasting/) Meaning ⎊ Machine learning volatility forecasting adapts predictive models to crypto's unique non-linear dynamics for precise options pricing and risk management. ⎊ Definition ## [Mempool Congestion Forecasting](https://term.greeks.live/term/mempool-congestion-forecasting/) Meaning ⎊ Mempool congestion forecasting predicts transaction fee volatility to quantify execution risk, which is critical for managing liquidation risk and pricing options premiums in decentralized finance. ⎊ Definition ## [Gas Fee Market Forecasting](https://term.greeks.live/term/gas-fee-market-forecasting/) Meaning ⎊ Gas Fee Market Forecasting utilizes quantitative models to predict onchain computational costs, enabling strategic hedging and capital optimization. ⎊ Definition ## [Real-Time On-Demand Feeds](https://term.greeks.live/term/real-time-on-demand-feeds/) Meaning ⎊ Real-Time On-Demand Feeds provide sub-second, cryptographically verified price data to decentralized margin engines, eliminating latency arbitrage. ⎊ Definition ## [Trend Forecasting Models](https://term.greeks.live/definition/trend-forecasting-models/) Mathematical models designed to predict future price direction and trend strength using historical and real-time data. ⎊ Definition ## [Supply and Demand](https://term.greeks.live/definition/supply-and-demand/) The basic economic interaction between the availability of an asset and the desire of buyers to purchase it. ⎊ Definition --- ## 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": "Liquidity Demand Forecasting", "item": "https://term.greeks.live/area/liquidity-demand-forecasting/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/liquidity-demand-forecasting/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Forecast of Liquidity Demand Forecasting?", "acceptedAnswer": { "@type": "Answer", "text": "Liquidity demand forecasting within cryptocurrency derivatives centers on predicting the volume of orders requiring immediate execution at various price levels, crucial for market makers and arbitrageurs. 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The structure features recessed areas with glowing neon green and bright blue lines, suggesting an active, complex mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidity-pool-utilization/", "url": "https://term.greeks.live/definition/liquidity-pool-utilization/", "headline": "Liquidity Pool Utilization", "description": "A DeFi metric representing the percentage of total liquidity currently borrowed, driving interest rate adjustments. ⎊ Definition", "datePublished": "2025-12-19T08:20:11+00:00", "dateModified": "2026-03-30T10:18:50+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-visualization-of-liquidity-pool-data-streams-and-smart-contract-execution-pathways-within-a-decentralized-finance-protocol.jpg", "width": 3850, "height": 2166, "caption": "An abstract visualization shows multiple parallel elements flowing within a stylized dark casing. A bright green element, a cream element, and a smaller blue element suggest interconnected data streams within a complex system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/derivatives-liquidity/", "url": "https://term.greeks.live/term/derivatives-liquidity/", "headline": "Derivatives Liquidity", "description": "Meaning ⎊ Derivatives liquidity is the measure of efficiency in pricing and trading complex options contracts, enabling precise risk transfer and capital management within volatile crypto markets. ⎊ Definition", "datePublished": "2025-12-19T08:58:09+00:00", "dateModified": "2026-01-04T17:17:42+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-notional-value-and-order-flow-disruption-in-on-chain-derivatives-liquidity-provision.jpg", "width": 3850, "height": 2166, "caption": "The image shows a detailed cross-section of a thick black pipe-like structure, revealing a bundle of bright green fibers inside. 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The assembly illustrates a mechanical system designed for precise movement control and impact absorption." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/options-market-liquidity/", "url": "https://term.greeks.live/term/options-market-liquidity/", "headline": "Options Market Liquidity", "description": "Meaning ⎊ Options market liquidity measures a market's structural integrity, enabling efficient risk transfer and price discovery for derivatives in high volatility environments. ⎊ Definition", "datePublished": "2025-12-19T09:26:26+00:00", "dateModified": "2026-01-04T17:27:21+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/bid-ask-spread-convergence-and-divergence-in-decentralized-finance-protocol-liquidity-provisioning-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A minimalist, modern device with a navy blue matte finish. The elongated form is slightly open, revealing a contrasting light-colored interior mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/liquidity-pool-design/", "url": "https://term.greeks.live/term/liquidity-pool-design/", "headline": "Liquidity Pool Design", "description": "Meaning ⎊ Options liquidity pool design requires dynamic risk management mechanisms to handle non-linear payoffs and volatility, moving beyond simple constant product formulas to ensure capital efficiency and LP solvency. ⎊ Definition", "datePublished": "2025-12-19T10:46:41+00:00", "dateModified": "2025-12-19T10:46:41+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/visualization-of-complex-liquidity-pool-dynamics-and-structured-financial-products-within-defi-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "The image features a central, abstract sculpture composed of three distinct, undulating layers of different colors: dark blue, teal, and cream. The layers intertwine and stack, creating a complex, flowing shape set against a solid dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidity-provider-capital-efficiency/", "url": "https://term.greeks.live/definition/liquidity-provider-capital-efficiency/", "headline": "Liquidity Provider Capital Efficiency", "description": "The metric evaluating the ratio of generated trading fees to the capital deployed by a liquidity provider. ⎊ Definition", "datePublished": "2025-12-20T08:59:03+00:00", "dateModified": "2026-04-12T00:07:17+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/advanced-protocol-architecture-for-decentralized-derivatives-trading-with-high-capital-efficiency.jpg", "width": 3850, "height": 2166, "caption": "The image displays a detailed technical illustration of a high-performance engine's internal structure. A cutaway view reveals a large green turbine fan at the intake, connected to multiple stages of silver compressor blades and gearing mechanisms enclosed in a blue internal frame and beige external fairing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-liquidity-stress-testing/", "url": "https://term.greeks.live/term/decentralized-liquidity-stress-testing/", "headline": "Decentralized Liquidity Stress Testing", "description": "Meaning ⎊ Decentralized liquidity stress testing assesses a protocol's resilience against systemic failure by simulating automated feedback loops and collateral cascades under extreme market conditions. ⎊ Definition", "datePublished": "2025-12-20T09:23:57+00:00", "dateModified": "2025-12-20T09:23:57+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-autonomous-organization-governance-structure-model-simulating-cross-chain-interoperability-and-liquidity-aggregation.jpg", "width": 3850, "height": 2166, "caption": "A complex, interconnected geometric form, rendered in high detail, showcases a mix of white, deep blue, and verdant green segments. The structure appears to be a digital or physical prototype, highlighting intricate, interwoven facets that create a dynamic, star-like shape against a dark, featureless background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/on-demand-data-feeds/", "url": "https://term.greeks.live/term/on-demand-data-feeds/", "headline": "On Demand Data Feeds", "description": "Meaning ⎊ On demand data feeds provide discrete data retrieval for crypto options protocols, optimizing gas costs by delivering information only when specific actions require it. ⎊ Definition", "datePublished": "2025-12-20T11:09:06+00:00", "dateModified": "2025-12-20T11:09:06+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/decentralized-finance-protocol-mechanics-illustrating-automated-market-maker-liquidity-and-perpetual-funding-rate-calculation.jpg", "width": 3850, "height": 2166, "caption": "A close-up view presents an abstract mechanical device featuring interconnected circular components in deep blue and dark gray tones. A vivid green light traces a path along the central component and an outer ring, suggesting active operation or data transmission within the system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/machine-learning-forecasting/", "url": "https://term.greeks.live/term/machine-learning-forecasting/", "headline": "Machine Learning Forecasting", "description": "Meaning ⎊ Machine learning forecasting optimizes crypto options pricing by modeling non-linear volatility dynamics and systemic risk using on-chain data and market microstructure analysis. ⎊ Definition", "datePublished": "2025-12-23T08:41:42+00:00", "dateModified": "2025-12-23T08:41:42+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/risk-stratification-within-decentralized-finance-derivatives-and-intertwined-digital-asset-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "The composition features layered abstract shapes in vibrant green, deep blue, and cream colors, creating a dynamic sense of depth and movement. These flowing forms are intertwined and stacked against a dark background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/machine-learning-volatility-forecasting/", "url": "https://term.greeks.live/term/machine-learning-volatility-forecasting/", "headline": "Machine Learning Volatility Forecasting", "description": "Meaning ⎊ Machine learning volatility forecasting adapts predictive models to crypto's unique non-linear dynamics for precise options pricing and risk management. ⎊ Definition", "datePublished": "2025-12-23T09:10:08+00:00", "dateModified": "2025-12-23T09:10:08+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-smart-contract-visualization-representing-implied-volatility-and-options-risk-model-dynamics.jpg", "width": 3850, "height": 2166, "caption": "The abstract render displays a blue geometric object with two sharp white spikes and a green cylindrical component. This visualization serves as a conceptual model for complex financial derivatives within the cryptocurrency ecosystem." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/mempool-congestion-forecasting/", "url": "https://term.greeks.live/term/mempool-congestion-forecasting/", "headline": "Mempool Congestion Forecasting", "description": "Meaning ⎊ Mempool congestion forecasting predicts transaction fee volatility to quantify execution risk, which is critical for managing liquidation risk and pricing options premiums in decentralized finance. ⎊ Definition", "datePublished": "2025-12-23T09:31:55+00:00", "dateModified": "2025-12-23T09:31:55+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-and-risk-tranching-in-decentralized-finance-derivatives.jpg", "width": 3850, "height": 2166, "caption": "This close-up view shows a cross-section of a multi-layered structure with concentric rings of varying colors, including dark blue, beige, green, and white. 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A prominent beige edge defines the helical shape, creating a smooth visual boundary as the structure rotates through its phases." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/real-time-on-demand-feeds/", "url": "https://term.greeks.live/term/real-time-on-demand-feeds/", "headline": "Real-Time On-Demand Feeds", "description": "Meaning ⎊ Real-Time On-Demand Feeds provide sub-second, cryptographically verified price data to decentralized margin engines, eliminating latency arbitrage. ⎊ Definition", "datePublished": "2026-01-31T11:04:46+00:00", "dateModified": "2026-01-31T11:05:12+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/real-time-automated-market-making-algorithm-execution-flow-and-layered-collateralized-debt-obligation-structuring.jpg", "width": 3850, "height": 2166, "caption": "An abstract digital rendering showcases a segmented object with alternating dark blue, light blue, and off-white components, culminating in a bright green glowing core at the end. The object's layered structure and fluid design create a sense of advanced technological processes and data flow." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/trend-forecasting-models/", "url": "https://term.greeks.live/definition/trend-forecasting-models/", "headline": "Trend Forecasting Models", "description": "Mathematical models designed to predict future price direction and trend strength using historical and real-time data. ⎊ Definition", "datePublished": "2026-03-09T12:56:18+00:00", "dateModified": "2026-04-09T01:46:29+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-precision-financial-engineering-mechanism-for-collateralized-derivatives-and-automated-market-maker-protocols.jpg", "width": 3850, "height": 2166, "caption": "A high-tech mechanical component features a curved white and dark blue structure, highlighting a glowing green and layered inner wheel mechanism. A bright blue light source is visible within a recessed section of the main arm, adding to the futuristic aesthetic." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/supply-and-demand/", "url": "https://term.greeks.live/definition/supply-and-demand/", "headline": "Supply and Demand", "description": "The basic economic interaction between the availability of an asset and the desire of buyers to purchase it. ⎊ Definition", "datePublished": "2026-03-09T13:37:42+00:00", "dateModified": "2026-04-05T23:32:05+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/decoupling-dynamics-of-elastic-supply-protocols-revealing-collateralization-mechanisms-for-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution cutaway view of a mechanical joint or connection, separated slightly to reveal internal components. The dark gray outer shells contrast with fluorescent green inner linings, highlighting a complex spring mechanism and central brass connecting elements." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/analyzing-multi-layered-derivatives-and-complex-options-trading-strategies-payoff-profiles-visualization.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/liquidity-demand-forecasting/resource/1/