# Algorithmic Trading Backtests ⎊ Area ⎊ Resource 2 --- ## What is the Backtest of Algorithmic Trading Backtests? Algorithmic trading backtests, within the cryptocurrency, options, and derivatives space, represent a crucial validation process for trading strategies. These simulations utilize historical market data to assess a strategy's potential profitability and risk profile under various conditions. Rigorous backtesting involves meticulous parameter tuning and sensitivity analysis to identify robust strategies capable of withstanding market fluctuations and evolving dynamics. The quality of a backtest hinges on data integrity, realistic transaction cost modeling, and accurate representation of market microstructure. ## What is the Algorithm of Algorithmic Trading Backtests? The core of any algorithmic trading backtest resides in the underlying algorithm, which dictates the strategy's decision-making process. In cryptocurrency derivatives, this might involve complex models incorporating order book dynamics, volatility surfaces, and correlation structures. Options trading algorithms often leverage Greeks and implied volatility models to manage risk and exploit pricing discrepancies. A well-designed algorithm should incorporate robust error handling, adaptive learning capabilities, and mechanisms to prevent overfitting to historical data. ## What is the Analysis of Algorithmic Trading Backtests? A comprehensive analysis of backtest results is paramount to determine a strategy's viability. Key metrics include Sharpe ratio, maximum drawdown, win rate, and average trade duration, providing insights into risk-adjusted performance. Furthermore, sensitivity analysis across different market regimes—bull, bear, and volatile—reveals the strategy's resilience. Careful consideration must be given to statistical significance and the potential for look-ahead bias, ensuring the backtest accurately reflects real-world trading conditions. --- ## [Arbitrage Strategy Backtesting](https://term.greeks.live/term/arbitrage-strategy-backtesting/) Meaning ⎊ Arbitrage Strategy Backtesting provides the empirical foundation for capturing market inefficiencies while accounting for on-chain execution risk. ⎊ Term ## [Algorithmic Trading Frameworks](https://term.greeks.live/term/algorithmic-trading-frameworks/) Meaning ⎊ Algorithmic trading frameworks provide the necessary computational infrastructure to manage risk and execute complex derivative strategies at scale. ⎊ Term ## [Algorithmic Trading Integration](https://term.greeks.live/definition/algorithmic-trading-integration/) The deployment of automated strategies to execute large orders efficiently and minimize market impact. ⎊ Term ## [Algorithmic Trading Development](https://term.greeks.live/term/algorithmic-trading-development/) Meaning ⎊ Algorithmic trading development systematizes automated execution logic to enhance market efficiency and liquidity within decentralized financial systems. ⎊ Term ## [Algorithmic Trading Ethics](https://term.greeks.live/term/algorithmic-trading-ethics/) Meaning ⎊ Algorithmic trading ethics ensures that automated execution preserves market integrity and systemic stability within decentralized financial protocols. ⎊ Term ## [Algorithmic Trading Psychology](https://term.greeks.live/term/algorithmic-trading-psychology/) Meaning ⎊ Algorithmic trading psychology governs the translation of human risk tolerance and strategic intent into automated, machine-driven market execution. ⎊ Term ## [Algorithmic Trading Innovation](https://term.greeks.live/term/algorithmic-trading-innovation/) Meaning ⎊ Algorithmic trading innovation automates market liquidity through mathematical protocols to ensure efficient asset exchange in decentralized systems. ⎊ Term ## [Algorithmic Trading Strategy](https://term.greeks.live/term/algorithmic-trading-strategy/) Meaning ⎊ Delta Neutral Market Making enables systematic volatility harvesting by balancing spot assets with derivative hedges to eliminate directional risk. ⎊ Term ## [Algorithmic Trading Challenges](https://term.greeks.live/term/algorithmic-trading-challenges/) Meaning ⎊ Automated trading systems manage complex risk exposure in decentralized derivative markets by navigating liquidity constraints and execution latency. ⎊ Term ## [Algorithmic Trading Protocols](https://term.greeks.live/term/algorithmic-trading-protocols/) Meaning ⎊ Algorithmic Trading Protocols automate complex derivative execution and risk management to ensure stable, permissionless liquidity in decentralized markets. ⎊ Term ## [Algorithmic Trading Latency](https://term.greeks.live/term/algorithmic-trading-latency/) Meaning ⎊ Algorithmic trading latency represents the critical temporal barrier between signal generation and settlement, dictating profit in digital markets. ⎊ Term ## [Algorithmic Trading Research](https://term.greeks.live/term/algorithmic-trading-research/) Meaning ⎊ Algorithmic trading research develops automated execution systems that optimize liquidity interaction and risk management within decentralized markets. ⎊ Term ## [Algorithmic Trading Discipline](https://term.greeks.live/definition/algorithmic-trading-discipline/) The practice of using automated systems to execute trades based on logic, removing human emotion from the decision process. ⎊ Term ## [Algorithmic Trading Agents](https://term.greeks.live/term/algorithmic-trading-agents/) Meaning ⎊ Algorithmic trading agents are autonomous systems that optimize market efficiency and liquidity by executing high-frequency, data-driven strategies. ⎊ Term ## [Algorithmic Trading Throughput](https://term.greeks.live/definition/algorithmic-trading-throughput/) The total volume of orders a trading system can process and execute within a specific timeframe. ⎊ Term ## [Algorithmic Trading Behavior](https://term.greeks.live/term/algorithmic-trading-behavior/) Meaning ⎊ Algorithmic trading behavior provides the automated foundation for liquidity, price discovery, and risk management within decentralized markets. ⎊ Term ## [Algorithmic Trading Models](https://term.greeks.live/term/algorithmic-trading-models/) Meaning ⎊ Algorithmic trading models automate financial execution and risk management to enhance capital efficiency within decentralized digital asset markets. ⎊ Term ## [Algorithmic Trading Exploits](https://term.greeks.live/term/algorithmic-trading-exploits/) Meaning ⎊ Algorithmic trading exploits leverage structural protocol inefficiencies and latency to extract value from decentralized market order flows. ⎊ Term ## [Algorithmic Trading Constraints](https://term.greeks.live/definition/algorithmic-trading-constraints/) Operational limits imposed on automated systems to ensure market stability and prevent reckless trading behavior. ⎊ Term ## [Algorithmic Trading Compliance](https://term.greeks.live/definition/algorithmic-trading-compliance/) Ensuring that automated trading systems follow all regulatory and market rules to prevent illegal or risky activities. ⎊ Term ## [Algorithmic Trading Manipulation](https://term.greeks.live/definition/algorithmic-trading-manipulation/) Automated software tactics designed to create artificial price movements or exploit market latency for illicit profit. ⎊ Term ## [Overfitting in Algorithmic Trading](https://term.greeks.live/definition/overfitting-in-algorithmic-trading/) The failure of a model to generalize because it has been excessively tailored to specific historical noise rather than signals. ⎊ Term ## [Algorithmic Trading Errors](https://term.greeks.live/term/algorithmic-trading-errors/) Meaning ⎊ Algorithmic Trading Errors are systemic failures in automated execution logic that threaten capital stability within decentralized financial markets. ⎊ Term ## [Algorithmic Trading Governance](https://term.greeks.live/term/algorithmic-trading-governance/) Meaning ⎊ Algorithmic Trading Governance codifies automated risk management and operational parameters within decentralized protocols to ensure market integrity. ⎊ Term ## [Algorithmic Trading Privacy](https://term.greeks.live/term/algorithmic-trading-privacy/) Meaning ⎊ Algorithmic trading privacy protects execution strategy from adversarial exploitation in transparent decentralized financial markets. ⎊ Term ## [Algorithmic Trading Applications](https://term.greeks.live/term/algorithmic-trading-applications/) Meaning ⎊ Algorithmic trading applications automate complex financial strategies in decentralized markets to optimize liquidity and manage risk with precision. ⎊ Term ## [Algorithmic Trading Impact](https://term.greeks.live/definition/algorithmic-trading-impact/) The influence of automated, high-speed trading systems on market liquidity, price discovery, and volatility. ⎊ Term ## [Algorithmic Trading Bots](https://term.greeks.live/term/algorithmic-trading-bots/) Meaning ⎊ Algorithmic trading bots automate market participation, enhancing liquidity and price discovery through deterministic execution in digital markets. ⎊ Term ## [Algorithmic Trading Impacts](https://term.greeks.live/term/algorithmic-trading-impacts/) Meaning ⎊ Algorithmic trading impacts define the systemic liquidity, price discovery, and volatility feedback loops inherent in decentralized derivative markets. ⎊ Term ## [Algorithmic Trading Algorithms](https://term.greeks.live/definition/algorithmic-trading-algorithms/) Automated software programs that execute trades based on mathematical rules to improve efficiency and reduce human error. ⎊ Term --- ## Raw Schema Data ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://term.greeks.live/" }, { "@type": "ListItem", "position": 2, "name": "Area", "item": "https://term.greeks.live/area/" }, { "@type": "ListItem", "position": 3, "name": "Algorithmic Trading Backtests", "item": "https://term.greeks.live/area/algorithmic-trading-backtests/" }, { "@type": "ListItem", "position": 4, "name": "Resource 2", "item": "https://term.greeks.live/area/algorithmic-trading-backtests/resource/2/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Backtest of Algorithmic Trading Backtests?", "acceptedAnswer": { "@type": "Answer", "text": "Algorithmic trading backtests, within the cryptocurrency, options, and derivatives space, represent a crucial validation process for trading strategies. 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Precision pieces are attached to the front section of the cylindrical object, which features intricate internal gears visible through a green ring." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-models/", "url": "https://term.greeks.live/term/algorithmic-trading-models/", "headline": "Algorithmic Trading Models", "description": "Meaning ⎊ Algorithmic trading models automate financial execution and risk management to enhance capital efficiency within decentralized digital asset markets. ⎊ Term", "datePublished": "2026-03-20T19:08:45+00:00", "dateModified": "2026-03-20T19:10:16+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-exploits/", "url": "https://term.greeks.live/term/algorithmic-trading-exploits/", "headline": "Algorithmic Trading Exploits", "description": "Meaning ⎊ Algorithmic trading exploits leverage structural protocol inefficiencies and latency to extract value from decentralized market order flows. ⎊ Term", "datePublished": "2026-03-20T11:43:34+00:00", "dateModified": "2026-03-20T11:44:38+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-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-constraints/", "url": "https://term.greeks.live/definition/algorithmic-trading-constraints/", "headline": "Algorithmic Trading Constraints", "description": "Operational limits imposed on automated systems to ensure market stability and prevent reckless trading behavior. ⎊ Term", "datePublished": "2026-03-20T05:03:06+00:00", "dateModified": "2026-04-09T02:24:18+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-trading-infrastructure-visualization-demonstrating-automated-market-maker-risk-management-and-oracle-feed-integration.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of a high-tech mechanical component, rendered in dark blue and black with vibrant green internal parts and green glowing circuit patterns on its surface. Precision pieces are attached to the front section of the cylindrical object, which features intricate internal gears visible through a green ring." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-compliance/", "url": "https://term.greeks.live/definition/algorithmic-trading-compliance/", "headline": "Algorithmic Trading Compliance", "description": "Ensuring that automated trading systems follow all regulatory and market rules to prevent illegal or risky activities. ⎊ Term", "datePublished": "2026-03-19T07:59:51+00:00", "dateModified": "2026-03-19T23:42:44+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/algorithmic-trading-manipulation/", "url": "https://term.greeks.live/definition/algorithmic-trading-manipulation/", "headline": "Algorithmic Trading Manipulation", "description": "Automated software tactics designed to create artificial price movements or exploit market latency for illicit profit. ⎊ Term", "datePublished": "2026-03-19T06:01:21+00:00", "dateModified": "2026-03-19T06:01:57+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/trajectory-and-momentum-analysis-of-options-spreads-in-decentralized-finance-protocols-with-algorithmic-volatility-hedging.jpg", "width": 3850, "height": 2166, "caption": "A low-angle abstract shot captures a facade or wall composed of diagonal stripes, alternating between dark blue, medium blue, bright green, and bright white segments. The lines are arranged diagonally across the frame, creating a dynamic sense of movement and contrast between light and shadow." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/overfitting-in-algorithmic-trading/", "url": "https://term.greeks.live/definition/overfitting-in-algorithmic-trading/", "headline": "Overfitting in Algorithmic Trading", "description": "The failure of a model to generalize because it has been excessively tailored to specific historical noise rather than signals. ⎊ Term", "datePublished": "2026-03-18T09:54:48+00:00", "dateModified": "2026-03-23T07:02:34+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/algorithmic-execution-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-errors/", "url": "https://term.greeks.live/term/algorithmic-trading-errors/", "headline": "Algorithmic Trading Errors", "description": "Meaning ⎊ Algorithmic Trading Errors are systemic failures in automated execution logic that threaten capital stability within decentralized financial markets. ⎊ Term", "datePublished": "2026-03-17T22:32:50+00:00", "dateModified": "2026-03-17T22:33:30+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/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/term/algorithmic-trading-governance/", "url": "https://term.greeks.live/term/algorithmic-trading-governance/", "headline": "Algorithmic Trading Governance", "description": "Meaning ⎊ Algorithmic Trading Governance codifies automated risk management and operational parameters within decentralized protocols to ensure market integrity. ⎊ Term", "datePublished": "2026-03-17T14:12:56+00:00", "dateModified": "2026-03-17T14:14:06+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/interlinked-complex-derivatives-architecture-illustrating-smart-contract-collateralization-and-protocol-governance.jpg", "width": 3850, "height": 2166, "caption": "A vivid abstract digital render showcases a multi-layered structure composed of interconnected geometric and organic forms. The composition features a blue and white skeletal frame enveloping dark blue, white, and bright green flowing elements against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-privacy/", "url": "https://term.greeks.live/term/algorithmic-trading-privacy/", "headline": "Algorithmic Trading Privacy", "description": "Meaning ⎊ Algorithmic trading privacy protects execution strategy from adversarial exploitation in transparent decentralized financial markets. ⎊ Term", "datePublished": "2026-03-17T00:55:06+00:00", "dateModified": "2026-03-17T00:55:30+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/integrated-algorithmic-execution-mechanism-for-perpetual-swaps-and-dynamic-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a dark, stylized structure resembling an advanced ergonomic handle or integrated design feature. A gradient strip on the surface transitions from blue to a cream color, with a partially obscured green and blue sphere located underneath the main body." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-applications/", "url": "https://term.greeks.live/term/algorithmic-trading-applications/", "headline": "Algorithmic Trading Applications", "description": "Meaning ⎊ Algorithmic trading applications automate complex financial strategies in decentralized markets to optimize liquidity and manage risk with precision. ⎊ Term", "datePublished": "2026-03-17T00:17:23+00:00", "dateModified": "2026-03-17T00:17:37+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/algorithmic-smart-contract-interoperability-and-defi-derivatives-ecosystems-for-automated-trading.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cross-section of a futuristic mechanical sphere, revealing intricate internal components. A set of interlocking gears and a central glowing green mechanism are visible, encased within the cut-away structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-impact/", "url": "https://term.greeks.live/definition/algorithmic-trading-impact/", "headline": "Algorithmic Trading Impact", "description": "The influence of automated, high-speed trading systems on market liquidity, price discovery, and volatility. ⎊ Term", "datePublished": "2026-03-16T21:35:16+00:00", "dateModified": "2026-04-15T04:15:23+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-trading-protocol-interface-for-complex-structured-financial-derivatives-execution-and-yield-generation.jpg", "width": 3850, "height": 2166, "caption": "A futuristic and highly stylized object with sharp geometric angles and a multi-layered design, featuring dark blue and cream components integrated with a prominent teal and glowing green mechanism. The composition suggests advanced technological function and data processing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-bots/", "url": "https://term.greeks.live/term/algorithmic-trading-bots/", "headline": "Algorithmic Trading Bots", "description": "Meaning ⎊ Algorithmic trading bots automate market participation, enhancing liquidity and price discovery through deterministic execution in digital markets. ⎊ Term", "datePublished": "2026-03-16T21:04:21+00:00", "dateModified": "2026-03-16T21:05:18+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/streamlined-high-frequency-trading-algorithmic-execution-engine-for-decentralized-structured-product-derivatives-risk-stratification.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of an abstract, dark blue object with smooth, flowing surfaces. A light-colored, arch-shaped cutout and a bright green ring surround a central nozzle, creating a minimalist, futuristic aesthetic." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-impacts/", "url": "https://term.greeks.live/term/algorithmic-trading-impacts/", "headline": "Algorithmic Trading Impacts", "description": "Meaning ⎊ Algorithmic trading impacts define the systemic liquidity, price discovery, and volatility feedback loops inherent in decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-16T17:37:17+00:00", "dateModified": "2026-03-16T17:37:27+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/interacting-layers-of-collateralized-defi-primitives-and-continuous-options-trading-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A high-angle, close-up view presents an abstract design featuring multiple curved, parallel layers nested within a blue tray-like structure. The layers consist of a matte beige form, a glossy metallic green layer, and two darker blue forms, all flowing in a wavy pattern within the channel." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-algorithms/", "url": "https://term.greeks.live/definition/algorithmic-trading-algorithms/", "headline": "Algorithmic Trading Algorithms", "description": "Automated software programs that execute trades based on mathematical rules to improve efficiency and reduce human error. ⎊ Term", "datePublished": "2026-03-16T15:42:23+00:00", "dateModified": "2026-03-16T15:42:54+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/algorithmic-black-box-mechanism-within-decentralized-finance-synthetic-assets-high-frequency-trading.jpg", "width": 3850, "height": 2166, "caption": "An intricate mechanical device with a turbine-like structure and gears is visible through an opening in a dark blue, mesh-like conduit. The inner lining of the conduit where the opening is located glows with a bright green color against a black background." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-algorithmic-strategy-engine-for-options-volatility-surfaces-and-risk-management.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/algorithmic-trading-backtests/resource/2/