# Quantitative Finance Modeling ⎊ Area ⎊ Resource 89 --- ## What is the Model of Quantitative Finance Modeling? Quantitative Finance Modeling, within the context of cryptocurrency, options trading, and financial derivatives, represents a sophisticated application of mathematical and statistical techniques to price, manage, and trade complex financial instruments. It extends traditional finance methodologies to incorporate the unique characteristics of digital assets, including volatility, liquidity fragmentation, and regulatory uncertainty. These models often involve stochastic calculus, Monte Carlo simulation, and machine learning algorithms to capture intricate market dynamics and inform trading strategies. The ultimate objective is to generate alpha, mitigate risk, and optimize portfolio performance in these rapidly evolving environments. ## What is the Algorithm of Quantitative Finance Modeling? The core of quantitative finance modeling relies on algorithms designed to extract predictive signals from vast datasets. In cryptocurrency derivatives, these algorithms might incorporate order book data, blockchain analytics, and sentiment analysis to forecast price movements or identify arbitrage opportunities. For options trading, algorithms are employed to calibrate pricing models, manage delta exposure, and execute trades efficiently. The selection and refinement of these algorithms are crucial for achieving a competitive edge, demanding continuous monitoring and adaptation to changing market conditions. ## What is the Risk of Quantitative Finance Modeling? Risk management is paramount in quantitative finance modeling, particularly given the inherent volatility of cryptocurrency markets. Models are developed to quantify and hedge various risks, including market risk, counterparty credit risk, and operational risk. Techniques such as Value at Risk (VaR) and Expected Shortfall (ES) are adapted to account for the non-normality of crypto asset returns. Furthermore, stress testing and scenario analysis are employed to assess the resilience of portfolios under extreme market conditions, ensuring robust risk mitigation strategies. --- ## [Protocol Liquidity Management](https://term.greeks.live/term/protocol-liquidity-management/) Meaning ⎊ Protocol Liquidity Management optimizes decentralized capital deployment to ensure continuous market depth and efficient price discovery. ⎊ Term ## [Financial Systems Risk](https://term.greeks.live/term/financial-systems-risk/) Meaning ⎊ Financial systems risk measures the vulnerability of decentralized derivative protocols to cascading liquidations and systemic liquidity collapse. ⎊ Term ## [International Financial Law](https://term.greeks.live/term/international-financial-law/) Meaning ⎊ International Financial Law provides the essential legal framework for ensuring the stability and enforceability of decentralized digital derivatives. ⎊ Term ## [Cryptocurrency Security Audits](https://term.greeks.live/term/cryptocurrency-security-audits/) Meaning ⎊ Cryptocurrency security audits provide the essential verification layer for decentralized protocols, ensuring systemic integrity and capital protection. ⎊ Term ## [Decentralized Liquidity Management](https://term.greeks.live/term/decentralized-liquidity-management/) Meaning ⎊ Decentralized liquidity management automates capital deployment to ensure continuous market depth and efficient price discovery in digital asset markets. ⎊ Term ## [Cryptocurrency Derivatives Risk](https://term.greeks.live/term/cryptocurrency-derivatives-risk/) Meaning ⎊ Cryptocurrency derivatives risk involves the structural and technical uncertainties inherent in leveraged digital asset contracts during market volatility. ⎊ Term ## [Institutional Custody Protocols](https://term.greeks.live/definition/institutional-custody-protocols/) The comprehensive, audited standards for managing and securing digital assets within an institutional financial framework. ⎊ Term ## [DeFi Protocol Vulnerabilities](https://term.greeks.live/term/defi-protocol-vulnerabilities/) Meaning ⎊ DeFi protocol vulnerabilities are systemic flaws where code, economic incentives, and data convergence permit unintended, adversarial capital extraction. ⎊ Term ## [Cybersecurity Protocols](https://term.greeks.live/term/cybersecurity-protocols/) Meaning ⎊ Cybersecurity protocols provide the essential cryptographic architecture required to secure decentralized financial derivatives against systemic risks. ⎊ Term ## [Cryptocurrency Risk Mitigation](https://term.greeks.live/term/cryptocurrency-risk-mitigation/) Meaning ⎊ Cryptocurrency risk mitigation provides the structural defense layer for capital, enabling market survival through active derivative hedging and oversight. ⎊ Term ## [Market Microstructure Distortion](https://term.greeks.live/definition/market-microstructure-distortion/) Structural anomalies in trading systems that prevent accurate price discovery and fair market competition. ⎊ Term ## [Informed Trading Dynamics](https://term.greeks.live/definition/informed-trading-dynamics/) The strategic behavior of market participants who use superior information or analysis to drive price discovery. ⎊ Term ## [Flash Loan Integration](https://term.greeks.live/term/flash-loan-integration/) Meaning ⎊ Flash Loan Integration provides the essential mechanism for collateral-free, atomic capital deployment, driving efficiency in decentralized markets. ⎊ Term ## [Layer Two Security Solutions](https://term.greeks.live/term/layer-two-security-solutions/) Meaning ⎊ Layer Two Security Solutions provide the cryptographic verification necessary to scale decentralized financial markets without compromising asset safety. ⎊ Term ## [Blockchain Security Concerns](https://term.greeks.live/term/blockchain-security-concerns/) Meaning ⎊ Blockchain security concerns represent the systemic risk of algorithmic failure within decentralized financial protocols and immutable codebases. ⎊ Term ## [Vault Contract Security](https://term.greeks.live/definition/vault-contract-security/) Securing smart contracts acting as custodial repositories for protocol liquidity through audits and robust design. ⎊ Term ## [Oracle Security Vulnerabilities](https://term.greeks.live/definition/oracle-security-vulnerabilities/) Weaknesses in oracle design or data sourcing that allow for price manipulation and protocol-level exploits. ⎊ Term ## [Fragmented Liquidity Pools](https://term.greeks.live/term/fragmented-liquidity-pools/) Meaning ⎊ Fragmented liquidity pools represent the dispersion of capital across isolated protocols, creating systemic inefficiencies in price discovery. ⎊ Term ## [Address Mapping Logic](https://term.greeks.live/definition/address-mapping-logic/) Smart contract data structure using address keys to track balances, permissions, or states for individual participants. ⎊ Term ## [Programmable Money Risk](https://term.greeks.live/term/programmable-money-risk/) Meaning ⎊ Programmable money risk defines the systemic vulnerabilities inherent in automated, code-governed financial protocols within decentralized markets. ⎊ Term ## [Suspicious Pattern Recognition](https://term.greeks.live/definition/suspicious-pattern-recognition/) The application of machine learning to identify sequences of events indicative of money laundering or fraud. ⎊ Term ## [Cryptographic Verification Protocols](https://term.greeks.live/term/cryptographic-verification-protocols/) Meaning ⎊ Cryptographic verification protocols provide the mathematical certainty required to automate and secure complex derivative transactions globally. ⎊ Term ## [Trading Signal Processing](https://term.greeks.live/term/trading-signal-processing/) Meaning ⎊ Trading Signal Processing enables the conversion of complex market data into actionable insights for resilient decentralized derivative strategies. ⎊ Term ## [Order Flow Obfuscation](https://term.greeks.live/term/order-flow-obfuscation/) Meaning ⎊ Order Flow Obfuscation protects trade intent from predatory extraction by masking transaction parameters within decentralized financial protocols. ⎊ Term ## [Financial Privacy Solutions](https://term.greeks.live/term/financial-privacy-solutions/) Meaning ⎊ Financial privacy solutions employ cryptographic protocols to ensure transaction confidentiality while maintaining systemic integrity and auditability. ⎊ Term ## [Volatility Trading Bots](https://term.greeks.live/term/volatility-trading-bots/) Meaning ⎊ Volatility Trading Bots automate delta-neutral strategies to extract value from price variance within decentralized derivative markets. ⎊ Term ## [On-Chain Privacy Solutions](https://term.greeks.live/term/on-chain-privacy-solutions/) Meaning ⎊ On-Chain Privacy Solutions provide the cryptographic architecture necessary to protect trade strategy and liquidity from predatory market observation. ⎊ Term ## [Trading Account Leverage](https://term.greeks.live/term/trading-account-leverage/) Meaning ⎊ Trading Account Leverage functions as a mechanism to amplify capital exposure while necessitating rigorous algorithmic risk and liquidation management. ⎊ Term ## [Exchange Margin Policies](https://term.greeks.live/term/exchange-margin-policies/) Meaning ⎊ Exchange Margin Policies define the mathematical thresholds for collateral and leverage, ensuring system solvency within crypto derivative markets. ⎊ Term ## [Regulatory Challenges](https://term.greeks.live/term/regulatory-challenges/) Meaning ⎊ Regulatory challenges dictate the structural evolution of crypto derivatives by forcing a reconciliation between decentralized code and legal standards. ⎊ 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": "Quantitative Finance Modeling", "item": "https://term.greeks.live/area/quantitative-finance-modeling/" }, { "@type": "ListItem", "position": 4, "name": "Resource 89", "item": "https://term.greeks.live/area/quantitative-finance-modeling/resource/89/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Model of Quantitative Finance Modeling?", "acceptedAnswer": { "@type": "Answer", "text": "Quantitative Finance Modeling, within the context of cryptocurrency, options trading, and financial derivatives, represents a sophisticated application of mathematical and statistical techniques to price, manage, and trade complex financial instruments. 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The object serves as a conceptual model for a high-performance decentralized finance protocol." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/oracle-security-vulnerabilities/", "url": "https://term.greeks.live/definition/oracle-security-vulnerabilities/", "headline": "Oracle Security Vulnerabilities", "description": "Weaknesses in oracle design or data sourcing that allow for price manipulation and protocol-level exploits. ⎊ Term", "datePublished": "2026-03-19T02:14:52+00:00", "dateModified": "2026-03-19T02:15:49+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-oracle-data-flow-for-smart-contract-execution-and-financial-derivatives-protocol-linkage.jpg", "width": 3850, "height": 2166, "caption": "A high-tech rendering displays two large, symmetric components connected by a complex, twisted-strand pathway. The central focus highlights an automated linkage mechanism in a glowing teal color between the two components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/fragmented-liquidity-pools/", "url": "https://term.greeks.live/term/fragmented-liquidity-pools/", "headline": "Fragmented Liquidity Pools", "description": "Meaning ⎊ Fragmented liquidity pools represent the dispersion of capital across isolated protocols, creating systemic inefficiencies in price discovery. ⎊ Term", "datePublished": "2026-03-19T02:12:01+00:00", "dateModified": "2026-03-19T02:12:32+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/cross-chain-interoperability-protocol-architecture-facilitating-decentralized-options-settlement-and-liquidity-bridging.jpg", "width": 3850, "height": 2166, "caption": "A detailed cutaway view of a mechanical component reveals a complex joint connecting two large cylindrical structures. Inside the joint, gears, shafts, and brightly colored rings green and blue form a precise mechanism, with a bright green rod extending through the right component." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/address-mapping-logic/", "url": "https://term.greeks.live/definition/address-mapping-logic/", "headline": "Address Mapping Logic", "description": "Smart contract data structure using address keys to track balances, permissions, or states for individual participants. ⎊ Term", "datePublished": "2026-03-19T02:09:12+00:00", "dateModified": "2026-03-19T02:09:45+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interlocking-components-of-structured-products-and-advanced-options-risk-stratification-within-defi-protocols.jpg", "width": 3850, "height": 2166, "caption": "A digital rendering depicts an abstract, nested object composed of flowing, interlocking forms. The object features two prominent cylindrical components with glowing green centers, encapsulated by a complex arrangement of dark blue, white, and neon green elements against a dark background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/programmable-money-risk/", "url": "https://term.greeks.live/term/programmable-money-risk/", "headline": "Programmable Money Risk", "description": "Meaning ⎊ Programmable money risk defines the systemic vulnerabilities inherent in automated, code-governed financial protocols within decentralized markets. ⎊ Term", "datePublished": "2026-03-19T02:07:06+00:00", "dateModified": "2026-03-19T02:07:59+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/suspicious-pattern-recognition/", "url": "https://term.greeks.live/definition/suspicious-pattern-recognition/", "headline": "Suspicious Pattern Recognition", "description": "The application of machine learning to identify sequences of events indicative of money laundering or fraud. ⎊ Term", "datePublished": "2026-03-19T01:58:33+00:00", "dateModified": "2026-03-19T01:59:16+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/intertwined-financial-derivatives-and-complex-multi-asset-trading-strategies-in-decentralized-finance-protocols.jpg", "width": 3850, "height": 2166, "caption": "A 3D abstract rendering displays four parallel, ribbon-like forms twisting and intertwining against a dark background. The forms feature distinct colors—dark blue, beige, vibrant blue, and bright reflective green—creating a complex woven pattern that flows across the frame." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/cryptographic-verification-protocols/", "url": "https://term.greeks.live/term/cryptographic-verification-protocols/", "headline": "Cryptographic Verification Protocols", "description": "Meaning ⎊ Cryptographic verification protocols provide the mathematical certainty required to automate and secure complex derivative transactions globally. ⎊ Term", "datePublished": "2026-03-19T01:48:07+00:00", "dateModified": "2026-03-19T01:48:26+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-decentralized-finance-structured-products-and-automated-market-maker-protocol-efficiency.jpg", "width": 3850, "height": 2166, "caption": "A sleek dark blue object with organic contours and an inner green component is presented against a dark background. The design features a glowing blue accent on its surface and beige lines following its shape." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-signal-processing/", "url": "https://term.greeks.live/term/trading-signal-processing/", "headline": "Trading Signal Processing", "description": "Meaning ⎊ Trading Signal Processing enables the conversion of complex market data into actionable insights for resilient decentralized derivative strategies. ⎊ Term", "datePublished": "2026-03-19T01:33:53+00:00", "dateModified": "2026-03-19T01:34:26+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-high-throughput-data-processing-for-multi-asset-collateralization-in-derivatives-platforms.jpg", "width": 3850, "height": 2166, "caption": "The image displays a detailed view of a thick, multi-stranded cable passing through a dark, high-tech looking spool or mechanism. A bright green ring illuminates the channel where the cable enters the device." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-flow-obfuscation/", "url": "https://term.greeks.live/term/order-flow-obfuscation/", "headline": "Order Flow Obfuscation", "description": "Meaning ⎊ Order Flow Obfuscation protects trade intent from predatory extraction by masking transaction parameters within decentralized financial protocols. ⎊ Term", "datePublished": "2026-03-19T01:09:11+00:00", "dateModified": "2026-03-19T01:09:56+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/visualizing-asymmetric-market-dynamics-and-liquidity-aggregation-in-decentralized-finance-derivative-products.jpg", "width": 3850, "height": 2166, "caption": "A dynamic abstract composition features smooth, interwoven, multi-colored bands spiraling inward against a dark background. The colors transition between deep navy blue, vibrant green, and pale cream, converging towards a central vortex-like point." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-privacy-solutions/", "url": "https://term.greeks.live/term/financial-privacy-solutions/", "headline": "Financial Privacy Solutions", "description": "Meaning ⎊ Financial privacy solutions employ cryptographic protocols to ensure transaction confidentiality while maintaining systemic integrity and auditability. ⎊ Term", "datePublished": "2026-03-19T01:03:40+00:00", "dateModified": "2026-03-19T01:04:16+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/blockchain-architecture-components-illustrating-layer-two-scaling-solutions-and-smart-contract-execution.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution, close-up view of a complex mechanical or digital rendering features multi-colored, interlocking components. The design showcases a sophisticated internal structure with layers of blue, green, and silver elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/volatility-trading-bots/", "url": "https://term.greeks.live/term/volatility-trading-bots/", "headline": "Volatility Trading Bots", "description": "Meaning ⎊ Volatility Trading Bots automate delta-neutral strategies to extract value from price variance within decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-19T00:55:04+00:00", "dateModified": "2026-03-19T00:55:58+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/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/on-chain-privacy-solutions/", "url": "https://term.greeks.live/term/on-chain-privacy-solutions/", "headline": "On-Chain Privacy Solutions", "description": "Meaning ⎊ On-Chain Privacy Solutions provide the cryptographic architecture necessary to protect trade strategy and liquidity from predatory market observation. ⎊ Term", "datePublished": "2026-03-19T00:53:42+00:00", "dateModified": "2026-03-19T00:54:30+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/algorithmic-trading-liquidity-dynamics-visualization-across-layer-2-scaling-solutions-and-derivatives-market-depth.jpg", "width": 3850, "height": 2166, "caption": "A series of concentric rings in varying shades of blue, green, and white creates a visual tunnel effect, providing a dynamic perspective toward a central light source. This abstract composition represents the complex market microstructure and layered architecture of decentralized finance protocols." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-account-leverage/", "url": "https://term.greeks.live/term/trading-account-leverage/", "headline": "Trading Account Leverage", "description": "Meaning ⎊ Trading Account Leverage functions as a mechanism to amplify capital exposure while necessitating rigorous algorithmic risk and liquidation management. ⎊ Term", "datePublished": "2026-03-19T00:51:17+00:00", "dateModified": "2026-03-19T00:51:43+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/interoperable-protocol-component-illustrating-key-management-for-synthetic-asset-issuance-and-high-leverage-derivatives.jpg", "width": 3850, "height": 2166, "caption": "This close-up view presents a sophisticated mechanical assembly featuring a blue cylindrical shaft with a keyhole and a prominent green inner component encased within a dark, textured housing. The design highlights a complex interface where multiple components align for potential activation or interaction, metaphorically representing a robust decentralized exchange DEX mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/exchange-margin-policies/", "url": "https://term.greeks.live/term/exchange-margin-policies/", "headline": "Exchange Margin Policies", "description": "Meaning ⎊ Exchange Margin Policies define the mathematical thresholds for collateral and leverage, ensuring system solvency within crypto derivative markets. ⎊ Term", "datePublished": "2026-03-19T00:48:25+00:00", "dateModified": "2026-03-19T00:48:50+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/visualizing-complex-interlocking-derivative-structures-and-collateralized-debt-positions-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A macro abstract image captures the smooth, layered composition of overlapping forms in deep blue, vibrant green, and beige tones. The objects display gentle transitions between colors and light reflections, creating a sense of dynamic depth and complexity." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/regulatory-challenges/", "url": "https://term.greeks.live/term/regulatory-challenges/", "headline": "Regulatory Challenges", "description": "Meaning ⎊ Regulatory challenges dictate the structural evolution of crypto derivatives by forcing a reconciliation between decentralized code and legal standards. ⎊ Term", "datePublished": "2026-03-19T00:42:18+00:00", "dateModified": "2026-03-19T00:43:00+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/intertwined-multi-asset-collateralized-risk-layers-representing-decentralized-derivatives-markets-analysis.jpg", "width": 3850, "height": 2166, "caption": "An abstract visualization featuring multiple intertwined, smooth bands or ribbons against a dark blue background. The bands transition in color, starting with dark blue on the outer layers and progressing to light blue, beige, and vibrant green at the core, creating a sense of dynamic depth and complexity." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/complex-decentralized-finance-protocol-collateral-mechanism-featuring-automated-liquidity-management-and-interoperable-token-assets.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/quantitative-finance-modeling/resource/89/