# Type I Error Risks ⎊ Area ⎊ Resource 1 --- ## What is the Risk of Type I Error Risks? Type I error risks within cryptocurrency, options, and derivatives trading represent the probability of rejecting a true null hypothesis, leading to potentially suboptimal trading decisions or inaccurate model assessments. These risks manifest as false positives in backtesting or live trading, where a seemingly profitable strategy is, in reality, generating returns due to random chance rather than genuine predictive power. Consequently, traders may scale into strategies exhibiting spurious performance, exposing capital to unforeseen losses and undermining the integrity of quantitative models. ## What is the Adjustment of Type I Error Risks? Adjustments for multiple comparisons, such as the Bonferroni correction or Benjamini-Hochberg procedure, are crucial in mitigating Type I error risks when conducting extensive backtests or evaluating numerous trading signals. Failing to account for the increased probability of false positives across multiple tests can lead to overoptimistic performance estimates and the deployment of flawed strategies. Proper adjustment ensures a more conservative assessment of strategy robustness, reducing the likelihood of capitalizing on statistical noise instead of genuine market inefficiencies. ## What is the Algorithm of Type I Error Risks? Algorithmic trading systems, particularly those employing machine learning, are susceptible to Type I error risks through overfitting, where the model learns the training data too well, capturing noise instead of underlying patterns. This results in excellent in-sample performance but poor generalization to unseen data, leading to unexpected losses in live trading. Robust validation techniques, including out-of-sample testing and walk-forward analysis, are essential to identify and mitigate overfitting, thereby reducing the probability of Type I errors and enhancing the algorithm’s reliability. --- ## [Price Manipulation Risks](https://term.greeks.live/term/price-manipulation-risks/) Meaning ⎊ Price manipulation in crypto options exploits oracle vulnerabilities and high leverage to trigger cascading liquidations, creating systemic risk across decentralized protocols. ⎊ Term ## [Delta Hedging Risks](https://term.greeks.live/term/delta-hedging-risks/) Meaning ⎊ Delta hedging risks in crypto options stem from high volatility, liquidity fragmentation, and non-normal price distributions that break traditional risk models. ⎊ Term ## [Order Book Order Type Optimization Strategies](https://term.greeks.live/term/order-book-order-type-optimization-strategies/) Meaning ⎊ Order Book Order Type Optimization Strategies involve the algorithmic calibration of execution instructions to maximize fill rates and minimize costs. ⎊ Term ## [Order Book Order Type Optimization](https://term.greeks.live/term/order-book-order-type-optimization/) Meaning ⎊ Order Book Order Type Optimization establishes the technical framework for maximizing capital efficiency and minimizing execution slippage in markets. ⎊ Term ## [Blockchain Network Security Risks](https://term.greeks.live/term/blockchain-network-security-risks/) Meaning ⎊ The core security risk in crypto options is the failure of decentralized oracles, leading to systemic liquidation cascades from manipulated price feeds. ⎊ Term ## [Smart Contract Security Risks](https://term.greeks.live/term/smart-contract-security-risks/) Meaning ⎊ Smart contract security risks represent the structural probability of capital loss through code malfunctions within decentralized derivative engines. ⎊ Term ## [Order Type](https://term.greeks.live/definition/order-type/) Instruction set defining how a trade is executed on an exchange based on price and timing conditions. ⎊ Term ## [Instrument Type Evolution](https://term.greeks.live/term/instrument-type-evolution/) Meaning ⎊ Instrument Type Evolution defines the transformation of digital derivatives into programmable, trust-minimized tools for global risk management. ⎊ Term ## [Programmable Money Risks](https://term.greeks.live/term/programmable-money-risks/) Meaning ⎊ Programmable money risks define the systemic vulnerabilities where autonomous code execution dictates financial stability and capital integrity. ⎊ Term ## [Tracking Error Analysis](https://term.greeks.live/definition/tracking-error-analysis/) Measuring the deviation of portfolio returns from its chosen benchmark index. ⎊ Term ## [Decentralized Finance Risks](https://term.greeks.live/term/decentralized-finance-risks/) Meaning ⎊ Decentralized finance risks represent the structural, technical, and economic hazards inherent in executing financial operations via autonomous code. ⎊ Term ## [Smart Contract Risks](https://term.greeks.live/term/smart-contract-risks/) Meaning ⎊ Smart Contract Risks define the technical failure modes that threaten the integrity and settlement reliability of decentralized financial derivatives. ⎊ Term ## [Instrument Type Analysis](https://term.greeks.live/term/instrument-type-analysis/) Meaning ⎊ Crypto options enable the decentralized transfer of volatility risk, providing precise financial instruments for hedging and speculative market activity. ⎊ Term ## [Financial Derivative Risks](https://term.greeks.live/term/financial-derivative-risks/) Meaning ⎊ Financial derivative risks in crypto represent the systemic threats posed by the interplay of automated code, extreme volatility, and market liquidity. ⎊ Term ## [Collateralization Ratio Risks](https://term.greeks.live/term/collateralization-ratio-risks/) Meaning ⎊ Collateralization ratio risks dictate the systemic resilience of decentralized protocols against insolvency during periods of extreme market volatility. ⎊ Term ## [Order Type Selection](https://term.greeks.live/term/order-type-selection/) Meaning ⎊ Order Type Selection defines the strategic interface between participants and decentralized matching engines to optimize execution and manage risk. ⎊ Term ## [Decentralized Exchange Risks](https://term.greeks.live/term/decentralized-exchange-risks/) Meaning ⎊ Decentralized exchange risks encompass the technical and systemic vulnerabilities inherent in autonomous, code-based asset settlement environments. ⎊ Term ## [Market Manipulation Risks](https://term.greeks.live/term/market-manipulation-risks/) Meaning ⎊ Market manipulation risks represent the deliberate distortion of price discovery and liquidity to exploit structural vulnerabilities in crypto derivatives. ⎊ Term ## [Emerging Market Risks](https://term.greeks.live/term/emerging-market-risks/) Meaning ⎊ Emerging market risks in crypto derivatives represent the systemic fragility inherent when protocols operate across volatile jurisdictional landscapes. ⎊ Term ## [Systems Interconnection Risks](https://term.greeks.live/term/systems-interconnection-risks/) Meaning ⎊ Systems Interconnection Risks denote the structural fragility where automated protocol dependencies amplify market volatility and trigger contagion. ⎊ Term ## [Instrument Type Innovation](https://term.greeks.live/term/instrument-type-innovation/) Meaning ⎊ Volatility perpetual options provide a continuous, capital-efficient method for traders to isolate and hedge against market variance. ⎊ Term ## [Decentralized Oracle Risks](https://term.greeks.live/term/decentralized-oracle-risks/) Meaning ⎊ Decentralized oracle risks represent the systemic vulnerabilities where incorrect or manipulated data inputs trigger cascading failures in smart contracts. ⎊ Term ## [Standard Error](https://term.greeks.live/definition/standard-error/) A statistical measure indicating the precision and uncertainty of a calculated estimate or sample mean. ⎊ Term ## [Benchmark Tracking Error](https://term.greeks.live/definition/benchmark-tracking-error/) The standard deviation of the difference between portfolio returns and benchmark returns over time. ⎊ Term ## [Jurisdictional Arbitrage Risks](https://term.greeks.live/term/jurisdictional-arbitrage-risks/) Meaning ⎊ Jurisdictional arbitrage risks are systemic threats arising from the friction between decentralized protocol operations and localized legal enforcement. ⎊ Term ## [Order Type Analysis](https://term.greeks.live/term/order-type-analysis/) Meaning ⎊ Order Type Analysis optimizes trade execution by aligning technical execution parameters with specific market conditions and risk management requirements. ⎊ Term ## [Options Trading Risks](https://term.greeks.live/term/options-trading-risks/) Meaning ⎊ Options trading risks involve the probabilistic exposure and systemic hazards inherent in managing non-linear derivative contracts in decentralized markets. ⎊ Term ## [Technical Exploit Risks](https://term.greeks.live/term/technical-exploit-risks/) Meaning ⎊ Technical exploit risks represent the failure of smart contract logic to maintain deterministic financial outcomes in decentralized derivative markets. ⎊ Term ## [Blockchain Technology Risks](https://term.greeks.live/term/blockchain-technology-risks/) Meaning ⎊ Blockchain technology risks define the technical and systemic boundaries where code-based infrastructure meets the demands of decentralized finance. ⎊ Term ## [Margin Trading Risks](https://term.greeks.live/term/margin-trading-risks/) Meaning ⎊ Margin trading risk defines the systemic vulnerability of using borrowed capital to amplify exposure within volatile, code-enforced financial markets. ⎊ Term --- ## 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Each object features a glowing light outline that varies in color from green to teal to blue, highlighting its specific contours." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/collateralization-ratio-risks/", "url": "https://term.greeks.live/term/collateralization-ratio-risks/", "headline": "Collateralization Ratio Risks", "description": "Meaning ⎊ Collateralization ratio risks dictate the systemic resilience of decentralized protocols against insolvency during periods of extreme market volatility. ⎊ Term", "datePublished": "2026-03-10T02:50:32+00:00", "dateModified": "2026-03-26T06:25:35+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-layered-architecture-automated-market-maker-collateralization-and-composability-mechanics.jpg", "width": 3850, "height": 2166, "caption": "A digital rendering presents a detailed, close-up view of abstract mechanical components. 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The object rests on a dark surface, casting a subtle shadow, and appears to be made of a textured, almost speckled material." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-exchange-risks/", "url": "https://term.greeks.live/term/decentralized-exchange-risks/", "headline": "Decentralized Exchange Risks", "description": "Meaning ⎊ Decentralized exchange risks encompass the technical and systemic vulnerabilities inherent in autonomous, code-based asset settlement environments. ⎊ Term", "datePublished": "2026-03-10T04:32:07+00:00", "dateModified": "2026-03-10T04:32:39+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-efficiency-decentralized-finance-protocol-engine-driving-market-liquidity-and-algorithmic-trading-efficiency.jpg", "width": 3850, "height": 2166, "caption": "A high-tech propulsion unit or futuristic engine with a bright green conical nose cone and light blue fan blades is depicted against a dark blue background. The main body of the engine is dark blue, framed by a white structural casing, suggesting a high-efficiency mechanism for forward movement." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/market-manipulation-risks/", "url": "https://term.greeks.live/term/market-manipulation-risks/", "headline": "Market Manipulation Risks", "description": "Meaning ⎊ Market manipulation risks represent the deliberate distortion of price discovery and liquidity to exploit structural vulnerabilities in crypto derivatives. ⎊ Term", "datePublished": "2026-03-10T04:51:07+00:00", "dateModified": "2026-03-10T04:53:25+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/conceptual-visualization-of-decentralized-finance-liquidity-flows-in-structured-derivative-tranches-and-volatile-market-environments.jpg", "width": 3850, "height": 2166, "caption": "An abstract digital rendering showcases layered, flowing, and undulating shapes. The color palette primarily consists of deep blues, black, and light beige, accented by a bright, vibrant green channel running through the center." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/emerging-market-risks/", "url": "https://term.greeks.live/term/emerging-market-risks/", "headline": "Emerging Market Risks", "description": "Meaning ⎊ Emerging market risks in crypto derivatives represent the systemic fragility inherent when protocols operate across volatile jurisdictional landscapes. ⎊ Term", "datePublished": "2026-03-10T06:43:55+00:00", "dateModified": "2026-03-10T06:44:31+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-perpetual-swaps-liquidity-provision-and-hedging-strategy-evolution-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A macro-photographic perspective shows a continuous abstract form composed of distinct colored sections, including vibrant neon green and dark blue, emerging into sharp focus from a blurred background. The helical shape suggests continuous motion and a progression through various stages or layers." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/systems-interconnection-risks/", "url": "https://term.greeks.live/term/systems-interconnection-risks/", "headline": "Systems Interconnection Risks", "description": "Meaning ⎊ Systems Interconnection Risks denote the structural fragility where automated protocol dependencies amplify market volatility and trigger contagion. ⎊ Term", "datePublished": "2026-03-11T00:03:46+00:00", "dateModified": "2026-03-11T00:04:20+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-interoperability-and-synthetic-assets-collateralization-in-decentralized-finance-derivatives-architecture.jpg", "width": 3850, "height": 2166, "caption": "A contemporary abstract 3D render displays complex, smooth forms intertwined, featuring a prominent off-white component linked with navy blue and vibrant green elements. The layered and continuous design suggests a highly integrated and structured system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/instrument-type-innovation/", "url": "https://term.greeks.live/term/instrument-type-innovation/", "headline": "Instrument Type Innovation", "description": "Meaning ⎊ Volatility perpetual options provide a continuous, capital-efficient method for traders to isolate and hedge against market variance. ⎊ Term", "datePublished": "2026-03-11T08:35:01+00:00", "dateModified": "2026-03-11T08:35:25+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/streamlined-algorithmic-trading-mechanism-system-representing-decentralized-finance-derivative-collateralization.jpg", "width": 3850, "height": 2166, "caption": "The image showcases a futuristic, sleek device with a dark blue body, complemented by light cream and teal components. A bright green light emanates from a central channel." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-oracle-risks/", "url": "https://term.greeks.live/term/decentralized-oracle-risks/", "headline": "Decentralized Oracle Risks", "description": "Meaning ⎊ Decentralized oracle risks represent the systemic vulnerabilities where incorrect or manipulated data inputs trigger cascading failures in smart contracts. ⎊ Term", "datePublished": "2026-03-11T15:41:27+00:00", "dateModified": "2026-03-11T15:42:11+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-node-monitoring-volatility-skew-in-synthetic-derivative-structured-products-for-market-data-acquisition.jpg", "width": 3850, "height": 2166, "caption": "A composite render depicts a futuristic, spherical object with a dark blue speckled surface and a bright green, lens-like component extending from a central mechanism. The object is set against a solid black background, highlighting its mechanical detail and internal structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/standard-error/", "url": "https://term.greeks.live/definition/standard-error/", "headline": "Standard Error", "description": "A statistical measure indicating the precision and uncertainty of a calculated estimate or sample mean. ⎊ Term", "datePublished": "2026-03-11T16:19:07+00:00", "dateModified": "2026-03-24T00:53:26+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/quantitatively-engineered-perpetual-futures-contract-framework-illustrating-liquidity-pool-and-collateral-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A high-tech object with an asymmetrical deep blue body and a prominent off-white internal truss structure is showcased, featuring a vibrant green circular component. This object visually encapsulates the complexity of a perpetual futures contract in decentralized finance DeFi. The non-standard geometry of the body represents non-linear payoff structures and market dynamics that challenge traditional quantitative modeling." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/benchmark-tracking-error/", "url": "https://term.greeks.live/definition/benchmark-tracking-error/", "headline": "Benchmark Tracking Error", "description": "The standard deviation of the difference between portfolio returns and benchmark returns over time. ⎊ Term", "datePublished": "2026-03-11T18:22:30+00:00", "dateModified": "2026-03-23T16:27:11+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-layered-risk-tranches-and-attack-vectors-within-a-decentralized-finance-protocol-structure.jpg", "width": 3850, "height": 2166, "caption": "A sharp-tipped, white object emerges from the center of a layered, concentric ring structure. The rings are primarily dark blue, interspersed with distinct rings of beige, light blue, and bright green." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/jurisdictional-arbitrage-risks/", "url": "https://term.greeks.live/term/jurisdictional-arbitrage-risks/", "headline": "Jurisdictional Arbitrage Risks", "description": "Meaning ⎊ Jurisdictional arbitrage risks are systemic threats arising from the friction between decentralized protocol operations and localized legal enforcement. ⎊ Term", "datePublished": "2026-03-11T18:45:22+00:00", "dateModified": "2026-03-11T18:45:52+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-arbitrage-vehicle-representing-decentralized-finance-protocol-efficiency-and-yield-aggregation.jpg", "width": 3850, "height": 2166, "caption": "A stylized futuristic vehicle, rendered digitally, showcases a light blue chassis with dark blue wheel components and bright neon green accents. The design metaphorically represents a high-frequency algorithmic trading system deployed within the decentralized finance ecosystem." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-type-analysis/", "url": "https://term.greeks.live/term/order-type-analysis/", "headline": "Order Type Analysis", "description": "Meaning ⎊ Order Type Analysis optimizes trade execution by aligning technical execution parameters with specific market conditions and risk management requirements. ⎊ Term", "datePublished": "2026-03-11T23:44:08+00:00", "dateModified": "2026-03-11T23:44:51+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/term/options-trading-risks/", "url": "https://term.greeks.live/term/options-trading-risks/", "headline": "Options Trading Risks", "description": "Meaning ⎊ Options trading risks involve the probabilistic exposure and systemic hazards inherent in managing non-linear derivative contracts in decentralized markets. ⎊ Term", "datePublished": "2026-03-12T01:06:53+00:00", "dateModified": "2026-03-12T01:07:31+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-risk-mitigation-mechanism-illustrating-smart-contract-collateralization-and-volatility-hedging.jpg", "width": 3850, "height": 2166, "caption": "Two cylindrical shafts are depicted in cross-section, revealing internal, wavy structures connected by a central metal rod. The left structure features beige components, while the right features green ones, illustrating an intricate interlocking mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/technical-exploit-risks/", "url": "https://term.greeks.live/term/technical-exploit-risks/", "headline": "Technical Exploit Risks", "description": "Meaning ⎊ Technical exploit risks represent the failure of smart contract logic to maintain deterministic financial outcomes in decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-12T01:18:58+00:00", "dateModified": "2026-03-12T01:19:31+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-algorithmic-volatility-dampening-mechanism-for-derivative-settlement-optimization.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cutaway view of a precision technical mechanism, revealing internal components including a bright green dampening element, metallic blue structures on a threaded rod, and an outer dark blue casing. The assembly illustrates a mechanical system designed for precise movement control and impact absorption." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-technology-risks/", "url": "https://term.greeks.live/term/blockchain-technology-risks/", "headline": "Blockchain Technology Risks", "description": "Meaning ⎊ Blockchain technology risks define the technical and systemic boundaries where code-based infrastructure meets the demands of decentralized finance. ⎊ Term", "datePublished": "2026-03-12T02:19:12+00:00", "dateModified": "2026-03-12T02:19:43+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/asymmetric-cryptographic-key-pair-protection-within-cold-storage-hardware-wallet-for-multisig-transactions.jpg", "width": 3850, "height": 2166, "caption": "A close-up shot captures two smooth rectangular blocks, one blue and one green, resting within a dark, deep blue recessed cavity. The blocks fit tightly together, suggesting a pair of components in a secure housing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/margin-trading-risks/", "url": "https://term.greeks.live/term/margin-trading-risks/", "headline": "Margin Trading Risks", "description": "Meaning ⎊ Margin trading risk defines the systemic vulnerability of using borrowed capital to amplify exposure within volatile, code-enforced financial markets. ⎊ Term", "datePublished": "2026-03-12T05:20:16+00:00", "dateModified": "2026-03-12T05:20:34+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-trading-layer-interaction-in-decentralized-finance-protocol-architecture-and-volatility-derivatives-settlement.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows fluid, interwoven structures resembling layered ribbons or cables in dark blue, cream, and bright green. The elements overlap and flow diagonally across a dark blue background, creating a sense of dynamic movement and depth." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interoperable-smart-contract-logic-and-decentralized-derivative-liquidity-entanglement.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/type-i-error-risks/resource/1/