{"id":1247,"date":"2020-10-14T15:12:00","date_gmt":"2020-10-14T15:12:00","guid":{"rendered":"https:\/\/digiterrebestg.wpengine.com\/?p=1247"},"modified":"2024-05-29T16:22:16","modified_gmt":"2024-05-29T16:22:16","slug":"our-key-takeaway-on-algo-trading-at-energy-trading-week","status":"publish","type":"post","link":"https:\/\/www.digiterre.com\/us\/2020\/10\/14\/our-key-takeaway-on-algo-trading-at-energy-trading-week\/","title":{"rendered":"Our key takeaway on algo trading at Energy Trading Week"},"content":{"rendered":"<section id=\"block_7b62bf10a6e4856871d5735968f58932\" class=\"acf-blocks page-header flex flex-wrap items-center justify-center !mt-0 bg-center bg-no-repeat bg-cover py-16 min-h-[30rem] \" style=\"background-image:linear-gradient(0deg, rgba(0, 0, 0, 0.6), rgba(0, 0, 0, 0.6)), url(https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2020\/10\/Website-article-posts-algot-trading-at-etw.png);\">\n    <div class=\"container mx-auto text-center\">\n        <h1>Our key takeaway on algo trading at Energy Trading Week<\/h1>\n\n                <p class=\"lg:text-2xl font-medium text-white max-w-5xl mx-auto\">The distinction between algo trading and automation can make for an interesting discussion.  Automated trading can be applied as pre-defined tools, and can omit knowledge of market advantages, whereas algo trading is more complex.  It relies on high volumes of data, modelling and forecasting, and there is more accountability for execution and the impact on the order book.<\/p>\n        \n            <\/div>\n<\/section>\n\n\n<div class=\"wp-block-columns aligncenter is-section is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Before embarking on an algo strategy, it\u2019s crucial to understand the strategy or market inefficiency to be exploited \u2013 for example technological deficiencies or compliance requirements \u2013 and to know the dynamics in the market and amongst competitors.<\/p>\n\n\n\n<p>But it\u2019s technology and data challenges that are most often cited by market participants as the main impediments to attempting algo trading.\u00a0 Well-structured, robust and advanced IT infrastructure is required to support fast execution and minimal latency, in the order of milliseconds.\u00a0 This calls for systems using Python, Java, and R programming language with an emphasis on low latency.\u00a0 In order to train the data, trade your own algo as much as you can.\u00a0 Ideally, you should collaborate internally and maximize in-house efficiencies by training staff within the company.\u00a0 It\u2019s an iterative cycle \u2013 develop modules within the team, train the team to develop models.\u00a0 Reliance on third\u00a0party knowledge fails to develop the in-house culture necessary for digital transformation which in turn drives algo implementation.\u00a0 So it\u2019s preferable to build systems internally than buy from the outside.\u00a0 It\u2019s also key to quickly get the IT to the trading desk \u2013 where it\u2019s going to be used and test.\u00a0 The desk moves faster than the IT team and this helps drive action and results.<\/p>\n\n\n\n<p>Governance, regulatory and compliance considerations also need careful assessment and planning, especially with regard to risk strategy.&nbsp; Compliance rules from exchanges, clearing houses and regulators need to be supported and robust risk modelling and scenario testing conducted.&nbsp; This should encompass risk modelling under extreme conditions and detailed scenario&nbsp;analysis allowing for a severe tail in P&amp;L.&nbsp; Risk parameters need to accommodate for special events and catastrophic losses.<\/p>\n\n\n\n<p>In addition, modelling should account for alpha decay \u2013 how do you know you still have the advantage you thought you had?&nbsp; Is the model correct, and the market reacting to events, or is it alpha decay?<\/p>\n\n\n\n<p>Monitoring is another hot topic garnering attention recently.&nbsp; Live monitoring of algo trading is an important part of the regulations, but real-time monitoring for 24\/7 trading is not essential as algo only operates when a human trader is in the office for human oversight.<\/p>\n\n\n\n<p>Effective implementation of algo trading requires careful planning and execution at the intersection of markets, technology, data and trading culture \u2013 and it will be fascinating to see how this landscape evolves.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.digiterre.com\/contact-us\/\">Get in touch<\/a>&nbsp;to arrange a meeting to discuss these themes in greater detail or learn more about our insights in technology and operations.<\/p>\n<\/div>\n<\/div>\n\n\n\n<section id=\"block_40c66303b1934689c4b18046d1171696\" class=\"acf-blocks post-meta container mx-auto \">\n    <div class=\"max-w-fit mx-auto p-4 relative after:content-[''] after:absolute after:top-0 after:left-0 after:w-full after:h-[2px] lg:after:w-[2px] lg:after:h-[100%] after:bg-dark after:rounded-full\">\n        <h3 class=\"text-4xl font-semibold text-center md:text-left\">About the Author<\/h3>\n        <div class=\"md:flex items-start lg:items-center md:justify-start flex-wrap\">\n                  \n            <img loading=\"lazy\" decoding=\"async\" width=\"106\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/12\/Juniper-Place-case-study-pdf-106x150.jpg\" class=\"rounded-digiterre md:w-24 md:h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] mb-4 md:mb-0 mx-auto md:mx-0\" alt=\"\" \/>                        <div>\n                <h4 class=\"text-2xl mb-2 font-semibold text-center md:text-left\">Digiterre<\/h4>\n\n                \n                                \n            <\/div>            \n        <\/div>\n        <div class=\"flex flex-wrap items-center justify-center md:justify-start font-visby text-sm w-full md:space-x-4 mt-6\">\n            <span class=\"block md:inline-block rounded-full px-5 py-3 bg-primary-lightest text-primary\">Date: <strong>14\/10\/20<\/strong><\/span>\n            <span class=\"block md:inline-block rounded-full px-5 py-3 bg-primary-lightest text-primary mt-4 md:mt-0\">Category: <strong>Industry Insights\/ News and Events<\/strong><\/span>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n<section id=\"block_99520805cfe5334fb48fca1f8756e266\" class=\"acf-blocks insights-posts-grid container mx-auto flex flex-wrap items-start \">\n    <div class=\"grid grid-cols-1 md:grid-cols-2 gap-6 lg:w-3\/4 pr-6\">\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/06\/03\/digiterre-opens-in-dusseldorf-strengthening-our-presence-in-germanys-energy-market\/\" class=\"contents\" title=\"Digiterre Opens in D\u00fcsseldorf: Strengthening Our Presence in Germany\u2019s Energy Market\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/06\/03\/digiterre-opens-in-dusseldorf-strengthening-our-presence-in-germanys-energy-market\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Digiterre Opens in D\u00fcsseldorf: Strengthening Our Presence in Germany\u2019s Energy Market<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>03\/06\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Laurence Pisani<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/21\/modernizing-c-in-tier-1-banks-balancing-performance-and-progress\/\" class=\"contents\" title=\"Modernizing C++ in Tier 1 Banks: Balancing Performance and Progress\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/21\/modernizing-c-in-tier-1-banks-balancing-performance-and-progress\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Modernizing C++ in Tier 1 Banks: Balancing Performance and Progress<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>21\/05\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Digiterre<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/07\/legacy-threat-cybersecurity-lessons-from-retail-attacks\/\" class=\"contents\" title=\"Legacy Threat: Cybersecurity Lessons from Retail Attacks\u00a0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/07\/legacy-threat-cybersecurity-lessons-from-retail-attacks\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Legacy Threat: Cybersecurity Lessons from Retail Attacks\u00a0<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>07\/05\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Digiterre<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/04\/30\/data-under-pressure-rethinking-data-management-in-a-volatile-tariff-driven-market\/\" class=\"contents\" title=\"Data Under Pressure: Rethinking Data Management in a Volatile, Tariff-Driven Market\u00a0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/04\/30\/data-under-pressure-rethinking-data-management-in-a-volatile-tariff-driven-market\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Data Under Pressure: Rethinking Data Management in a Volatile, Tariff-Driven Market\u00a0<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>30\/04\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Laurence Pisani<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n        \n    <\/div>\n    <div class=\"w-full lg:w-1\/4 lg:pl-4 py-6 mt-8 lg:mt-0 relative after:content-[''] after:absolute after:top-0 after:left-0 after:w-full after:h-[2px] lg:after:w-[2px] lg:after:h-[100%] after:bg-dark after:rounded-full\">\n        <h3 class=\"text-4xl font-semibold mb-2\">Follow Us<\/h3>\n        <p class=\"text-digi-grey font-semibold\">Get the 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Automated trading can be applied as pre-defined tools, and can omit knowledge of market advantages, whereas algo trading is more complex.  It relies on high volumes of data, modelling and forecasting, and there is more accountability for execution and the impact on the order book.<\/p>\n","protected":false},"author":4,"featured_media":2050,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,4],"tags":[],"class_list":["post-1247","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry-insights","category-news-and-events"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Our key takeaway on algo trading at Energy Trading Week - Digiterre USA<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.digiterre.com\/us\/2020\/10\/14\/our-key-takeaway-on-algo-trading-at-energy-trading-week\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Our key takeaway on algo trading at Energy Trading Week - Digiterre USA\" \/>\n<meta property=\"og:description\" content=\"The distinction between algo trading and automation can make for an interesting discussion. 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