{"id":31778,"date":"2023-01-05T13:13:29","date_gmt":"2023-01-05T04:13:29","guid":{"rendered":"https:\/\/news.samsungcnt.com\/en\/?p=31778"},"modified":"2023-02-16T17:32:14","modified_gmt":"2023-02-16T08:32:14","slug":"the-role-of-machine-learning-in-trading","status":"publish","type":"post","link":"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/","title":{"rendered":"The role of machine learning in trading"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"31778\" class=\"elementor elementor-31778\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ca7c592 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ca7c592\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-225d2f5\" data-id=\"225d2f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a02884 elementor-widget elementor-widget-text-editor\" data-id=\"6a02884\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>You may have heard data being referred to as the new gold or perhaps even the <a href=\"https:\/\/www.wired.com\/insights\/2014\/07\/data-new-oil-digital-economy\/\">new oil<\/a>, as it\u2019s clear that companies around the world are considering data as a vital commodity.<\/p><p>Data can be very useful for trading companies because using data the right way can help them source and move key physical commodities at good prices, from steel to chemicals. But what is the right way? In this article, we\u2019ll explore the value of machine learning to better harness the power of data.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa025a8 elementor-widget elementor-widget-heading\" data-id=\"fa025a8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Machine learning for data management<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adc73bd elementor-widget elementor-widget-text-editor\" data-id=\"adc73bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>First, let\u2019s consider what machine learning is. It is actually <a href=\"https:\/\/www.techtarget.com\/searchenterpriseai\/definition\/machine-learning-ML\">a type of artificial intelligence (AI)<\/a> that allows software applications to become better at predicting outcomes without relying on separate programming.<\/p><p>What machine learning does need to anticipate these outcomes is data \u2013 the more data, the more it learns. Since big tech companies like Facebook and Google are already using machine learning in their business operations, we often hear about the importance of data.<\/p><p>Delivery and logistics services can also be much more efficient when they harness the power of machine learning, potentially analyzing billions of data points to guide operations. A strong example of this is the use of <a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2020\/10\/30\/the-amazing-ways-ocado-uses-artificial-intelligence-and-tech-to-transform-the-grocery-industry\/?sh=5fc47fb54797\">machine learning and data harvesting<\/a> to carry out predictive analytics. For instance, demand forecasting engines can be used to record customer preferences and predict what they want and when. While this helps ensure robust supply, warehouse machines may also record data to let engineers know when they need to undergo maintenance work, and that further boosts logistics efficiency. Also, AI can decide on types of packaging so that products are appropriately protected and handled during transit.<\/p><p>And from a financial perspective, such technology has <a href=\"https:\/\/serengetitech.com\/business\/9-use-cases-of-machine-learning-in-logistics\/\">allowed companies<\/a> to improve logistics costs by 15%, inventory levels by 35%, and service levels by 65%, according to McKinsey.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25aa269 elementor-widget elementor-widget-image\" data-id=\"25aa269\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/news.samsungcnt.com\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"HOW COMPANIES ARE USING AI TODAY\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzE4ODksInVybCI6Imh0dHBzOlwvXC9uZXdzLnNhbXN1bmdjbnQuY29tXC91cGxvYWRcLzIuMFwvd3AtY29udGVudFwvdXBsb2Fkc1wvc2l0ZXNcLzNcLzIwMjJcLzEyXC9ERUMtTk8zLUluZm9ncmFwaGljXHViYTM4XHVjMmUwXHViN2VjXHViMmRkXHVjMjE4XHVjODE1NC0xLmpwZyJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"1326\" src=\"https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1.jpg\" class=\"attachment-medium_large size-medium_large wp-image-31889\" alt=\"\" srcset=\"https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1.jpg 940w, https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1-174x300.jpg 174w, https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1-593x1024.jpg 593w, https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd\uc218\uc8154-1-890x1536.jpg 890w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac2a27b elementor-widget elementor-widget-heading\" data-id=\"ac2a27b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How machine learning could help a trading company<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78d3583 elementor-widget elementor-widget-text-editor\" data-id=\"78d3583\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>As we\u2019ve heard many times from traders at Samsung C&amp;T Trading &amp; Investment Group, key information about commodities and markets is vital when it comes to making major business decisions, including commodity price forecasting and logistics.<\/p><p>As such, trading companies can harness the power of machine learning to <a href=\"https:\/\/opportune.com\/insights\/article\/leveraging-ai-the-future-of-commodity-trading\/\">allow traders to spend less time gathering and analyzing data<\/a> related to their business operations, while enhancing supervision of the entire supply chain. It is also very useful for driving logistics efficiently and <a href=\"https:\/\/www.wired.co.uk\/bc\/article\/refinitiv-data-future-of-commodities\">keeping supply chains moving<\/a> \u2013 machine learning helps <a href=\"https:\/\/itechdata.ai\/machine-learning-in-logistics-industry\/\">handle higher volumes<\/a> with near-perfect accuracy and reliability.<\/p><p>For example, to minimize supply chain disruption, companies can use a <a href=\"https:\/\/www.industryweek.com\/technology-and-iiot\/digital-tools\/article\/21257117\/whats-ahead-for-digitalization-in-2023\">digital twin strategy to model supply chains and business process<\/a>. Machine learning being used to maximize the benefit of the digital twin as it can classify data to help pinpoint trends that matter most and predict supply problems before they actually happen. Moreover, <a href=\"https:\/\/www.ship-technology.com\/buyers-guide\/ai-companies-shipping-industry\/\">shipping of goods and materials can become more efficient through machine learning<\/a>, as algorithms may inform predictive maintenance, navigation, and emissions reduction.<\/p><p>Assessing demand fluctuations is also a vital aspect of trading. Machine learning can sift through vast amounts of data to accurately predict and respond to customer behavior. For instance, in the field of steel, <a href=\"https:\/\/www.hindawi.com\/journals\/complexity\/2022\/9928836\/\">multiple machine learning models<\/a> can gather data in the flow of ever-changing demand and supply based on rapidly shifting market conditions. By extracting patterns in this way, machine learning can create a more accurate demand forecast and set up an optimized sales strategy.<\/p><p>In addition, sourcing materials is an important feature of trading. One of the world\u2019s major challenges of recent years has been sourcing the materials required to power electric cars and other green technologies. But <a href=\"https:\/\/www.wired.com\/story\/these-mining-algorithms-are-hunting-for-an-ev-battery-mother-lode\/\">machine-learning algorithms<\/a> are being used to identify geological patterns to help discover target materials needed for batteries and other renewable energy technologies.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3248425 elementor-widget elementor-widget-heading\" data-id=\"3248425\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where does Samsung C&T fit in?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea442f7 elementor-widget elementor-widget-text-editor\" data-id=\"ea442f7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Because machine learning algorithms use data, Samsung C&amp;T is in an advantageous position to benefit, having gathered so much historical data over decades of trading experience across the world. The company also recognizes the need to closely monitor global management trends as well as the importance of data analysis in this regard.<\/p><p>In response, Samsung C&amp;T has introduced and is using machine learning prediction algorithms to predict market conditions, which are key to establishing strategies for trading and operating business sites. In order to effectively utilize data, each organization is employing Business Intelligence software. This helps inform data-driven decisions by combining features such as analytics and data visualization for faster analysis and greater strategization.<\/p><p>Samsung C&amp;T is striving to seize new business opportunities in the era of digital transformation, and plans to continue to strengthen its data capabilities in the future.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>You may have heard data being referred to as the new gold or perhaps even the new oil, as it\u2019s clear that companies around the world are considering data as a vital commodity. Data can be very useful for trading companies because using data the right way can help them source and move key physical [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":31779,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[15],"tags":[],"class_list":["post-31778","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trading-investment"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The role of machine learning in trading - Samsung C&amp;T Newsroom<\/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:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The role of machine learning in trading - Samsung C&amp;T Newsroom\" \/>\n<meta property=\"og:description\" content=\"You may have heard data being referred to as the new gold or perhaps even the new oil, as it\u2019s clear that companies around the world are considering data as a vital commodity. Data can be very useful for trading companies because using data the right way can help them source and move key physical [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\" \/>\n<meta property=\"og:site_name\" content=\"Samsung C&amp;T Newsroom\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-05T04:13:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-02-16T08:32:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/news.samsungcnt.com\/en\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"604\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Samsung C&amp;T Global PR Manager\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Samsung C&amp;T Global PR Manager\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\"},\"author\":{\"name\":\"Samsung C&amp;T Global PR Manager\",\"@id\":\"https:\/\/news.samsungcnt.com\/en\/#\/schema\/person\/7c21bf3897113ac1b49ed07b1d871d08\"},\"headline\":\"The role of machine learning in trading\",\"datePublished\":\"2023-01-05T04:13:29+00:00\",\"dateModified\":\"2023-02-16T08:32:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\"},\"wordCount\":783,\"publisher\":{\"@id\":\"https:\/\/news.samsungcnt.com\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/news.samsungcnt.com\/upload\/2.0\/wp-content\/uploads\/sites\/3\/2022\/12\/DEC-NO3-Infographic\uba38\uc2e0\ub7ec\ub2dd2.jpg\",\"articleSection\":[\"Trading &amp; Investment\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\",\"url\":\"https:\/\/news.samsungcnt.com\/en\/features\/trading-investment\/2023-01-the-role-of-machine-learning-in-trading\/\",\"name\":\"The role of machine learning in trading - 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