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class="HeroBanner_titleAndDescription__0Cj9_"><h1 class="qa-banner-title">Argus Data Science Studio</h1><div class="h4 qa-banner-description">A powerful modelling tool using the latest machine learning technology for commodity market probabilistic forecasting</div></div></div></div></div></div></div></div><div class="component component-padding PageIntroduction_pageIntroduction__BoFDD white"><div class="component-content"><div class="container"><div class="PageIntroduction_row__DH0rm row"><div class="col-12 col-lg-8"><div class="qa-pageintroduction-section"><h2 class="qa-pageintroduction-title">Overview</h2><div class="PageIntroduction_description__hOYK7"><div class="qa-pageintroduction-textfield">The Argus Data Science Studio is a powerful modelling tool designed to support your analytics, trading, hedging and risk management decisions. Using the latest machine learning technology for probabilistic forecasting and location-based trading data, the studio integrates physical and financial commodity prices. The machine learning models that power the studio are inherently explainable and fully customisable, enabling you to unearth unique solutions and greater insights faster.</div></div></div></div></div></div></div></div><div class="component component-padding ColumnImage_columnImage__HgzLW position-center grey"><div class="component-content"><div class="container"><div class="ColumnImage_heading__l3LQA"><h2 class="qa-benefits-title h1">Key features and functionality</h2></div><div class="ColumnImage_results__h4thb row"><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Unique machine learning methodology</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">Our powerful machine learning algorithms combined with the deep expertise of our data science team mean the studio is a tool like no other.</p></div></div><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---documents---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D79A986438889907B6A03883E971932D6&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---documents---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D79A986438889907B6A03883E971932D6&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---documents---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D79A986438889907B6A03883E971932D6&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Build your own probabilistic forecasts</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">Select any price and build a model based on your preferred drivers and relations to give you a unique forecast.</p></div></div><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---market-insight---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D4E64472F743CC1C2A315018EA3E34EBB&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---market-insight---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D4E64472F743CC1C2A315018EA3E34EBB&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---market-insight---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D4E64472F743CC1C2A315018EA3E34EBB&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Scenario testing</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">Ask what will happen to your forecasts if a certain scenario happens, you can change the drivers and see the impact to the shape of the price curve.</p></div></div><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Full customisable models</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">Create your own experiments by taking existing in-house models that we have developed and changing the structure to run unique scenarios.</p></div></div><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---create---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D2C2D1871A1DF00FBAEA52B66293EFC3D&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Incorporate your own domain knowledge</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">Upload your own data, alongside any proprietary Argus data, to ensure your unique domain knowledge is fully represented in the models you create.</p></div></div><div class="qa-benefits-items col-12 col-lg-4"><div class="ColumnImage_item__wkWBY"><img alt="icon" loading="lazy" width="120" height="120" decoding="async" data-nimg="1" class="qa-benefits-item-image ColumnImage_image__zKXF9" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=128&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=256&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fimages%2Ficons%2Fargus-media---icon---methodology---large.png%3Fh%3D120%26iar%3D0%26w%3D120%26rev%3D-1%26hash%3D0803CEA699A09FAE1C0EB94EAFBE7EFD&amp;w=256&amp;q=75"/><h3 class="qa-benefits-item-title h4">Argus universe of drivers</h3><p class="qa-benefits-item-description ColumnImage_description__t04js">The system provides access to a rich universe of macroeconomic and financial drivers, selected for their relevance to energy and commodity markets.</p></div></div></div></div></div></div><div class="component component-padding navy "><div class="component-content"><div class="container"><div class="row"><div class="qa-video-above col-12 col-lg-8 mx-auto"><div class="Video_introAbove__4FTlS"><h2 class="qa-video-above-title">See how the studio can support your decision making</h2></div><div class="Video_video__X3GQQ"><img alt="" class="vidyard-player-embed" src="https://play.vidyard.com/87R5hRbZwBdjGyQf83aKRm?.jpg" data-uuid="87R5hRbZwBdjGyQf83aKRm?" data-v="4" data-type="inline"/></div></div></div></div></div></div><div class="component component-padding ColumnText_columnText__LkARY white"><div class="component-content"><div class="container"><div class="qa-columntext-intro ColumnText_intro__gigTR row"><div class="col-12 col-lg-9"><h2 class="section-heading">How will the Argus Data Science Studio help you?</h2><div class="ColumnText_description__uBODH">If you are involved in building commodity trading or hedging strategies, then understanding the direction of prices is crucial to your success. Whether you are a quant strategist, data scientist or a trader, forecasting prices is the goal. But this is impossible to do with any degree of accuracy. So financial institutions, trading houses and physical buyers and sellers around the world are using the Argus Data Science Studio to reveal the uncertainties and volatility associated with the commodity prices they depend upon.</div></div></div><div class="ColumnText_panels__SuTAc row"><div class="qa-columntext-panels col-12 col-lg-6"><div class="qa-columntext-panel-text ColumnText_description__uBODH"><ul> <li> <h3>Identify market risks</h3> Run scenarios unique to your business in order to identify the &lsquo;what ifs&rsquo; that you were previously unaware of.<br /> <br /> </li> <li> <h3>Build a more complete view</h3> By incorporating market fundamentals and pricing insight into your decision-making you will have a complete view of the environment you operate in.<br /> <br /> </li> <li> <h3>Gain key insights on possible future energy prices</h3> Model probabilistic forecasts for the markets that matter most to you, in order to estimate volatility and the balance of risk. <br /> <br /> </li> </ul></div></div><div class="qa-columntext-panels col-12 col-lg-6"><div class="qa-columntext-panel-text ColumnText_description__uBODH"><ul> <li> <h3>Robust scenario analysis and stress testing</h3> Be prepared to better handle extreme market events that are occurring more frequently in the current economic environment.<br /> <br /> </li> <li> <h3>Generate new trading ideas</h3> Through the directional and volatility signals produced using the Argus Data Science Studio you can identify new trading opportunities. <br /> <br /> </li> <li> <h3>We offer a flexible platform</h3> Use our studio to develop and expanding your data science capabilities, that would otherwise cost you millions of dollars and many years to develop internally.<br /> <br /> </li> </ul></div></div></div></div></div></div><div class="component component-padding grey "><div class="component-content"><div class="container"><div class="row FiftyFiftyTextImage_content__vqnzQ reverse"><div class="qa-fiftyfiftytextimage-image col-12 col-lg-5"><img alt="" loading="lazy" width="586" height="379" decoding="async" data-nimg="1" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-550x335_02-grey.jpg%3Fh%3D335%26iar%3D0%26w%3D550%26rev%3D-1%26hash%3D9CC57D1DAAE305E3B9A9BBC3B96972A2&amp;w=640&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-550x335_02-grey.jpg%3Fh%3D335%26iar%3D0%26w%3D550%26rev%3D-1%26hash%3D9CC57D1DAAE305E3B9A9BBC3B96972A2&amp;w=1200&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-550x335_02-grey.jpg%3Fh%3D335%26iar%3D0%26w%3D550%26rev%3D-1%26hash%3D9CC57D1DAAE305E3B9A9BBC3B96972A2&amp;w=1200&amp;q=75"/></div><div class="col-12 col-lg-7"><h3 class="qa-fiftyfiftytextimage-title h2">Argus Forward Curves</h3><p class="qa-fiftyfiftytextimage-description">Support investment and trading decisions with powerful, independent market valuation data for energy and commodity markets across the globe.</p><a title="" target="" class="qa-fiftyfiftytextimage-cta cta large" href="/ja/solutions/analytics-and-forecasting/argus-forward-curves">Learn more</a></div></div></div></div></div><div class="component component-padding grey "><div class="component-content"><div class="container"><div class="row FiftyFiftyTextImage_content__vqnzQ "><div class="qa-fiftyfiftytextimage-image col-12 col-lg-5"><img alt="" loading="lazy" width="586" height="379" decoding="async" data-nimg="1" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=640&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=1200&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fplatforms%2Fargus-data-science-studio-possiblity-curves-w-laptop.png%3Fh%3D1080%26iar%3D0%26w%3D1920%26rev%3D-1%26hash%3D92EC98B4492553F0602047FF369755B2&amp;w=1200&amp;q=75"/></div><div class="col-12 col-lg-7"><h3 class="qa-fiftyfiftytextimage-title h2">Argus Possibility Curves</h3><p class="qa-fiftyfiftytextimage-description">Argus Possibility Curves is a probabilistic forecasting data service for major crude grades and key refined oil products. <br/> <br/>Produced by combining the latest data science and machine learning techniques with Argus’ proprietary pricing database, the Argus Possibility Curves is the only way to confidently estimate volatility and balance of risk associated to oil prices.</p><a title="" target="" class="qa-fiftyfiftytextimage-cta cta large" href="/ja/solutions/products/argus-possibility-curves">Learn more</a></div></div></div></div></div><div class="component component-padding white"><div class="component-content"><div class="container"><div class="row"><div class="col-12 col-lg-9"><h2 class="qa-textpanel-title">A pioneering platform, built by industry experts</h2><div class="qa-textpanel-description TextPanel_description__v7NGU"><p>Argus&rsquo; industry-leading team of data scientists are dedicated to delivering a tool that meets your needs when searching for hidden insights. With a heritage stretching back more than 50 years, Argus is the only commodity information provider with the expertise, proprietary data and market credibility to offer sophisticated data science capabilities. The thoroughness, quality assurance and robust processes that are required to build and maintain a data science tool of this kind are unrivalled.</p> <p>The unique combination of customisation and data assimilation, make the Argus Data Science Studio the perfect tool to support your business. Our model is entirely transparent, enabling you to get hands on and set it up in line with your own views and opinions. Our is goal to help you to find the answers to the questions that matter most to your business.</p> <p>&nbsp;</p> <img height="200" alt="Argus Data Science Studio - Quote" width="200" src="/-/media/project/argusmedia/mainsite/english/images/platforms/argus-data-science-studio-vlasios-voudouris-quote.jpg?h=200&amp;w=200&amp;rev=-1&amp;hash=37C159566F400DD2E025C100CC3A8E4C" style="height: 200px; width: 200px; float: right;" /> <p>&nbsp;</p> <p><strong><em><span style="font-size: 24px;">"We have built the Studio to make it easier and faster to use data science for commodity insights, while still maintaining expert levels of accuracy, speed, and transparency"</span></em></strong></p> <p><em>&nbsp;<span style="white-space: pre;"> <span style="white-space: pre;"> </span><strong>Vlasios Voudouris <span style="white-space: pre;"> </span></strong>Chief Data Officer</span></em></p></div></div></div></div></div></div><div class="component ContactForm_contactForm__RusC_ navy"><div class="component-content"><img alt="people smiling at a board room" loading="lazy" width="1600" height="555" decoding="async" data-nimg="1" class="ContactForm_image__E3Vzy d-none d-lg-block" style="color:transparent" srcSet="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=1920&amp;q=75 1x, /_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=3840&amp;q=75 2x" src="/_next/image?url=%2F-%2Fmedia%2Fproject%2Fargusmedia%2Fmainsite%2Fenglish%2Fimages%2Fpeople%2Fcontact-us-forms%2Fcontact-us-form-people-01.jpg%3Fh%3D530%26iar%3D0%26w%3D1600%26rev%3D-1%26hash%3D15ADB845C50D6050F16F434C347C419B&amp;w=3840&amp;q=75"/><div class="ContactForm_content__SjXae container"><div class="row"><div class="col-12 col-lg-7 qa-form-specialist"><h2 class="h1 qa-form-header">エキスパートへのお問い合わせ</h2><div class="ContactForm_description__1ctco qa-form-description">Register below and we will customize a solution that meets your exact needs. 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