{"id":177,"date":"2020-05-07T11:18:02","date_gmt":"2020-05-07T09:18:02","guid":{"rendered":"https:\/\/nr.stage.dekodes.no\/?post_type=bc_area&#038;p=177"},"modified":"2024-04-03T10:04:57","modified_gmt":"2024-04-03T08:04:57","slug":"statistical-modeling","status":"publish","type":"bc_area","link":"https:\/\/nr.stage.dekodes.no\/en\/areas\/statistical-modeling-machine-learning-and-artificial-intelligence-ai\/statistical-modeling\/","title":{"rendered":"Statistical modelling"},"content":{"rendered":"\n<div class=\"wp-block-columns has-nr-brown-color has-text-color is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"has-sizing-large\">Statistical modelling is about understanding contexts and making forecasts where coincidences and uncertainty are involved.<\/p>\n\n\n\n<p class=\"has-sizing-medium\">With the use of statistical modelling, underlying knowledge about a process is connected with data, in an objective way. The statistical models can contain a number of unknown parameters and are thus flexible. The parameters are quantified from data using different techniques. Decisions are thus based on facts and the best possible balance between the probabilities of different outcomes.<\/p>\n\n\n\n<p class=\"has-sizing-medium\">The terms statistical modelling and machine learning are often used interchangeably, but machine learning finds patterns in data to a greater extent without the use of models. NR&#8217;s biggest strength lies in our extensive experience and comprehensive knowledge of the entire toolbox. We customise and find the right method for each problem. This gives the most precise and realistic forecasts and causal relationships, including an understanding of the uncertainty in answers when it is important.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\t\t<div id=\"post-type-multi-block_50a6d79f55dd504b3ff8c21e21330ab2\" class=\"wp-block-post-type-multi type-manual style-card-bc_employee t2-grid\">\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-12\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/employees\/andre-teigland\/\" class='card-employee'>\n\t\t\t\t\t<figure>\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/nr.stage.dekodes.no\/content\/uploads\/sites\/2\/2024\/12\/andre-teigland.jpg\" alt=\"\">\n\t\t\t<\/figure>\n\t\t\t\t<div class=\"card-employee__content\">\n\t\t\t<p class=\"card-employee__name\">Andr\u00e9 Teigland<\/p>\n\t\t\t\t\t\t\t<p class=\"card-employee__position\">CEO<\/p>\n\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-arrowforward\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M15.9 4.259a1.438 1.438 0 0 1-.147.037c-.139.031-.339.201-.421.359-.084.161-.084.529-.001.685.035.066 1.361 1.416 2.947 3l2.882 2.88-10.19.02c-8.543.017-10.206.029-10.29.075-.282.155-.413.372-.413.685 0 .313.131.53.413.685.084.046 1.747.058 10.29.075l10.19.02-2.882 2.88c-1.586 1.584-2.912 2.934-2.947 3-.077.145-.085.521-.013.66a.849.849 0 0 0 .342.35c.156.082.526.081.68-.001.066-.035 1.735-1.681 3.709-3.656 2.526-2.53 3.606-3.637 3.65-3.742A.892.892 0 0 0 23.76 12a.892.892 0 0 0-.061-.271c-.044-.105-1.124-1.212-3.65-3.742-1.974-1.975-3.634-3.616-3.689-3.645-.105-.055-.392-.107-.46-.083\"\/><\/svg>\n\t\t<\/div>\n\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-12\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/employees\/petter-abrahamsen\/\" class='card-employee'>\n\t\t\t\t\t<figure>\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/nr.stage.dekodes.no\/content\/uploads\/sites\/2\/2024\/05\/petter-abrahamsen-23.jpg\" alt=\"\">\n\t\t\t<\/figure>\n\t\t\t\t<div class=\"card-employee__content\">\n\t\t\t<p class=\"card-employee__name\">Petter Abrahamsen<\/p>\n\t\t\t\t\t\t\t<p class=\"card-employee__position\">Research Director<\/p>\n\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-arrowforward\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M15.9 4.259a1.438 1.438 0 0 1-.147.037c-.139.031-.339.201-.421.359-.084.161-.084.529-.001.685.035.066 1.361 1.416 2.947 3l2.882 2.88-10.19.02c-8.543.017-10.206.029-10.29.075-.282.155-.413.372-.413.685 0 .313.131.53.413.685.084.046 1.747.058 10.29.075l10.19.02-2.882 2.88c-1.586 1.584-2.912 2.934-2.947 3-.077.145-.085.521-.013.66a.849.849 0 0 0 .342.35c.156.082.526.081.68-.001.066-.035 1.735-1.681 3.709-3.656 2.526-2.53 3.606-3.637 3.65-3.742A.892.892 0 0 0 23.76 12a.892.892 0 0 0-.061-.271c-.044-.105-1.124-1.212-3.65-3.742-1.974-1.975-3.634-3.616-3.689-3.645-.105-.055-.392-.107-.46-.083\"\/><\/svg>\n\t\t<\/div>\n\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">Industries involving statistical modelling<\/h2>\n\n\n\t\t<div id=\"post-type-multi-block_5cadb52272a15d75c7e5da43c4ef53b7\" class=\"wp-block-post-type-multi type-manual style-card t2-grid\">\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-6\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/industries\/ocean\/\" class=\"card-list card-list-default\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 32 32\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-ocean\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M21.44 2.292c-5.676.343-9.832 2.838-12.075 7.248-1.159 2.28-1.793 4.944-1.966 8.268l-.012.235-3.334 1.402C2.22 20.216.657 20.884.58 20.929c-.384.226-.41.849-.05 1.175.075.068 1.34.456 3.668 1.125l3.554 1.022.997 3.491c.548 1.919 1.035 3.563 1.082 3.653.227.44.976.442 1.236.004.056-.095.729-1.66 1.494-3.479l1.392-3.307.264-.013c.144-.007.695-.051 1.223-.098 5.363-.473 9.328-2.475 11.718-5.915 2.052-2.954 2.909-6.982 2.467-11.6-.141-1.472-.386-2.825-.586-3.234a1.96 1.96 0 0 0-.858-.828c-.392-.173-1.756-.412-3.14-.55-.981-.098-2.699-.137-3.601-.083m3.55 1.573c1.224.125 2.568.361 2.672.47.118.123.377 1.639.504 2.945.085.886.087 3.124.002 3.92-.282 2.655-1.038 4.849-2.268 6.587-.603.85-1.434 1.725-2.182 2.293l-.255.194-.465-.057c-.544-.067-.847-.153-1.243-.351-.728-.365-1.884-1.429-2.409-2.218a5.99 5.99 0 0 1-.983-2.914c-.052-.882-.215-1.045-1.097-1.097-1.454-.085-2.78-.698-3.883-1.796-1.092-1.086-1.512-1.86-1.621-2.988l-.034-.346.304-.368c1.761-2.134 4.075-3.458 7.087-4.058a24.13 24.13 0 0 1 2.454-.315c.589-.038 2.659.021 3.417.099m-5.004 2.878c-.719.256-1.138 1.072-.926 1.8.313 1.079 1.627 1.46 2.433.705.511-.478.644-1.174.339-1.77-.171-.336-.537-.651-.87-.751-.267-.08-.728-.073-.976.016m-8.67 5c1.089 1.442 2.38 2.453 3.767 2.949a8.33 8.33 0 0 0 1.512.376l.301.036.036.301c.118.989.56 2.146 1.18 3.082.68 1.029 1.997 2.225 2.986 2.714l.452.223-.442.202c-1.847.846-4.256 1.349-7.17 1.497-.748.037-.941.1-1.104.354-.042.068-.551 1.251-1.129 2.63-.578 1.378-1.068 2.525-1.09 2.549-.021.023-.368-1.117-.772-2.534-.403-1.416-.78-2.676-.838-2.799a.606.606 0 0 0-.328-.328c-.123-.058-1.383-.435-2.799-.838-1.417-.404-2.557-.752-2.534-.774.024-.023 1.171-.514 2.549-1.093 1.379-.578 2.573-1.098 2.654-1.155.243-.17.291-.334.33-1.135.143-2.903.646-5.228 1.577-7.3l.117-.26.225.456c.124.251.358.633.52.847\"\/><\/svg>\n\t\t\t\tOcean\n\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-6\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/industries\/finance-and-insurance\/\" class=\"card-list card-list-default\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 32 32\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-finance\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M13.808.344a2.132 2.132 0 0 0-1.373 1.14l-.142.303-.013 11.091c-.013 9.953-.006 11.121.07 11.38.226.78.886 1.324 1.757 1.447.484.069 3.302.069 3.786 0 .871-.123 1.531-.667 1.757-1.447.076-.259.083-1.427.07-11.38l-.013-11.091-.142-.303A2.113 2.113 0 0 0 18.168.341c-.376-.1-3.995-.098-4.36.003m4.166 1.497a.563.563 0 0 1 .211.183c.037.069.055 3.621.055 10.979 0 10.876 0 10.876-.109 11.015a.686.686 0 0 1-.307.193c-.262.073-3.386.073-3.648 0a.686.686 0 0 1-.307-.193c-.109-.139-.109-.139-.109-11.015 0-7.327.018-10.91.055-10.979.132-.248.233-.26 2.174-.262 1.531-.002 1.855.011 1.985.079m6.74 5.488A1.952 1.952 0 0 0 23.4 8.48l-.12.293-.016 7.52c-.012 5.479.001 7.607.045 7.839.164.854.754 1.435 1.598 1.571.446.072 2.749.073 3.192.001.871-.141 1.459-.746 1.604-1.651.077-.475.077-14.615.001-15.086-.134-.827-.749-1.491-1.533-1.655-.397-.083-3.101-.07-3.457.017m3.352 1.573.174.156.016 7.324c.011 5.254-.001 7.382-.044 7.529-.099.343-.212.365-1.823.346l-1.385-.017-.129-.15-.128-.149V9.058l.156-.155.155-.156h2.834l.174.155M3.6 13.354c-.688.216-1.195.854-1.31 1.646-.064.446-.062 8.556.003 9.003.071.493.233.82.58 1.172.503.511.654.548 2.361.573 1.559.024 2.035-.02 2.439-.224a1.962 1.962 0 0 0 1.016-1.389c.091-.494.078-8.923-.015-9.316-.096-.406-.291-.724-.646-1.048-.518-.474-.611-.492-2.55-.487-1.18.002-1.727.023-1.878.07m3.31 1.444c.36.15.347-.039.331 4.828l-.014 4.371-.122.122c-.119.119-.145.121-1.531.137-1.608.018-1.686.003-1.788-.35-.04-.138-.053-1.523-.042-4.528l.016-4.329.127-.135a.568.568 0 0 1 .24-.157c.062-.012.672-.026 1.355-.03.982-.005 1.28.009 1.428.071M1.487 29.487c-.192.192-.207.229-.207.513 0 .284.015.321.207.513l.207.207h28.612l.207-.207c.192-.192.207-.229.207-.513 0-.284-.015-.321-.207-.513l-.207-.207H1.694l-.207.207\"\/><\/svg>\n\t\t\t\tFinance and insurance\n\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-6\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/industries\/natural-resources\/\" class=\"card-list card-list-default\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 32 32\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-resources\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M6.901 2.295c-.98.13-1.904.633-2.47 1.344-.454.571-2.848 5.285-3.014 5.937-.3 1.177-.136 2.437.435 3.346.157.249 12.539 16.261 13.546 17.517.337.421.855.432 1.188.026.654-.801 13.495-17.713 13.655-17.985a4.57 4.57 0 0 0 .349-.827c.122-.406.143-.567.136-1.05-.015-.944-.082-1.126-1.374-3.696-1.258-2.503-1.454-2.863-1.779-3.274-.419-.531-1.155-1.006-1.921-1.242l-.399-.122-9.013-.009c-4.957-.004-9.16.012-9.339.035m5.046 1.469c0 .017-.75 1.48-1.667 3.252l-1.667 3.221-2.917.002-2.917.001.08-.28c.079-.279 2.164-4.485 2.51-5.063A2.388 2.388 0 0 1 6.88 3.806c.302-.066 5.067-.105 5.067-.042m8.079 3.223 1.673 3.226-2.849.014c-1.568.008-4.132.008-5.7 0l-2.849-.014 1.065-2.053 1.68-3.241.614-1.187 2.346.014 2.346.014 1.674 3.227m5.018-3.195c.478.088.864.295 1.226.658.301.302.402.481 1.554 2.75 1.095 2.157 1.403 2.812 1.403 2.989 0 .032-1.079.05-2.92.05l-2.92-.002-1.667-3.221a240.377 240.377 0 0 1-1.667-3.252c0-.058 4.663-.033 4.991.028M10.888 18.347l2.577 6.958c.075.205.116.349.09.32-.026-.028-2.377-3.054-5.223-6.724-4.496-5.797-5.399-6.99-5.399-7.139 0-.016 1.241-.023 2.758-.016l2.757.014 2.44 6.587m10.989-6.36c-.053.139-1.391 3.751-2.973 8.026-1.583 4.275-2.889 7.773-2.904 7.773-.015 0-1.321-3.498-2.904-7.773-1.582-4.275-2.92-7.887-2.973-8.026l-.096-.254h11.946l-.096.254m7.05-.187c-.082.14-10.28 13.512-10.381 13.613-.059.059-.095.083-.079.054.016-.03 1.162-3.114 2.546-6.854 1.385-3.74 2.529-6.818 2.542-6.84.014-.022 1.237-.04 2.718-.04 2.14 0 2.685.014 2.654.067\"\/><\/svg>\n\t\t\t\tNatural resources\n\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-6\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/industries\/climate-and-environment\/\" class=\"card-list card-list-default\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-arrowforward\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M15.9 4.259a1.438 1.438 0 0 1-.147.037c-.139.031-.339.201-.421.359-.084.161-.084.529-.001.685.035.066 1.361 1.416 2.947 3l2.882 2.88-10.19.02c-8.543.017-10.206.029-10.29.075-.282.155-.413.372-.413.685 0 .313.131.53.413.685.084.046 1.747.058 10.29.075l10.19.02-2.882 2.88c-1.586 1.584-2.912 2.934-2.947 3-.077.145-.085.521-.013.66a.849.849 0 0 0 .342.35c.156.082.526.081.68-.001.066-.035 1.735-1.681 3.709-3.656 2.526-2.53 3.606-3.637 3.65-3.742A.892.892 0 0 0 23.76 12a.892.892 0 0 0-.061-.271c-.044-.105-1.124-1.212-3.65-3.742-1.974-1.975-3.634-3.616-3.689-3.645-.105-.055-.392-.107-.46-.083\"\/><\/svg>\n\t\t\t\tClimate and environment\n\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"t2-grid-item-col-6\">\n\t\t\t\t\t\t<a href=\"https:\/\/nr.stage.dekodes.no\/en\/industries\/technology-and-industry\/\" class=\"card-list card-list-default\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 32 32\" height=\"24\" width=\"24\" class=\"t2-icon t2-icon-industry\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M21.434 1.369c-.511.17-1.038.711-1.169 1.199-.032.116-.452 2.781-.934 5.923-.482 3.141-.883 5.719-.893 5.728-.009.01-1.215-.859-2.68-1.929-1.705-1.245-2.738-1.966-2.868-2.001-.261-.07-.499.004-.708.222l-.155.163L12 13.287l-.027 2.613-3.493-2.551c-4.683-3.42-4.181-3.076-4.488-3.076-.305 0-.506.124-.645.397-.088.172-.094.731-.094 9.397v9.213H2.024c-1.362 0-1.46.02-1.653.336-.209.344-.08.844.265 1.022.145.075 1.692.083 15.364.083s15.219-.008 15.364-.083c.345-.178.474-.678.265-1.022-.193-.316-.291-.336-1.653-.336h-1.229V16.959l-1.092-7.095c-.6-3.901-1.117-7.187-1.147-7.301-.133-.493-.663-1.028-1.187-1.197-.383-.124-3.515-.122-3.887.003m3.546 1.514c.104.121.227.86 1.146 6.853.566 3.694 1.041 6.759 1.055 6.811.025.088-.131.093-2.723.093h-2.75l-.947-.697c-.629-.462-.945-.726-.939-.786.005-.05.422-2.79.926-6.09.688-4.512.939-6.033 1.009-6.132a.494.494 0 0 1 .221-.17c.071-.021.749-.033 1.507-.028l1.378.01.117.136M8.693 15.354c2.127 1.556 3.738 2.699 3.856 2.735.28.087.653-.066.808-.33.105-.178.111-.288.136-2.721l.027-2.536 3.707 2.713c2.038 1.493 3.802 2.759 3.92 2.815.201.095.379.101 3.16.102l2.946.001V29.28H4.747V12.473l.146.104c.081.058 1.791 1.307 3.8 2.777m.985 6.991a.672.672 0 0 0-.398.639c0 .283.12.513.336.645.16.097.279.104 1.877.104 1.598 0 1.718-.007 1.877-.104a.681.681 0 0 0 .357-.635.71.71 0 0 0-.331-.63c-.129-.088-.301-.099-1.823-.112-1.596-.014-1.69-.01-1.895.093m9.106-.068c-.181.036-.472.354-.51.558-.04.213.033.499.164.644.228.252.253.254 2.586.254 2.091 0 2.211-.005 2.373-.104.452-.276.442-.964-.019-1.266-.135-.089-.322-.097-2.309-.104-1.189-.003-2.217.004-2.285.018\"\/><\/svg>\n\t\t\t\tTechnology and industry\n\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"featured_media":7398,"parent":6893,"menu_order":39,"template":"","meta":{"_acf_changed":false,"_trash_the_other_posts":false,"editor_notices":[],"footnotes":""},"class_list":["post-177","bc_area","type-bc_area","status-publish","has-post-thumbnail"],"acf":[],"_links":{"self":[{"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/bc_area\/177","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/bc_area"}],"about":[{"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/types\/bc_area"}],"version-history":[{"count":5,"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/bc_area\/177\/revisions"}],"predecessor-version":[{"id":28467,"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/bc_area\/177\/revisions\/28467"}],"up":[{"embeddable":true,"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/bc_area\/6893"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/media\/7398"}],"wp:attachment":[{"href":"https:\/\/nr.stage.dekodes.no\/en\/wp-json\/wp\/v2\/media?parent=177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}