{"id":19370,"date":"2016-07-26T13:15:10","date_gmt":"2016-07-26T12:15:10","guid":{"rendered":"https:\/\/www.lse.ac.uk\/granthaminstitute\/?post_type=publication&#038;p=19370"},"modified":"2024-08-19T14:28:27","modified_gmt":"2024-08-19T13:28:27","slug":"model-confirmation-in-climate-economics","status":"publish","type":"publication","link":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/","title":{"rendered":"Model confirmation in climate economics"},"content":{"rendered":"<!DOCTYPE html PUBLIC \"-\/\/W3C\/\/DTD HTML 4.0 Transitional\/\/EN\" \"http:\/\/www.w3.org\/TR\/REC-html40\/loose.dtd\">\n<?xml encoding=\"UTF-8\"><h3>Abstract<\/h3>\n<p>Benefit&ndash;cost integrated assessment models (BC-IAMs) inform climate policy debates by quantifying the trade-offs between alternative greenhouse gas abatement options. They achieve this by coupling simplified models of the climate system to models of the global economy and the costs and benefits of climate policy. Although these models have provided valuable qualitative insights into the sensitivity of policy trade-offs to different ethical and empirical assumptions, they are increasingly being used to inform the selection of policies in the real world. To the extent that BC-IAMs are used as inputs to policy selection, our confidence in their quantitative outputs must depend on the empirical validity of their modeling assumptions. We have a degree of confidence in climate models both because they have been tested on historical data in hindcasting experiments and because the physical principles they are based on have been empirically confirmed in closely related applications. By contrast, the economic components of BC-IAMs often rely on untestable scenarios, or on structural models that are comparatively untested on relevant time scales. Where possible, an approach to model confirmation similar to that used in climate science could help to build confidence in the economic components of BC-IAMs, or focus attention on which components might need refinement for policy applications. We illustrate the potential benefits of model confirmation exercises by performing a long-run hindcasting experiment with one of the leading BC-IAMs. We show that its model of long-run economic growth&mdash;one of its most important economic components&mdash;had questionable predictive power over the 20th century.<\/p>\n<p><strong><span class=\"person_name\">Millner, Antony<\/span> and <span class=\"person_name\">McDermott, Thomas K. J.<\/span> (2016). In:&nbsp;<em>Proceedings of the National Academy of Sciences of the United States of America<\/em>. ISSN 1091-6490<\/strong><\/p>\n\n","protected":false},"excerpt":{"rendered":"<!DOCTYPE html PUBLIC \"-\/\/W3C\/\/DTD HTML 4.0 Transitional\/\/EN\" \"http:\/\/www.w3.org\/TR\/REC-html40\/loose.dtd\">\n<?xml encoding=\"UTF-8\"><p>Paper demonstrates the potential benefits of model confirmation exercises for policy applications, demonstrating that the economic growth model used by a prominent BC-IAM had little predictive power over the 20th century.<\/p>\n\n","protected":false},"author":12,"featured_media":9563,"template":"","tags":[183,448,655,705,706],"publication-type":[436],"topic_area":[4694],"class_list":["post-19370","publication","type-publication","status-publish","has-post-thumbnail","hentry","tag-climate-policy","tag-economic-growth","tag-integrated-assessment-model","tag-model-confirmation","tag-structural-uncertainty","publication-type-research-articles","topic_area-policy-evaluation"],"acf":{"exclude_from_sync":{"ref_value":"field_560538b0e7350","value":"0","type":false,"post_type":""},"downloads":{"ref_value":"field_52f16cc1a80f2","value":false,"type":"repeater","post_type":""},"rss_newsletter":{"ref_value":"field_54f5c2c1544d8","value":"","type":false,"post_type":""},"profile_link":{"ref_value":"field_52f164b5189e9","value":["?post_type=profile&p=2253","tom-mcdermott"],"type":"relationship","post_type":"profile"},"article_link":{"ref_value":"field_52eee3c7f0586","value":"https:\/\/www.pnas.org\/content\/early\/2016\/07\/13\/1604121113.abstract","type":false,"post_type":""},"article_link_title":{"ref_value":"field_5322399d89d42","value":"External link to publication","type":false,"post_type":""},"spotlight":{"ref_value":"field_52f80896506d3","value":"","type":false,"post_type":""}},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Model confirmation in climate economics - Grantham Research Institute on climate change and the environment<\/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.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Model confirmation in climate economics - Grantham Research Institute on climate change and the environment\" \/>\n<meta property=\"og:description\" content=\"Paper demonstrates the potential benefits of model confirmation exercises for policy applications, demonstrating that the economic growth model used by a prominent BC-IAM had little predictive power over the 20th century.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/\" \/>\n<meta property=\"og:site_name\" content=\"Grantham Research Institute on climate change and the environment\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-19T13:28:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"233\" \/>\n\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/\",\"url\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/\",\"name\":\"Model confirmation in climate economics - Grantham Research Institute on climate change and the environment\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/wp-content\\\/uploads\\\/2014\\\/03\\\/Antony_Millner_web.jpg\",\"datePublished\":\"2016-07-26T12:15:10+00:00\",\"dateModified\":\"2024-08-19T13:28:27+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/wp-content\\\/uploads\\\/2014\\\/03\\\/Antony_Millner_web.jpg\",\"contentUrl\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/wp-content\\\/uploads\\\/2014\\\/03\\\/Antony_Millner_web.jpg\",\"width\":233,\"height\":350},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication\\\/model-confirmation-in-climate-economics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Publications\",\"item\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/?post_type=publication\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"All research\",\"item\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication-type\\\/new-research\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Research article\",\"item\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/publication-type\\\/research-articles\\\/\"},{\"@type\":\"ListItem\",\"position\":5,\"name\":\"Model confirmation in climate economics\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/#website\",\"url\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/\",\"name\":\"Grantham Research Institute on climate change and the environment\",\"description\":\"The Grantham Research Institute at LSE carries out world-class research on climate change and the environment.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.lse.ac.uk\\\/granthaminstitute\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Model confirmation in climate economics - Grantham Research Institute on climate change and the environment","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/","og_locale":"en_GB","og_type":"article","og_title":"Model confirmation in climate economics - Grantham Research Institute on climate change and the environment","og_description":"Paper demonstrates the potential benefits of model confirmation exercises for policy applications, demonstrating that the economic growth model used by a prominent BC-IAM had little predictive power over the 20th century.","og_url":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/","og_site_name":"Grantham Research Institute on climate change and the environment","article_modified_time":"2024-08-19T13:28:27+00:00","og_image":[{"width":233,"height":350,"url":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/","url":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/","name":"Model confirmation in climate economics - Grantham Research Institute on climate change and the environment","isPartOf":{"@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/#primaryimage"},"image":{"@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/#primaryimage"},"thumbnailUrl":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg","datePublished":"2016-07-26T12:15:10+00:00","dateModified":"2024-08-19T13:28:27+00:00","breadcrumb":{"@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/#primaryimage","url":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg","contentUrl":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg","width":233,"height":350},{"@type":"BreadcrumbList","@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication\/model-confirmation-in-climate-economics\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.lse.ac.uk\/granthaminstitute\/"},{"@type":"ListItem","position":2,"name":"Publications","item":"https:\/\/www.lse.ac.uk\/granthaminstitute\/?post_type=publication"},{"@type":"ListItem","position":3,"name":"All research","item":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication-type\/new-research\/"},{"@type":"ListItem","position":4,"name":"Research article","item":"https:\/\/www.lse.ac.uk\/granthaminstitute\/publication-type\/research-articles\/"},{"@type":"ListItem","position":5,"name":"Model confirmation in climate economics"}]},{"@type":"WebSite","@id":"https:\/\/www.lse.ac.uk\/granthaminstitute\/#website","url":"https:\/\/www.lse.ac.uk\/granthaminstitute\/","name":"Grantham Research Institute on climate change and the environment","description":"The Grantham Research Institute at LSE carries out world-class research on climate change and the environment.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.lse.ac.uk\/granthaminstitute\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"}]}},"taxonomies":{"post_tag":["climate policy","economic growth","Integrated Assessment Model","model confirmation","structural uncertainty"],"publication-type":["Research article"],"topic_area":["Policy evaluation"]},"featured_image_src":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-content\/uploads\/2014\/03\/Antony_Millner_web.jpg","_links":{"self":[{"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/publication\/19370","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/publication"}],"about":[{"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/types\/publication"}],"author":[{"embeddable":true,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/users\/12"}],"version-history":[{"count":1,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/publication\/19370\/revisions"}],"predecessor-version":[{"id":74324,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/publication\/19370\/revisions\/74324"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/media\/9563"}],"wp:attachment":[{"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/media?parent=19370"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/tags?post=19370"},{"taxonomy":"publication-type","embeddable":true,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/publication-type?post=19370"},{"taxonomy":"topic_area","embeddable":true,"href":"https:\/\/www.lse.ac.uk\/granthaminstitute\/wp-json\/wp\/v2\/topic_area?post=19370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}