{"id":11658,"date":"2022-05-07T13:10:21","date_gmt":"2022-05-07T03:10:21","guid":{"rendered":"https:\/\/rationalemagazine.com\/?p=11658"},"modified":"2022-07-15T22:41:41","modified_gmt":"2022-07-15T12:41:41","slug":"mapping-climate-policy","status":"publish","type":"post","link":"https:\/\/rationalemagazine.com\/index.php\/2022\/05\/07\/mapping-climate-policy\/","title":{"rendered":"Mapping climate policy"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">As the need to cut greenhouse gas emissions becomes <\/span><a href=\"https:\/\/www.theguardian.com\/environment\/2022\/apr\/04\/ipcc-report-now-or-never-if-world-stave-off-climate-disaster\"><span style=\"font-weight: 400;\">increasingly urgent<\/span><\/a><span style=\"font-weight: 400;\">, governments of all levels, as well as private businesses and non-government organisations across Australia, are developing and adapting their own separate policies.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But the danger of all this fragmented activity is that the planning becomes incoherent with little scope for integration to make individual actions more effective. What\u2019s needed is a system of data collection and analysis so that policy makers know what is going on and be in a position to identify ways to harmonise action.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At the <\/span><a href=\"https:\/\/science.unimelb.edu.au\/mcds\"><span style=\"font-weight: 400;\">Melbourne Centre for Data Science<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a href=\"https:\/\/www.unimelb.edu.au\/climate\"><span style=\"font-weight: 400;\">Melbourne Climate Futures<\/span><\/a><span style=\"font-weight: 400;\">, we are using data science to try to better understand the climate policy landscape in Australia.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">One of the aims of our project is to harness the capacity of automated, large-scale policy text analysis , utilising a form of artificial intelligence \u2013 known as <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Natural_language_processing\"><span style=\"font-weight: 400;\">Natural Language Processing<\/span><\/a><span style=\"font-weight: 400;\"> (NLP) \u2013 to map the multitude of climate policies and their performance in Australia.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, in order to do this comprehensively, we first need to build a national dataset of all the climate-related policy documents that are being developed by significant actors in Australia \u2013 whether that\u2019s government, business or non-government agencies.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Existing open repositories on climate policies are global. For instance, although the <\/span><a href=\"https:\/\/www.cdp.net\/en\/\"><span style=\"font-weight: 400;\">Carbon Disclosure Project<\/span><\/a><span style=\"font-weight: 400;\"> (CDP) records annual climate actions of cities, companies and regions, many Australian cities are missed because of the project\u2019s priority of broad, global coverage over completeness.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Our first step in this new research then is to urgently collect all the significant and current climate policies in Australia and develop this database.<\/span><\/p>\n<blockquote><p><strong>&#8230;we are using data science to try to better understand the climate policy landscape in Australia.<\/strong><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">Our goal is to include everyone\u2019s efforts in this project and we need your help to do so. If you, your business, your city, state or regional government, your charity has developed a climate policy, we ask you to please <\/span><a href=\"https:\/\/melbourneuni.au1.qualtrics.com\/jfe\/form\/SV_8eI1G0DoCabsaou\"><span style=\"font-weight: 400;\">send us a copy<\/span><\/a><span style=\"font-weight: 400;\"> of all plans you developed since 2011.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">After establishing this dataset, our research intends to map out areas that overlap and conflict in climate governance across the diverse range of actors in Australia. We intend to set up, respectively, a longitudinal study to tracking changes in policy trends since 2011 (in-line with the <\/span><a href=\"https:\/\/www.ipcc.ch\/\"><span style=\"font-weight: 400;\">Intergovernmental Panel on Climate Change<\/span><\/a><span style=\"font-weight: 400;\">), and identify new policy opportunities.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The need for this work was underlined last year by <\/span><a href=\"https:\/\/www.nature.com\/articles\/s43247-021-00098-7\"><span style=\"font-weight: 400;\">a global study<\/span><\/a><span style=\"font-weight: 400;\"> published in <\/span><a href=\"https:\/\/www.nature.com\/ncomms\/\"><span style=\"font-weight: 400;\">Nature Communication<\/span><\/a><span style=\"font-weight: 400;\"> that used NLP to analyse nearly 10,000 climate strategy documents across countries, regions, cities and companies to assess how well they were aligned.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The study warned that while there was some synergies in how actors were self-organising on climate policy, \u201cthere may also be missed opportunities for deeper coordination that could result in more ambitious action<\/span><i><span style=\"font-weight: 400;\">\u201d.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">While this study starts to provide some insight into the global landscape, there\u2019s still much work needed to better understand this quickly evolving landscape.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For example, there\u2019s a lack of <\/span><a href=\"https:\/\/www.abs.gov.au\/websitedbs\/D3310114.nsf\/home\/Time+Series+Analysis:+The+Basics\"><span style=\"font-weight: 400;\">time-series data<\/span><\/a><span style=\"font-weight: 400;\">, which is why in our Australian study we plan to undertake a longitudinal analysis of data on performance and effectiveness, as well as interactions between actors, to better illuminate how climate actions are evolving, converging or diverging.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Over the last decade, there have been significant advances in the field of data science and big data analysis, which have been underexploited in the context of climate policy analysis to date.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Considering the urgency of the need to <\/span><a href=\"https:\/\/www.minister.industry.gov.au\/ministers\/taylor\/media-releases\/australias-plan-reach-our-net-zero-target-2050\"><span style=\"font-weight: 400;\">reach net zero emissions by 2050<\/span><\/a><span style=\"font-weight: 400;\">, it is high time to better utilise this expertise to help understand the dynamic policy landscape in climate policy. Big data approaches can provide us with an opportunity to complement expert analyses with data-driven policy exploration.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this way, we hope to identify policy gaps and new opportunities, which will be critical to delivering on net zero carbon by 2050.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To submit climate plans as part of Melbourne Centre for Data Science and Melbourne Climate Futures\u2019 research, please visit the <\/span><a href=\"https:\/\/melbourneuni.au1.qualtrics.com\/jfe\/form\/SV_8eI1G0DoCabsaou\"><span style=\"font-weight: 400;\">project website<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b><i>This article was co-authored by Kirsten Doert Eccles, Executive Officer of the Melbourne Centre for Data Science, University of Melbourne.<\/i><\/b><\/p>\n<p><b><i>This article was first published on <\/i><\/b><b>Pursuit<\/b><b><i>. <\/i><\/b><a href=\"https:\/\/pursuit.unimelb.edu.au\/articles\/mapping-climate-policy\"><b><i>Read the original article<\/i><\/b><\/a><b><i>.<\/i><\/b><\/p>\n<p><b><i>Photo by <\/i><\/b><a href=\"https:\/\/unsplash.com\/photos\/c7RWVGL8lPA\"><b><i>Chris LeBoutillier<\/i><\/b><\/a><b><i> on Unsplash.<\/i><\/b><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As the need to cut greenhouse gas emissions becomes increasingly urgent, governments of all levels, as well as private businesses<\/p>\n","protected":false},"author":530,"featured_media":11659,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[65],"tags":[355],"coauthors":[302],"class_list":["post-11658","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science-health","tag-climate-change"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/posts\/11658","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/users\/530"}],"replies":[{"embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/comments?post=11658"}],"version-history":[{"count":4,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/posts\/11658\/revisions"}],"predecessor-version":[{"id":11664,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/posts\/11658\/revisions\/11664"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/media\/11659"}],"wp:attachment":[{"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/media?parent=11658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/categories?post=11658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/tags?post=11658"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/rationalemagazine.com\/index.php\/wp-json\/wp\/v2\/coauthors?post=11658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}