{"id":16455,"date":"2024-09-19T10:25:47","date_gmt":"2024-09-19T08:25:47","guid":{"rendered":"https:\/\/is.ijs.si\/?p=16455"},"modified":"2025-03-26T13:30:10","modified_gmt":"2025-03-26T12:30:10","slug":"lca-data-conforms-to-benfords-law","status":"publish","type":"post","link":"https:\/\/is.ijs.si\/?p=16455","title":{"rendered":"LCA data conforms to Benford\u2019s law"},"content":{"rendered":"\n<p>Bogdan \u0160inik and Aleksandar To\u0161i\u0107<\/p>\n<p><strong>Abstract<\/strong><\/p>\n<p>Life cycle assessment (LCA) has been established<br \/>as the standard method for evaluating environmental impacts of<br \/>products, and processes. However, ISO standards depicting the<br \/>application of these standards are tailored more towards LCA<br \/>practitioners and less on the data acquisition and quality. The<br \/>data acquisition process is not very robust, and considerable deci-<br \/>sion making and quality control is entrusted to the practitioners.<br \/>Taking the lack of incentives from industry participants to submit<br \/>quality data, the integrity of LCA databases can be questionable.<br \/>Moreover, in some cases, participants may be incentivised to<br \/>protect their data from competition. To address these concerns,<br \/>data is carefully studied by external experts to verify their<br \/>credibility. However, it is not entirely clear how these experts<br \/>are chosen, nor how trust is established. In this paper, we apply<br \/>a well known method Law of anomalous numbers, commonly<br \/>refereed to as Benford\u2019s law in order to test the conformity of<br \/>commonly used LCA databases. Our results on testing Ecoinvent,<br \/>one of the most widely used LCA databases, show that LCA<br \/>data strongly conforms to Benford\u2019s law. Moreover, our analysis<br \/>includes 5 additional publicly available LCA databases, which<br \/>also conformed with the exception of Bioenergiedat, which is<br \/>likely due to the low number of observations. Finally, we tested<br \/>individual properties given by Ecoinvent and establish that very<br \/>few columns (&lt;5%), which pass the criteria for Benford\u2019s<br \/>analysis are non-conforming. Although interesting, these results<br \/>call for a more fine-grained analysis as future work.<br \/>Index Terms\u2014LCA, Benford\u2019s Law, Anomaly Detection<\/p>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/09\/IS2024_-_Environment_paper_1.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of IS2024_-_Environment_paper_1.\"><\/object><a id=\"wp-block-file--media-a7f13fe3-1f48-4ff1-ada2-11f5941570a4\" href=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/09\/IS2024_-_Environment_paper_1.pdf\">IS2024_-_Environment_paper_1<\/a><a href=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/09\/IS2024_-_Environment_paper_1.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-a7f13fe3-1f48-4ff1-ada2-11f5941570a4\">Download<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":29,"featured_media":24966,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[111,102],"tags":[],"class_list":["post-16455","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-doi-env-2024","category-papers"],"_links":{"self":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16455","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16455"}],"version-history":[{"count":2,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16455\/revisions"}],"predecessor-version":[{"id":25028,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16455\/revisions\/25028"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/media\/24966"}],"wp:attachment":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}