{"id":4105,"date":"2023-06-30T12:10:30","date_gmt":"2023-06-30T06:40:30","guid":{"rendered":"https:\/\/rubixds.com\/?p=4105"},"modified":"2023-06-30T12:10:30","modified_gmt":"2023-06-30T06:40:30","slug":"panel-discussion-on-%f0%9d%97%a3%f0%9d%98%82%f0%9d%97%af%f0%9d%97%b9%f0%9d%97%b6%f0%9d%97%b0-%f0%9d%97%97%f0%9d%97%ae%f0%9d%98%81%f0%9d%97%ae-%f0%9d%97%98%f0%9d%97%a6%f0%9d%97%9a-%f0%9d%97%96","status":"publish","type":"post","link":"https:\/\/rubixds.com\/blog\/panel-discussion-on-%f0%9d%97%a3%f0%9d%98%82%f0%9d%97%af%f0%9d%97%b9%f0%9d%97%b6%f0%9d%97%b0-%f0%9d%97%97%f0%9d%97%ae%f0%9d%98%81%f0%9d%97%ae-%f0%9d%97%98%f0%9d%97%a6%f0%9d%97%9a-%f0%9d%97%96\/","title":{"rendered":"Panel Discussion on \ud835\udde3\ud835\ude02\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddf0 \ud835\uddd7\ud835\uddee\ud835\ude01\ud835\uddee, \ud835\uddd8\ud835\udde6\ud835\uddda &#038; \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde5\ud835\uddf6\ud835\ude00\ud835\uddf8 &#8211; \ud835\uddda\ud835\uddf9\ud835\uddfc\ud835\uddef\ud835\uddee\ud835\uddf9 at the \ud835\udff1\ud835\ude01\ud835\uddf5 \ud835\uddd9\ud835\uddd8\ud835\uddd6\ud835\udde0\ud835\uddd4 \ud835\udde3\ud835\uddee\ud835\uddfb-\ud835\uddd8\ud835\ude02\ud835\uddff\ud835\uddfc\ud835\uddfd\ud835\uddf2\ud835\uddee\ud835\uddfb \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde0\ud835\uddee\ud835\uddfb\ud835\uddee\ud835\uddf4\ud835\uddf2\ud835\uddfa\ud835\uddf2\ud835\uddfb\ud835\ude01 \ud835\uddd6\ud835\uddfc\ud835\uddfb\ud835\uddf4\ud835\uddff\ud835\uddf2\ud835\ude00\ud835\ude00"},"content":{"rendered":"<p>Watch Kaushal Sampat, Founder of <a href=\"https:\/\/rubixds.com\/\">Rubix Data Sciences<\/a> participate in a panel discussion on &#8220;\ud835\udde3\ud835\ude02\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddf0 \ud835\uddd7\ud835\uddee\ud835\ude01\ud835\uddee, \ud835\uddd8\ud835\udde6\ud835\uddda &amp; \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde5\ud835\uddf6\ud835\ude00\ud835\uddf8 &#8211; \ud835\uddda\ud835\uddf9\ud835\uddfc\ud835\uddef\ud835\uddee\ud835\uddf9&#8221; at the \ud835\udff1\ud835\ude01\ud835\uddf5 \ud835\uddd9\ud835\uddd8\ud835\uddd6\ud835\udde0\ud835\uddd4 \ud835\udde3\ud835\uddee\ud835\uddfb-\ud835\uddd8\ud835\ude02\ud835\uddff\ud835\uddfc\ud835\uddfd\ud835\uddf2\ud835\uddee\ud835\uddfb \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde0\ud835\uddee\ud835\uddfb\ud835\uddee\ud835\uddf4\ud835\uddf2\ud835\uddfa\ud835\uddf2\ud835\uddfb\ud835\ude01 \ud835\uddd6\ud835\uddfc\ud835\uddfb\ud835\uddf4\ud835\uddff\ud835\uddf2\ud835\ude00\ud835\ude00 in Athens moderated by\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ACoAAACASJYBcVmZHIpCR8xq49nouHYkcq1ewyk\" data-attribute-index=\"0\" data-entity-type=\"MINI_PROFILE\">Ingrid Riehl<\/a>\u00a0of\u00a0<a href=\"https:\/\/www.biia.com\/\">BIIA<\/a>\u00a0with very knowledgeable co-panelists\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAHFvjsBdDE2if4L9Agwqy-i_MUhbNOAn4o\" data-attribute-index=\"4\" data-entity-type=\"MINI_PROFILE\">Antoun Massaad<\/a>,\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAEe4s0Bc4An21xkHVq8IdvuQCTLviNMMFk\" data-attribute-index=\"6\" data-entity-type=\"MINI_PROFILE\">Gertjan Kaart<\/a>,\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ACoAABOMPrEBbcFyqS8BvxOW7LlsBftSEBEu4sI\" data-attribute-index=\"8\" data-entity-type=\"MINI_PROFILE\">Georgios Oikonomou<\/a>\u00a0and\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/ACoAAADAkK0BIL3wzizIbG8b9sn7ynmil3s-6qY\" data-attribute-index=\"10\" data-entity-type=\"MINI_PROFILE\">Giorgio Baldassarri H\u00f6ger von H\u00f6gersthal<\/a>.<\/p>\n<p>Kaushal shared about how Rubix is using data analytics and alternative data to assess the creditworthiness of companies in India, especially that of Small and Medium Enterprises that form a major chunk of India\u2019s businesses and whose data is not easily available on public databases. He also spoke about how the incorporation of Environmental, Social, and Corporate Governance (ESG) risk in assessing credit worthiness of companies requires some regulatory standardisation.<\/p>\n<p><strong>Some key takeaways from the panel discussion<\/strong>:<\/p>\n<ul>\n<li>The quality and accuracy of the data can be questionable, as it may not always reflect the current financial situation of individuals or businesses. Moreover, the data may be limited in scope, providing only a partial view of an entity&#8217;s creditworthiness.<\/li>\n<li>There is a lack of standardisation and consistency in data formats and reporting across different sources, making it difficult to compare and analyse information effectively.<\/li>\n<li>Privacy concerns and data protection regulations may restrict access to certain types of data, further limiting the availability of comprehensive and reliable information for credit assessment.<\/li>\n<li>Against the backdrop of the above challenges, leveraging reliable alternative data sources is the need of the hour to ensure accurate and comprehensive credit evaluations.<\/li>\n<li>There is a lack of standardised ESG metrics and reporting frameworks, which makes it challenging to obtain consistent and comparable data across companies. Additionally, ESG factors can be subjective and open to interpretation, leading to discrepancies in evaluating their impact on credit risk.<\/li>\n<li>There is growing recognition of the importance of ESG risk and efforts are underway to improve data availability, standardization, and methodologies for incorporating ESG considerations into creditworthiness assessments.<\/li>\n<\/ul>\n<p>Watch the entire panel discussion here to delve into this interesting topic.<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/ACoAAABL-0wBKk1Rc9A8d8ZHnM5nm43ziFak-D4\" data-attribute-index=\"12\" data-entity-type=\"MINI_PROFILE\">Kaushal Sampat<\/a>, Founder, Rubix spoke in a panel discussion on \ud835\udde3\ud835\ude02\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddf0 \ud835\uddd7\ud835\uddee\ud835\ude01\ud835\uddee, \ud835\uddd8\ud835\udde6\ud835\uddda &amp; \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde5\ud835\uddf6\ud835\ude00\ud835\uddf8 &#8211; \ud835\uddda\ud835\uddf9\ud835\uddfc\ud835\uddef\ud835\uddee\ud835\uddf9 at the \ud835\udff1\ud835\ude01\ud835\uddf5 \ud835\uddd9\ud835\uddd8\ud835\uddd6\ud835\udde0\ud835\uddd4 \ud835\udde3\ud835\uddee\ud835\uddfb-\ud835\uddd8\ud835\ude02\ud835\uddff\ud835\uddfc\ud835\uddfd\ud835\uddf2\ud835\uddee\ud835\uddfb \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde0\ud835\uddee\ud835\uddfb\ud835\uddee\ud835\uddf4\ud835\uddf2\ud835\uddfa\ud835\uddf2\ud835\uddfb\ud835\ude01 \ud835\uddd6\ud835\uddfc\ud835\uddfb\ud835\uddf4\ud835\uddff\ud835\uddf2\ud835\ude00\ud835\ude00. He explained Rubix\u2019s use of Alternative Data\u00a0to assess the creditworthiness of Indian entities, especially SMEs.<\/p>\n<p><iframe loading=\"lazy\" title=\"Public Data, ESG &amp; Credit Risk - Global | Panel Discussion | Credit Management in Challenging Times\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/RriFHAoo6Kw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Watch Kaushal Sampat, Founder of Rubix Data Sciences participate in a panel discussion on &#8220;\ud835\udde3\ud835\ude02\ud835\uddef\ud835\uddf9\ud835\uddf6\ud835\uddf0 \ud835\uddd7\ud835\uddee\ud835\ude01\ud835\uddee, \ud835\uddd8\ud835\udde6\ud835\uddda &amp; \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde5\ud835\uddf6\ud835\ude00\ud835\uddf8 &#8211; \ud835\uddda\ud835\uddf9\ud835\uddfc\ud835\uddef\ud835\uddee\ud835\uddf9&#8221; at the \ud835\udff1\ud835\ude01\ud835\uddf5 \ud835\uddd9\ud835\uddd8\ud835\uddd6\ud835\udde0\ud835\uddd4 \ud835\udde3\ud835\uddee\ud835\uddfb-\ud835\uddd8\ud835\ude02\ud835\uddff\ud835\uddfc\ud835\uddfd\ud835\uddf2\ud835\uddee\ud835\uddfb \ud835\uddd6\ud835\uddff\ud835\uddf2\ud835\uddf1\ud835\uddf6\ud835\ude01 \ud835\udde0\ud835\uddee\ud835\uddfb\ud835\uddee\ud835\uddf4\ud835\uddf2\ud835\uddfa\ud835\uddf2\ud835\uddfb\ud835\ude01 \ud835\uddd6\ud835\uddfc\ud835\uddfb\ud835\uddf4\ud835\uddff\ud835\uddf2\ud835\ude00\ud835\ude00 in Athens moderated by\u00a0Ingrid Riehl\u00a0of\u00a0BIIA\u00a0with very knowledgeable co-panelists\u00a0Antoun Massaad,\u00a0Gertjan Kaart,\u00a0Georgios Oikonomou\u00a0and\u00a0Giorgio Baldassarri H\u00f6ger von H\u00f6gersthal. Kaushal shared about how Rubix is using data analytics and [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[202],"tags":[73,77,36,64,78,56],"class_list":["post-4105","post","type-post","status-publish","format-standard","hentry","category-blog","tag-compliance","tag-credit-management","tag-credit-risk","tag-credit-risk-management","tag-esg-risk","tag-risk-assessment"],"blocksy_meta":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/posts\/4105","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/comments?post=4105"}],"version-history":[{"count":0,"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/posts\/4105\/revisions"}],"wp:attachment":[{"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/media?parent=4105"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/categories?post=4105"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rubixds.com\/blog\/wp-json\/wp\/v2\/tags?post=4105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}