{"id":8688,"date":"2022-03-29T17:14:00","date_gmt":"2022-03-29T17:14:00","guid":{"rendered":"https:\/\/eces.org.eg\/?p=8688"},"modified":"2024-05-29T12:40:54","modified_gmt":"2024-05-29T12:40:54","slug":"reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region","status":"publish","type":"post","link":"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/","title":{"rendered":"Reading between the Lines: A Text-Mining Approach to Navigate the Effects of Arab Revolutions on Moody&#8217;s Rating Scrutiny Patterns in the MENA Region"},"content":{"rendered":"\n<p>Credit rating agencies play a decisive role in determining the borrowing costs in global financial markets through the standardized ratings they produce. These agencies, despite their announced methodologies, prefer to keep their empirical evaluation receipt stealthy so that they are not obliged to justify their discretionary conduct of sovereign ratings. Using a novel text-mining approach, this paper evaluates the empirical scrutiny policy of Moody\u2019s in the MENA region, by investigating the information content of 648 rating reports between 1999 and 2021. Our empirical findings reveal that fiscal scrutiny has always been a standard component of Moody\u2019s rating strategy in the MENA region across all country groups and time periods, including distressed lower middle-income countries in the aftermath of the Arab upheavals. In contrast, high-income countries were less scrutinized in terms of economic and social developments relative to lower middle-income ones before the revolutions. With the onset of the revolutions, not only did cross-country scrutiny differences vanish, but also commentary patterns dramatically shifted, with political commentary reviving at the expense of economic and social themes. A decade after the upheavals, Moody\u2019s still has a strong appetite for political scrutiny, but this time for all country groups in the MENA region. These findings offer insights on how rating agencies reward or penalize countries for their policy decisions, which shall help governments in enumerating the effects of their rating-related measures and, as a result, better formulating their future policy actions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Credit rating agencies play a decisive role in determining the borrowing costs in global financial markets through the standardized ratings they produce. These agencies, despite their announced methodologies, prefer to keep their empirical evaluation receipt stealthy so that they are not obliged to justify their discretionary conduct of sovereign ratings. Using a novel text-mining approach, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14410,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[369,567,568,569,570],"class_list":["post-8688","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-working-papers","tag-economic-development","tag-global-financial-markets","tag-fiscal-scrutiny","tag-social-development","tag-political-scrutiny"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Reading between the Lines: A Text-Mining Approach to Navigate the Effects of Arab Revolutions on Moody&#039;s Rating Scrutiny Patterns in the MENA Region - ECES<\/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:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Reading between the Lines: A Text-Mining Approach to Navigate the Effects of Arab Revolutions on Moody&#039;s Rating Scrutiny Patterns in the MENA Region - ECES\" \/>\n<meta property=\"og:description\" content=\"Credit rating agencies play a decisive role in determining the borrowing costs in global financial markets through the standardized ratings they produce. These agencies, despite their announced methodologies, prefer to keep their empirical evaluation receipt stealthy so that they are not obliged to justify their discretionary conduct of sovereign ratings. Using a novel text-mining approach, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\" \/>\n<meta property=\"og:site_name\" content=\"ECES\" \/>\n<meta property=\"article:published_time\" content=\"2022-03-29T17:14:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-29T12:40:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/eces.org.eg\/wp-content\/uploads\/2023\/01\/W-P-En-222-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1657\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin-eces-staging\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin-eces-staging\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\"},\"author\":{\"name\":\"admin-eces-staging\",\"@id\":\"https:\/\/eces.org.eg\/#\/schema\/person\/7981d9621302fef3e6e0a1f65d658135\"},\"headline\":\"Reading between the Lines: A Text-Mining Approach to Navigate the Effects of Arab Revolutions on Moody&#8217;s Rating Scrutiny Patterns in the MENA Region\",\"datePublished\":\"2022-03-29T17:14:00+00:00\",\"dateModified\":\"2024-05-29T12:40:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\"},\"wordCount\":260,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/eces.org.eg\/#organization\"},\"keywords\":[\"economic development\",\"global financial markets\",\"fiscal scrutiny\",\"social development\",\"political scrutiny\"],\"articleSection\":[\"Working Papers\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\",\"url\":\"https:\/\/eces.org.eg\/en\/reading-between-the-lines-a-text-mining-approach-to-navigate-the-effects-of-arab-revolutions-on-moodys-rating-scrutiny-patterns-in-the-mena-region\/\",\"name\":\"Reading between the Lines: A Text-Mining Approach to Navigate the Effects of Arab Revolutions on Moody's Rating Scrutiny Patterns in the MENA Region - 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