{"id":41300,"date":"2026-06-08T00:27:06","date_gmt":"2026-06-07T22:27:06","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/self-promotion-built-a-rules-based-economic-stress-monitor-for-11-african-economies-dataset-now-available\/"},"modified":"2026-06-08T00:27:06","modified_gmt":"2026-06-07T22:27:06","slug":"self-promotion-built-a-rules-based-economic-stress-monitor-for-11-african-economies-dataset-now-available","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/self-promotion-built-a-rules-based-economic-stress-monitor-for-11-african-economies-dataset-now-available\/","title":{"rendered":"[self-promotion] Built A Rules-based Economic Stress Monitor For 11 African Economies \u2014 Dataset Now Available"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Been working on this for a few months. The problem: African macro data is either paywalled (Bloomberg, Refinitiv) or significantly lagged (World Bank annual releases). There&#8217;s not much in between for developers and researchers who need current, attributed data at a reasonable price.<\/p>\n<p>What I built: a cross-signal economic stress monitor that pulls directly from central banks and national statistics offices across 11 African economies (Nigeria, Ghana, Kenya, South Africa, Zambia, Tanzania, Uganda, Morocco, C\u00f4te d&#8217;Ivoire, Ethiopia, Rwanda).<\/p>\n<p>Two analytical layers: &#8211; Acute stress: FX momentum, inflation, export-weighted commodity shock, real interest rate, reserve drawdown &#8211; Structural vulnerability: debt distress, fiscal position, banking stress, REER misalignment, political stability This week&#8217;s most interesting finding: Zambia has the lowest acute stress score in the dataset (copper boom, appreciating kwacha, low inflation) while simultaneously carrying one of the highest structural vulnerability scores (debt at 114% of GNI from its 2020 default). The commodity windfall is masking unrestructured debt.<\/p>\n<p>Available on Apify with full source attribution on every record: <a href=\"https:\/\/apify.com\/malmon\/african-economic-stress-monitor\">https:\/\/apify.com\/malmon\/african-economic-stress-monitor<\/a><\/p>\n<p>Free monthly newsletter with the findings if you&#8217;d rather not run it yourself: <a href=\"https:\/\/malmonde.substack.com\/p\/african-macro-signal-june-2026\">https:\/\/malmonde.substack.com\/p\/african-macro-signal-june-2026<\/a><\/p>\n<p>Happy to answer questions about methodology or coverage.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/g_kalle\"> \/u\/g_kalle <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1tzoolu\/selfpromotion_built_a_rulesbased_economic_stress\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1tzoolu\/selfpromotion_built_a_rulesbased_economic_stress\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-41300 jlk' href='javascript:void(0)' data-task='like' data-post_id='41300' data-nonce='bc39e8310e' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-41300 lc'>0<\/span><\/a><\/div><\/div> <div class='status-41300 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Been working on this for a few months. The problem: African macro data is either paywalled (Bloomberg,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-41300","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41300","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=41300"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41300\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=41300"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=41300"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=41300"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}