 {"id":1455,"date":"2025-12-11T10:01:00","date_gmt":"2025-12-11T10:01:00","guid":{"rendered":"https:\/\/sola.kau.se\/deprimap\/?p=1455"},"modified":"2026-03-25T10:18:05","modified_gmt":"2026-03-25T10:18:05","slug":"new-preprint-hidden-burden","status":"publish","type":"post","link":"https:\/\/sola.kau.se\/deprimap\/2025\/12\/11\/new-preprint-hidden-burden\/","title":{"rendered":"New PrePrint from DEPRIMAP &#8211; Hidden Burden of Morphological Deprivation in Small and Medium Cities"},"content":{"rendered":"<h3>The Hidden Burden of Morphological Deprivation in Small and Medium Cities<\/h3>\n\n\n<p><mark style=\"background-color:#f79007\" class=\"has-inline-color has-colibri-color-6-color\">These results and visuals are based on version 1 of the preprint. They have been updated after revision. For the updated document and figures, refer to the publication: <\/mark><\/p>\n\n\n\n<p>When we map urban deprivation, we usually focus on the world&#8217;s largest capitals. But we found that his leaves a massive blind spot.<\/p>\n\n\n\n<p>We are happy to share the preprint of our latest research: <em>The Hidden Burden of Morphological Deprivation in Small and Medium Cities <\/em>(currently under review at Nature Cities).<\/p>\n\n\n\n<p>Link to preprint: <a href=\"https:\/\/www.researchsquare.com\/article\/rs-8189204\/v1\">https:\/\/www.researchsquare.com\/article\/rs-8189204\/v1<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"407\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257-1024x407.jpg\" alt=\"\" class=\"wp-image-1459\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257-1024x407.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257-300x119.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257-768x305.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257-1536x610.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/Skarmbild-2026-03-25-110257.jpg 1928w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Summary<\/strong><\/h3>\n\n\n\n<p>Global monitoring of urban deprivation often centres on megacities &#8211; the giants of urbanization. But does this capture the full reality? By leveraging machine learning and the City Segments v1 dataset to analyse 5000+ cities across 100+ countries, we uncovered a critical piece of the puzzle that often goes unnoticed.<\/p>\n\n\n\n<p>Our analysis shows that 32% of the population living in morphologically deprived neighbourhoods is located in small and medium-sized cities.<\/p>\n\n\n\n<p>These are cities that rarely make global headlines. They often lack the financial and technical capacity of megacities to manage rapid growth, yet they house a significant portion of the 349 million residents we identified as living in morphologically deprived neighbourhoods across Africa, Asia, and Latin America &amp; the Caribbean.<\/p>\n\n\n\n<p>Key highlights:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83c\udf0dGlobal Scale: We produced the first neighbourhood-scale spatial estimate of morphological deprivation for over 5000 cities.<\/li>\n\n\n\n<li>\ud83d\udcc9The &#8216;Missing Middle&#8217;: While Asia holds the highest absolute numbers, Africa faces the highest relative share of deprivation, spanning all city sizes, not just the capitals.<\/li>\n\n\n\n<li>\ud83c\udfafPolicy Impact: To truly meet SDG 11, we argue that funding and policy must decentralize, shifting attention to these smaller, rapidly growing urban areas that have been historically overlooked.<\/li>\n<\/ul>\n\n\n\n<p>This work is a collaborative effort. A huge thanks to the co-authors Alex Blei, John Friesen, Bedru Tareke, Monika Kuffer, Claudio Persello, Raian V Maretto, Angela Abascal, Stefanos Georganos, and Dana R Thomson.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"703\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852-1024x703.jpg\" alt=\"\" class=\"wp-image-1460\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852-1024x703.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852-300x206.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852-768x527.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852-1536x1055.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865098852.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"883\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333-1024x883.jpg\" alt=\"\" class=\"wp-image-1461\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333-1024x883.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333-300x259.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333-768x662.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333-1536x1324.jpg 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2026\/03\/1765865100333.jpg 1782w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:19px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\" \/>\n\n\n\n<div style=\"height:32px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-horizontal is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-fed30749 wp-block-group-is-layout-flex\"><div style=\"margin-bottom:6px;\" class=\"aligncenter is-style-rounded is-style-rounded--1 wp-block-site-logo\"><a href=\"https:\/\/sola.kau.se\/deprimap\/\" class=\"custom-logo-link\" rel=\"home\"><img loading=\"lazy\" decoding=\"async\" width=\"173\" height=\"173\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon.png\" class=\"custom-logo\" alt=\"DEPRIMAP\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon.png 512w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon-300x300.png 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/cropped-cropped-deprimap-site-icon-150x150.png 150w\" sizes=\"auto, (max-width: 173px) 100vw, 173px\" \/><\/a><\/div>\n\n\n<div style=\"height:100px;width:75px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-6db97022\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"44\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-300x44.png\" alt=\"\" class=\"wp-image-859\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-300x44.png 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-1024x149.png 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-768x112.png 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo-1536x223.png 1536w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Formas-logo.png 2000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<div style=\"height:100px;width:75px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-6db97022\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-medium is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-300x300.jpg\" alt=\"\" class=\"wp-image-860\" style=\"width:201px;height:auto\" srcset=\"https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-300x300.jpg 300w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-1024x1024.jpg 1024w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-150x150.jpg 150w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo-768x768.jpg 768w, https:\/\/sola.kau.se\/deprimap\/wp-content\/uploads\/sites\/1170\/2024\/09\/Karlstad-university-logo.jpg 1181w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>New preprint from DEPRIMAP &#8211; The Hidden Burden of Morphological Deprivation in Small and Medium Cities. Global monitoring of urban deprivation often centres on megacities &#8211; the giants of urbanization. But does this capture the full reality? By leveraging machine learning and the City Segments v1 dataset to analyse 5000+ cities across 100+ countries, we uncovered a critical piece of the puzzle that often goes unnoticed.<\/p>\n","protected":false},"author":6018,"featured_media":1463,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,3,6],"tags":[41,7],"class_list":["post-1455","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-doctoral-research","category-project-updates","category-research-highlights","tag-preprint","tag-sai-ganesh-veeravalli"],"_links":{"self":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1455","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/users\/6018"}],"replies":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/comments?post=1455"}],"version-history":[{"count":4,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1455\/revisions"}],"predecessor-version":[{"id":1465,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/posts\/1455\/revisions\/1465"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/media\/1463"}],"wp:attachment":[{"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/media?parent=1455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/categories?post=1455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sola.kau.se\/deprimap\/wp-json\/wp\/v2\/tags?post=1455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}