{"id":9,"date":"2026-01-03T01:55:16","date_gmt":"2026-01-03T01:55:16","guid":{"rendered":"https:\/\/datawithabi.com\/about\/"},"modified":"2026-08-30T22:51:39","modified_gmt":"2026-08-30T22:51:39","slug":"about","status":"publish","type":"page","link":"https:\/\/datawithabi.com\/en_gb\/about\/","title":{"rendered":"About"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"9\" class=\"elementor elementor-9\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c3e3cb e-flex e-con-boxed e-con e-parent\" data-id=\"1c3e3cb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a931f42 e-con-full e-flex e-con e-child\" data-id=\"a931f42\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d8a747 elementor-widget elementor-widget-heading\" data-id=\"8d8a747\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">About<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd88bbf e-con-full e-flex e-con e-child\" data-id=\"dd88bbf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5576120 elementor-widget elementor-widget-heading\" data-id=\"5576120\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">I'm a ML Engineer and Data Scientist with a 4.0 GPA in a M.S. in Data Science, specializing in applied ML and generative AI. My background encompasses scientific research, education, and early-stage tech. I build systems that turn ambiguous problems into models and pipelines that hold up under scrutiny.<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa2dfd7 e-flex e-con-boxed e-con e-parent\" data-id=\"aa2dfd7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-77e31f9 e-con-full e-flex e-con e-child\" data-id=\"77e31f9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-60425f7 e-con-full e-flex e-con e-child\" data-id=\"60425f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-47488ad e-con-full e-flex e-con e-child\" data-id=\"47488ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e2b30b elementor-widget elementor-widget-heading\" data-id=\"7e2b30b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">I Help Decision Makers<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25146c3 elementor-widget elementor-widget-heading\" data-id=\"25146c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How I Work <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a08407f elementor-widget elementor-widget-text-editor\" data-id=\"a08407f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1331\" data-end=\"1501\">I&#8217;ve worked across research, education, early-stage tech, international higher education, and environmental-sector consulting, where problems are rarely well-defined and decisions need to be made with imperfect, sometimes messy data.<\/p><p data-start=\"1503\" data-end=\"1566\">Across these experiences, I\u2019ve developed a consistent approach:<\/p><ul data-start=\"1567\" data-end=\"1780\"><li>clarify the decision before building the model or analysis<\/li><li>define metrics and evaluation criteria that reflect the real outcome, not just what&#8217;s easy to measure<\/li><li>build and test models, pipelines, or systems against that bar<\/li><li data-start=\"1722\" data-end=\"1780\">translate findings into actions that teams can execute<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9138de2 elementor-widget elementor-widget-text-editor\" data-id=\"9138de2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>I\u2019m most effective when working closely with <span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">directors,\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">program\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">leads,\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">and\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">organizational\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">leadership<\/span> to align on what matters and move forward with confidence.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3203212 e-flex e-con-boxed e-con e-parent\" data-id=\"3203212\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0126bd7 e-con-full e-flex e-con e-child\" data-id=\"0126bd7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-593752d e-con-full e-flex e-con e-child\" data-id=\"593752d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-4a73342 e-con-full e-flex e-con e-child\" data-id=\"4a73342\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-baf3395 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"baf3395\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-090035f elementor-widget elementor-widget-heading\" data-id=\"090035f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Core Capabilities<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d1493f e-con-full e-flex e-con e-child\" data-id=\"4d1493f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-af1b55d e-con-full e-flex e-con e-child\" data-id=\"af1b55d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e983042 elementor-widget elementor-widget-image\" data-id=\"e983042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/github.com\/aekamban\/percruit-growth-dashboard\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard-1024x578.png\" class=\"attachment-large size-large wp-image-1067\" alt=\"\" srcset=\"https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard-1024x578.png 1024w, https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard-300x169.png 300w, https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard-768x433.png 768w, https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard-18x10.png 18w, https:\/\/datawithabi.com\/wp-content\/uploads\/2026\/08\/Dashboard.png 1418w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-48a378b e-con-full e-flex e-con e-child\" data-id=\"48a378b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b3bd5a elementor-widget elementor-widget-heading\" data-id=\"7b3bd5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Intuitive solutions for better results<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0843a07 elementor-widget elementor-widget-text-editor\" data-id=\"0843a07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2182\" data-end=\"2375\">My core work is applied machine learning and generative AI: LLM systems with retrieval and real evaluation harnesses, clustering and classification models with fairness and accuracy checks built in, and computer vision pipelines that hold up outside a notebook. I pair that with the data engineering and BI skills to get a model into a system someone actually uses: relational schemas, SQL pipelines, and dashboards. I optimize for whether the system actually does what it claims.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80a9cde elementor-widget elementor-widget-text-editor\" data-id=\"80a9cde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3163\" data-end=\"3424\">What differentiates my work is the combination of technical depth and cross-functional fluency. I\u2019ve worked in environments where I needed to define the problem, design the model and the analysis, and communicate the outcome clearly to stakeholders with different priorities. This allows me to bridge the gap between data and decision-making, <span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">especially\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">in\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">ambiguous\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">or\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">resource-constrained\u00a0<\/span><span class=\"_wordAnimating_yu34g_11\" data-wf=\"\">contexts.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>About I&#8217;m a ML Engineer and Data Scientist with a 4.0 GPA in a M.S. in Data Science, specializing in applied ML and generative AI. My background encompasses scientific research, education, and early-stage tech. I build systems that turn ambiguous problems into models and pipelines that hold up under scrutiny. I Help Decision Makers How [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"disabled","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-9","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>About - Abigail Data Science<\/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:\/\/datawithabi.com\/en_gb\/about\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"About - Abigail Data Science\" \/>\n<meta property=\"og:description\" content=\"About I&#8217;m a ML Engineer and Data Scientist with a 4.0 GPA in a M.S. in Data Science, specializing in applied ML and generative AI. 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