{"id":12,"date":"2026-01-03T01:55:16","date_gmt":"2026-01-03T01:55:16","guid":{"rendered":"https:\/\/datawithabi.com\/services\/"},"modified":"2026-03-30T16:59:07","modified_gmt":"2026-03-30T16:59:07","slug":"projects","status":"publish","type":"page","link":"https:\/\/datawithabi.com\/es\/projects\/","title":{"rendered":"Projects"},"content":{"rendered":"
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Projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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A selection of projects focused on product analytics, applied machine learning, and decision-support systems.<\/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
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I Help Businesses<\/h6>\t\t\t\t<\/div>\n\t\t\t\t
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What I Do<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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I work at the intersection of data and product, helping teams define metrics, explore data, and translate insights into decisions that shape product direction.<\/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

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t1. Product Analytics & Growth\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tDesigned a product analytics framework (event taxonomy, funnel KPIs, dashboards) to track user engagement and support growth decisions in an early-stage startup environment.\n\nDefined activation and conversion metrics, enabling structured analysis of user behavior and clearer prioritization of growth initiatives.\n\nFocus: product metrics, funnel analysis, decision support\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t2. AI Systems for Business Impact\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tDesigned a multi-agent AI system to transform unstructured educational data into structured, decision-ready outputs.\n\nBuilt a RAG-based pipeline for curriculum alignment and insight generation, with a focus on interpretability and real-world usability.\n\nFocus: applied AI systems, data pipelines, decision support\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\tLead Conversion & Growth\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tAnalyzed multi-year marketing and referral data to identify drivers of lead conversion.\n\nTranslated analytical outputs into operational recommendations (e.g., response time improvements, consultation flow changes) to improve conversion outcomes.\n\nFocus: business impact, feature engineering, stakeholder translation\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t4. Automated Classification for Efficiency\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tBuilt an end-to-end pipeline combining image preprocessing, OCR, and rule-based classification to automate difficulty labeling.\n\nReduced manual effort and improved consistency in instructional planning workflows.\n\nFocus: applied ML pipelines, computer vision, operational efficiency\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t5. Clustering to Inform Strategy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tApplied unsupervised learning and visualization to identify patterns in student pathways and surface inequities.\n\nCommunicated findings to non-technical stakeholders to support targeted interventions.\n\nFocus: pattern discovery, stakeholder communication\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t6. Data Science for Learning Systems\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tDeveloped predictive models and dashboards to support decision-making in education-focused environments.\n\nFocused on interpretability and aligning outputs with real user needs.\n\nFocus: modeling, visualization, decision support\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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":"

Projects A selection of projects focused on product analytics, applied machine learning, and decision-support systems. I Help Businesses What I Do I work at the intersection of data and product, helping teams define metrics, explore data, and translate insights into decisions that shape product direction. 1. Product Analytics & Growth Designed a product analytics framework […]<\/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-12","page","type-page","status-publish","hentry"],"yoast_head":"\nProjects - 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\/es\/projects\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Projects - Abigail Data Science\" \/>\n<meta property=\"og:description\" content=\"Projects A selection of projects focused on product analytics, applied machine learning, and decision-support systems. 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