Rewrote KPI and Project sections!
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@@ -212,7 +212,7 @@ export function buildEmbeddingTexts(): Array<{ id: string; text: string }> {
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'data-analysis': 'Applied across NHS medicines optimisation, identifying £14.6M efficiency programme. Used for prescribing pattern analysis, budget forecasting, and population health analytics serving 1.2M people.',
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'python': 'Used to build switching algorithms (14,000 patients, £2.6M savings), controlled drug monitoring systems, Blueteq form automation, and Sankey chart visualisation tools. Self-taught.',
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'sql': 'Core tool for patient-level analytics, dm+d data integration, and transforming practice-level data to patient-level SQL analysis. Used across all NHS data roles.',
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'power-bi': 'Built PharMetrics interactive dashboard tracking £220M prescribing budget. Created dashboards used by 200+ clinicians and commissioners across Norfolk & Waveney ICB.',
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'power-bi': 'Built PharMetrics interactive dashboard tracking £215M prescribing budget. Created dashboards used by 200+ clinicians and commissioners across Norfolk & Waveney ICB.',
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'javascript-typescript': 'Used for web development including this portfolio website. Built with React, TypeScript, and Vite.',
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'excel': 'Used for financial modelling, data validation, and ad-hoc analysis. Foundational tool across all roles from community pharmacy to NHS ICB.',
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'algorithm-design': 'Designed patient switching algorithm and automated incentive scheme analysis. Applied to real-world GP prescribing data at population scale.',
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@@ -223,7 +223,7 @@ export function buildEmbeddingTexts(): Array<{ id: string; text: string }> {
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'health-economics': 'Financial modelling for DOAC switching programmes, tirzepatide commissioning, and pharmaceutical rebate negotiations.',
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'clinical-pathways': 'Wrote most of the Norfolk & Waveney ICB high-cost drug pathways. Created Sankey chart tool for patient pathway visualisation and trust compliance auditing.',
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'controlled-drugs': 'Built Python-based population-scale monitoring system calculating oral morphine equivalents (OME) across all opioid prescriptions. Enables high-risk patient identification and potential diversion detection.',
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'budget-management': 'Managed £220M NHS prescribing budget with sophisticated forecasting models, variance analysis, and monthly financial reporting to the ICB executive team.',
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'budget-management': 'Managed £215M NHS prescribing budget with sophisticated forecasting models, variance analysis, and monthly financial reporting to the ICB executive team.',
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'stakeholder-engagement': 'Presented to Chief Medical Officer bimonthly. Engaged with GP practices, trusts, commissioners, and pharmaceutical companies across the integrated care system.',
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'pharma-negotiation': 'Renegotiated pharmaceutical rebate terms ahead of patent expiry, securing improved commercial position for the ICB.',
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'team-development': 'Improved team data fluency through training and documentation. Supervised staff through NVQ3 to pharmacy technician registration. Created national induction training at Tesco.',
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