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dashboarding

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A long-form analytics article on why KPIs fail when the denominator silently changes. Covers denominator contracts, eligibility vs observed vs attempted populations, drift/coverage failure modes, mix shifts, time alignment, and a practical audit checklist to design decision-safe ratio metrics that don’t lie.

  • Updated Feb 6, 2026

Applied data analytics and data science projects focused on transforming raw data into actionable insights, predictive models, and business decisions. The portfolio showcases end-to-end workflows using Python, SQL, Power BI, and statistical modelling, covering problem definition, data preparation, analysis, modelling, and stakeholder-ready insights

  • Updated Jan 17, 2026
  • Jupyter Notebook
Financial-Dashboard-Implementation-KPMG

This project is currently at realization and mainly consists of : *Extract - Transform - Load : Apply ETL process on Clients financial databases (based on Sage 100 ERP) to centralize it into a local data warehouse using Talend . *Data warehousing : Establish the architecture and relations of different components of the data warehouse making it r…

  • Updated Mar 18, 2022

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