
William Krew developed analytics and documentation solutions for the arvindkrishna87/STAT390_LegalAid_Fall2025 repository, focusing on legal aid call center and chatbot data. He built Python-based tools and Jupyter notebooks to analyze menu navigation, user journeys, and chatbot engagement, leveraging Pandas and Matplotlib for data processing and visualization. William consolidated and standardized project documentation, improving repository hygiene and onboarding for stakeholders. His work included end-to-end analytics pipelines for measuring user engagement and outcomes, as well as enhancing presentation materials for stakeholder communication. Throughout, he emphasized maintainable code, clear documentation, and data-driven insights to support process improvements and decision-making.
December 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025: Focused on feature delivery and documentation improvements. Delivered Family Menu Chatbot Engagement Analytics (end-to-end analytics pipeline: data loading, filtering, summarization) to quantify user engagement and guide improvements to legal-resource flows. Also delivered Presentation 5 Documentation Enhancement to improve presenter readiness and stakeholder communication. No major bugs fixed this month; emphasis on code quality and knowledge transfer. This work delivers measurable business value through better insights into chatbot performance, enabling data-driven UX improvements and more effective external communications.
December 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025: Focused on feature delivery and documentation improvements. Delivered Family Menu Chatbot Engagement Analytics (end-to-end analytics pipeline: data loading, filtering, summarization) to quantify user engagement and guide improvements to legal-resource flows. Also delivered Presentation 5 Documentation Enhancement to improve presenter readiness and stakeholder communication. No major bugs fixed this month; emphasis on code quality and knowledge transfer. This work delivers measurable business value through better insights into chatbot performance, enabling data-driven UX improvements and more effective external communications.
November 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025. Delivered consolidated analytics notebooks for Legal Menu interactions, focusing on user journey metrics, call outcomes, and redundancy analysis to inform service improvements. Enhanced documentation and naming conventions for Presentations 3 and 4 to improve stakeholder clarity and onboarding. Key commits include notebook creation and presentation documentation updates. No major production bugs reported; minor notebook compatibility improvements and cleanup.
November 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025. Delivered consolidated analytics notebooks for Legal Menu interactions, focusing on user journey metrics, call outcomes, and redundancy analysis to inform service improvements. Enhanced documentation and naming conventions for Presentations 3 and 4 to improve stakeholder clarity and onboarding. Key commits include notebook creation and presentation documentation updates. No major production bugs reported; minor notebook compatibility improvements and cleanup.
October 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025 focused on delivering data-driven analytics tooling and improving project documentation to support stakeholder reviews and business process improvements.
October 2025 monthly summary for arvindkrishna87/STAT390_LegalAid_Fall2025 focused on delivering data-driven analytics tooling and improving project documentation to support stakeholder reviews and business process improvements.
September 2025: Focused on documentation governance and repository hygiene for STAT390_LegalAid_Fall2025, delivering a consolidated Will_Krew documentation package, standardizing artifact naming, and removing clutter to improve accessibility and onboarding for stakeholders.
September 2025: Focused on documentation governance and repository hygiene for STAT390_LegalAid_Fall2025, delivering a consolidated Will_Krew documentation package, standardizing artifact naming, and removing clutter to improve accessibility and onboarding for stakeholders.

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