Transforming insights into strategy through analytics, storytelling, and product thinking
I built this portfolio to showcase my data storytelling, product thinking, and analytics strategy skills. Using fully synthetic data, I created a mock wellness technology brand called Vital Metrics β a connected ecosystem featuring a smart scale, wellness ring, and companion app.
This project demonstrates my ability to translate data into actionable business narratives through end-to-end analytical design. Within this portfolio, youβll find:
π Six interactive dashboards highlighting user behavior, retention, product engagement, and performance metrics
π Python scripts demonstrating data manipulation, transformation, and insight generation
π§ Executive insight deck modeled after a real-world client presentation, emphasizing storytelling, clarity, and strategic recommendations
π§© Case study deck outlining research frameworks, analysis design, and experimentation logic
π Private work section tailored for specific companies, showcasing adaptability and confidentiality
Together, these projects reflect how I approach analytics as a data-driven product leader β connecting insights to business strategy through thoughtful design, clear communication, and measurable impact.
Iβm a data product manager and analytics leader passionate about transforming complex data into clear, strategic narratives. At NielsenIQ, I lead analytics products for Fortune 500 CPG brands, driving smarter decisions through experimentation frameworks, AI automation, and user-centric dashboards. My work bridges analytics, psychology, and product strategy β ensuring every insight drives impact.
Each dashboard was built entirely from scratch using synthetic data to demonstrate how I connect business questions to insights β the same way a product manager translates analytics into action.
# | Dashboard | Business Question | Key Insights | Link |
---|---|---|---|---|
1 | SaaS User Adoption | How are users engaging across plans, regions, and devices? | 88% enterprise retention, free-to-paid opportunity. | View β |
2 | Voice of User (NPS) | What drives customer satisfaction and detractor feedback? | NPS improved 42β58; pricing concerns in detractors. | View β |
3 | GTM Readiness | Are we ready to launch? What blockers exist? | Cross-functional gaps reduced 28%; QA readiness up 15%. | View β |
4 | A/B Test Results | Which experiments should we ship or iterate? | Variant B improved CTR 9% (p=0.02); ship recommended. | View β |
5 | Product Conversation | What topics dominate user feedback and sentiment? | Positive trend in βenergyβ features; support cited as key factor. | View β |
6 | Category Performance | Which categories drive revenue and margin growth? | CPG + wellness up 11% YoY; margin optimized 6.4 pts. | View β |
Below are Python-based analytics scripts demonstrating my approach to experimentation, data transformation, and KPI automation β all built from scratch using synthetic datasets to model real-world SaaS and product scenarios.
File | Description | Preview | Download |
---|---|---|---|
cohort_analysis.py | Performs cohort-based retention, churn, and lifetime value analysis for SaaS user data. | Preview on GitHub β | Download |
ab_test_framework.py | Framework for running two-proportion z-tests and computing confidence intervals for experiments. | Preview on GitHub β | Download |
metrics_pipeline.py | ETL pipeline for cleaning, transforming, and calculating KPIs across business categories. | Preview on GitHub β | Download |
All code samples are synthetic and created to demonstrate my analytics engineering and product experimentation skills.
Executive-ready narratives built from my dashboards, showing how analytics evolve into product decisions and strategy.
Confidential, password-protected portfolio materials showcasing executive-level strategy, analytics, and product storytelling. Access available upon request for select hiring partners and collaborators.
Type | Description | Stage | Year |
---|---|---|---|
Utility & Design Patents | Two innovative product concepts currently under review. | Provisional Filed β In Review | 2025 |
Publication | Psychology-based nonfiction work on growth and resilience. | Manuscript in Progress | 2025 |
Python β’ SQL β’ R β’ Power BI β’ Tableau β’ Excel β’ AWS β’ Azure β’ Salesforce β’ Jira β’ Git/GitHub β’ HTML β’ JavaScript
Segmentation β’ Regression β’ Cohort Analysis β’ Retention Modeling β’ A/B Testing β’ Funnel Analysis β’ KPI Frameworks