Magdalena Bielaski
@magdalenabielaski
Data product strategy and governance leader driving ethical AI and enterprise data value.
What I'm looking for
I am a seasoned data product strategy and governance leader with over a decade of experience translating complex data into business value. I specialize in aligning AI-driven initiatives with enterprise priorities while maintaining strong ethical and compliance standards.
At Harbor Freight, I led the rollout of Atlan and Databricks, achieving 80% adoption within a year, reducing manual reporting by 70%, and cutting data search time by 90%. I built governance programs that increased documentation coverage and integrated RAG-based chatbots with robust bias mitigation and validation processes.
My background includes driving forecasting and optimization programs at Danone, Clearwater Paper, and PepsiCo, where I improved forecast accuracy, reduced excess and obsolete inventory, and recovered significant asset value through predictive analytics and automation. I have hands-on experience with metadata management, FinOps for cloud platforms, and embedding pseudonymization and compliance controls (GDPR, CCPA, HIPAA) into data products.
I am passionate about mentoring teams, influencing executive stakeholders, and fostering cross-functional collaboration to scale data literacy and stewardship. I seek leadership opportunities to grow data product portfolios that enhance profitability, ethical AI practices, and long-term organizational resilience.
Experience
Work history, roles, and key accomplishments
Head of Data Strategy and Governance
Harbor Freight Tools
Jan 2021 - Present (4 years 8 months)
Led enterprise data product strategy and governance, driving Atlan adoption to 80% within one year and reducing manual reporting by 70% while decreasing data search time by 90%. Implemented RAG-based chatbot governance and FinOps practices to mitigate risks and optimize GCS/Databricks costs.
Strategic Sales & Operations Manager
Danone
Jan 2019 - Jan 2021 (2 years)
Led selection and implementation of Integrated Business Planning tools and enterprise data assets, improving forecast accuracy by 10% and reducing out-of-stock incidents by 25%. Drove automation with Alteryx and streamlined dashboards to cut manual processing by 45%.
Senior Inventory & Optimization Analyst
Clearwater Paper Corporation
Jan 2018 - Jan 2019 (1 year)
Spearheaded inventory optimization and predictive analytics that reduced excess inventory by 20% and obsolete stock by 35%, recovering $500K through targeted reallocations. Built real-time Tableau/Power BI dashboards to inform executive decisions and improve supply chain agility.
Senior Demand Planner
Clearwater Paper Corporation
Jan 2017 - Jan 2018 (1 year)
Implemented statistical forecasting and automation to increase forecast accuracy by 25% and reduce manual reporting by 45%, enabling better S&OP alignment. Developed interactive Tableau and Power BI dashboards for executive-level forecasting insights.
Senior Statistician
PepsiCo
Jan 2016 - Jan 2017 (1 year)
Engineered SAS-based statistical models and dashboards that improved forecast accuracy (Tropicana +5%, Naked Juice +10%) and reduced stockouts by 15%, while automating reporting to cut manual effort by 30%. Led FVA analyses to increase adoption of statistical forecasting.
Statistician
PepsiCo
Jan 2013 - Jan 2016 (3 years)
Developed time series and regression/Bayesian models integrated with APO to boost demand planning accuracy by 10% and reduce forecast bias by 12%, while automating Excel workflows to cut planner manual work by 40%. Conducted cluster analyses for customer segmentation to inform strategy.
Education
Degrees, certifications, and relevant coursework
Bialystok Academy of Economics
Master of Arts, Economics & International Business
Earned a Master of Arts in Economics & International Business focusing on international economic frameworks and business strategy.
Bialystok Technical University
Bachelor of Science, Business Administration, Management, and Marketing
Earned a Bachelor of Science in Business Administration with coursework in Management and Marketing.
The University of Texas at Austin
Post Graduate Program in Artificial Intelligence & Machine Learning: Business Application, Artificial Intelligence & Machine Learning
Completed a Post Graduate Program in Artificial Intelligence & Machine Learning: Business Application focused on practical AI/ML applications for business.
UC Berkeley Executive Education
Data Strategy: Leveraging Data as a Competitive Advantage, Data Strategy
Completed the Data Strategy: Leveraging Data as a Competitive Advantage executive program focused on turning data into strategic business value.
Loyola University Chicago
Master of Science, Applied Statistics
Completed a Master of Science in Applied Statistics with emphasis on advanced statistical methods for data analysis and modeling.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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