In tech, I wear a few hats - Data Engineer, Machine Learning Engineer, and Problem Solver. But everything I do comes down to one thing:
π enabling teams to trust, use, and act on data with confidence.
Over the past 6+ years, Iβve built solutions at the intersection of data engineering, applied AI, and enterprise-scale systems:
- Designed resilient ETL/ELT pipelines and medallion architectures across Microsoft Fabric, Azure Synapse, and Delta Lake.
- Led secure enterprise access governance using Entra ID, streamlining data access for 10,000+ business users globally.
- Developed machine learning pipelines for biometric verification, fraud detection, and deepfake detection β driving accuracy and robustness in digital KYC.
- Explored AI for sustainability, including remote sensing & precision agriculture, with a focus on SDG 2: Zero Hunger.
Iβve had the privilege of contributing to impactful organizations like the World Bank Group, Smile ID, AmaliTech, University of Ghana, Creion, and Carnegie Mellon University. Along the way, I have seen firsthand how data and AI can transform industries and lives.
- Data Engineering β Scalable ETL pipelines, Lakehouse architectures, workflow automation.
- Applied Machine Learning β Biometric verification, fraud detection, deepfake resistance.
- Data Governance & Security β Role-based access control, compliance-ready provisioning.
- Analytics Enablement β Turning raw procurement & financial data (Coupa, Sage ERP) into 40%+ faster reporting.
Outside my 7β4 role, I:
- Run ScholarsBackPack, a resume + application review service that has supported professionals across Ghana, Spain, the UK, Nigeria, the US, Kenya, Tanzania, and India.
- Invest in agribusiness ventures, staying close to my long-term interest in AI + agriculture for food security.
- Contribute to communities empowering women in tech, mentorship, and IoT innovation.
Languages & Tools
Python β’ SQL β’ PySpark β’ Git β’ Azure Synapse β’ Microsoft Fabric β’ Delta Lake β’ Azure Data Lake β’ Power BI β’ MLflow β’ Azure ML
Core Skills
β Data Modeling & Validation
β Workflow Automation
β Machine Learning Integration
β Data Security & Governance
- LinkedIn: linkedin.com/in/abigail-woolley
- GitHub: github.com/ABIGAILDEBBY
β¨ At the heart of my journey is this: building systems that not only scale, but also solve problems that matter.



