👩🏻‍💻 Linh Ngo — CV

📄 Resume (PDF): Download here
📍 Helsinki, Finland · 🎓 Aalto University · ☁️ Data & Cloud Engineering

🎓 Education

🎓 MSc in Computer Science — Big Data & Large-Scale Computing

Aalto University, Espoo · Sep 2023 – Jan 2026

• Minor: Business Analytics
• Key coursework: Big Data Platforms · Machine Learning · Data Mining · Scalable Systems & Data Management · Cloud Software & Systems · Statistical Consulting · Software Construction & Design

🎓 BSc in Data Science

Aalto University, Espoo · Sep 2020 – Jul 2023

• Graduated with Honors — GPA: 4.5 / 5.0
• Minor: Economics
• Thesis: Machine Learning for Personalized Treatment Decision-Making (Grade: 5 / 5)

🌏 Exchange Student

University of Sydney, Australia · Feb 2023 – Jun 2023

💼 Work Experience

☁️ Developer Trainee — Cloud Analytics & DataOps / FinOps & Reporting

OP Pohjola, Helsinki · Mar 2024 – Sep 2025

Highlights

• Contributed to OP’s Engineering Data Platform across AWS and Azure Databricks
• Designed and maintained production-grade ETL/ELT pipelines using Python, SQL, TypeScript
• Automated end-to-end pipelines using AWS CDK (IaC): Glue · Step Functions · Lambda · Athena · S3
• Migrated a production pipeline from AWS → Azure Databricks using Medallion Architecture (Bronze–Silver–Gold)
• Built Power BI dashboards and automated alerts with Power Automate for pipeline health and cloud cost metrics
• Strengthened CI/CD using Git · Bitbucket · AWS CodePipeline · SonarQube in a regulated environment

🔬 Research Assistant — Digital Economic Security Lab

Aalto University, Helsinki · Jun 2025 – Dec 2025

Highlights

• Analyzed global cloud infrastructure trends for the GEOCLOUD project
• Built and cleaned a large-scale dataset across 195 countries, combining:
  • cloud data center locations
  • data localization regulations and policies
• Applied policy analysis and econometric methods to study how regulation impacts cloud provider investment

🏭 Information Systems Architect Trainee

ABB, Helsinki · Jun 2023 – Sep 2023

Highlights

• Supported enterprise architecture and IT strategy for ABB Drives
• Mapped applications to business capabilities and data flows using Excel and Ardoq
• Established standardized modeling practices and used graph queries to analyze system dependencies
• Delivered architecture insights for portfolio optimization and modernization decisions

👩‍🏫 Teaching Assistant

Department of Computer Science, Aalto University · Mar 2022 – Dec 2023

• Courses: Data Structures & Algorithms · Databases for Data Science · Machine Learning · Programming 2
• Led labs and tutorials in Python, Scala, PostgreSQL for large student cohorts
• Supported grading, course coordination, and student mentoring

🛠 Skills

💻 Programming & Query Languages

Python · SQL · TypeScript · Java · Scala · JavaScript · R · C++

☁️ Cloud & Data Platforms

AWS · Azure Databricks · Apache Spark · Apache Flink · Apache Kafka · Delta Lake

📊 Data & AI

• Machine Learning · Statistical Modeling · Causal Inference
• Data Engineering · Analytics Platforms · Data Visualization
• NLP · Generative AI Tools (GitHub Copilot, ChatGPT)

⚙️ DevOps & Tooling

Git · Bitbucket · Docker · CI/CD · AWS CDK · Power BI · Power Automate · Jira · Confluence

🤝 Soft Skills

Analytical thinking · Problem-solving · Clear communication · Teamwork · Self-directed learning · Teaching

📫 Contact

If you’d like to discuss collaboration opportunities or any of my work, feel free to reach out.