Sydney Ndabai

Data Analyst | Power BI | SQL | SAS| Python

About Me

Your Name

I'm a data professional with expertise in transforming complex datasets into actionable insights. My work focuses on creating interactive visualizations and data-driven stories that help organizations make informed decisions.

With experience in Power BI,Python, SQL,SAS, and data modeling, I specialize in developing comprehensive reports that reveal hidden patterns and trends in data. This portfolio showcases my projects across various sectors.

My Projects

Project One Preview

HireSignal

Analysed 287 UK graduate Data Analyst job postings and 42 interview reviews to expose the gap between what employers advertise and what they actually test- SQL appears 3× more in interviews than in job descriptions. Built with Python and Streamlit.

Project Two Preview

UK FCA Complaints Analysis

Investigated UK financial complaints data across multiple reporting periods using PostgreSQL and Power BI - querying across firms, products, and time to identify where complaint volumes concentrate and how they shift. Built with SQL (CTEs, window functions) and a live Power BI dashboard for dynamic filtering.

Project Three Preview

UK College Contact Hours Analysis

Analysed 311 UK colleges across three academic years using nine SAS procedures, uncovering that VAF (Value Added Factor) explains 28% of variance in graduation outcomes while contact hours alone do not, challenging the assumption that more teaching time drives better results.

Project Four Preview

Explainable AI for Identity Fraud Detection at Bank Account Opening Using Stacking Ensemble Learning and SHAP Analysis

A fraud model for new bank applicants trained on 1M applications with no transaction history. I benchmarked a stacking ensemble against five models, validated its SHAP explanations, audited age fairness and stress-tested it under data drift. It caught 58% of fraud at a 5% false alarm rate, and I proved the simpler model was just as good.

Technical Skillset

Data Visualization

  • Power BI
  • Data Storytelling
  • KPI Design & Reporting
  • Excel Dashboards

Data Analysis

  • SQL
  • Excel
  • Python (Pandas,PySpark)
  • SAS Programming
  • Machine Learning

Data Modeling & ETL

  • Apache Spark
  • Data Cleaning & Validation
  • Star Schema Design
  • ETL Processes

Send me a message

Interested in collaborating or have questions about my work? I'd love to hear from you!