Data Scientist with a scientific and environmental analytics background, gained from 13+ years as a Hydrogeologist in water resource management. I translate complex datasets into clear, actionable insights — skilled in SQL, Python, Power BI, Tableau, and Excel, with hands-on experience in dashboards, ETL, feature engineering, and predictive machine learning.
500K+ records analyzed
9 end-to-end projects
SQL · Python · Power BI · Tableau
About
Rigor from science. Fluency in data.
I'm a Data Analyst / Data Scientist with a unique foundation: over 13 years as a Hydrogeologist at South Africa's Department of Water and Sanitation, where I worked with large environmental datasets, statistical analysis, GIS mapping, and stakeholder-facing reporting. I've since transitioned that analytical rigor into the world of data analytics and data science — building predictive machine learning models, designing dashboards, and turning messy real-world data into decisions that matter.
I'm skilled across the full analytics workflow: gathering and documenting business requirements, performing ETL and data cleaning, exploratory data analysis, feature engineering, predictive modelling, and building dashboards that communicate insight to both technical and non-technical audiences. I'm also fluent in leveraging AI tools — ChatGPT, Claude, Lovable, NotebookLM, and Canva — to accelerate analysis, prototyping, and presentation.
13+ Years
Scientific & environmental analytics experience
9 Projects
End-to-end data analytics & ML projects
500K+
Largest single dataset analyzed (Bright Motors)
7+ Tools
SQL, Python, Power BI, Tableau, Looker, Databricks, BigQuery
Toolkit
Skills & Tools
A stack built for the full analytics workflow — from raw ingest to executive-ready insight.
Languages
SQL
Python
BI & Visualization
Power BI
Tableau
Google Looker Studio
Excel (Pivot Tables, XLOOKUP, VLOOKUP)
Data Platforms
Jupyter Notebooks
Databricks
Google BigQuery
Google Colab
Analysis Methods
Exploratory Data Analysis (EDA)
Data Cleaning
Feature Engineering
Predictive ML Modelling
Statistical Analysis
ETL Processes
KPI Tracking
Other Tools
GitHub
ArcMap (GIS)
Microsoft PowerPoint
AI: ChatGPT, Claude, Lovable, NotebookLM, Canva
Case Studies
Featured Projects
End-to-end data analytics and machine learning projects — from raw data to business recommendations.
01
Patient Readmission Predictive Model
End-to-end binary classification model predicting 30-day patient hospital readmissions across 3,000 records.
PythonScikit-LearnPandasSeabornMatplotlib
Ran data ingestion, feature inspection, label encoding, and scaling to prep multi-variable health indicators (BP, blood sugar, prior admissions, stay duration).
Analyzed class imbalance (~29% readmission rate) and feature importance to identify primary drivers, supporting cost-saving clinical interventions.
02
Bright Motors Sales Analysis
Analyzed 558,811 vehicle sales records to improve future sales, optimize inventory, and guide marketing strategy.
Analyzed 8,400 sales records to identify profit drivers across regions and customer segments.
Power BI
Uncovered $25.13M in sales and $1.52M in profit (2009–2011); Yukon was the top-performing region.
Technology led product categories at $11.6M; Corporate customers drove 39.41% of profit.
07
Superstore Sales Dashboard
Analyzed 9,995 sales records (2014–2017) to surface geographic, product, and seasonal patterns.
Tableau
California led states with $457.7K; Phones and Chairs were top sub-categories.
Consistent year-end seasonality and a clear upward YoY sales trend through 2017.
08
Orders Sales Dashboard
Analyzed 8,904 multi-country orders (Nigeria & South Africa) across 3 outlet types and 13 producers.
Microsoft Excel
Convenience Stores led with 39.3% of sales; Nigeria drove 93% of total revenue, led by Field Sales.
Drinks had the highest average order quantity — informing category-level strategy.
09
Multi-Dataset Visualization Projects
Dashboards across three separate datasets (Retail Sales, Shopping Trends, Coffee Shop Sales) to extract insights and support decisions.
Looker StudioPower BI
Career
Experience
Hydrogeologist (Scientist Production)
September 2015 – Present
Department of Water and Sanitation
Managed a multi-million-rand Intermediate Reserve project for the Upper Orange Catchment and presented results to stakeholders to support Water Use License Application (WULA) decisions.
Compiled groundwater Reserve determinations (Rapid and Desktop) and produced GIS (ArcMap) maps for quaternary catchments.
Analyzed groundwater quality and quantity data using statistical methods in Excel, calculating median values and setting 10% groundwater quality limits for domestic use.
Mentored a junior scientist on Reserve methodology, improving team capability and consistency.
Candidate Scientist
April 2012 – March 2015
Department of Water and Sanitation
Compiled groundwater Reserve determinations and produced GIS (ArcMap) maps for quaternary catchments, supporting WULA decisions.
Analyzed groundwater quality/quantity data using statistical methods in Excel.
Provided technical input on other scientists' projects to improve report quality.
Graduate Trainee
April 2008 – March 2012
Department of Water and Sanitation
Compiled desktop groundwater Reserve determinations and GIS maps for multiple catchments.
Updated the groundwater Reserve tracking system for accurate, consistent documentation.
Assisted senior scientists with technical inputs to improve report quality.
Academic
Education
2012
Master of Science (M.S.), Geohydrology
University of the Free State
2009
B.Sc. Honours, Geohydrology
University of the Free State
2007
Bachelor of Science (B.S.), Geology
University of the Witwatersrand
Credentials
Certifications & Achievements
Feb 2026 – Present
Data Science Certificate — BrightLearn
Hands-on training in Python, Machine Learning, SQL, Excel, Power BI, Google Looker Studio, AI tools (ChatGPT, Claude, Lovable, NotebookLM, Canva), and data cleaning for analytics and dashboard creation.
2023
Data Analytics Certificate — Lighthall
Hands-on training in SQL, Python, Excel, Power BI, Tableau, and data cleaning for analytics and dashboard creation.
558,000+
Records analyzed (Bright Motors)
R7.61B
Revenue insights uncovered in a single project
13+ Years
Stakeholder-facing scientific analysis
Get in touch
Let's Connect
Open to Data Analyst / Data Scientist opportunities and collaborations — feel free to reach out.