01
Data Analysis
Clean and structure messy data, then find what is actually driving or hurting performance.
Data Science for Small Businesses
Clarity from Clutter
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I turn messy business data into clear dashboards, forecasts, and written insights that teams can actually use.
How I Can Help
Four practical services for small and mid-size teams that need clearer numbers, not more spreadsheets.
02
Interactive Dashboards
From day-to-day operational views to systems with filters, drill-downs, and deeper exploration, matched to how your team works.
03
Narration of Insights
Plain-language write-ups of what the numbers mean, so decisions don't depend on guessing.
04
Prediction & Forecasting
Practical forecasts for demand, patient flow, risk, and similar, so you can plan ahead with more confidence.
Skills & Tools
The stack and methods behind the work, focused on shipping usable tools, not demos.
BI & Analytics
- Interactive dashboards
- SQL & data preparation
- KPI design & tracking
- Performance reporting
Build & Deploy
- Python
- Streamlit & Plotly
- Cloud deployment (AWS)
- Maintainable project structure
Machine Learning
- Forecasting models
- Risk & churn prediction
- Customer segmentation
- Practical model evaluation
Data Foundations
- Messy-source cleaning
- Pipeline-minded workflows
- Privacy-aware handling
- Reliable joins & transforms
Let's Talk
Looking to clean up messy data, build a dashboard your team will actually open, or improve forecasts? Send a message.
Based in Penang · open to remote · usually reply within 1-2 business days