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Malwandla Matelakengisa

Road to Data Alchemist.

Precision over noise.

Excel / Python / SQL / AI-assisted workflows

Portrait of Malwandla Matelakengisa
01 / ABOUT

I build clarity from complexity.

My work sits at the intersection of structured thinking, technical precision, and modern tooling — designing systems in Excel, SQL, Python, and AI-assisted environments that transform unstructured input into reliable, repeatable outputs.

Structured systems. Clear outputs. No noise.

(because it's fun)
02 / ROAD

Ecological Data Support

Entered a technically unfamiliar domain and quickly adapted. Applied structured thinking and modern tooling to improve efficiency and workflow clarity.

System Thinking Through Excel

Developed structured models for data cleaning, validation, and transformation. Built repeatable processes with precision and logic.

AI-Assisted Workflow Design

Leveraging intelligent tooling to reduce friction and increase analytical speed. Focused on clarity, reproducibility, and output quality.

(where I've been)
03 / LAB

Research Assistant Usage API

Automated ingestion pipeline converting submitted PDFs into structured operational records via API-based parsing and workflow orchestration.

Accommodation Extractor

PDF parsing system designed to extract structured accommodation data and automatically amend operational spreadsheets.

(My projects)
04 / CONTACT

Let’s build structured systems.

I’m open to roles focused on data architecture, workflow automation, and structured data systems.

reach out :)