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Shanay M User

@shanaymuser

I build automated data pipelines and decision-ready dashboards that turn complex operational data into measurable business value.

South Africa

Message

What I'm looking for

I'm looking to build data products that automate complex workflows, turn data into decision-ready insights, and help non-technical stakeholders independently answer business questions.

I've built end-to-end ETL and ELT pipelines that make operational data usable, from consolidating production and SHEQ data at Kelnir Projects to automating bank-fraud data ingestion from Amazon S3 into Databricks.

I translate business requirements into KPIs, Power BI dashboards, and executive-ready insights. My work spans Spark, SQL, Python, BigQuery, Delta Lake, MLflow, and AI-powered data agents that help non-technical teams query complex datasets independently.

Experience

Work history, roles, and key accomplishments

Data Analyst, Laboratory Technician, Health & Safety Division

Kelnir Projects

Oct 2024 - May 2026 (1 year 7 months)

Designed and deployed an end-to-end ETL pipeline consolidating raw production and SHEQ data, reducing manual data-preparation time by approximately 70%. Presented results to executives and translated operational requirements into measurable KPIs and dynamic Power BI dashboards.

SQL Python Power BI ETL KPI development Data Visualization Executive Reporting

Education

Degrees, certifications, and relevant coursework

Bright Learn

Data Analytics, Data Science

2026 -

Pursuing a Data Analytics - Data Science program with coursework in Machine Learning, Data Science Statistics, Big Data Analytics, Probability, and Discrete Mathematics.

University of Limpopo

Bachelor of Science, Biotechnology

2018 - 2021

Grade: High Distinction

Earned a Bachelor of Science with High Distinction, specializing in Biotechnology, developing scientific rigor, systems thinking, and data collection methodology.