Advanced Automated Analytical Pipeline: Developed an end-to-end automated analytical pipeline usi...Advanced Automated Analytical Pipeline: Developed an end-to-end automated analytical pipeline usi...
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Mostafa Hassan El-Sonbaty
• Sep 24
Advanced Automated Analytical Pipeline: Developed an end-to-end automated analytical pipeline using Python to transition from manual ad-hoc analysis to a scalable, production-ready solution for multinational retail data.
Architecture: Engineered a modular, Object-Oriented Programming (OOP) class structure to handle complete ETL workflows, including programmatic data cleaning, duplicate removal, and outlier handling.
Optimization: Enhanced system performance by building dynamic memory optimization functions that compressed numeric types and converted redundant objects to categories.
Feature Engineering: Engineered strategic business metrics, such as Profit Margins and Shipping Durations, to enrich the dataset for deeper analysis.
Automated Reporting: Programmed the pipeline to instantly calculate and output an Executive KPI Report processing nearly 10,000 orders and tracking $2.29M in revenue while simultaneously generating and exporting a suite of advanced EDA visualizations (seasonality trends, correlation matrices, and logistical efficiency charts).
Completed work
Data AnalysisData VisualizationMatplotlibpandasPython
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