Skip to content
View 4MaxR's full-sized avatar

Block or report 4MaxR

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
4MaxR/README.md

Mustafa Al-Rouby

Data Analyst & Data Engineer — SQL · Python · Power BI. I turn raw logistics and supply-chain operations into decisions.

📍 Egypt · Open to remote & hybrid

9 yrs logistics · 549K rows → $298M revenue · 10.6M vessel tracks · 2.2M listings · 84.2% model accuracy


About

Data Analyst and Data Engineer with 9 years of domain expertise in international trade, logistics, and supply-chain operations before pivoting into data. I build end-to-end analytics — raw operational data → clean warehouse → dashboard — with SQL Server, Python, and Power BI. My edge: I don't just model logistics data; I know what a detention hotspot costs and which question management will ask next.

Skills

Category Technologies
Databases SQL Server · T-SQL · SQLite · GeoPackage
Languages Python · TypeScript · HTML · CSS
Data & ML Pandas · NumPy · scikit-learn · XGBoost · Matplotlib · Seaborn · SHAP
BI & Viz Power BI · Jupyter · Excel
Architecture Medallion (Bronze → Silver → Gold) · Star Schema · ETL/ELT · Data Quality
Tools Git · Docker · Playwright · uv

Featured Projects

🔬 Data Analysis & Machine Learning

📦 Supply Chain Delay Analysis · → Repository 15,549 orders · 152 countries · 4 shipping modes → First Class delays 98.5% of shipments. E-commerce delivery analysis isolating which mode, region, and route drives late delivery, with verified KPIs. Python Pandas EDA E-commerce

🚢 AIS Vessel Tracks 2025 · → Repository · → Case Study 10.6M vessel tracks across 6 US regions → 45% recreational / 26% commercial, 2.6× seasonal amplitude. GeoPackage spatial database profiled with SQL + Python: fleet composition, traffic distribution, and vessel-type behavior. Python SQL Geospatial Maritime AIS Matplotlib

🚚 Smart Logistics Delay Analysis · → Repository Predictive delay model at 84.2% accuracy; traffic & waiting time identified as top drivers. 15 engineered features across XGBoost / Random Forest / Gradient Boosting, packaged with an Excel dashboard and standalone SQL script. Python XGBoost scikit-learn Pandas SQL Server Power BI

🏥 Hospital Beds Management · → Repository 13,493 bed requests · 52 weeks → 56.6% of demand refused. Capacity-and-demand analysis of a year of hospital operations, surfacing where refusal concentrates and why. Python Pandas Capacity Planning EDA

🏠 USA Real Estate Analysis · → Repository 2.2M listings · 171MB CSV → $325K median price, $201 median per sq ft. Market and data-quality analysis of a large public housing dataset — profiling, cleaning, and outlier handling at scale. Python Pandas Big Data Data Quality EDA

📊 Telecom Churn — Data Quality Audit & Model · → Repository 140,200 rows · 5-pass audit → 11 defects found, cleaned, and documented before modeling. A competition submission in two halves: a rigorous data-quality audit, then a 66-feature / 5-model churn pipeline with SHAP explainability — including a null-model baseline that showed the churn label carried little predictive signal. Python scikit-learn SHAP Data Quality Churn

🏗️ Data Engineering & Warehousing

🏆 Logistics Intelligence Platform · → Repository · → Documentation 549,706 rows → Bronze → Silver → Gold → 11 business views → $298.6M revenue explained. Production medallion pipeline on SQL Server 2025: 14 tables into a conformed star schema with surrogate keys and referential integrity. Every KPI cross-validated — 0 rows dropped, 0 orphaned references. T-SQL SQL Server Medallion Star Schema ETL Data Quality

🏢 Enterprise Data Warehouse · → Repository Full medallion warehouse integrating CRM + ERP sources, built entirely in T-SQL. Stored procedures, ROW_NUMBER() surrogate keys, MDM business rules with CRM/ERP fallback, and data-quality tests — documented with draw.io diagrams. T-SQL Data Warehousing Stored Procedures MDM Data Modeling

🌱 Supply Chain Carbon Emissions · → Repository GHG emissions across 1,016 industries → Bronze → Silver → Gold → Power BI dashboard. End-to-end pipeline (CSV → SQL Server → PyODBC EDA → Power BI) with right-skew analysis, outlier detection, and industry ranking. Python SQL Server Medallion PyODBC Power BI

🛠️ Data Engineering Tooling

📦 Enterprise Shipping Data Simulator · → Repository Relational shipping data generator (ports → vessels → shipments → BOL → tracking), tested to 100M+ rows. 95% clean / 5% anomalous records, weighted trade lanes, peak-season simulation — Parquet or CSV output. Python Pandas Parquet Data Generation Multiprocessing

🔎 Egyptian Customs Tariff Scraper · → Repository Playwright toolkit extracting HS-code classifications from Egyptian Customs. Modular scraper with legal disclaimers, sample output, and a test suite. Python Playwright Web Scraping Customs


Currently open to Data Analyst & Data Engineer roles — logistics and supply chain a plus.

Pinned Loading

  1. Tariff-Scraper Tariff-Scraper Public

    Python + Playwright scraping toolkit for Egyptian Customs tariff and legislation research.

    Python

  2. Supply-Chain-Carbon-Analysis Supply-Chain-Carbon-Analysis Public

    Jupyter Notebook

  3. logistics-intelligence-platform logistics-intelligence-platform Public

    HTML

  4. AI-Assisted-Data-Quality-Audit AI-Assisted-Data-Quality-Audit Public

    Python

  5. ais-vessel-tracks-2025 ais-vessel-tracks-2025 Public

    AIS Vessel Tracks 2025 maritime logistics analysis

    HTML

  6. hospital-beds-management hospital-beds-management Public

    Python