Skamira Forecast – Real-Time Monitoring & Alerting Platform
• Architected a 3-layer lakehouse (Bronze / Silver / Gold) on PostgreSQL with Airflow DAGs orchestrating realtime data ingestion and automated technical-indicator computation (RSI, MACD).
• Implemented a Kafka-based streaming pipeline for continuous event ingestion and anomaly/threshold alerting; containerized the full stack with Docker Compose for reproducible deployments.
• Trained an ensemble of 5 GRU models (TensorFlow/Keras) tracked in MLflow; achieved MAPE < 3% and R² > 0.95 on 7-day forecasts.
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HR Attrition & Retention Strategy Dashboard
• Identified root causes of 16% workforce attrition ($1M+/month) across 3 analytical branches (compensation, burnout, leadership); built a predictive Risk Watchlist flagging high-flight-risk employees.
• Engineered advanced DAX risk-scoring measures and a dynamic Power BI dashboard enabling HR to intervene proactively with real-time attrition signals.
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Data Talent Intelligence Platform
● Built a job intelligence platform aggregating and normalizing postings via Airflow, Docker, and PostgreSQL.
● Developed an NLP recommendation engine with FastAPI and a star-schema warehouse with Power BI dashboards.
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SBA Forensic Risk & ROI — Executive BI Dashboard
● Analyzed 27M+ SBA loans ($112B) with PySpark, engineering a star-schema ETL for drill-down KPI analysis at portfolio, lender, and sector level. ● Built advanced DAX measures to isolate $13B in systemic losses in a multi-page executive Power BI dashboard
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Realtime E-Commerce Data Pipeline
● Built an end-to-end streaming pipeline ingesting live e-commerce events into Snowflake via Kafka, Airflow, and a Python consumer with upsert logic. ● Modeled a dbt Star Schema and designed a Power BI dashboard with 12+ DAX measures for churn, retention, and revenue analysis.
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TaaSim — Big Data Transport Automation Platform
● Co-designed a Kappa architecture replaying 1.7M+ Casablanca and 30M NYC TLC taxi trips, with 3 Flink jobs achieving ~1.2s matching latency.
● Built a JWT-secured FastAPI service and Grafana dashboards on a MinIO/Cassandra data lake enriched with H3 geospatial indexing.