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Sr Data Scientist

AITA Consulting Services, Inc.

Only W2

Preferred Hybrid, 2 Days a week - However Open to Remote as well

One Inperson Interview is Mandatory

Job Description:


We are looking for a Senior Data Scientist with strong classical ML expertise to design, build, and operationalize predictive models within the Microsoft Fabric ecosystem. You will work on high-impact use cases spanning demand forecasting, risk scoring, and anomaly detection for large-scale retail environments - translating raw data signals into actionable business intelligence.

Key Responsibilities:

  • Design and develop end-to-end classical ML pipelines - from feature engineering to model deployment and monitoring
  • Build demand forecasting models leveraging external data signals (weather, events, seasonality) alongside historical sales data, at store/category/SKU level with 1-14 day horizons
  • Develop ML-based risk scoring models across multiple fraud and exception scenarios, replacing manual rule-based processes with adaptive, dynamic thresholds
  • Deliver daily prioritized outputs (investigation lists, inventory signals) that reduce detection and decision cycles from weeks to days
  • Own model validation, threshold tuning, false positive reduction, and ongoing performance monitoring in production
  • Collaborate with data engineers on feature pipelines using Microsoft Fabric Lakehouse, Dataflow Gen2, and OneLake
  • Participate in iterative pilot-to-production delivery cycles with structured feedback incorporation
  • Communicate model outputs and business impact clearly to both technical teams and business stakeholders
Required Skills & Experience:
  • 8-12 years of hands-on Data Science experience with a strong foundation in classical ML
  • Proficiency in supervised and unsupervised ML techniques - gradient boosting, regression, classification, anomaly detection, time-series forecasting (XGBoost, LightGBM, scikit-learn, Prophet, statsmodels)
  • Strong hands-on experience with Microsoft Fabric - ML Experiments, Notebooks (Python/PySpark), Lakehouse, Pipelines, and Dataflow Gen2
  • Solid Python programming skills with experience building production-grade ML code
  • Experience with MLflow for experiment tracking, model registry, and lifecycle management (native within Fabric)
  • Proven experience building time-series forecasting models at granular levels (store, SKU, or category)
  • Experience with anomaly detection and risk/fraud scoring models in retail or financial domains
  • Strong skills in feature engineering, cross-validation, model interpretability (SHAP, LIME), and drift detection
Nice to Have:
  • Experience integrating external data enrichment sources (weather APIs, economic indicators, third-party signals)
  • Familiarity with retail loss prevention , exception-based reporting, or shrinkage analytics
  • Exposure to Power BI or Fabric-native reporting for operationalizing model outputs to business users
  • Knowledge of Azure ML and its relationship with Microsoft Fabric ML capabilities
  • Experience with irregular or non-reorderable inventory environments
Vacancy posted 4 days ago
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