Senior Manager, Data Science

4 hours ago

Jersey City, New Jersey, United States Fidelity TalentSource LLC Full time

Job Summary:

Fidelity Investments is seeking a Senior Manager, Data Science to lead initiatives involving extensive multi-dimensional databases, complex business infrastructure, and collaboration with cross-functional teams. The ideal candidate will have a strong background in data analytics, machine learning, and artificial intelligence, with experience in designing and building predictive and prescriptive models.

Key Responsibilities:

  • Conducts data ingestion and cleaning, preparing substantial data volumes for detailed analysis using advanced data wrangling and preprocessing methodologies.
  • Designs analytical solutions for abstract business challenges, employing data mining, machine learning, and deep learning techniques to devise predictive and prescriptive models.
  • Researches and develops state-of-the-art AI algorithms and methods to tackle complex and high-impact business issues.
  • Evaluates and validates ML models to ensure their accuracy, reliability, and generalizability.
  • Implements and monitors NL models in production environments, ensuring their optimal performance and scalability.
  • Collaborates with business stakeholders to identify, define, and sequence data science initiatives, converting top analytical priorities into comprehensive business and technical specifications.
  • Communicates and presents data science results and insights to both technical and business stakeholders ensuring clarity and actionable understanding.

Requirements:

The successful candidate will have a Bachelor's degree in Computer Science, Engineering, Information Technology, Information Systems, Mathematics, Physics, Computational Finance, or a closely related field, and five years of experience as a Senior Manager, Data Science (or closely related occupation) performing data analytics, building statistical models, and developing business intelligence applications to improve customer experience and drive business results in a financial services environment.

Alternatively, a Master's degree in Computer Science, Engineering, Information Technology, Information Systems, Mathematics, Physics, Computational Finance, or a closely related field, and three years of experience as a Senior Manager, Data Science (or closely related occupation) performing data analytics, building statistical models, and developing business intelligence applications to improve customer experience and drive business results in a financial services environment.

Skills and Knowledge:

The candidate must also possess:

  • Demonstrated expertise in performing large-scale data extraction, transformation, and loading processes in large data warehouses with SQL, Apache Hive, or Python; and integrating and managing data across databases and platforms (SQL Server, Oracle, or AWS S3).
  • Demonstrated expertise in designing and building machine learning models (regression, classification, decision trees, clustering, and recommender systems) and deep learning models (LSTM, VAE, and Transformers) in Python using Scikit-Learn, Transformers, or PyTorch; and performing distributed model training and hyperparameter optimization using Amazon Web Services (AWS) SageMaker.
  • Demonstrated expertise in validating/assessing model soundness and performance by conducting in-sample and out-of-sample testing using RMSE, R-squared, AUC ROC, Precision, or Recall; and documenting model assumptions, methodologies, limitations, and usage guideline to ensure adherence to model governance and model risk management policies.
  • Demonstrated expertise in designing and executing analytical solutions to enhance the efficiency of financial operations and services by automating financial data and document processing to reduce manual intervention; identifying financial fraud/anomalies through employing advanced data analytics using Python with Scikit-Learn, Pandas, or Statsmodels; and estimating and measuring customer propensities to pursuing financial products and services using Python with Scikit-Learn, XGBoost, or LightGBM.

Salary: $182,500.00 - $192,500.00/year.

Certifications:

Fidelity Investments is an equal opportunity employer. We believe that the most effective way to attract, develop and retain a diverse workforce is to build an enduring culture of inclusion and belonging.

Fidelity will reasonably accommodate applicants with disabilities who need adjustments to participate in the application or interview process. To initiate a request for an accommodation, contact the HR Accommodation Team by sending an email to accommodations@fmr.com.

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