Senior Manager, Data Science
3 weeks ago
Job Description:
Position Description:\u00A0
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***Applicants are permitted to work remotely from an at-home work site anywhere in the United States.***\u00A0
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Consults with business and technology partners to identify priorities and establish data analytic goals. Translates use cases to Artificial Intelligence (AI), Machine Learning (ML), and analytics -- data, algorithms and validation strategy. Drives data identification, collection, and qualification activities. Leads efforts to identify signals in data that address use cases directly or can be leveraged by analytics teams. Designs and provides critical reviews for algorithmic approaches.\u00A0
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Primary Responsibilities:\u00A0
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Provides ML leadership on complex projects, often across several business units and functions.\u00A0\u00A0
Works directly with technology teams to integrate data science models into production systems.\u00A0
Writes and delivers reports on findings for technical and non-technical audiences.\u00A0\u00A0
Provides critical reviews for algorithm designs.\u00A0\u00A0
Provides core reviews for algorithm implementations.\u00A0\u00A0
Conducts research and publications for the technical community.\u00A0\u00A0
Assesses data and algorithm design recommendations from data scientists and recommends changes to larger and more complex systems.\u00A0\u00A0
Defines data and model governance practices to operationalize standards.\u00A0\u00A0
Formulates mathematical and simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.\u00A0\u00A0
Performs validation and testing of models to ensure adequacy and reformulate models.\u00A0\u00A0
Manages the formulation of mathematical modeling and optimizing methods to develop and interpret information that assists management with decision making, policy formulation, or other managerial functions.\u00A0\u00A0
Collects and analyzes data and develops decision support software, service, or products.\u00A0\u00A0
Develops and supplies optimal time, cost, or logistics networks for program evaluation, review, or implementation.\u00A0
Elicits, captures, and interprets customer problems from multiple perspectives across projects or within a program.\u00A0
Establishes and project manages analysis plans for multiple complex work steams.\u00A0
Manages to the estimation, planning, analysis, design, and development of projects.\u00A0
Holds accountability for integration into larger, multi-disciplined projects, as appropriate.\u00A0
Leads and oversees ML strategy and road map planning.\u00A0
Works across teams to influence and lead the direction of external teams.\u00A0
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Education and Experience:\u00A0
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Bachelor s degree (or foreign education equivalent) in Network Science, Analytics, Data Science, Advanced Computer Science, Computer Science, Engineering, Information Technology, Information Systems, Mathematics, or a closely related field and five (5) years of experience as a Senior Manager, Data Science (or closely related occupation) researching and building scalable AI solutions using ML and Natural Language Processing (NLP) models and technologies to improve customer experience and drive business results.\u00A0\u00A0
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Or, alternatively, Master s degree (or foreign education equivalent) in Network Science, Analytics, Data Science, Advanced Computer Science, Computer Science, Engineering, Information Technology, Information Systems, Mathematics, or a closely related field and two (2) years of experience as a Senior Manager, Data Science (or closely related occupation) researching and building scalable AI solutions using ML and Natural Language Processing (NLP) models and technologies to improve customer experience and drive business results.\u00A0
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Or, alternatively, PhD degree (or foreign education equivalent) in Network Science, Analytics, Data Science, Advanced Computer Science, Computer Science, Engineering, Information Technology, Information Systems, Mathematics, or a closely related field and no experience.\u00A0
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Skills and Knowledge:\u00A0
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Candidate must also possess:\u00A0
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Demonstrated Expertise (\u201CDE\u201D) performing advanced statistical analytics to develop and evaluate supervised and unsupervised ML algorithms -- Regression, Decision Trees, Neural Networks, Feature Selection, Hyper-Parameter tuning, and ranking models -- using Python or ML libraries (scikit-learn, Tensorflow, or PyTorch).\u00A0
DE designing and developing NLP solutions to process unstructured and semi-structured text for NLP tasks - Named Entity Extraction (NER), classification, or clustering - using classical NLP or ML methods (Deep Learning (DL) and embeddings); launching ML and DL models in a production environment; and performing A/B testing to assess the efficacy of the ML and AI algorithms.\u00A0
DE collecting, processing and analyzing large scale datasets using Python, Pandas, or Spark to preprocess, clean, analyze and visualize both unstructured and structured data.\u00A0
DE refactoring production-level code to achieve greater run-time performance and low latency using parallel processing; and prototyping and deploying ML solutions using Cloud-based environments (Google Cloud, Amazon Web Services (AWS) servers or AWS SageMaker).\u00A0
#PE1M2\u00A0
Certifications:
Company Overview
Fidelity Investments is a privately held company with a mission to strengthen the financial well-being of our clients. We help people invest and plan for their future. We assist companies and non-profit organizations in delivering benefits to their employees. And we provide institutions and independent advisors with investment and technology solutions to help invest their own clients money.
Join Us
At Fidelity, you ll find endless opportunities to build a meaningful career that positively impacts peoples lives, including yours. You can take advantage of flexible benefits that support you through every stage of your career, empowering you to thrive at work and at home. Honored with a Glassdoor Employees Choice Award, we have been recognized by our employees as a top 10 Best Place to Work in 2024. And you don t need a finance background to succeed at Fidelity\u2014we offer a range of opportunities for learning so you can build the career you ve always imagined.
Fidelity s hybrid working model blends the best of both onsite and offsite work experiences. Working onsite is important for our business strategy and our culture. We also value the benefits that working offsite offers associates. Most hybrid roles require associates to work onsite all business days of every other week in a Fidelity office.
At Fidelity, we value honesty, integrity, and the safety of our associates and customers within a heavily regulated industry. Certain roles may require candidates to go through a preliminary credit check during the screening process. Candidates who are presented with a Fidelity offer will need to go through a background investigation, detailed in this document, and may be asked to provide additional documentation as requested. This investigation includes but is not limited to a criminal, civil litigations and regulatory review, employment, education, and credit review (role dependent). These investigations will account for 7 years or more of history, depending on the role. Where permitted by federal or state law, Fidelity will also conduct a pre-employment drug screen, which will review for the following substances: Amphetamines, THC (marijuana), cocaine, opiates, phencyclidine.
We invite you to Find Your Fidelity at fidelitycareers.com.
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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