Senior Data Scientist

2 days ago

San Francisco, California, United States Gap, Inc. Full time
About the Role
Gap Inc. is seeking a skilled Data Scientist to join its Forecasting Team. As a key member of the team, you will apply data analysis and machine learning techniques to drive business benefits for the company and its brands. Your focus will be on shaping the company's inventory management strategy through advanced data science and forecasting techniques. You will lead the development of advanced forecasting models across various business functions, time horizons, and product hierarchies. Key areas of expertise include forecasting, time series, predictive modeling, supply chain analytics, and inventory management. You will collaborate with cross-functional teams to build and deploy data and predictive analytics capabilities, in partnership with GapTech, PDM, Central Marketing & business partners across our brands. Retail, supply chain management, and/or logistics experience is strongly preferred. This hybrid opportunity is located in our beautiful San Francisco office.
Key Responsibilities
  • Develop and maintain AI (Machine Learning (ML) /Deep learning) models, diagnose, and optimize performance and develop statistical models and analysis for ad hoc business-focused analysis.
  • Design and implement software programs, algorithms, and automated processes that cleanse, integrate, and evaluate large data sets from multiple disparate sources.
  • Manipulate large amounts of data across a diverse set of subject areas, collaborating with other data scientists and data engineers to prepare data pipelines for various modeling protocols.
  • Deliver sound, data-backed recommendations tied to business results, industry insights, and overall Gap Inc. ecosystem of technology, platform, and resources.
  • Communicate compelling, data-driven recommendations as well as potential trade-offs, backed by data analysis and/or model outputs to influence leaders' and stakeholders' decisions.
  • Build networks across the organization and partners to anticipate leader requests and influence data-driven decision making.
  • Guide discussion and empower more junior team members to identify best solutions.
Requirements
  • Experience in developing advanced algorithms using machine learning (ML), statistical, and optimization methods to enhance various business components in the retail sector.
  • Hands-on experience with forecasting models, running simulations of what-if analysis, and prescriptive analytics.
  • Experience with time series analysis, predictive modeling, hierarchical Bayesian, causal ML, and transformer-based algorithms.
  • Experience with creating business impact in supply chain, merchandise, inventory planning, or vendor management using advanced forecasting techniques.
  • Advanced proficiency in modern analytics tools and languages such as Python, R, Spark, SQL.
  • Advanced proficiency using SQL for efficient manipulation of large datasets in on-prem and cloud distributed computing environments, such as Azure environments.
  • Ability to work both at a detailed level as well as to summarize findings and extrapolate knowledge to make strong recommendations for change.
  • Ability to collaborate with cross-functional teams (Product, Engineering, etc.) and influence product and analytics roadmap, with a demonstrated proficiency in relationship building.
  • Ability to assess relatively complex situations and analyze data to make judgments and recommend solutions.
  • Mid-level career experience in Data Science, Computer Science, Machine Learning, Applied Mathematics, or equivalent quantitative field.
  • People mentoring experience, ability to work independently on large-scale projects.
  • Proven ability to lead teams in solving unstructured technical problems to achieve business impact.
  • Full-stack experience across analytics, data science, machine learning, and data engineering.

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