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2 Weeks ago

Data Scientist II

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Pune, Maharashtra, India
Finance & Banking
Other
McKinsey & Company

Overview

Do you want to work on complex and pressing challenges—the kind that bring together curious, ambitious, and determined leaders who strive to become better every day? If this sounds like you, you’ve come to the right place.

Your Impact

You are a highly collaborative individual and enjoy solving problems that focus on adding business value. You have a sense of ownership and enjoy hands-on technical work. Our values resonate with yours.
Collaboration with business stakeholders, engineers and internal teams to build and implement extraordinary pharma focused data products (re-usable asset) and solutions and delivering them right to the client will be of utmost importance.
You will also be responsible for developing deep Life Sciences domain understanding in at least in one of the following areas - Manufacturing, Procurement, Supply Chain, Chemical Discovery, Molecular / Materials optimization, Clinical trial design and operationalization, Real World Evidence and Commercial.
Other key responsibilities will include:
  • Build real-world scalable machine learning pipelines and deploy them to production
  • Operate at the intersection of data science and software engineering to create analytics solutions
  • Produce high-quality code that allows us to put solutions into production
  • Lead the thinking on choosing and using right analytical libraries, programming languages, and frameworks
  • Build analytics libraries and tooling based on project experience and latest research, refactor code into reusable libraries, APIs, and tools
  • Play an active role in leading team meetings and workshops to inform product development and process evolution
What you’ll learn:
  • How successful projections on real world problems across Life Sciences use cases are completed through referencing past deliveries of end to end pipelines.
  • Build products alongside the Core engineering team and evolve the engineering process to scale with data, handling complex problems and advanced client situations.
  • Be focused on the wrangling, clean-up and transformation of data by working alongside the Data Science team which focuses on modelling the data.
  • Using new technologies and problem-solving skills in a multicultural and creative environment.
You will work on the frameworks and libraries that our teams of Data Scientists and Data Engineers use to progress from data to impact. You will guide global companies through data science solutions to transform their businesses and enhance performance across industries including healthcare, automotive, energy and elite sport.
  • Real-World Impact – We provide unique learning and development opportunities internationally.
  • Fusing Tech & Leadership – We work with the latest technologies and methodologies and offer first class learning programs at all levels.
  • Multidisciplinary Teamwork - Our teams include data scientists, engineers, project managers, UX and visual designers who work collaboratively to enhance performance.
  • Innovative Work Culture – Creativity, insight and passion come from being balanced. We cultivate a modern work environment through an emphasis on wellness, insightful talks and training sessions.
  • Striving for Diversity – With colleagues from over 40 nationalities, we recognize the benefits of working with people from all walks of life.

Your Growth

You will work in multi-disciplinary global Life Science focused environments, harnessing data to provide real-world impact for organizations globally. Our Life Sciences practice focuses on helping clients bring life-saving medicines and medical treatments to patients. This Practice is one of the fastest growing practices and is comprised of a tight-knit community of consultants, research, solution, data, and practice operations colleagues across the firm. It is also one of the most globally connected sector practices, offering ample global exposure.
The Life Sciences.AI (LS.AI) team is the practice’s assetization arm, focused on creating reusable digital and analytics assets to support our client work. LS.AI builds and operates tools that support senior executives in pharma and device manufacturers, for whom evidence-based decision-making and competitive intelligence are paramount. Team works directly with clients across Research & Development (R&D), Operations, Real World Evidence (RWE), Clinical Trials and Commercial to build and scale digital and analytical approaches to addressing their most persistent priorities.

Your qualifications and skills

  • Bachelor’s degree in computer science, engineering or mathematics, or equivalent experience
  • 5+ years of relevant experience with strong foundations of statistics and machine learning techniques
  • Proven experience applying machine learning techniques to solve business problems
  • Proven experience in translating technical methods to non-technical stakeholders
  • Proven experience writing production-grade code (Python) for machine learning in a professional setting
  • Strong understanding of analytics libraries (e.g., pandas, numpy, matplotlib, scikit-learn, statsmodels, kedro, mlflow)
  • Familiarity with any cloud platforms (AWS, Azure, or GCP)
  • Familiarity with containerization technologies (Docker, Docker-compose)
  • Familiarity with automation frameworks (CircleCI, Jenkins, Github Actions, Drone, etc.)
  • Familiarity or hands-on experience with data vizualisation tools (PowerBI, Tableau, etc.)
  • Familiarity or hands-on experience with pipeline orchestration frameworks or orchestrators in general (Airflow, Argo Workflows, Kedro, Dagster, etc.)
  • Familiarity or hands-on experience with testing libraries (e.g. pytest)
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