McKinsey & Company

Data Scientist - QuantumBlack, AI by McKinsey

McKinsey & Company • $95K — $115K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Upcoming graduation between December 2026 and August 2027 with a graduate or undergraduate degree in a relevant field.
  • Professional experience in machine learning, statistical modeling, or AI applied to business challenges; required skills in Python and SQL.
  • Ability to translate business issues into analytical problems and develop models with guidance.
  • Foundational understanding of optimization and decision logic, with guidance on applying methodologies.
  • Some familiarity with Generative AI tools and agentic AI frameworks, with eagerness to learn.
  • Quality mindset, able to validate work and apply basic evaluation methods with growing awareness of fairness and explainability.
  • Strong time management skills for a complex work environment.

Responsibilities

  • Work as part of a multidisciplinary team to build advanced analytics and AI solutions for various industries.
  • Translate business challenges into analytical problems, developing and evaluating appropriate solutions.
  • Contribute to selecting and implementing analytical approaches with mentorship from experienced colleagues.
  • Develop solutions for complex business problems such as automating workflows and optimizing project schedules.
  • Collaborate with cross-functional teams, including data scientists and engineers, to deliver client projects.
  • Create measurable impact through analytical work across diverse client needs.
  • Continuously build expertise at the intersection of technology and business.

Benefits

  • Continuous learning opportunities backed by structured programs and actionable feedback.
  • A voice that matters, allowing you to contribute innovative ideas right from the start.
  • A global community with colleagues from over 100 nationalities, promoting diversity and creativity.
  • World-class benefits portfolio aimed at holistic well-being for you and your family.
Full Job Description
YOUR IMPACT

You will work as a core member of a multidisciplinary team to build and deliver advanced analytics and AI solutions that address complex business challenges across industries. You'll contribute to analytical workstreams, learn from experienced data scientists and engineers, and build your expertise across a breadth of industries and technologies.

This full-time opportunity is for current students with an upcoming graduation between December 2026 and August 2027 with a Master's, Bachelor's or PhD in computer science, machine learning, applied statistics, mathematics, engineering, artificial intelligence, or a related field.

You will translate business challenges into analytical problems and develop and evaluate solutions across machine learning, optimization, GenAI, and agentic AI systems. With guidance from more experienced colleagues, you'll contribute to selecting and implementing analytical approaches, and ensure your work meets rigorous standards for data quality and evaluation. As you develop, you'll take on increasing ownership for delivering solutions that are robust and fit for purpose.

Your work will create measurable impact on some of the most complex challenges facing organizations today. Collaborating across QuantumBlack, AI by McKinsey and QuantumBlack Labs teams, you'll help clients harness advanced analytics and AI to improve decisions, transform operations, and build new capabilities.

Over a given year there are many ways you will contribute, such as (but not limited to): developing an agentic AI solution that automates complex claims workflows for a global insurance company; optimizing the schedule and funding of a multi-billion-dollar capital project to accelerate delivery; leveraging predictive modeling and agentic AI to improve customer service outcomes for a global travel company; and building a digital twin of an automotive supply chain to enhance product availability.

You'll be based in one of our North America offices as part of our global Data Science community. Working in cross-functional teams, you'll collaborate with data scientists, data engineers, software engineers, and industry experts, and work with clients across technical and business teams. Through these experiences, you'll build your ability to connect analytical work with business needs and develop your skills as a client-facing technologist.

Your work offers a unique opportunity to grow at the forefront of AI and data science. You'll build expertise at the intersection of technology and business, develop your understanding of how AI solutions move from problem definition through development, evaluation, and implementation, and learn alongside leading technologists and AI practitioners.

YOUR GROWTH

Driving lasting impact and building long-term capabilities with our clients is not easy work. You are the kind of person who thrives in a high performance/high reward culture - doing hard things, picking yourself up when you stumble, and having the resilience to try another way forward.

In return for your drive, determination, and curiosity, we'll provide the resources, mentorship, and opportunities you need to become a stronger leader faster than you ever thought possible. Your colleagues-at all levels-will invest deeply in your development, just as much as they invest in delivering exceptional results for clients. Every day, you'll receive apprenticeship, coaching, and exposure that will accelerate your growth in ways you won't find anywhere else.

When you join us, you will have:

  • Continuous learning: Our learning and apprenticeship culture, backed by structured programs, is all about helping you grow while creating an environment where feedback is clear, actionable, and focused on your development. The real magic happens when you take the input from others to heart and embrace the fast-paced learning experience, owning your journey.
  • A voice that matters: From day one, we value your ideas and contributions. You'll make a tangible impact by offering innovative ideas and practical solutions, all while upholding our unwavering commitment to ethics and integrity. We not only encourage diverse perspectives, but they are critical in driving us toward the best possible outcomes.
  • Global community: With colleagues across 65+ countries and over 100 different nationalities, our firm's diversity fuels creativity and helps us come up with the best solutions for our clients. Plus, you'll have the opportunity to learn from exceptional colleagues with diverse backgrounds and experiences.
  • World-class benefits: On top of a competitive salary (based on your location, experience, and skills), we provide a comprehensive benefits package to enable holistic well-being for you and your family.


YOUR QUALIFICATIONS AND SKILLS

  • Upcoming graduation between December 2026 and August 2027 with a Master's, Bachelor's or PhD degree in computer science, machine learning, applied statistics, mathematics, engineering, artificial intelligence, or a related field
  • Professional experience applying machine learning, statistical modeling, optimization, or GenAI techniques to real business problems; proficiency in Python and SQL is required, including the Python AI stack
  • Ability to translate business problems into analytical challenges, building and evaluating models across supervised, unsupervised, statistical, or forecasting approaches with guidance
  • Foundational understanding of optimization, simulation, and decision logic concepts, with the ability to apply methodologies with guidance
  • Developing familiarity with Generative AI tools and simple agentic AI frameworks, with an eagerness to learn how LLMs can be applied to automate defined tasks
  • A quality and risk mindset: able to validate own work, document assumptions and limitations, and apply basic evaluation methods for prompts, RAG models, or agents; growing awareness of fairness, explainability, and human oversight considerations
  • Follows software development and MLOps/LLMOps best practices with guidance, with introductory exposure to CI/CD and agentic engineering concepts
  • Exceptional time management to meet your responsibilities in a complex and largely autonomous work environment
  • Willingness to travel
  • Strong communication skills, both verbal and written, in English and local office language(s), with the ability to adjust your style to suit different perspectives and seniority levels


Please review the additional requirements regarding essential job functions of McKinsey colleagues.

About McKinsey & Company

McKinsey & Company is a management consulting firm that provides advice on strategic management to corporations, governments, and other organizations. McKinsey is one of the largest consulting firms in the world, with over 30,000 employees and 130 offices in more than 65 countries. The firm has worked with many of the world's leading companies and has been involved in some of the most significant business transformations in recent history. McKinsey is known for its rigorous approach to problem-solving and its focus on delivering measurable results to its clients.
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