As an Associate - Data ML Engineer at Bain & Company, you will be part of a global consultancy that collaborates with ambitious change makers to define the future. With offices in 40 countries, we work alongside our clients to achieve extraordinary results and redefine industries. Your role will involve working in the Consumer Products Center of Expertise, collaborating with Bain's global Consumer Products Practice leadership, client-facing Bain leadership, and end clients to develop and deliver advanced analytics solutions. **Role Overview:**
In this role, you will work as part of a team in the Consumer Products CoE to implement cloud-based end-to-end advanced analytics solutions. You will collaborate with Directors, Managers, Project Leads, and Analysts to answer strategic questions of Bain's CP clients and deliver Bain's proprietary CP products and solutions. **Key Responsibilities:**
Build and maintain scalable data pipelines and data processing workflows to support analytics and machine learning use cases. - Develop and deploy machine learning models into production systems, ensuring reliability and scalability. - Design and implement backend APIs to serve data products and ML outputs to downstream applications. - Develop lightweight frontend applications, dashboards, or interfaces to enable business users to interact with data and models. - Collaborate with data scientists to productionize models and integrate them into end-to-end solutions. - Work with large-scale datasets across cloud-based data platforms and warehouses. - Implement best practices in software engineering, including modular code design, testing, and version control. - Utilize containerization (Docker) and CI/CD pipelines for efficient deployment and scaling of applications. - Optimize performance of data pipelines, APIs, and user-facing applications. - Translate business requirements into technical solutions and support stakeholders with data-driven tools and insights. **Qualifications Required:**
Bachelor's or Master's degree in Computer Science, Engineering, Data Science, or related technical fields. - 2-5 years of experience in data engineering, ML engineering, or full-stack development roles. - Strong programming skills in Python and SQL, with experience building data pipelines and backend services. - Hands-on experience with machine learning model integration and deployment in production environments. - Experience developing backend APIs using frameworks such as FastAPI, Flask, or Django. - Exposure to frontend technologies (e.g., React, NextJs or similar) to build user-facing applications and dashboards. - Experience working with cloud platforms (AWS/Azure/GCP) and modern data architectures (data lakes, warehouses). - Familiarity with CI/CD pipelines, Docker, and version control (Git). - Understanding of data modeling, ETL processes, and scalable system design. - Ability to work across the stack-from data pipelines to APIs to front-end interfaces. - Good-to-have: Proficiency in Excel and PowerPoint with ability to support business communication and storytelling. - Good-to-have: Prior exposure to consulting, analytics use cases, or Consumer Products domain. In this role, you are expected to have a knack for seeking out challenging problems and producing your own ideas. You will be encouraged to brainstorm with your peers and managers, learn new techniques, and solve problems with an interdisciplinary approach. Your excellent coding skills and willingness to write modular, reusable, and functional code will be essential for success. As an Associate - Data ML Engineer at Bain & Company, you will be part of a global consultancy that collaborates with ambitious change makers to define the future. With offices in 40 countries, we work alongside our clients to achieve extraordinary results and redefine industries. Your role will involve working in the Consumer Products Center of Expertise, collaborating with Bain's global Consumer Products Practice leadership, client-facing Bain leadership, and end clients to develop and deliver advanced analytics solutions. **Role Overview:**
In this role, you will work as part of a team in the Consumer Products CoE to implement cloud-based end-to-end advanced analytics solutions. You will collaborate with Directors, Managers, Project Leads, and Analysts to answer strategic questions of Bain's CP clients and deliver Bain's proprietary CP products and solutions. **Key Responsibilities:**
Build and maintain scalable data pipelines and data processing workflows to support analytics and machine learning use cases. - Develop and deploy machine learning models into production systems, ensuring reliability and scalability. - Design and implement backend APIs to serve data products and ML outputs to downstream applications. - Develop lightweight frontend applications, dashboards, or interfaces to enable business users to interact with data and models. - Collaborate with data scientists to product
