Senior Data Scientist (Supply Planning)
Grab
- Singapore
- Permanent
- Full-time
- Collaborate with stakeholders to identify the business problems and requirements about driver repositioning, activation and incentivisation
- Translate the business problems into data science problems, formulate them and design the potential solutions.
- Identify the relevant data, retrieve them for the explorative analysis, feasibility study and solution prototyping
- Create technical documents outlining the methodologies and findings, and present solutions to business stakeholders clearly and precisely to achieve alignment
- Discuss and design the overall architectures for the solutions with different technical team, develop the DS solutions and support their integration with the corresponding Engineering systems
- Participate in the code and design review to maintain high development standards, build the dashboard to keep monitoring the health of DS solutions, and continuously maintain and improve the solutions.
- Design and construct experiments to evaluate the impacts of solutions.
- Master or PhD Degree in computer science, operations research, mathematics, statistics or related fields
- 2+ years of experience in one or more of the following areas: reinforcement learning, deep learning, optimisation, operations research
- Experience translating complex business problems into mathematical formulations.
- Proficiency in Python and SQL
- Experience with one of ML frameworks, such as TensorFlow or PyTorch
- Good written and oral communication skills. Strong teamwork and interpersonal skills
- Self-motivated and independent learner, detail-oriented and efficient time manager in a dynamic and fast-paced working environment
- Academic research experience in the field of operations research or reinforcement learning
- Experience applying reinforcement learning for solving real-world problems (robotics, finances, etc.)
- Experience with distributed systems and cloud services (AWS, GCP, AZURE)
- Familiarity working with VCS such as git, git-flow, understanding of full software development life-cycle
- Experience developing production quality ML Pipelines
- Contributions to open source projects
- Protect and provide for your loved ones with peace of mind, knowing we have your back with Term Life Insurance and comprehensive Medical Insurance.
- Craft a benefits package that suits your unique needs and aspirations with GrabFlex, because we believe in empowering you to thrive.
- Embrace the magic of new life and create lasting memories with your family through Maternity and Paternity Leave.
- Life can be overwhelming, but you're never alone. Our confidential Grabber Assistance Programme is here to guide and uplift you and your loved ones through life's challenges.
- Your well-being is our priority. Benefit from our holistic well-being initiatives through Wellbeing@Grab, including health programmes, informative webinars, and vibrant carnivals.
- Achieve a harmonious work-life balance with our FlexWork arrangements, allowing you to adapt and thrive in your personal and professional life.