Data Science - Optimization
CÔNG TY TNHH NEW INFORMATION TECHNOLOGY SERVICES
Địa điểm làm việc: Hồ Chí Minh
Hết hạn: 07/02/2025
- Chi tiết công việc
- Giới thiệu công ty
Thu nhập: Tới 32 triệu
Loại hình: Toàn thời gian
Chức vụ: Nhân viên
Kinh nghiệm: 3 năm
Mô tả công việc
If you are a self-starter, wanting multiple opportunities to design, drive and contribute to the development of enterprise-class applications driving planning and revenue growth, we are looking for an enthusiastic, intellectually curious data scientist to contribute to our ongoing development of data pipelines, analysis models, and optimization algorithms. You will play a critical role in design and development and help mentor junior analysts.
Expertise in the full range of techniques for nonlinear programming, branch and bound, general mixed-integer programming, stochastic programming, and global optimization is especially desired. Experience with data architectures, analytics engines and libraries, and programming in SQL, Python, Java, or C/C++. Experience with mathematical programming tools such as Gurobi, CPLEX, SCIP.
Intermediate English skills required.
Responsibilities
Support and partner with clients and team members.
Support team development of data architectures for analysis.
Lead exploratory data analysis (EDA), design and build of data analysis models.
Lead design, development, and refinement of optimization models.
Enhance methods for handling decision-making under uncertainty, integrate probabilistic demand forecasts into optimization workflows, refine algorithmic strategies to enhance revenue.
Explore and apply the latest developments in optimization research methods that hold promise.
Act as an automation optimization subject matter expert for internal and external stakeholders.
Expertise in the full range of techniques for nonlinear programming, branch and bound, general mixed-integer programming, stochastic programming, and global optimization is especially desired. Experience with data architectures, analytics engines and libraries, and programming in SQL, Python, Java, or C/C++. Experience with mathematical programming tools such as Gurobi, CPLEX, SCIP.
Intermediate English skills required.
Responsibilities
Support and partner with clients and team members.
Support team development of data architectures for analysis.
Lead exploratory data analysis (EDA), design and build of data analysis models.
Lead design, development, and refinement of optimization models.
Enhance methods for handling decision-making under uncertainty, integrate probabilistic demand forecasts into optimization workflows, refine algorithmic strategies to enhance revenue.
Explore and apply the latest developments in optimization research methods that hold promise.
Act as an automation optimization subject matter expert for internal and external stakeholders.
Yêu cầu
Qualifications
Bachelor's degree, Master's preferred, in mathematics, data science, computer science, operations research, engineering, or related area required.
3+ years of experience, with demonstrable skills writing software in SQL, Python, Java, or C-languages, and utilizing Linear Programming, MIP, Convex Optimization, Differential Calculus.
2-5 years of relevant work experience.
Experience with ETL, cleaning and integrating data in data warehouse.
Experience with large data analysis models, using relational and non-relational databases.
Experience with collaborative software development best practices, including version tracking and code reviews using GitHub.
Understanding of enterprise-scale business and its processes.
Strong critical thinking skills and attention to detail.
Good English language skills.
Preferred
Experience solving deep operations / supply chain problems and instituting rigorous performance monitoring process.
Experience with tradeoffs between speed, performance, and scalability in optimization.
Experience with Spark, data warehouse, data lake or lakehouse.
Experience using advanced statistical and machine learning techniques to analyze large datasets.
Experience leading and mentoring analysts and technical team members.
What You Offer
Entrepreneurial: You're personally invested in fulfilling our mission and growing the business. You're constantly thinking outside-the-box and proposing new ideas that may influence our broader strategy and product roadmap.
Commando Mindset: You aren't afraid to parachute into a metaphorical jungle, build data systems from scratch, and define solutions to complex problems. You're an independent self-starter that is adaptable to change.
Team-Oriented: You recognize the whole is greater than the sum-of-its-parts and work well with others. You are coachable and willing to invest in others.
Data-Driven: You believe in hypothesis testing, iterative experimentation, and incremental delivery. You value underpinning conclusions with empirical evidence over unsubstantiated claims.
Bachelor's degree, Master's preferred, in mathematics, data science, computer science, operations research, engineering, or related area required.
3+ years of experience, with demonstrable skills writing software in SQL, Python, Java, or C-languages, and utilizing Linear Programming, MIP, Convex Optimization, Differential Calculus.
2-5 years of relevant work experience.
Experience with ETL, cleaning and integrating data in data warehouse.
Experience with large data analysis models, using relational and non-relational databases.
Experience with collaborative software development best practices, including version tracking and code reviews using GitHub.
Understanding of enterprise-scale business and its processes.
Strong critical thinking skills and attention to detail.
Good English language skills.
Preferred
Experience solving deep operations / supply chain problems and instituting rigorous performance monitoring process.
Experience with tradeoffs between speed, performance, and scalability in optimization.
Experience with Spark, data warehouse, data lake or lakehouse.
Experience using advanced statistical and machine learning techniques to analyze large datasets.
Experience leading and mentoring analysts and technical team members.
What You Offer
Entrepreneurial: You're personally invested in fulfilling our mission and growing the business. You're constantly thinking outside-the-box and proposing new ideas that may influence our broader strategy and product roadmap.
Commando Mindset: You aren't afraid to parachute into a metaphorical jungle, build data systems from scratch, and define solutions to complex problems. You're an independent self-starter that is adaptable to change.
Team-Oriented: You recognize the whole is greater than the sum-of-its-parts and work well with others. You are coachable and willing to invest in others.
Data-Driven: You believe in hypothesis testing, iterative experimentation, and incremental delivery. You value underpinning conclusions with empirical evidence over unsubstantiated claims.
Quyền lợi
Benefits
Income negotiated according to experience and ability, with bonus up to 15th month salary based on annual performance and business results.
Social insurance, health insurance, unemployment insurance after signing the official labor contract.
Orientation, training and mentoring to master product and enterprise-scale operations knowledge, professional business communication and presentation skills.
Empowered to experiment with prototyping and Linux lab environments.
Working in a friendly, young business environment.
Income negotiated according to experience and ability, with bonus up to 15th month salary based on annual performance and business results.
Social insurance, health insurance, unemployment insurance after signing the official labor contract.
Orientation, training and mentoring to master product and enterprise-scale operations knowledge, professional business communication and presentation skills.
Empowered to experiment with prototyping and Linux lab environments.
Working in a friendly, young business environment.
Thông tin khác
Địa điểm làm việc
- Hồ Chí Minh: 26 thảo điền, Quận 2
Thời gian làm việc
Thứ 2 - Thứ 7 (từ 08:00 đến 17:00)
- Hồ Chí Minh: 26 thảo điền, Quận 2
Thời gian làm việc
Thứ 2 - Thứ 7 (từ 08:00 đến 17:00)
Thông tin chung
- Thu nhập: Tới 32 triệu
Cách thức ứng tuyển
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Hạn nộp: 07/02/2025
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