Research Fellow (1-year contract), LKCSB
Research Fellow (1-year contract), LKCSB
Singapore Management University- Posted a month ago
- Be among the first 10 applicants
Job Description
Responsibilities
- This position is for Lee Kong Chain School of Business (LKCSB).
- Develop analytical and computational models of electric vehicle business models.
- Develop learning algorithms to optimize the operations of such business models.
- Support the design and execution of a field pilot, including research protocols, participant recruitment, scheduling, monitoring, and data collection.
- Coordinate research activities with the Pl, project collaborators, participating drivers, site hosts, and technical partners.
- Develop and maintain reproducible code and research datasets; ensure data quality, confidentiality, and compliance with applicable research requirements.
- Conduct quantitative analyses and prepare journal manuscripts, conference presentations, progress reports, and grant deliverables.
- PhD in Operations Management, Operations Research, Industrial Engineering, Management Science, Computer Science, Data Science, Applied Mathematics, Economics, or a related quantitative discipline, completed by the appointment date.
- Demonstrated research experience in stochastic or dynamic optimization, online learning or sequential decision-making, matching models, or closely related areas.
- Experience in EVN2X, energy systems, sustainable operations, or analysis of pilot or field data is advantageous.
- Strong skills in mathematical modelling, stochastic optimization, dynamic programming, and online learning algorithms; familiarity with sequential decision-making, multi-armed bandits, Thompson sampling, spatial matching, machine learning, and statistical data analysis.
- Ability to formulate and analyse stochastic models, derive structural properties, and develop scalable algorithms; proficiency in at least one scientific programming language (e.g., Python, MATLAB, Mathematica, Julia, or R).
- Ability to maintain reproducible code and conduct rigorous numerical studies; strong academic writing, communication, and collaboration skills.
More Info
Job Type:
Industry:
Employment Type:
Key Skills
Thompson sampling
multi-armed bandits
sequential decision-making
online learning algorithms
Julia
R
spatial matching
About Company
Skills:
Spss, project management, R, nvivo, Stata, Data Collection, Presentation, evidence syntheses, mixed-methods research, Research Design, literature reviews, implementation analyses, Scientific Writing, communication, programme evaluation
Skills:
statistical data analysis , Machine Learning, Dynamic Programming, MATLAB, Python, Thompson sampling, multi-armed bandits, stochastic optimization, sequential decision-making, Julia, online learning algorithms, R, spatial matching, Mathematica, Mathematical Modelling
Skills:
statistical data analysis , MATLAB, Machine Learning, Dynamic Programming, Python, Mathematica, Thompson sampling, sequential decision-making, multi-armed bandits, Mathematical Modelling, spatial matching, online learning algorithms, R, stochastic optimization, Julia
Skills:
Spss, mixed-methods research, Research Design, project management, implementation analyses, nvivo, Stata, Scientific Writing, Data Collection, programme evaluation, Presentation, evidence syntheses, R, literature reviews, communication
Skills:
Spss, mixed-methods research, Data Collection, Research Design, literature reviews, Stata, programme evaluation, R, implementation analyses, nvivo, Scientific Writing, evidence syntheses, project management