
Research Fellow (Econometrics and Machine Learning)
Ntu · NTU Main Campus, Singapore
Mixed hiring record · median 55 days open
All reasons
- 49% of this employer's openings are over 60 days old
In its favour
- Still listed on the employer's own board
The Economics Programme in NTU’s School of Social Sciences seeks a Research Fellow. The research develops reliable instrumental variable (IV) estimation/inference method and machine learning algorithm with weak instruments, high-dimensional instruments or controls, and clustered data.
Key Responsibilities
- Develop econometric theory for weak-identification-robust tests, bootstrap methods, estimator combinations, and leave-cluster-out bias correction and inference methods.
- Implement simulations and empirical analyses of import competition, education, and pretrial decisions using IV regressions.
- Prepare reproducible code, research papers, technical appendices, and presentations in collaboration with the project team.
Job Requirements
- PhD in Economics, Econometrics, Statistics, or a closely related field by the appointment start date.
- Strong econometric theory, probability, statistics, and research skills in IV methods, causal inference, and machine learning.
- Proficiency in R, Python, MATLAB, or Julia; ability to implement simulations and analyse data.
- Strong communication and collaboration skills; specialist experience in weak identification, bootstrap methods, or cluster-robust inference is desirable.
- Entry level PhD candidates who meet the qualification requirement by the start date are welcome; prior postdoctoral experience is desirable.
We regret to inform that only shortlisted candidates will be notified.
Hiring Institution
NTU
Skills
- Machine Learning
- Bootstrap
- R
- Python
- MATLAB
- Julia
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