📋 Application Prerequisite Guidelines — Quantitative Research Society @NTU

Quantitative Research Society @NTU is an advanced, research-focused society. To ensure applicants are prepared for the rigor of our workshops, all applicants must complete foundational coursework in mathematics, statistics, and programming.

Applicants may satisfy prerequisites through:

All prerequisites must be completed for a letter grade (B or above) or an official certificate of completion.

To apply, you must complete one course in each mandatory category (Math, Stats, Programming). Completion of recommended or advanced preparation courses may allow applicants to start directly in Semester 2 or 3, or participate in research projects immediately.


1. Mathematics Foundations (Linear Algebra & Analysis) — mandatory

A solid background in linear algebra and introductory analysis is essential for functional analysis, PDEs, and optimization.

✅ NTU equivalents include MH1201 Linear Algebra II and MH3100 Real Analysis I.


2. Probability & Statistics — mandatory

Applicants must have prior exposure to probability and statistics, which underpin stochastic processes, econometrics, and data-driven modeling.

✅ NTU equivalents include MH2500 Probability and HE2003 Econometrics I.


3. Programming & Algorithms — mandatory

Strong programming skills are required for research projects, simulations, and optimization. Applicants should be proficient in Python or R; C++ is optional but recommended for computational finance.

✅ NTU equivalents include MH4701 Mathematical Programming.


Applicants completing any of these courses may be allowed to skip Semester 1 and start in Semester 2 or 3.

✅ NTU equivalents include MH3700 Numerical Analysis I, MH3701 Basic Optimization, MH4514 Financial Mathematics, and HE2002 Macroeconomics II.


5. Advanced Preparation — guaranteed accelerated placement / research readiness

Completion of any of the following programs demonstrates advanced mastery, allowing applicants to enter Semester 2, Semester 3, or participate in research projects immediately.

Completion of these programs demonstrates strong quantitative and computational foundations and may allow direct placement into QRS\@NTU advanced workshops or research projects.


✨ Summary: