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NTU Singapore  /  Essays  /  Prompt 1

NTU Singapore: Aptitude-Based Admissions essay

Up to 500 words (or short answers of up to ~200 words each); 1-2 appraisals; possible interview

In addition to providing your achievements, submit an essay of not more than 500 words under the Aptitude-Based Admissions (ABA) section of the application form, plus at least 1 (maximum 2) appraisal online. ABA considers applicants with exceptional talents and/or outstanding achievements relevant to the programme applied for, subject to a minimum level of academic competence. Some applicants instead complete short-answer responses of not more than 200 words each.
What it’s really asking

This is the slot for applicants whose case is more than their grades. NTU is asking you to make the argument that you have a real, demonstrated aptitude for your chosen field, evidenced by achievements, projects, or a portfolio that go beyond ordinary school activities, and that can be verified by an appraiser and, if shortlisted, at interview.

Why they ask it

NTU uses ABA to admit students whose talent in the field is obvious from what they have built, won, or contributed, not just from their transcript. The appraisal and possible interview exist because NTU wants to confirm the essay is true. So this is fundamentally an evidence document: it should read as a case file, not a memoir.

Three ways in
Lead with your strongest relevant achievement

Open with your single most relevant, most verifiable achievement and name the specific NTU course it points toward, in the first sentence.

Show the work behind it

Explain what the achievement actually required of you: the problem, your method, the result, and the proof. NTU is reading for substance it can check.

Tie it to the programme

Connect the achievement explicitly to the NTU programme you ranked first and what you would do with the place if admitted.

✕  Weak opening

“Ever since I was a child, I have been passionate about technology and dreamed of changing the world through innovation.”

✓  Strong opening

“I built an autonomous line-following robot that placed second at the national WRO final, and the firmware bug that nearly cost us the title is why I want to study computer engineering at NTU.”

✦ Annotated example · ABA essay: data science talent. Written by EssayLens to teach, not a real applicant’s essay. Tap a highlighted line →
When my secondary school's canteen scrapped its paper feedback box, I asked the operations manager whether the queue data was being saved anywhere. It was: three years of point-of-sale logs sitting unused on a spare laptop. I asked for a copy.1That export became my first real project. Using Python and pandas, I cleaned 41,000 transactions and found that two stalls absorbed 60 percent of lunchtime demand while four others stood nearly idle. I built a simple queue-length model and proposed staggering the bell for three classes by ten minutes.2The trial ran for six weeks. Average wait time fell from nine minutes to under five, and the manager kept the schedule. I had expected a tidy result; instead I learned how messy field data is, because Fridays and exam weeks broke every assumption my model held on a clean training split.3I wanted to understand why my predictions degraded, so I taught myself the basics of time-series cross-validation through MIT OpenCourseWare and reworked the model to weight recent weeks more heavily. The revised version held within one minute of actual waits. I documented the whole process on GitHub, where a university student I had never met opened an issue suggesting I account for public holidays. We have corresponded since.4This pattern, find a real dataset, ask a question that matters to the people who generated it, and accept being wrong on the way to being useful, is why I am applying through Aptitude-Based Admissions to read Data Science and Artificial Intelligence. My A-Level results meet the bar, but they cannot show what I do with a spare laptop and a question.5At NTU I want access to the College of Computing and Data Science's machine learning labs and the URECA undergraduate research programme, so that the questions I currently chase in canteens can become questions about energy demand or transport flow. My appraiser, my Mathematics teacher who supervised the canteen trial, can confirm every figure above. I am ready to work on problems larger than I can reach alone.6
  1. 1Opens with a concrete, verifiable origin moment instead of a generic passion claim. NTU rewards demonstrated initiative tied to a real artefact (the dataset), which signals genuine aptitude over polish.
  2. 2Specific tools, specific numbers, and a specific intervention. This matches NTU's reward for verifiable, concrete achievement rather than vague enthusiasm, and it maps directly onto a data science programme.
  3. 3Shows a measurable outcome AND intellectual honesty about where the model failed. Admissions readers trust candidates who report limitations, because it signals the analytical maturity the programme actually develops.
  4. 4Demonstrates self-directed learning, iteration, and engagement with a wider technical community. NTU values relevance to the chosen programme, and this is exactly the workflow a data science student lives in.
  5. 5Names the exact programme and the ABA route explicitly, and frames the route honestly: grades clear the threshold, but the aptitude is the differentiator. This is the precise argument ABA is designed to assess.
  6. 6Closes by tying personal aptitude to named NTU resources and offering a verifiable appraiser, which directly answers the ABA requirement and reinforces fit. Concrete, checkable, and forward-looking rather than flattering.
Stuck? Start here
  • What is the one achievement of mine that is both most impressive and most clearly relevant to my first-choice NTU programme?
  • Could an appraiser or interviewer confirm every claim I am about to make, with evidence?
  • What did this achievement actually require me to do, step by step, and what was the measurable result?
Before you submit
  • My single strongest, course-relevant achievement is in the first two sentences.
  • Every claim is specific and provable, with a named competition, result, or output.
  • The essay ends by connecting my aptitude to the exact NTU programme I ranked first.

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