Why "Strong Narrative" Matters More for CS, Bio, and Engineering Applicants Than Anyone Else
Updated: 9th October, 2026
TL;DR
If you're applying to computer science, biology, or engineering, you're in a crowded pool, and a general love of the field won't set you apart. A specific angle you can prove will. About one in five Georgia Tech applications for fall 2025 was for computer science or computational media. This guide is for students and parents who want a story that holds up across the whole application. If you want proof of your angle, look at the Lumiere Research Scholar Program. It pairs you 1:1 with a researcher from a top university to develop an independent research paper.
Why are computer science, biology, and engineering harder to stand out in?
Applicants to computer science, biology, and engineering face the most crowded pools, so a general interest rarely stands out. At Georgia Tech, 13,711 of 66,895 applications for fall 2025 were for computer science or computational media. The college says its admission rate for Computing is lower than the university's already low overall rate. Carnegie Mellon admitted 3,859 of 34,867 first-year applicants for fall 2025, about 11%. In 2015, its School of Computer Science admitted 350 of 6,756 applicants, a rate under 5.2%.
How much your major matters at the moment of admission depends on the school.
School | How your major fits into admission |
Georgia Tech | Offers are made to study computer science or computational media, and Computing admits at a lower rate than the university overall. |
Carnegie Mellon | You apply directly to a college or school, such as the School of Computer Science. |
UC Berkeley | You must choose Computer Science, Data Science, or Statistics to apply to its College of Computing, Data Science, and Society. It does not admit undeclared students. |
MIT | You apply for general admission and pick a major at the end of your first year. |
Stanford | You apply to the university as a whole, not to a major. |
When most applicants list the same major, readers see the same few stories again and again. The student who built an app. The student who wants to cure a disease. The student who likes robots. None of these interests are wrong, but they blur together unless something specific anchors them.
A less crowded major works differently. A student applying to classics or linguistics with a real interest is already unusual in that pool. That same level of interest in computer science is common, simply because so many more students share it.
What actually sets a narrative apart?
Specifics set a narrative apart, and they are the whole game. "I'm interested in computer science" is a category. "I got into accessibility-focused design after building a tool for my grandmother, who has low vision" is a story. It has a cause, one clear direction, and proof you followed through.
The same rule holds across every crowded major.
Biology: "I want to help people" reads as generic. A specific angle, like public health data or one disease mechanism, gives a reader a thread they can trace through your activities and essays.
Engineering: "I like building things" is common. A specific problem you kept coming back to, backed by proof you chased it outside one class project, is not.
Computer science: "I want to work in tech" means very little on its own. A sub-area, like machine learning applied to a subject you already care about, gives a reader something to follow.
How do you build a strong narrative step by step?
Start from what you've already done, then narrow toward the question you keep returning to. These steps turn a broad interest into a thread a reader can follow.
Look back. Review your classes, projects, and reading, and notice which topic keeps pulling you in.
Pick one question. Choose a single question inside that topic, then test it: can you spend a few months on it without getting bored?
Make the thread visible. Choose activities that deepen it, and find a teacher or mentor who can speak to it.
Write your essay last. Wait until you know what the evidence says about you.
Work backward from your deadlines. Our guide on when to start a high school research program shows how to plan it.
What is the most common mistake when building a narrative?
The most common mistake is borrowing a specific-sounding angle you read about online, with no real experience behind it. Once students learn that specificity helps, some grab an impressive-sounding focus that isn't theirs. This usually backfires harder than a generic interest would have.
A reader who asks a follow-up question can tell the difference between an angle you lived and one you copied. That can happen in an interview, or through the level of detail in your essay. A real, smaller angle beats a borrowed, impressive one every time it gets read closely.
Where does your narrative have to show up beyond the essay?
A strong story has to appear in your activities list, your letters, and any research you've done, not in the essay alone. A careful reader will notice if your essay claims one passion but nothing else in your file backs it up.
This is where a research topic you actually chose, rather than one picked for show, does real work. See our guide on choosing a research mentor and subject area. A research project is proof of a specific angle, not just a claim about one. That's a big reason our comparison of research programs vs. internships treats depth as the deciding factor. If you're also rounding out the rest of your activities, here are 10 types of extracurriculars that actually count.
What's the bottom line for crowded majors?
In a crowded major, the goal is not proving you like the field, because everyone applying already claims that. The goal is showing one specific, proven angle inside that field. It should be one a reader hasn't already seen a hundred times that cycle.
Frequently asked questions: building a narrative for competitive majors
Why is computer science so competitive at schools that admit by major?
Many applicants list it as their intended major, and the number of spots is limited. At Georgia Tech, 13,711 of 66,895 applications for fall 2025 were for computer science or computational media. The college says its Computing admission rate is lower than the university's already low overall rate. At UC Berkeley, you also have to choose a major like Computer Science to apply to its College of Computing, Data Science, and Society. That pushes demand into one already selective pool.
Does a specific narrative matter if my school doesn't admit by major?
Yes, though the reason is a little different. MIT says you apply for general admission and pick a major at the end of your first year. Stanford says you apply to the university as a whole, not to a major. A reader still has to pick you out of a very large pool, so a specific angle still helps you stand out.
What if my interest in the major really is broad right now?
That's normal, especially earlier in high school. Use activities and research to narrow it before you write your essays, rather than forcing a narrow claim you don't actually feel yet. Our guide on choosing a research subject area can help you test a few options.
Does a double major or interdisciplinary interest help here?
It can, if it's real and specific, like combining biology with data science around a particular question. A vague mix of two broad interests doesn't solve the specificity problem on its own. Pick one question that needs both fields, and show it in your activities.
Should I switch my intended major to something less competitive to improve my odds?
Only if that major really interests you. Switching purely for admissions odds, without real interest, tends to produce the same generic narrative problem this guide is about. Carnegie Mellon's admissions site also says no single grade, factor, score, or activity will automatically gain or deny you admission. A clear story you can back up carries more weight than a guess at which major looks easier.
What do admissions readers look for in an application narrative?
They look for a clear thread, backed by evidence, that sounds like you. Carnegie Mellon encourages you to describe your academic interests in your essays, so the essay is a place to explain your angle. The rest of your file should then show it, through your activities, your letters, and your work. Readers trust a story more when every part of your application points the same way.
Want proof of your angle that goes beyond one class project or a single club? Look at the Lumiere Research Scholar Program. It pairs you 1:1 with a researcher from a top university to develop an independent research paper. Apply here. If cost is the main barrier, also look at the Lumiere Research Inclusion Foundation, a non-profit research program for talented, low-income high school students.
Stephen Turban is the co-founder of Lumiere Education and a graduate of Harvard College, where he earned an A.B. in Statistics before beginning a PhD at Harvard Business School. A former McKinsey & Company consultant and former researcher, his research has been covered by the Harvard Business Review, The Economist, BBC News, Freakonomics Radio, and the Washington Post. In his articles for Forbes, he writes on what students and professionals can learn from high school research, high school passion projects, critical thinking, and mentorship. At Lumiere, he leads a selective research program where students work one-on-one with a research mentor to develop an independent research paper. Connect with him on LinkedIn.