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Why Strong STEM Students Write Weak College Essays About Their Research

Many of the strongest students I work with have done serious research by the time they begin writing their college essays. They’ve worked in university labs, built machine-learning models, analyzed environmental data, or spent a summer trying to solve a technical problem that most adults would struggle to understand.

When these students sit down to write about that work, something strange happens. They default to explaining the project: how the model was trained, what variables were included, what the results showed. The writing is technically correct, but lifeless — and by the end the reader still has little sense of why the student cared about the project in the first place.

Students who write about research often assume their task is to explain the project clearly. If the research is impressive enough, the thinking goes, the essay will take care of itself. In practice, that approach almost always produces a weak essay.

What Admissions Officers Are Actually Looking for in Essays About Research

The college essay isn’t a research summary. It’s an attempt to show admissions officers how a student thinks. When students simply explain the project, they hide the very thing admissions officers are looking for: the intellectual experience behind the work. That experience usually begins with a moment — the question that first captured the student’s attention, the frustration of working with imperfect data, or the realization that made them see the problem differently.

Those moments reveal far more than the technical details of the project ever could.

The Achievement Trap

If you’ve spent months working on a complex project, you may be tempted to fill your college essay with technical details. After all, you don’t want admissions officers to overlook your achievements.

But the people reading your file already know you’re accomplished. They see your activities list, your research program, your awards, and often a recommendation from the mentor who supervised the work. 

If you try to explain the technical details of your research, two things will happen. First, admissions officers won’t understand what you’re talking about, and they’ll quickly lose interest. Second, they’ll know you’re subtly trying to prove how impressive your research is, and they’ll spot your “humble brag” from a mile away.

The strongest essays about research don’t spell out a student’s accomplishments. They assume the reader already knows they accomplished something important. Instead of trying to prove that point again, they focus on something much harder to communicate: the curiosity that drove the work in the first place.

From Wildfires to Curiosity

One student I worked with spent a summer building a machine-learning model designed to help predict wildfire risk. The project involved analyzing satellite imagery and environmental data to detect patterns that might signal where fires were most likely to spread. When she first wrote about her experience, the essay focused almost entirely on the technical side of the project: the structure of the model, the training process, and the variables used to generate predictions.

During one of our conversations, I asked a simple question: why had she become interested in wildfires in the first place?

She paused for a moment and mentioned watching news coverage of the Malibu fires a few months earlier. Entire neighborhoods were burning, and she remembered wondering why it seemed so difficult to anticipate where the fires would move next. As she began reading more about wildfire prediction, she discovered that scientists were already tackling the problem. What had first seemed like an overwhelming natural disaster started to look like a scientific puzzle — one she found both urgent and intellectually exciting.

That realization completely changed the essay. Instead of opening with the architecture of a machine-learning model, the story began with a student watching the news and asking a simple question about a real-world problem. The research project suddenly made sense as part of a larger intellectual journey.

The model was still part of the story, but it was no longer the center of it.

When an Essay Reveals How a Student Thinks

A student presented me with another typical essay on machine learning. The essay was technically competent, but it read more like a short lecture on algorithms and neural networks than an explanation of why the subject fascinated him.

During one of our Zoom sessions, I started asking him questions about why the field appealed to him in the first place. As he talked, he began pointing to things around him that were visible on the screen.

His room was extremely organized. Every object had a precise location. His desk was perfectly arranged. Even the drawers behind him were subdivided so that different kinds of supplies were separated into their own compartments.

At one point he stopped mid-sentence and laughed. He realized that the order in front of him was the same kind of order he was trying to understand in mathematics and computer science.

That moment changed the direction of the essay. Instead of explaining machine-learning algorithms, the essay began with something much simpler: a student who organizes his room with almost obsessive precision and who is drawn to intellectual fields that offer the same sense of structure.

From there, his interest in machine learning made sense as an extension of how he naturally approaches problems.

What College Essays About Research Are Really For

Students often assume their college essays should demonstrate how sophisticated their research is. In fact, the best essays reveal the mindset that led them to pursue the work in the first place.

Research always contains moments a student can draw on: the question that first sparked their interest, the frustration of working with imperfect data, or the realization that a model doesn’t behave the way it should. These moments reveal far more about a student than any technical description ever could.

When a student focuses on their actual experience, their essay stops sounding like a research summary and starts revealing something meaningful about themselves. And that’s when admissions officers take notice.


I also run workshops for research programs and academic institutes that focus on helping students explain complex work to a non-specialist audience. You can read more about those sessions on the Speaking & Workshops page.

Ready to explain your work — not just list it?

Many high-achieving students have done serious research but struggle to explain what drew them to it.

The strongest essays about research don’t summarize a project — they reveal how a student thinks about the problems they choose to pursue. If you’d like help developing that kind of essay, I’d be glad to work with you.

More Resources on College Essays

Want to dive deeper into my approach? Below are some of the most-read articles I’ve written on what makes a great college essay — and how to avoid the common traps.

My approach to coaching isn’t gimmicky — it’s thoughtful, honest, and built around helping you sound like yourself (at your best).

A no-nonsense guide to what admissions officers actually value — and why generic advice about “what colleges want” often backfires.

Not sure if you need coaching? This article helps you figure out what kind of support (if any) is right for you.

Even top students fall into predictable traps. This guide offers five common mistakes and how to avoid them.

Tips for writing compelling UC PIQ responses that sound like you — not like everyone else applying.

Most high-achieving students approach the college essay the wrong way. Here’s why that strategy backfires — and what to do instead.

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