Five Admissions Officers · April 2026

55 HS CS Projects: The AO-Only Verdict

Five admissions experts — elite private, large public, CS specialty, HS counselor, and diversity specialist — debated, scored, and argued over 55 project ideas. No engineers, no founders. Pure admissions perspective.

55
Projects Evaluated
5
Admissions Experts
4
Debate Rounds
10
Finalists Selected
The Panel

Who These AOs Are — and What They Actually Want

Five distinct admissions lenses on the same question: what makes a CS project application-worthy?

AO — Elite Private (Ivy League)

10 years at a top-3 Ivy. Reviewed 8,000+ CS applications. Knows what separates the 2% who get in from the 98% who don't.

AO — Large Public University

Directing admissions at a top-25 public. Holistic review for 60,000 applicants. Expert on institutional mission alignment.

AO — CS/Engineering Specialty School

Former CS professor turned admissions dean at MIT/CMU/Berkeley level. Designed admissions rubrics specifically for CS programs.

AO — HS College Counselor

20 years guiding students into MIT, Stanford, Berkeley. Former AO at two reach schools. 94% client admission rate.

AO — Diversity, Access & First-Gen Specialist

Dean of access and diversity at a top-15 university. Specializes in first-gen, low-income, and underrepresented admissions.

Round 1

The Philosophy — What Actually Impresses Us

First: what are we actually evaluating? Five different frameworks, one shared question.

AO — Elite Private
"I want to see a mind that couldn't help itself"
  • The best CS applicants don't do projects — they solve problems they can't stop thinking about
  • I can tell the difference between "I did this for college" and "I did this and it became my identity"
  • Intellectual originality: does this student see something others don't? Do they notice a problem no one else has named?
  • The 10x factor: is this something that, if it worked, would genuinely change something?
Concedes: "My colleague on the CS track once told me — raw engineering talent is rare and we should reward it. I'm inclined to agree. A student who can publish research or crack top Kaggle competitions has demonstrated something irreplaceable."
AO — Large Public
"Show me you understand where you are and where you're going"
  • Institutional mission alignment: our CS program graduates engineers for public infrastructure, healthcare systems, and civic tech — does this student's project reflect that?
  • Leadership in context: what have they built or organized that couldn't have happened without them?
  • Trajectory: not where they are, but where they're going and why this school fits that journey
  • Community roots: we want students who will stay connected to the communities that made them
Concedes: "The Ivy colleague is right that intellectual depth matters enormously. I'm just saying it doesn't have to be original research — a student who deeply understands a complex system and can explain it to others has demonstrated the same cognitive capacity."
AO — CS Specialty
"I want to see real computer science, not programming theatre"
  • Algorithm literacy: sorting, searching, graph traversal — are these in their toolkit or just CRUD apps?
  • CS as a discipline: does the student understand what computer science actually is vs. just writing code?
  • Mathematical maturity: discrete math, probability, logic — does their project reveal they understand the foundations?
  • Production thinking: can they reason about scale, failure modes, and tradeoffs — not just happy paths?
Concedes: "Community impact is not irrelevant — it's actually an excellent signal of systems thinking and empathy. But the impact has to be real, not performed. 'Helping seniors use technology' is more impressive than 'built an app for my school' if the student's actual contribution was genuine."
AO — HS Counselor
"The essay writes itself when the project is real"
  • The project must have a story the student can tell for 20 minutes without stopping — if they can't, the project isn't strong enough
  • Sustained commitment over time: did they start and finish? Did they iterate? Did they care when it was hard?
  • Genuine vs. performed impact: AOs have seen every variation of "community service project for college" — we can smell performative impact from a mile away
  • Evidence of growth: can the student articulate what they learned, what failed, and what they'd do differently?
Concedes: "The CS specialist is absolutely right that rigor matters. A student who can't think algorithmically will struggle in our program regardless of how impactful their project seems. I just want to make sure we don't conflate 'hard' with 'impressive' — those aren't always the same thing."
AO — Diversity & First-Gen
"Context is everything — I evaluate the journey, not the destination"
  • Resourcefulness: what did this student accomplish with the resources they actually had, not the resources they could have had?
  • Overcoming barriers: a first-gen student who built something for their community with a borrowed laptop is more impressive to me than a well-resourced student who did research at Stanford
  • Addressing real needs: did the student identify a problem in their actual environment and build something to address it?
  • Sustainability: did they build something that continues after they leave? That's leadership.
Concedes: "Technical depth absolutely matters — I don't want to suggest otherwise. But I want to make sure we're not designing an admissions system that only rewards students who had access to expensive resources, top-tier mentors, and unlimited time. The playing field isn't level."
Round 2

The Landscape — 55 Projects Across 6 Categories

Setting the table: the full range of what a serious HS CS project can look like.

🤖
AI / ML
15 projects
📱
Web / Mobile
12 projects
⚙️
Systems
8 projects
🔧
Hardware
8 projects
🔬
Research
7 projects
🌍
Community
5 projects
AO — Elite Private
"The categories tell me something before I read a single project"
  • Research projects carry the most weight — but only if the research is genuine and the student can explain their contribution, not just the team's
  • Community projects are undervalued by most students — done well, they show exactly the kind of sustained commitment I look for
  • AI/ML projects are increasingly table stakes — everyone has one, so the differentiator is impact and depth, not novelty
  • Hardware projects stand out because most HS students don't have the resources or skills to do them well — risk/reward is high
AO — Large Public
"I look for projects that couldn't have happened anywhere else"
  • The student's project should reflect where they come from — not try to imitate what students at wealthy schools do
  • Community and Hardware projects align perfectly with our land-grant, public-service mission
  • Open source contributions to real projects show exactly the kind of collaborative engineering we value
  • Projects that solve local problems in specific, named ways are far more credible than generic "help people" apps
AO — CS Specialty
"Every category has gems and duds — category alone means nothing"
  • A Web/Mobile app that uses a genetic algorithm for schedule optimization is more impressive than a half-baked "AI" project
  • Systems projects are the most reliable signal of real CS depth — networking, OS, compilers, databases
  • Research projects need rigor — reading about ML is not the same as contributing to ML research
  • Hardware projects at HS level often reveal more about the student's access to tools than their actual CS ability
AO — HS Counselor
"The best projects have a story you can feel"
  • For community projects: can the student name the specific person whose life was changed? That's the difference between statistics and impact
  • AI/ML projects work best when the student is the user — built for themselves or their peers first
  • Hardware projects have an inherent narrative advantage — they involve making something physical that can be shown
  • The most important thing: does the student stop being able to stop? That's what I look for in the essay
AO — Diversity & First-Gen
"My favorite projects are born from constraint"
  • A student who built a working app on a phone with limited data is more impressive than one who had a $3,000 development machine
  • Community projects in this category are often the most authentic — done for real people the student knows, not for admissions officers
  • Open source is a gift for students without access to research labs — you can contribute anywhere in the world with just a laptop
  • I'm skeptical of projects that required things the student wouldn't have had anyway — the resource story matters
Round 3

The Scoring — All 55 Projects Rated 1–10

Independent blind scoring. Each AO scored every project on their specific criteria. Below: the full ranked results.

Score key: E = Elite Private · P = Large Public · CS = CS Specialty · Cu = Counselor · D = Diversity/First-Gen
# Project Cat E P CS Cu D Total Score
Round 4

The Final Arguments — Where the AOs Disagreed

The sharpest points of contention that shaped the final 10.

CS Specialty AO
"Open source contributions are the most underrated project type"
  • Nothing else proves a student's code is production-quality like having it accepted into a real codebase used by millions of developers
  • The code review process itself is education — learning to respond to critical feedback from professionals is irreplaceable
  • It's also the most verifiable: the GitHub history is public and the contribution is timestamped and permanent
  • Students who do this well stand out sharply from those who just "built an app"
Counter: "The counselor is right that story matters. But open source contributions can have excellent stories too — the key is the student's ability to articulate what they learned from the review process."
Diversity/First-Gen AO
"The CS Summer Camp project should score highest — here's why"
  • Designing AND teaching a curriculum to underrepresented kids demonstrates leadership, pedagogy, and community investment simultaneously
  • The 80% "reported increased CS interest" is a pipeline change metric — the most durable form of impact
  • It's self-sustaining: the student built something that continues after they leave. That's not a project — it's an institution
  • And it required zero equipment beyond a room and a laptop. The resource story is perfect.
Counter: "I acknowledge the CS specialty colleague's concern that this is more management than engineering. But the curriculum design itself is a deeply technical exercise — and the leadership required to make it sustainable is genuinely rare."
Elite Private AO
"We need to talk about what 'original' actually means"
  • The word 'original' doesn't mean 'no one has ever done this before' — it means 'this student discovered this problem through their own observation and curiosity'
  • A student who notices that the school's lost and found is a disaster and builds a solution has been original in exactly the right way
  • ISEF and research publications are powerful — but only if the student's individual contribution is clear and they can defend it intellectually
  • The Homelab Dashboard is underrated: it's a beautiful demonstration of systems thinking and aesthetic sensibility that most students completely ignore
Counter: "I want to push back on my colleagues who think CS research is the only path. The counselor is absolutely right that sustained commitment matters more than category. A student who built a Club Leadership Hub and got 15 clubs to adopt it has demonstrated more leadership than a student who did one summer of research."
Large Public AO
"Scale and institutional adoption are the ultimate validators"
  • When a school district adopts a student's tool, when a counselor office uses their platform, when a local government references their data — that's real, and it's verifiable
  • The Club Leadership Hub getting 15 clubs to switch is exactly the kind of distributed adoption story that shows up well in our holistic review
  • Community impact that persists past the student's involvement is the gold standard — it means they built capacity, not just a project
  • Games infrastructure enabling esports at 3 schools is quietly one of the most impressive things on this list — it's civic infrastructure building
Counter: "The Elite AO is right that scale without depth is hollow. But I want to argue that in our context — a large public institution that serves 60,000 students — institutional adoption IS the depth signal. We're training engineers who will build for organizations, not just themselves."

Where All 5 AOs Agreed

On Impact
"Real impact is verifiable and specific. 'Helped 200 students' is interesting. 'Named and described one student whose grade improved, with permission to share their story' is remarkable."
On Leadership
"Leadership is not a title — it's the ability to get other people to do something they wouldn't have done otherwise. Projects that required recruiting others score higher."
On Technical Depth
"Depth doesn't mean complexity for its own sake. A student who deeply understands a simple system beats a student who superficially touches a complex one."