The Acceptance Rate Lie: Why Yours Is Probably Worse Than the Headline Number

Every selective admissions cycle, families anchor their planning on a single number. Harvard 3.6 percent. Columbia 4.23 percent. Stanford 3.95 percent. The number gets quoted, screenshotted, posted, and used as the benchmark against which a student’s application is judged.

The number is real. It is also close to meaningless for most applicants. Here is why.

What the published rate actually measures

The published acceptance rate is a simple ratio. Total admits divided by total applicants. The numerator and denominator both include groups of students who are evaluated on entirely different terms than the typical applicant.

The numerator includes recruited athletes, legacies, dean’s interest list applicants (often relatives or children of major donors), and children of faculty and staff. The admissions field shorthand for these four categories is ALDC.

ALDC admit rates are dramatically higher than the headline number. Per court-disclosed evidence in Students for Fair Admissions v. Harvard, covering Harvard’s admissions cycles for the classes of 2014 through 2019, the rates were:

• Recruited athletes: 86 percent admitted
• Children of faculty and staff: 47 percent admitted
• Dean’s interest list: 42 percent admitted
• Legacies: 33 percent admitted

Harvard’s overall admit rate during the same period was about 6 percent.

What this means in actual seats

The compositional effect is striking. Per a peer-reviewed analysis published in the Journal of Labor Economics by Duke economist Peter Arcidiacono using Harvard’s own admissions data, 43 percent of white admits to Harvard were ALDC. For African American, Asian American, and Hispanic admits, the share was less than 16 percent. The model further estimated that roughly three-quarters of white ALDC admits would have been rejected if they had not been ALDC.

The Class of 2019 dean’s interest list alone contained 192 admitted students, more than 10 percent of the class. The list is described in court documents as containing applicants whose families have donated to Harvard or are positioned to do so.

These categories do not float. They take seats from a predetermined pool every year, regardless of how strong the rest of the applicant pool is. If you are not in one of these categories, you are competing for a smaller pool of seats than the headline number suggests.

Early Decision rounds compound the effect

Most selective schools admit a large share of their class through binding Early Decision. Brown admitted 907 students through Early Decision for the Class of 2029, or 18 percent of the 5,055 ED applicants. The Regular Decision admit rate for the same class was about 4 percent. The ED round looks easier from the outside.

Inside that ED admit number, the composition shifts further toward institutional priorities. Brown admitted 90 students through its QuestBridge partnership for low-income students in ED for the Class of 2029. The university does not publish a breakdown of ED admits by ALDC category, but selective schools tend to concentrate athletic recruits and legacies in the early round because both groups make commitment decisions earlier than the general applicant pool.

For Class of 2030, Brown’s ED admit rate dropped to 16.5 percent and Questbridge admits dropped to 52. The headline percentage moves. The underlying composition stays close to stable.

The number that matters for your student

The published acceptance rate is the rate for everyone. Your student’s actual rate is the rate for unhooked applicants competing for the seats that remain after institutional priorities are filled. That rate is not published anywhere. It can be estimated from Common Data Set disclosures and court records, but selective schools do not break it out, and they have institutional reasons not to.

For Harvard during the period the SFFA case covered, the math suggests the unhooked admit rate sat below 5 percent against a published 6 percent. At the most selective schools today, the gap is likely larger because ALDC seats have remained roughly constant while the unhooked applicant pool has grown by tens of thousands.

The number your student should plan around is lower than the headline. Probably meaningfully lower. The right way to use the published rate is as a ceiling, not a benchmark.

What to do with this

Three implications.

First, the headline acceptance rate should not anchor your sense of whether your student is competitive. A 4 percent published rate at a top-five school is closer to 3 percent for an unhooked applicant. A 6 percent rate is closer to 4 percent. Adjust accordingly.

Second, the ALDC categories are real institutional priorities, not flexible targets. A school that admitted 192 dean’s list applicants last year will admit a similar number this year. Build your strategy around the seats your student is actually competing for, which is the unhooked share.

Third, the lower the school’s overall acceptance rate, the larger the ALDC share tends to be. The schools that look hardest from the headline number are exactly the schools where the unhooked rate diverges most from that number. The math works against the assumption that “if my student is strong enough for the top ten, the top five are similar.” They are not.

The acceptance rate is a real number. It is just not your student’s number. Plan accordingly.

The most common mistake strong students make on their applications is treating the activities section like a checklist of impressive things. National Honor Society. DECA. Debate. Model UN. Robotics. Hospital volunteering. Mock trial. Each one carefully chosen because someone said it would look good. Each one adding a line to the resume.

This builds the wrong kind of application. Selective admissions does not reward breadth. It rewards a coherent identity that an admissions officer can describe in one sentence after closing the file.

What the AO is actually trying to build

The framing matters. Selective schools are not looking for well-rounded students. They are looking for a well-rounded class, which is a different thing entirely.

Peter Johnson, former Director of Admission at Columbia University, has talked publicly about a category he calls “niche applicants”: students who have developed deep independent expertise in a specific area, whether science, humanities, athletics, or something more unusual. Selective admissions offices want a class that, in aggregate, has expertise across many fields. They build that class by admitting students who are deep in one thing, not students who are shallow in many.

The implication is that “do a little of everything to look well-rounded” is now actively counterproductive. It produces the kind of resume that gets read in eight minutes and forgotten in eight seconds, because there is nothing to remember.

What “angular” actually means

The word that has stuck in admissions circles is “angular.” An angular student has developed a clear specialty. The specialty might be academic (machine learning, microbiology, classical philosophy), creative (theater, classical music, fiction), service-based (a multi-year commitment to one specific community organization), or some combination. What matters is that the activities, the essays, and the recommendations all point in the same direction.

Angular does not mean narrow. A student deeply interested in computational biology can run a school club, do summer research at a university lab, win competitions in the field, write essays about a moment of intellectual discovery, and ask a science teacher and a research mentor to write recommendations. The resume can have ten lines and still tell one story. Each line reinforces the others.

The opposite is the well-rounded student who is the president of DECA, the founder of a small nonprofit, the captain of the tennis team, and an Eagle Scout. Each of those is impressive. None of them connects to the others. The admissions officer walks away unable to describe this student except as “a strong kid who did a lot of things.” That is the kiss of death in a competitive pool.

The DECA problem

DECA has more than 3,500 high school chapters and over 200,000 members. There are thousands of investment club founders, thousands of small-nonprofit founders, and thousands of tutoring program organizers applying every cycle. These activities are not bad, they are just no longer differentiators. Putting one of them in the top three slots without a clear connection to a deeper theme tells an admissions officer that your student did what students who want to look good for admissions do.

The question is not whether your student is in DECA. The question is whether DECA connects to something distinctive about your student. If it does, it strengthens the angle. If it does not, it is taking up a slot that should be doing more work.

What this means for your student

Three implications.

First, the resume is a story, not a list. Every line should reinforce the theme. The lines that do not should be considered for cutting, even if the activity itself was good work.

Second, depth in one direction beats breadth in five. A student who has spent four years going deep in one area, with one significant project to show for it, is more memorable than a student with eight clubs and no clear focus.

Third, the theme should be visible to a stranger in two minutes. Hand the activities section and the essay topics to someone who does not know your student. Can they describe what your student is about in one sentence? If yes, the theme is working. If no, it needs sharpening.

Admissions officers spend about eight minutes per application. They are not reading for completeness. They are reading for memorability. The students who are remembered are the ones who built one strong angle, not the ones who tried to cover every base.

The previous post in this series laid out the structural picture. Even highly selective colleges are now anxious about filling their classes. The May 1 deposit deadline is functionally extending into August. Federal funding pressure is forcing layoffs at multi-billion-dollar institutions. The demographic cliff is here.

This post is the strategic playbook for families building college lists in this market. Five things to do differently than five years ago.

Sort the list by who needs whom

The safety-target-reach framework treats every school as the same kind of question with different selectivity. The current market makes that framework misleading. The better sort is by who needs whom.

The most selective schools at the top of the market do not need any particular student. They have more qualified applicants than seats. Your student competes for them. This is the small number of schools where the traditional framework still applies.

Most other selective schools need your student more than your student needs them. They have yield anxiety. They want students who will deposit and show up in August. This is where families have leverage they did not have a decade ago. The right way to use it is to identify these schools deliberately and engage with them on terms that reflect the actual dynamic, not the implied one.

A useful test: does the school’s published yield rate exceed 50 percent? If yes, the school is closer to the buyer end of the spectrum. If no, the school is closer to the seller end and likely to court students it admits. Yield rates are in every school’s Common Data Set.

Treat Early Decision as a yield signal, not just a strategy

Early Decision is now the primary tool selective schools use to manage yield. Schools adding ED for the first time (Michigan for 2026-27, USC for 2027-28) are signaling that they need to lock more of the class before May 1 than they used to.

This changes the ED calculation. Applying ED to a school that needs the yield is a stronger signal than applying ED to a school that does not. The student is telling the school “I will come if you admit me,” which is exactly what a yield-anxious school wants to hear. The bump in admit rates families chase with ED is real, and it is larger at schools with yield anxiety.

The constraint is the same one ED has always had. ED forecloses financial aid comparison. If your family needs to compare financial offers across schools to make the choice work, ED is the wrong tool. The decision needs to be made with the financial implications fully in view, not after the offer arrives.

Build for the after-May-1 cycle

The cycle no longer closes on May 1. Plan for that.

If your student is admitted to multiple schools, the standard advice is to deposit at the best fit by May 1 and withdraw the rest. That advice still applies. But it is now also reasonable to stay attentive through the summer for two things. First, late waitlist movement at schools where your student was waitlisted. Per Duke’s 2025 pattern, this can extend into August. Second, late merit aid offers from schools that need yield. These are not common but they happen, and they can change the financial picture meaningfully.

The practical version: keep your student’s personal email on file with every school where they were admitted or waitlisted, not their high school email which they will lose access to after graduation. Check it through July at least.

Evaluate institutional financial health on every private school

This is new. Five years ago, families could assume that any selective private college on the list would still be operating four years later. That assumption is no longer safe at the lower end of the selectivity spectrum.

For every private school on the list, look at three things. Endowment size, which is public on the school’s website. Recent enrollment trends, which are public through the federal IPEDS database. And any news of program cuts, faculty layoffs, or merger discussions, which are in local higher-education news coverage.

A school with a small endowment, declining enrollment, and recent program cuts is a school that could close mid-degree. That is a worse outcome for your student than a school that does not make the final list. The screening does not need to be exhaustive. It needs to catch the schools that are visibly in trouble.

Hold the strategic question separate from the emotional one

The most consequential cognitive trap in college list-building is conflating “where would my student be happy” with “what is realistic for my student to get into.” These are two different questions. They get answered together because the answers feel connected, but the connection is illusory.

The right process is to answer them separately. First: what kind of school would my student actually thrive at? Size, location, academic environment, social environment, cost. Build a list of those criteria first, without thinking about admit rates.

Then: given the schools that match those criteria, which ones is my student a competitive applicant for? This question has a different answer in a K-shaped market than it did five years ago, because the schools in the middle of the selectivity range are now more willing to admit a wider range of students than their published numbers suggest.

A list built this way looks different from a list built by starting with brand names and working down. It also produces better outcomes.

The most important reframe is the simplest. Families and schools are increasingly competing for each other, not just families competing for schools. Once you see that, the rest of the strategy follows.

The pathway programs covered in the previous two posts in this series are not isolated. They are one symptom of a larger shift. Even highly selective colleges, the kind families have always treated as buyers rather than sellers, are now anxious about filling their classes. That anxiety is reshaping the admissions cycle in ways every family building a list should understand.

The summer of 2025

The cleanest evidence is what happened last August. Duke reopened its Class of 2029 waitlist on July 29, 2025, two weeks before move-in. Per the Duke Chronicle, the admissions office contacted approximately 50 students who had previously been waitlisted, gave them 24 hours to reconfirm interest, and admitted them on an accelerated timeline.

Per a Chronicle of Higher Education piece in August 2025, Duke was not alone. Harvard, Stanford, and Rice also admitted students from waitlists late in the summer. Per Rice’s spokesman to the Chronicle, Rice entered fall 2025 with the largest class in the university’s history. Per higher-education journalist Jeff Selingo, quoted in the same Chronicle piece, the late-summer offers required an “incredibly powerful” brand because the school is “pulling people who not only moved on from you, but are integrated into another university.”

When the most selective US universities are courting students who have already deposited elsewhere two weeks before move-in, the cycle has fundamentally changed.

What is driving it

The proximate cause is federal funding pressure. Per Inside Higher Ed and the Duke Chronicle, Duke lost approximately $108 million in frozen federal grants and identified $299 million in savings through buyouts and building closures. Five hundred ninety-nine Duke employees accepted voluntary buyouts in summer 2025. Northwestern eliminated 425 positions after the Trump administration froze $790 million in research funding. Stanford planned 363 layoffs. Columbia fired nearly 180 researchers. Johns Hopkins reduced its workforce by more than 2,000 employees. Harvard allocated $250 million to backfill research funding cuts.

These are the wealthiest universities in the country. Multi-billion-dollar endowments. The kind of institutions families have always assumed were immune to financial stress. They are not.

Tuition revenue from the entering class matters more than it used to. When research funding is frozen and operating budgets are tightening, every empty seat in the freshman class is lost revenue that cannot be recovered for four years. That math is what produced the August waitlist activity.

What is being added on the front end

The same anxiety is reshaping the application calendar. The University of Michigan added a binding Early Decision program for the 2026-27 cycle, the first in the school’s history. Per a Michigan regent quoted in The Michigan Daily, the rationale was direct: Michigan has been “losing some of the best students to other schools and colleges that offer Early Decision,” and ED would make Michigan “more competitive.”

USC announced in February 2026 that it would expand Early Decision from a Marshall School of Business pilot to nearly all undergraduate programs starting with the Class of 2031. Per the College Kickstart writeup, USC will run three application rounds going forward: ED, EA, and RD.

These are not regional colleges scrambling for students. Michigan and USC are top-tier institutions with strong applicant pools. They added ED for the same reason a dozen other selective schools have leaned harder on it: binding commitment in November locks yield months before May 1 and reduces the uncertainty that May through August now produces.

The deposit problem

The May 1 deposit deadline used to mark the close of the admissions cycle. It no longer does in practice. Per a Chronicle of Higher Education piece in May 2026, about a dozen institutions started publicizing their fall 2026 deposit numbers within days of May 1, framing the early count as evidence the class was already filled. The University of New Haven called its Class of 2030 “record breaking” before the seniors who would join it had even graduated.

The complication, per an EAB survey cited in the same Chronicle piece, is that approximately 14 percent of admitted students deposit at multiple schools. The deposit at one school does not actually commit the student. Summer melt persists. Schools can technically poach students who have already committed elsewhere by offering last-minute incentives, most often merit-aid sweeteners offered after May 1 to families who had committed to a different school.

The cycle no longer closes on May 1. It extends into June, July, and increasingly August.

The K-shaped market

What is happening underneath all of this is a structural shift the higher education sector has been bracing for. Per Western Interstate Commission for Higher Education projections, the number of US 18-year-olds peaks with this year’s high school graduating class and then declines for the next 15 years. Per Huron Consulting Group, 442 of the country’s 1,700 private nonprofit four-year colleges and universities are at risk of closing or merging within the next decade. Per BestColleges tracking, at least 16 nonprofit colleges closed in 2025, on top of 16 the prior year.

The selectivity bifurcation is real. At the top, application volumes keep rising, acceptance rates keep falling, and yield remains high because students still want to attend. The pressure is concentrated at the next tier down and below. Schools that families have always treated as solid targets are now operating with much narrower margins for error on yield. Some are scrambling. Some are courting admitted students with merit money they would not have offered before. Some are using their waitlists more aggressively than their historical numbers suggest.

This is the K-shaped admissions market. At the top, selectivity hardens. Everywhere else, schools are getting more anxious about filling their classes, even when their published acceptance rates look healthy.

What this means for your student

The implications run deeper than any single year of the cycle. The traditional safety-target-reach framework was built for a market where families competed for seats at fixed institutions. The current market is more two-sided. Families compete for seats. Schools compete for families. Your student is being evaluated, and your student is also being recruited.

The next post in this series looks at what to actually do with this picture when building a college list.

A pathway offer is not a normal admission and not a rejection. It is a third category families rarely think about until one shows up in their student’s portal with a short decision window and minimal explanation.

The previous post in this series cataloged the nine pathway programs we are tracking at selective American universities. This one is for families who have received one or anticipate receiving one. Six things to do, in order.

Read what “conditional” actually means

Every pathway has academic and conduct requirements the student must meet to enroll. Vanderbilt-Verto requires completing the Verto year on Verto’s academic terms. Cornell’s Guaranteed Transfer Option requires a 3.0 GPA at another accredited college with a full course load and no disciplinary action. USC’s Trojan Transfer Plan requires 30+ transferable units with primarily As and Bs. U-M’s MAES Winter Cohort forbids enrolling anywhere else during the gap semester, on penalty of losing first-year status.

The specifics matter. A 3.0 threshold is materially easier to hit than a 3.5. A program that forbids fall enrollment elsewhere closes off options a program with no such rule keeps open. Email the admissions office if any condition is unclear before responding.

Ask for a decision extension

The decision windows are often unreasonably short. Two days, in the Vanderbilt-Verto case. Most admissions offices will grant a reasonable extension if you ask directly:

> Dear [admissions officer], > > Thank you for the offer of admission to [program]. We received it on [date] with a current deadline of [date]. This decision involves evaluating the program, the financial implications, and comparing against other admissions our student is holding. We would appreciate an extension to [specific later date] to make it carefully.

Schools grant extensions more often than families assume because they want students who choose deliberately. A program that refuses any extension is telling you something about how the school sees the offer.

Understand who issues the credit

For delayed-start programs at the destination school (Tulane Spring Scholars, U-M MAES, Miami First-Year Spring), the credit is from the destination school. For Northeastern’s N.U.in and NU Bound, the credit is Northeastern credit even though the student is abroad. For year-elsewhere pathways (Cornell, USC, Georgia Tech, Vanderbilt-Verto), the credit is from another institution. For Vanderbilt-Verto specifically, it is University of New Haven credit.

The institution issuing the credit shapes the academic experience that first year and shows up on the transcript graduate schools eventually see.

Get a written credit evaluation before saying yes

This is the question almost no family asks before accepting a pathway offer, and it is often the most expensive mistake. For any pathway where the first year’s credit is from another institution, ask the destination school in writing how many of those credits will actually count toward your student’s degree at the destination school.

The headline numbers are bad. Per analysis of National Center for Education Statistics and Government Accountability Office data, the average transfer student loses more than 40 percent of their credits. The average community college student transferring to a public four-year institution loses around 20 percent, equivalent to almost a full semester of work. A school that says it “accepts up to 60 credits” often assigns many of those credits to general electives rather than to your student’s major requirements, which forces them to retake required courses they have already paid for once.

For a year-elsewhere pathway, the cost of credit loss is concrete. Twelve to fifteen credits lost means an extra semester at the destination school’s tuition rate, plus another semester of housing, plus a delayed graduation date. At Vanderbilt’s published tuition, that is roughly an additional $50,000 plus living expenses. The math on the four-year total changes substantially if your student ends up paying for nine semesters instead of eight.

The protection is straightforward. Before accepting the pathway, email the destination school’s transfer office and ask for a written evaluation of how the courses your student plans to take that first year will count. Ask specifically: how many credits will transfer, how many will count toward major requirements rather than general electives, and what the minimum grade is for each course to count. Get the answer in writing. If the destination school is unable or unwilling to provide one, that is information about how the pathway actually works in practice.

Price the four years honestly

A pathway is not “four years of the destination school.” If the credit transfer goes badly, it is one year of the pathway plus three and a half or four years of the destination school. Run both scenarios against the four-year cost of the alternative your student already holds.

Ask the question that is actually being asked

The pathway offer is not asking “do you want to go to Vanderbilt.” Your student already answered that when they applied. It is asking a different question: do you want to spend your first year of college in this specific way? Traveling with a vendor for Verto. Gap semester at home for U-M MAES. Full year at another college for Cornell GTO.

Ask your student honestly: would you choose this specific first year on its own merits, without the destination school’s name attached? A student who would have loved a year traveling with a vendor regardless of where it led has a clear yes. A student who would have hated that year except for the Vanderbilt name is likely to hate it once they are in it.

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The next post in this series looks at the bigger pattern these pathway programs are part of.

On March 25, 2026, Vanderbilt released regular decision results for the Class of 2030. A subset of applicants got a fourth option that did not exist last year. A partnership with a company called Verto Education that would let them spend their first year of college traveling abroad with a third-party vendor, then transfer into Vanderbilt as a sophomore. Per the Vanderbilt Hustler, some students had as little as two days to decide.

Vanderbilt got attention because Vanderbilt is a brand families recognize. The practice it represents is much older. Selective schools have been quietly running conditional and delayed-start admission programs for nearly two decades.

Nine programs you probably haven’t heard of

Northeastern N.U.in (since 2007). Fall semester at a Northeastern campus in one of nine countries, then Boston in January as a full Northeastern student.

Northeastern NU Bound. Full year abroad in London or Oakland, then Boston as a sophomore.

Tulane Spring Scholars. January start instead of August. Fall at home or study abroad through Tulane partners in Rome, Paris, London, Barcelona, Sydney, or Tokyo. Per Tulane’s admissions blog, the program exists because “we have more academically strong, interesting, and engaged applicants than we have room for.”

Cornell Guaranteed Transfer Option. Decades-old. Select denied applicants get a guaranteed seat the following year if they complete a full year at another accredited college with a 3.0 GPA, a full course load, and no disciplinary action.

USC Trojan Transfer Plan. Invitation-only. Complete 30+ transferable units with primarily As and Bs at another accredited school, transfer in as a sophomore.

University of Michigan MAES Winter Cohort. Run by the School of Kinesiology. Up to 50 waitlisted students take a gap semester at home (no enrolling elsewhere), start in January, complete a mandatory summer including a Michigan Athletics partnership, and become sophomores in September.

University of Michigan SMI Program. Same model for Sport Management majors. Per the U-M Kinesiology magazine, the school created these programs to “enable more undergraduate students to enroll.”

Georgia Tech’s five pathway programs. Arts and Sciences, Conditional, Talent Initiative, Atlanta Public Schools, and Atlanta Bridge. Denied first-year applicants who meet criteria get guaranteed transfer after 30+ semester hours elsewhere with required GPA. Georgia Tech enrolls roughly 1,400 transfer students annually, about 20 percent of undergraduate enrollment.

Vanderbilt-Verto pathway (new for Class of 2030). First year traveling with Verto Education, a private third-party vendor with 40+ college partners. Credit issued by Verto’s accredited provider, the University of New Haven. Sophomore year at Vanderbilt if transfer requirements are met.

What they have in common

The honest story is consistent across the schools that have explained themselves publicly. They have more qualified applicants than seats. Dorms hold a fixed number of beds. Classroom sections fill at a fixed number of seats. A sophomore transfer in 2027 does not need a 2026 dorm bed. A winter admit does not need a fall orientation slot. The pathway lets schools admit more students than the headline acceptance rate suggests.

Three structural flavors

Delayed start at the same school. Tulane Spring Scholars, U-M MAES and SMI, Miami First-Year Spring. The student is fully admitted from day one and graduates on time. The fall is theirs to fill.

Year abroad through the school. Northeastern N.U.in and NU Bound. The student is a Northeastern student from day one. The credit is Northeastern credit.

Year elsewhere, transfer in. Cornell GTO, USC TTP, Georgia Tech’s pathways, and Vanderbilt-Verto. The student attends another institution and transfers. The first-year credit is from the other institution, not the destination school.

Vanderbilt-Verto is news because it is the first major US private to use a commercial third-party vendor as the routing mechanism. Cornell uses other accredited universities. Georgia Tech uses specific partners. USC lets students choose any accredited school. Vanderbilt outsourced the side door to a company.

What this means for your student

These programs operate quietly. A student who gets one of these offers in March often had no idea the program existed. If a pathway offer arrives, the decision needs more time and more careful thinking than the short window most schools provide. The next post walks through how to evaluate one.

In the last twelve months, more than two dozen American universities have launched, announced, or are actively staffing new degree programs built around artificial intelligence. USC, Columbia, Pace, New Mexico State, the University of South Florida, the University at Buffalo, Carnegie Mellon, MIT, Stanford, Northeastern, and dozens of others have new tracks, majors, or entire colleges that did not exist three years ago. The pace is unusual. The framing is even more unusual.

For a junior parent reading the press releases, this looks like good news. Schools are responding. The system is adapting. The right move is to find the program with the strongest AI brand and apply.

That read is incomplete, and the gap between what the press release says and what the program actually is matters more than parents realize.

What’s actually being built

There are four distinct categories of new program, and they’re often described in identical marketing language even though they are very different products.

The first category is the genuinely new academic discipline. MIT’s “AI and decision-making” major sits inside the EECS department and combines computer science, probability, statistics, and decision theory into a coherent four-year curriculum. Carnegie Mellon’s undergraduate AI major does similar work. These programs were designed from scratch by faculty who had to argue internally for the new track, hire for it, and accept that some students who would otherwise have done CS will choose this instead. The curriculum is structurally different from a CS degree. The faculty are different. The career outcomes will be different.

The second category is the cross-disciplinary college or institute. The University at Buffalo’s new AI and Society department, the University of South Florida’s AI and cybersecurity college that enrolled three thousand students in its first semester, USC’s AI school. These are organizational creations that pull faculty from existing departments — engineering, computer science, philosophy, business, sometimes the humanities — and recombine them under a new name. The educational substance varies enormously. Some are real. Some are administrative repackaging.

The third category is the existing degree with a new name. A “Data Science and AI” major that is, on inspection, the same data science curriculum the school has offered since 2018 with two new electives. A “Machine Learning Engineering” track that is the existing CS major plus a required ML course. These programs exist because admissions offices have noticed that students will pay tuition for the right name on the diploma. There is nothing wrong with these programs intrinsically. The substance is real. But they are not new programs.

The fourth category is the marketing announcement that is not yet a program. The university press release says the AI major will launch in fall 2027. The faculty have not been hired. The curriculum is in committee. The first cohort will be enrolled before anyone has taught the upper-division courses. Students who apply to these programs are buying a promise, not a track record.

How to tell which is which

Three questions worth asking, before letting your student fall in love with a program because of the name on the page.

One. How many faculty are listed in the program’s directory, and where did they come from? A real new AI program has ten to thirty faculty members whose research is listed on the program’s site. Their names, their papers, their courses. If the directory is a bulleted list of “affiliated faculty” linking out to other departments, the program is administrative repackaging. That’s not necessarily bad, but it tells you what the student will actually be enrolled in.

Two. What is the required curriculum? A real AI program has a four-year sequence with required courses that build on each other — linear algebra, probability, machine learning, deep learning, a capstone. If the curriculum is “any four of these twelve electives,” the student is getting CS with a different name. Look at the actual course catalog, not the program description.

Three. What happens to graduates? If the program is two or three years old and has graduates, where did they go? If the program is brand new, what’s the school’s track record placing students in adjacent fields? Carnegie Mellon’s undergraduate AI students go to graduate school and to AI labs. A program at a school whose CS placement is weak will not produce different placement just because the major has a different name.

What this means for application strategy

The strategic move is to separate the program from the school’s overall reputation. Most parents work backwards from school name to major. The students who do best in 2026 work the other direction. They figure out what the student wants to study, evaluate which programs can actually deliver that, and then make peace with the school list that follows.

For a student who genuinely wants to study AI, that probably means a top CS program with a strong ML faculty — Berkeley, Carnegie Mellon, MIT, Stanford, Cornell, Michigan, Georgia Tech, Toronto — and an honest read on whether the new AI-branded programs at less-resourced schools will deliver something equivalent. Often they will. Sometimes they won’t.

For a student who is interested in AI as a path to interesting work but doesn’t necessarily want to do the math, the answer is often a strong applied math, statistics, or cognitive science program at a university with active AI research, rather than the AI major at a school with a less developed research base.

For a student who is interested in the social and policy dimensions of AI — how it shapes work, regulation, access, equity — the new AI and Society programs at Buffalo and elsewhere are doing real work. These are interesting destinations and they admit at higher rates than CS or AI engineering majors at the same schools.

The substance, not the slogan

The schools building real AI programs are doing important work, and the students who get into them will benefit. The schools rebranding existing programs are not doing anything wrong, but the rebrand should not be read as a curricular signal. The schools announcing programs that do not yet exist are taking a real risk with the first few cohorts of students who enroll.

The right question for a junior right now is not “which schools have an AI program?” Most do, or will. The right question is “which AI programs have substance behind them, and does the substance match what my student actually wants to learn?”

Those answers are not in the press release. They’re in the faculty directory, the course catalog, and the placement data. Anyone helping you evaluate a program should be looking at all three.

If you’re putting together a college list for a junior with a real interest in AI or an adjacent field, that’s a conversation worth having with the substance in front of you. Press releases are easy to find. The harder questions take a real read.

For the last fifteen years, the safe answer to “what should my kid major in?” was computer science. Strong job market. High starting salaries. Translatable to almost any industry. Parents pushed students toward it. Students applied in record numbers. By the Class of 2026, eleven percent of all college students were majoring in CS, up from seven percent a decade earlier.

That run is over. And the families who are paying attention are now making the next mistake.

What just happened to CS

Three things broke at once.

First, the entry-level job market for CS graduates collapsed. According to Handshake’s analysis of Class of 2026 hiring, software engineering roles fell from a top five most-posted entry-level job every year between 2018 and 2023 to ninth place in the 2024-25 cycle. Tech companies cut more than 260,000 jobs in 2023 alone. New CS graduates are taking six-plus months to land a first role.

Second, generative AI came for exactly the work that junior software engineers used to do. Boilerplate code, basic debugging, documentation, the stuff a new graduate gets paid eighty thousand dollars to learn on the job, is now done faster and more accurately by an AI model. Seventy percent of Class of 2026 CS majors describe themselves as pessimistic about their careers. Among those, two-thirds explicitly cite AI as a reason. This is the demographic actually doing the work, telling you the work is changing.

Third, students started voting with their feet. The University of California system, a leading indicator for the rest of the country, reported a six percent drop in CS enrollment in the 2025-26 cycle, on top of a three percent decline the year before. It is the first sustained decline since the dot-com crash. The Computing Research Association’s most recent survey found sixty-two percent of universities reporting falling CS enrollment.

The decade-long surge has reversed. That is not a small story. And it has been on the front page of TechCrunch and the Washington Post in the last few weeks.

Where the money is moving

Here is where it gets interesting for a junior parent right now. Students are not leaving technology. They are moving sideways into majors that look more durable.

USC, Columbia, Pace University, New Mexico State, and the University of South Florida all launched dedicated AI majors this year. MIT’s “AI and decision-making” track is now its second-largest major. Buffalo opened seven new AI-focused undergraduate programs and got two hundred applications before the doors opened. Cybersecurity programs are absorbing thousands of students. Data science is everywhere. Mechanical and electrical engineering, the parts of engineering that build things AI cannot yet replace, are growing.

This migration is rational. A student in 2026 looking at a CS program that is mostly about writing code, when AI now writes that code competently, is right to ask whether the major is still the right vehicle. So the strategic move looks obvious. Skip CS. Apply to AI, or data science, or cybersecurity. Same career outcome, more durable framing.

That is where the trap is.

The trap

Every wave of “the new safe major” creates the next bubble. CS in 2010 was a smart pick because few students were doing it and the demand was structural. CS in 2024 was the most-applied-to major at every selective school in America and admit rates at top programs cratered to three to six percent. The major did not change. What changed was that everyone showed up at once.

AI is now in the position CS was in around 2015. Demand looks structural. The story is plausible. Programs are launching faster than they can be staffed. And every parent and student who reads the same TechCrunch article you read this morning is reaching the same conclusion: switch from CS to AI.

By the 2027 application cycle, AI will be the most over-applied intended major at any school that offers it. By 2028, admit rates to AI programs at selective schools will look like CS admit rates today, three to six percent, with applicants who all have research experience, hackathon wins, and personal projects deployed on GitHub. The strategic move that made sense for the Class of 2018 will be the wrong move for the Class of 2030.

This is not a prediction that requires unusual foresight. It is the same dynamic that produced the CS bubble in the first place, running one cycle later, on a different bucket.

What this means for a junior right now

Three things to think about, if you are applying in the 2027 cycle.

One. The intended major box on the Common App is a strategy question, not a paperwork question. Selective schools that admit by program, including Cornell, Carnegie Mellon, Berkeley, and Michigan, have admit rate gaps of two to three times across colleges within the same university. Cornell’s College of Arts and Sciences admits at nearly double the rate of its College of Engineering, and that gap has widened in 2026, not narrowed. Berkeley’s L&S Computer Science path admits at thirteen to fifteen percent. Berkeley’s EECS program admits under five percent. Same university. Same CS degree. Different application odds.

Two. Applying to CS now might actually be the contrarian move. The pool is thinning. The seats are not shrinking yet. A junior who genuinely loves the discipline, not the salary, the discipline, has better admit odds in 2027 than the previous five years. That window will close. It is open right now.

Three. If your student is genuinely AI-curious, the strategic move is not to apply as an AI major. It is to apply as math, applied math, statistics, cognitive science, or, at schools without an AI track, CS with research experience that signals AI-relevant work. These paths route to the same graduate school options, the same job market, and dramatically better admit rates than whatever the hot bucket happens to be in 2027.

The actual question

The question worth asking your junior is not “what is the safe major now?” The question is “what does this student actually want to be doing at twenty-six years old, regardless of what the application strategy is?” Because every other variable, the major, the school, the application angle, flows from that. Every other approach is just chasing the last bubble’s headline one cycle late.

If you are rethinking your junior’s college list and want to talk through what their actual options look like given their interests and the current cycle data, that is a conversation worth having early. The decisions that matter most happen between May and September of junior year. We are in May.

Most college lists are built on brand instinct. The family has heard of eight or ten schools, the counselor adds a few more, someone suggests a safety, and the list is done. Then April arrives and every school on the list says no.

The problem is rarely the student. It is the list. A list built around reputation rather than fit, around the hierarchy that existed ten years ago rather than the cycle your student is actually entering, is a list designed to produce disappointment.

The old framework is broken

For decades, families have used a simple model: reaches, targets, and safeties. A few dream schools at the top, a few realistic schools in the middle, and one or two schools at the bottom where admission is guaranteed.

In the 2026 cycle, that framework is unreliable. Schools that families have always considered targets are now operating at single-digit acceptance rates. Vanderbilt’s regular decision rate this spring was 2.8%. Northwestern, Johns Hopkins, Tufts, and Duke are all in the same territory. A student who built their list with these schools as targets found out in April that their targets were statistically harder to get into than some Ivies.

The reach/target/safety model still has value, but only if the tiers are built on current data rather than parental memory.

Start with the Common Data Set

Every college publishes a Common Data Set. It is free and public. Google the school name plus “common data set” and the PDF is in the first few results.

Four numbers matter. The admit rate tells you the overall selectivity. The yield rate tells you how often admitted students choose to enroll. The 25th-75th percentile test score range tells you where your student falls relative to admitted students. The percentage of students receiving non-need merit aid tells you whether the school uses discounting to attract enrollment.

Your student should be at or above the 50th percentile for test scores at every school on the list. Below that, the odds are structurally against you regardless of how strong the rest of the application is.

Build the list around institutional priorities, not rankings

Different schools reward different things. A school that is building its engineering program values a different profile than a school that is trying to strengthen its humanities reputation. A school with a strong pre-professional culture evaluates applications differently than a school that prizes intellectual exploration.

The college list should match what your student actually offers to what each school actually wants. A genuinely well-rounded student applying almost exclusively to schools that reward deep spikes will come away empty from every one. A student with a strong creative portfolio applying only to schools whose institutional priorities are narrowly pre-professional is making the same mistake in reverse.

This is where the research happens. Look at what each school is investing in. Read the president’s strategic plan. Look at which departments are hiring. Look at which programs are expanding. The schools that are growing in the direction of your student’s strengths are the schools where your student’s application will resonate.

How many schools

There is no universal right number. But there are principles.

A list of 20 schools is almost always too many. Your student cannot write 20 genuine, deeply researched supplements. The quality of each application degrades as the list grows. A mediocre supplement sent to 20 schools will produce worse outcomes than an excellent supplement sent to 10.

A list of 6 schools is almost always too few. In a cycle this unpredictable, you need enough breadth to absorb the randomness.

For most strong students applying to selective schools, 10-14 is the working range. Within that range, the distribution matters more than the count. A list with 10 reaches and no targets is a list that produces zero admits. A list with 10 safeties and no reaches is a list that produces regret.

A reasonable distribution: 3-4 schools where your student is a strong fit and admission is highly likely, 4-5 schools where your student is competitive and the outcome could go either way, and 2-3 schools where your student is reaching but has a genuine case for admission.

The financial lens

Every school on the list should pass a financial test before the application goes in. Run the Net Price Calculator for each school. If the estimated net cost is beyond what your family can afford, either remove the school or have a clear plan for how to close the gap through merit aid or financial aid appeals.

A list that includes three schools your family cannot afford without significant aid is a list that may produce three admits your family cannot accept. That is a worse outcome than a smaller list of schools you can actually attend.

The demonstrated interest filter

Check the Common Data Set for each school. If “level of applicant’s interest” is rated as important or considered, that school rewards demonstrated interest. Your student should be actively engaging with these schools: campus visits, email list signups, regional rep contacts, virtual events. Schools that track demonstrated interest should get more of your student’s pre-application time and attention.

Schools that explicitly say they do not consider demonstrated interest, and several top schools do, should not consume energy on engagement tactics. Focus the application quality on those instead.

The bottom line

A college list is not a wish list. It is a strategic document that should be built on current data, institutional fit, financial reality, and an honest assessment of where your student’s profile is strongest relative to the applicant pool. The families who build lists this way end up with choices in April. The families who build lists on brand instinct end up with surprises.

If you want help building or pressure-testing your student’s college list against current data and institutional priorities, that is exactly the kind of work we do in a 30-minute strategy session. No pitch. No contract.

Every selective college application has sections marked “optional.” An additional essay. A video introduction. A research paper upload. A portfolio submission. An “Additional Information” box at the end.

Most families read “optional” and skip it. That is a mistake.

Why “optional” does not mean optional

When a school marks something as optional, they are giving your student an opportunity to show more of who they are. Every other applicant in the pool is getting the same opportunity. The students who take it are adding material to their file. The students who skip it are not.

An admissions officer reading a file with a thoughtful additional essay, a well-chosen portfolio piece, or a brief video introduction has more to work with when building a case in committee. An admissions officer reading a file that skipped every optional section has less. When two applicants are otherwise comparable, the one who gave the committee more material to advocate with has an edge.

Choosing not to submit an optional component is choosing to leave an advantage on the table.

The Additional Information section

This is the most underused and most misused part of the application. Most families either skip it entirely or use it to repeat what is already elsewhere in the application. Both are wrong.

The Additional Information section exists for context. Use it when something in your student’s application might raise a question that the rest of the file does not answer: a dip in grades during a specific semester, a family circumstance that affected performance, a gap in the activity list, a school change, or any other context that an admissions officer would need to evaluate the file fairly.

Keep it brief. Keep it factual. Do not use it as a second personal statement. Do not repeat accomplishments listed elsewhere. The purpose is to give the reader information they need, not to add more selling.

If there is nothing that needs explaining, it is fine to leave it blank. But if there is context that would help a reader understand your student’s story more completely, this is the only place in the application designed for that purpose.

Video introductions

A growing number of schools offer optional video submissions. These are typically one to two minutes long. Most applicants skip them. The ones who submit a genuine, well-prepared video give the committee something no other part of the application can provide: a sense of who the student actually is as a person.

A good video introduction is not a performance. It is a brief, authentic window into the student’s personality and interests. The bar is not production quality. It is genuineness.

Research papers and portfolios

If your student has produced original research, creative work, or a portfolio of any kind, and the school offers an upload option, submit it. This is direct evidence of the spike and output that committees are looking for. A research paper with real findings, a portfolio of visual or written work, a link to a project the student built, these are the kinds of artifacts that give a committee member something concrete to point to when advocating for the file.

The bottom line

Every optional component is a chance to strengthen the case. The students who treat “optional” as “required” are not gaming the system. They are giving admissions officers more reasons to say yes.

If you want help deciding which optional components matter most for your student’s specific applications and how to approach them, that is the kind of work we do in a 30-minute strategy session. No pitch. No contract.

Most families approach the Early Decision question backwards. They start with the school their student loves most and assume that is where to apply early. That instinct is understandable. It is also frequently wrong.

Early Decision is a strategic tool. Used well, it can meaningfully increase your student’s chances of admission. Used poorly, it wastes the single most powerful lever in the application process on a school where it was never going to make a difference.

Why early rounds matter

Most selective schools fill 40-60% of their incoming class through early rounds. The admit rate in early rounds is typically 2-3x the regular decision rate at the same school. This is not because early applicants are stronger. It is because applying early signals commitment, and schools reward that signal because it protects their yield.

That statistical advantage is real. But it is not evenly distributed. The advantage is largest at schools that care most about yield, and smallest at schools that fill their class regardless of round.

Where the early advantage is largest

The schools where ED gives your student the biggest marginal boost are the ones in the middle of the selectivity range, schools with admit rates between 10% and 30%, where yield management is an active concern. These schools are competing for strong students. An ED application from a well-matched student is exactly what their enrollment model needs: a guaranteed enrollment from a strong admit.

At the very top, the ED advantage is smaller than families think. A school with a 4% overall rate might have an 8% early rate, but that early pool is also the most competitive pool in the country. The statistical bump is partly offset by the strength of the competition.

At schools below the top 50, ED is often unnecessary because the regular decision rate is already high enough that the early advantage is marginal.

The sweet spot is the school where your student is a strong but not certain admit, where the school actively manages yield, and where the ED signal tips the balance.

The financial question most families forget

Early Decision is binding. If your student is admitted ED, you are committing to attend and withdrawing all other applications. The school will provide a financial aid package, but you will not have competing offers to use as leverage.

For families who need to compare financial aid offers across schools, ED removes that ability. This is not a minor consideration. It can cost tens of thousands of dollars over four years.

If financial aid comparison is important to your family, Early Action or Restrictive Early Action may be better strategic choices. Both provide an early read without a binding commitment. Your student still gets the signal benefit of applying early without losing the ability to negotiate.

The fit question that actually matters

The right ED school is not the school with the most prestigious name. It is the school where three things are true simultaneously.

First, your student’s profile is a genuine match for the school’s institutional priorities. If the school is building a class heavy on STEM and your student is a humanities applicant, the ED advantage may not overcome the structural mismatch.

Second, your student is in the competitive range but not a certain admit. If your student would likely get in regular decision anyway, ED spends a strategic asset without gaining much. If your student is far below the school’s profile, ED will not rescue the application.

Third, your student can genuinely say this is their first choice. The “Why Us” essay for an ED school needs to be the strongest, most specific, most deeply researched piece of writing in the entire application. An admissions reader evaluating an ED application is asking: does this student actually want to be here, or are they gaming the system? The answer needs to be obvious.

The mistake families make with REA

Restrictive Early Action, offered by Harvard, Yale, Princeton, Stanford, and a few others, is not the same as ED. It is non-binding. But it is restrictive: your student cannot apply early to most other private schools.

The mistake is applying REA to a dream school with a 3-4% admit rate and then having no early application at a school where the odds are meaningfully better. If your student applies REA to Stanford and gets deferred, they have used their early round on a longshot and now enter the regular round everywhere else with no early advantage anywhere.

For students who are genuinely competitive at REA schools, it can be the right call. For students who are reaching, it is often a waste of the early round.

How to make the decision

Start with the college list. Identify the 2-3 schools where your student has the strongest relative fit, where the ED admit rate advantage is meaningful, and where your family can commit financially without needing to compare offers. That short list is where the ED conversation should focus.

Then ask: which of these schools can your student write the most specific, genuine, deeply researched “Why Us” essay for? That is usually the answer.

If you want help working through this decision for your student’s specific list and profile, that is exactly the kind of strategic work we do in a 30-minute strategy session. No pitch. No contract.

An admissions officer will spend roughly eight minutes on your student’s application. In that time, they need to walk away with a clear understanding of who your student is: their passions, their intellect, their place in their community, and their potential place at the university.

If they can do that, they will advocate for your student in committee. If they cannot, your student is done.

The three questions

For an admissions officer to make a case for your student in committee, the application needs to clearly answer three questions:

Has this student demonstrated a capacity for success that will allow them to accomplish great things? This is not about grades alone. It is about evidence that the student can take on hard things and produce results. Research output, competition advancement, leadership that built something tangible.

Has this student taken full advantage of their environment? Admissions officers have a profile of every high school. They know how many APs the school offers, the size of the graduating class, and the school’s history with their university. They evaluate the transcript against what was available. A student who took 6 of 6 available APs tells a different story than a student who took 6 of 20.

Will this student take advantage of our resources and contribute to campus? This is where the “Why Us” essay, demonstrated interest, and the overall narrative come together. The committee wants to see evidence that your student will be an active, contributing member of their community, not just a consumer of the degree.

What eight minutes actually looks like

The first two minutes are mechanical. The reader scans the transcript, the test scores, and the school profile. They check course rigor against what was available. They note the pre-rating from the school’s internal scale. This is the threshold check. If the academics clear, the file moves forward. If they don’t, the discussion is short.

Minutes two through five are where the file lives or dies. The reader is looking for the narrative. What is this student about? What thread runs through the application? If the answer is unclear, the file is in trouble before the committee discussion goes any further.

Minutes five through eight are comparison. How does this student stack up against others with similar profiles from similar schools? This is where the phrases “standard strong” and “like others” surface. And this is where the advocacy question gets answered: does anyone in the room want to fight for this student? Without an advocate, the application drifts toward deny. Not because anyone disliked it. Because nothing in it gave someone a reason to fight.

What this means for your student

The application is not a resume. It is the material an admissions officer uses to build a case. Your student’s job is to give them everything they need: a clear narrative, evidence of depth, and specific connections to the school.

Eight minutes is not a lot of time. An admissions officer reading thousands of files cannot spend twenty minutes discovering what makes your student interesting. The story needs to be obvious, coherent, and compelling from the first page. If it takes work to find the thread, the reader will move on to the next file where the thread is clear.

The bottom line

Your student is not being evaluated in isolation. They are being compared to every other strong applicant from a similar background, at a similar school, with similar interests. The question the committee is quietly asking about every file is: who in this room is going to argue for this student? Everything in the application should be built to answer that question.

If you want to understand how a committee would read your student’s application today and what needs to change before it gets submitted, that is the conversation we have in a 30-minute strategy session. No pitch. No contract.

Related Reading

• Your Student’s Stats Are Good Enough. Now What? — Stats get your file opened. Here’s why they won’t get it advocated for.
• How to Choose Your Recommenders — Your recommender’s letter is one of the strongest advocacy tools in those eight minutes.

Here is what most students and families get wrong: there are no bonus points for a 1600 versus a 1520. There are no bonus points for a 4.0 versus a 3.95. There are no bonus points for 18 APs versus 8.

Once your student clears the academic threshold at a selective school, the marginal return on higher stats drops to near zero. The differentiation happens somewhere else entirely.

The threshold is lower than you think

At selective colleges, having excellent stats puts your student at the table. It does not get them a seat. Every year, roughly 25,000 valedictorians graduate from American high schools. Thousands more have SAT scores above 1500. In a recent Harvard cycle, about 4,000 applicants were valedictorians and 18,000 had SAT reading scores above 700. Harvard rejected 96.8% of its applicants.

The stats get the file read. Everything that decides the outcome happens after the file is open.

Where families waste time

The family spending six more months of tutoring to move a 1530 to a 1580 is almost always making a bad trade. That time and money could go toward building the thing that actually differentiates their student in committee: depth in an area of genuine interest, output that a stranger can verify, a narrative that gives a committee member something to advocate for.

Test prep has a ceiling. The difference between a 1530 and a 1580 is invisible to an admissions committee. The difference between a student who has a clear spike with real output and a student who has strong stats and a generic activity list is the difference between an admit and a deny.

What actually differentiates above the line

Once your student is above the academic threshold, committees are evaluating something different. They are asking whether this student has a coherent identity. Whether the application tells a story or just presents a collection of impressive things. Whether someone in the room will advocate for this student over the next equally qualified applicant.

The five qualities that consistently move the needle: intellectual curiosity that goes beyond what is required, meaningful service to communities the student actually belongs to, leadership or initiative that created something real, the ability to collaborate and elevate others, and sustained commitment over time rather than drive-by involvement.

None of these are measured by test scores. All of them are visible in an application that has been built deliberately.

The math that matters

Your student’s SAT score determines which schools are realistic to apply to. Use it as a filter when building the college list: be at or above the 50th percentile of a school’s score range. Below that, your student is swimming upstream. Above it, the score has done its job. Every hour spent chasing points above the 50th percentile is an hour not spent on the work that actually decides outcomes.

The bottom line

If your student has strong grades and strong scores, congratulations. They have cleared the threshold. Now the real work begins: building the narrative, the spike, and the story that makes a committee member want to fight for them. That work is harder than test prep. It is also worth more.

If you want help figuring out where your student stands relative to the threshold and what the real work should be from here, that is exactly the kind of conversation we have in a 30-minute strategy session. No pitch. No contract.

— Amit Khemka, Founder, Elite College Advising

Related Reading

• What Admissions Officers See in Eight Minutes — Once stats clear the bar, here’s what actually happens with your student’s file.
• Demonstrated Interest: Why It Matters — Beyond stats: one more signal that can move the needle at many schools.

Most families treat recommendation letters as a formality. Pick two teachers, ask politely, move on. That approach produces exactly the kind of letter admissions committees ignore: “Great student, engaged in class, pleasure to teach.”

A generic letter does nothing for your student’s application. A specific one can change the outcome. The difference is not which teacher you ask. It is how you set them up.

Who to ask

The instinct is to pick the teacher who gave your student the highest grade. That is usually wrong. Pick the teacher who knows your student best as a thinker, not just as a performer. The teacher who saw your student wrestle with a hard problem. The teacher who watched them lead a discussion, push back on an idea, or go beyond the assignment because something genuinely interested them.

Choose teachers from different disciplines so they paint different facets of who your student is. A humanities teacher and a STEM teacher, for example, can together show range and depth in ways a single subject cannot.

If your student has a clear narrative or spike, at least one recommender should teach in a subject that connects to it. A student whose application is built around computational biology should have a science teacher who can speak to that interest with specificity.

You also want at least one recommendation from someone outside school who knows your student as a person: a research mentor, an internship supervisor, a community organization leader. Colleges use outside recommendations as a verification layer. If the application says your student led a community health initiative, a letter from the organization’s director confirming that carries real weight.

When to ask

Before school ends. Not September. Not August. Before the last day of junior year.

Teachers write letters for dozens of students. The earlier you ask, the more time and attention your student’s letter gets. A teacher asked in May has the summer to think about what to write. A teacher asked in October is writing a rushed letter between grading papers and parent conferences.

Lock all recommendations by September of senior year at the latest. But the ask should happen now.

The brag sheet changes everything

This is the part almost nobody does, and it is the single biggest difference between a generic letter and a great one.

Whether the teacher asks for a brag sheet or not, create one. A brag sheet gives your recommender specific material to work with: your student’s activities, accomplishments, goals, and specific moments where they went beyond expectations in that teacher’s class or in general.

A good brag sheet includes the student’s application narrative (the one-sentence story the application is telling), two or three specific anecdotes from that teacher’s class that illustrate who the student is as a thinker, key extracurricular commitments with enough detail that the teacher can reference them naturally, and the student’s goals and intended major.

Why this matters: colleges use recommendations as a verification technique. If the recommender describes activities and qualities that align with the rest of the application, the file feels cohesive and trustworthy. If the letter describes a different student than the one in the essays and activity list, that is a red flag.

The brag sheet is how you make sure your recommender is telling the same story the rest of your application tells.

Brief them on what matters

When your student gives the brag sheet to the teacher, they should also say something like: “These are the schools that matter most to me, and this is the story my application is trying to tell. If any of this connects to what you’ve seen from me in your class, I’d love for you to include it.”

That is not manipulative. It is giving a busy teacher the context they need to write a letter that actually helps. Most teachers want to write strong letters. They just don’t have enough material to work with. The brag sheet and the brief are how you solve that problem.

The bottom line

Recommendations are not a checkbox. They are one of the few parts of the application where someone else advocates for your student in their own words. A strong letter from a teacher who knows your student well and has been given the right context can be the thing that tips a committee vote. A generic letter from a teacher who gave your student an A but barely remembers them is a missed opportunity.

If your student is a junior and hasn’t started thinking about recommenders yet, this is the week to start. The window between now and the end of the school year is when this decision gets made well.

If you want help identifying the right recommenders for your student’s specific narrative and building a brag sheet that sets them up to write a strong letter, that is the kind of work we do in a 30-minute strategy session. No pitch. No contract.

Related Reading

• What Admissions Officers See in Eight Minutes — A recommender’s letter lands in the middle of an eight-minute read. Here’s the context.
• Demonstrated Interest: Why It Matters — Recommenders are one signal. Demonstrated interest is another.

Most families hear “merit scholarship” and think their student is being rewarded for being excellent. That is not what is happening. Merit aid is a pricing tool. The school is not recognizing your student’s talent. The school is buying your student’s enrollment.

Understanding that distinction changes how you approach every school on your list.

How merit aid actually works

Colleges below the top 5% of selectivity are competing for students. They need to fill seats and hit revenue targets. Merit aid is how they do it. A school that offers your student $25,000 per year in merit money has made a calculation: this student is above our median, they will raise our academic profile, and if we discount the price enough, they will choose us over a competitor.

That is not generosity. It is enrollment management. And once you see it that way, the leverage shifts.

The four numbers that tell you everything

Every college publishes a Common Data Set. Four numbers in that document tell you whether a school is likely to offer your student merit money and how much:

The admit rate tells you how selective the school is. The yield rate tells you how often admitted students choose to enroll. The percentage of students receiving non-need merit aid tells you how aggressively the school uses discounting. The average merit award per recipient tells you the typical size.

A school with a 40% admit rate, a 25% yield rate, and 60% of students receiving merit aid averaging $22,000 is a school that is actively buying enrollment. Your student is in a strong negotiating position there. A school with a 6% admit rate, a 70% yield rate, and 5% of students receiving merit aid is a school that does not need to discount. Your student has no leverage there, regardless of how strong their profile is.

Your college list should reflect this reality. Schools where your student is above the median profile and where merit discounting is common deserve more weight than schools where neither is true.

When and how to negotiate merit offers

First: never call it negotiation. Call it a reconsideration or a request for the financial aid office to take another look. The framing matters.

Second: a competing offer from a peer institution is the strongest tool you have. If School A offered $20,000 in merit aid and School B offered $8,000, and the schools are genuinely comparable in your student’s mind, School B wants to know. They have already decided they want your student. The question is whether they want your student enough to close the gap.

Third: timing matters. Do not deposit before requesting a reconsideration. Once you deposit, the school knows you are coming and your leverage disappears. And file early. Merit budgets are finite. The family that asks in the first week of April draws from a fuller pool than the family that asks the day before the deadline.

Fourth: be specific. “Can you do better?” is a weak ask. “School A has offered us a package that brings our net cost to $32,000 per year. We would prefer to attend your institution. Can the financial aid office reconsider our merit award with the goal of closing that gap?” is a strong ask.

Merit aid vs need-based aid: different levers

Need-based aid is determined by a formula applied to your family’s financial data. Appealing it requires documenting changed circumstances or information the formula missed.

Merit aid is determined by how much the school wants your student relative to their applicant pool. Improving it requires demonstrating that your student has better options elsewhere and that the school risks losing an enrollment they want.

Both can be appealed. The strategy is different for each. Most families conflate them and end up making the wrong argument to the wrong office.

Where this matters most for your list

The schools in the middle of your student’s list, where your student is above the school’s median, are where merit strategy has the highest return. These are the schools competing hardest for your student’s enrollment. They have the budget and the motivation to increase an offer.

The schools at the top of your list, where your student is at or below the median, are unlikely to offer meaningful merit aid regardless of how you ask. They do not need to discount to fill their class.

Building a list with this dynamic in mind is one of the most financially impactful decisions in the entire admissions process. A well-constructed list with three or four schools that are likely to compete for your student with merit dollars can save $50,000-$100,000 over four years compared to a list built purely around prestige.

The bottom line

Merit aid is not a reward. It is a price. The school is setting a price they think will get your student to enroll. Like any price, it can be discussed. The families who understand this and approach it strategically save tens of thousands of dollars. The families who accept the first number leave money on the table.

If you want help identifying which schools on your student’s list are likely to offer merit aid and how to position your student to maximize it, that is the kind of work we do in a 30-minute strategy session. No pitch. No contract.

— Amit Khemka, Founder, Elite College Advising

Related Reading

• How to Appeal a Financial Aid Offer — If the merit aid offer doesn’t match what the CDS predicted, here’s how to appeal.
• “Meets Full Need” Is a Methodology Promise, Not a Number — Merit aid is one side of the equation. Need-based aid is more complex than it looks.
• How to Read a Financial Aid Offer — Before you negotiate, make sure you understand what you’re looking at.

Most families spend months perfecting grades, test scores, and essays. Almost none of them spend any time on demonstrated interest. That is a strategic mistake.

A peer-reviewed study by Lehigh University economists, published in Contemporary Economic Policy, examined over 12,500 applicants at a highly selective university and found that on-site contacts like campus visits can increase admission probability by roughly 22 percentage points for strong applicants. For applicants with the highest test scores, the effect was even larger. That is not a rounding error. That is a material edge that most applicants leave on the table.

What it is and why schools care

Demonstrated interest is how a school measures whether you will actually enroll if admitted. Yield, the percentage of admitted students who choose to attend, is one of the metrics that drives college rankings. Schools care about it deeply. A student who has visited campus, opened emails, connected with their regional admissions officer, and written a specific “Why Us” essay is a much safer bet than a student who applied cold.

Not every school tracks it. Check the Common Data Set for each school on your list. If “level of applicant’s interest” is rated as important or considered, everything below applies.

The 12 things you should be doing, ranked

1. Get on the school’s email list. Fill out an information request form. Takes two minutes. Use the same email address you will use for your application so they can connect your activity to your file.

2. Open their emails and click on links. Some schools track open rates and click-throughs. Read what they send. Click on something relevant.

3. Spend time on their website. Explore specific departments, programs, labs, and courses. This also prepares you for your “Why Us” essay.

4. Follow the school on social media. Find their accounts, follow them, and occasionally engage with their content.

5. Attend a college fair. Virtual or in person. Submit your inquiry card. Have a real conversation with the rep.

6. Contact your regional admissions representative. Introduce yourself. Ask a genuine question. Build a relationship over time. Do not be annoying. Be authentic.

7. Visit campus. If you live within a few hours, not visiting is a signal. Sign up for an official tour so they have a record of your visit. Use the same email.

8. Interview. If offered, take it. An alumni interview is good. An interview with your regional rep is better. Prepare seriously.

9. Apply early. Early Decision or Early Action is the strongest signal of demonstrated interest. But understand the financial and strategic implications before committing.

10. Write a strong “Why Us” essay. Show deep, specific knowledge of the school and how it connects to your narrative. If they are genuinely your top choice, say so.

11. Submit before the deadline. Especially for schools that read applications on a rolling basis. Better to be the first strong application a reader sees than the sixth.

12. Send thank-you notes. After interviews, college fair meetings, or campus visits. Brief, genuine, human.

The one rule that ties it all together

Use the same email address for everything. Your information request, campus visit registration, emails from the school, and your application. Schools need to connect your demonstrated interest signals to your file. If you use three different email addresses, you have three disconnected profiles instead of one strong one.

Which schools care the most

Schools in the middle of the selectivity range care the most. The top five schools have more demand than they need and can ignore demonstrated interest. Schools below the top 50 are actively managing enrollment and yield, and a student who has shown sustained, genuine engagement stands out.

The schools on your list where demonstrated interest matters most are often the same schools where it can make the biggest difference in your outcome. These are your target schools, the ones where you are a competitive applicant and where showing genuine interest can tip the balance.

The bottom line

Demonstrated interest is not a trick. It is a signal that you have done your homework, that you know what the school offers, and that you will enroll if admitted. Schools reward that signal because it reduces their risk.

If your student has a college list but has not started engaging with those schools yet, that work should begin now. Not senior fall. Now.

If you want help building a demonstrated interest strategy tailored to your student’s specific list, that is exactly the kind of work we do in a 30-minute strategy session. No pitch. No contract.

— Amit Khemka, Founder, Elite College Advising

Related Reading

• Your Student’s Stats Are Good Enough. Now What? — Stats open the door. Demonstrated interest helps keep it open.
• What Admissions Officers See in Eight Minutes — Where demonstrated interest fits in the admissions officer’s file read.

Every year I talk to families who accepted their financial aid offer without questioning it. They assumed the number was final. It almost never is. Filing a financial aid appeal has zero downside. No school rescinds admission because you asked. The process exists because financial aid offices expect families to use it. And the families who do it right routinely save thousands.

The word you should never use

Never say “negotiate.” Say “reconsider” or “request a professional judgment review.” Financial aid officers are professionals. When a family says “I want to negotiate,” the officer hears a customer haggling. When a family says “I’d like to request a reconsideration based on circumstances that may not have been reflected in our application,” the officer hears someone with new information worth reviewing. The second framing gets a better response every time.

What to include

A letter alone isn’t enough. Attach documentation: tax returns showing a change in income, medical bills, a termination letter, a sibling enrolling in college the same year, or a competing financial aid offer from a peer institution. That last one matters. If your student has been admitted to two comparable schools and one offered significantly more, the other school wants to know. They’ve already decided they want your student. The question is whether they’ll close the gap. Whatever you include, state a specific number. Not “we need more help.” A specific dollar figure: “Our family can afford $35,000 per year. The current package puts us at $52,000. We’re asking the office to close that $17,000 gap.” Specific requests get specific answers.

The two timing rules that matter most

First: never deposit before appealing. Once you deposit, the school knows you’re coming and your leverage disappears. Before you deposit, you’re a yield number they’re trying to secure. That difference is worth real money. Second: appeal early. Financial aid budgets are finite and the money gets allocated as appeals come in. The family that appeals in the first week of April draws from a fuller pool than the family that appeals the day before the deadline.

Which schools are most likely to say yes

The schools most likely to reconsider are the ones actively competing for enrollment. A handful at the very top can fill their class without budging. Below that, most selective schools are working hard to hit enrollment targets every spring. A well-documented appeal from a strong student they’ve already admitted is an easy yes for a financial aid officer trying to protect yield. The schools in the middle of your student’s list, where your student is above the median profile, are often the most responsive. They admitted your student because they want your student. They’ll stretch to keep them.

One thing most families don’t know

The appeal doesn’t have to go through the financial aid office alone. If your student has a relationship with their regional admissions officer, that person can advocate internally. The admissions office admitted your student because they wanted them in the class. A short, professional email letting the admissions counselor know you’ve filed an appeal and that this school remains your first choice can move things in ways the financial aid letter alone cannot.

After you file

Most schools respond within one to three weeks. If you don’t hear back in two weeks, one polite follow-up is appropriate. If they improve the offer, evaluate it against your other options before accepting. If they say no, you’ve lost nothing. The admission stands and the relationship is intact. And if circumstances change next year, file again. Financial aid is reassessed annually. The appeal process isn’t a one-time event. It’s an annual conversation.

The bottom line

Every financial aid offer can be appealed. The families who do it well save thousands per year. Over four years, that’s real money. The families who don’t aren’t saving themselves trouble. They’re leaving money on the table because nobody told them the table was set. If you’re holding a financial aid offer right now and wondering whether it’s worth appealing, it is. The question is how to frame it for your specific situation. That’s the kind of conversation we have in a free 30-minute strategy session.

— Amit Khemka, Founder, Elite College Advising

Related Reading

• Merit Aid Is Pricing, Not Recognition — Before you appeal, understand why the offer looks the way it does.
• How to Read a Financial Aid Offer — Step one before any appeal: make sure you’re reading the offer correctly.
• “Meets Full Need” Is a Methodology Promise — The school says they meet full need. Here’s what that actually means.

Summer between junior and senior year is the most strategically important break in the college admissions timeline. It’s the last extended window you have to build your profile before applications open in August. Here’s what we tell our students to prioritize.

1. Lock in your college list

By the end of summer, you should have a working list of 8–12 schools sorted into reach, target, and likely tiers. Visit campuses if you can — demonstrated interest matters at schools that track it. If travel isn’t feasible, attend virtual info sessions and take notes. Admissions officers notice when a student references specific programs in their essays.

1. Start your Common App personal statement

Don’t wait for school to start. Draft at least two different essay angles over the summer and get feedback from someone who knows you well — a teacher, counselor, or advisor. The personal statement is the single most important piece of writing in your application, and it needs multiple revision cycles to land.

1. Pursue one meaningful activity — not five shallow ones

Admissions committees can spot resume padding from a mile away. Instead of signing up for three new clubs, go deep on one thing that genuinely matters to you. Launch a project, lead a research effort, volunteer consistently with the same organization. Depth beats breadth every time.

1. Prep for standardized tests (if you’re taking them)

If your target schools are test-required or test-flexible and your score would help, summer is the time to prep seriously. Take a full-length diagnostic, identify your weak areas, and build a study plan. Two focused months of prep is worth more than six months of sporadic practice.

1. Reflect on your story

Colleges want to understand who you are beyond the transcript. Spend some time this summer thinking about the themes that connect your activities, interests, and experiences. What drives you? What would you bring to a campus community? This self-reflection will fuel every essay you write in the fall. The students who use summer intentionally arrive at senior year with momentum. The ones who don’t spend September scrambling. Start now.

Related Reading

• What Admissions Officers See in Eight Minutes — What your student builds this summer feeds directly into the eight-minute file read.
• Demonstrated Interest: Why It Matters — Summer is the perfect time to start building demonstrated interest at target schools.