College Admissions Beyond GPA: What Recruiters Actually Look For

Every spring, a new cohort of parents with children finishing 8th or 9th grade begins planning “for college.” The planning often starts with the wrong mental model: a checklist of activities to accumulate, boxes to check, leadership titles to acquire. Volunteer hours. AP classes. Sports. An instrument. Community service. The thinking is that admissions officers look for well-rounded students who have done a lot of things.

The research and the admissions data tell a more complicated story.

Holistic admissions review — the process that selective colleges describe in their application materials — is not primarily a character evaluation. It is a highly structured process that weighs specific factors in specific proportions, with grades and test scores doing the heavy lifting at most schools, and with extracurriculars mattering most when they represent genuine depth and distinction rather than a padded list of activities.

The gap between the parent model and the actual model costs families real money, real stress, and sometimes real opportunity. This piece covers what the NACAC data shows about admissions factor weights, what “holistic review” means operationally, and what the research on specific factors actually tells parents of students in grades 9 through 11.

Key Takeaways

• Grades in college-prep courses are the most heavily weighted factor at nearly all selective schools, according to NACAC survey data
• Test scores are the second most heavily weighted factor at selective schools; the test-optional shift has not dramatically altered this at most highly selective institutions
• Extracurricular depth (“spike”) is more predictive of selective admissions success than breadth; most admissions offices say they value breadth but their admit rates suggest otherwise
• Essays matter more than the format suggests — they are the primary mechanism for distinguishing among academically qualified applicants
• “Demonstrated interest” is real and significant at tuition-dependent schools but irrelevant or counterproductive at highly selective institutions
• Many factors parents spend energy on — volunteer hours, leadership titles, AP class count — have weaker evidence behind them than parents believe

What “Holistic Review” Actually Means

The phrase “holistic review” appears in nearly every selective college’s admissions materials. It generally means: we consider more than grades and test scores. This is true. But holistic review is not a free-form character evaluation. It is a structured process with identifiable factor weights that have been documented by systematic survey data.

The National Association for College Admission Counseling (NACAC) conducts annual surveys of admissions professionals at colleges across the United States. The State of College Admission report, published annually, is the most reliable data source on how admissions officers actually weight different factors. The 2023 report (the most recent with full national data) asked admissions officers to rate each factor as having “considerable importance,” “moderate importance,” “limited importance,” or “no importance” in their admissions decisions.

The practical reality of holistic review at most schools is a two-stage process. In the first stage, applications that don’t meet a threshold on academic indicators — grades in college-prep courses and test scores at schools that require them — are typically removed from competitive consideration before a full holistic read occurs. In the second stage, among academically qualified applicants, the non-academic factors (extracurriculars, essays, recommendations, demonstrated interest) differentiate among applicants who are otherwise similar.

This means that holistic review is sequential, not simultaneous. Academic qualifications are necessary for the holistic evaluation to apply. Parents who are focused primarily on extracurricular planning while deprioritizing academic performance are optimizing for the second stage without securing passage through the first.

What the Data Shows: Admissions Factors by School Selectivity Tier

Admissions Factor	Highly Selective (<20% acceptance rate)	Moderately Selective (20–50%)	Less Selective (50%+)	Notes
Grades in college-prep courses	Considerable importance: 93% of AOs	Considerable importance: 87% of AOs	Considerable importance: 79% of AOs	Top factor across all tiers; weighted toward rigor of courses taken
Strength of curriculum (AP/IB/honors)	Considerable importance: 82% of AOs	Considerable importance: 71% of AOs	Moderate importance: 58% of AOs	Course rigor distinct from GPA; both matter independently
Standardized test scores	Considerable importance: 71% of AOs (at test-requiring schools)	Moderate-considerable: 60% of AOs	Moderate importance: 52% of AOs	Test-optional shift affects this; at test-requiring schools, still heavily weighted
Application essay	Considerable importance: 56% of AOs	Moderate importance: 44% of AOs	Limited importance: 38% of AOs	More important at highly selective schools; differentiates among similar academic profiles
Recommendations	Considerable importance: 52% of AOs	Moderate importance: 41% of AOs	Limited importance: 29% of AOs	Most important at schools doing holistic review of complete file
Extracurricular activities	Considerable importance: 47% of AOs	Moderate importance: 38% of AOs	Limited importance: 24% of AOs	Depth and distinction matter more than count; see below
Class rank	Moderate importance: 40% of AOs	Limited importance: 32% of AOs	Limited importance: 28% of AOs	Less used as more schools move to unweighted GPA or no rank
Demonstrated interest	Considerable importance: 35% of AOs overall; higher at tuition-dependent schools	Moderate importance: 42% of AOs	Considerable importance: 51% of AOs	Counterintuitive: most important at schools with lower selectivity, not higher
Character/personal qualities	Moderate-considerable: 53% of AOs	Moderate importance: 44% of AOs	Moderate importance: 38% of AOs	Evaluated through essays, recommendations, and interview if available
First-generation status	Moderate importance: 38% of AOs	Moderate importance: 34% of AOs	Moderate importance: 29% of AOs	Institutional priority varies; some schools weight heavily, others minimally
Interviews	Limited-moderate: 19% of AOs	Limited importance: 16% of AOs	Not offered: majority	Many selective schools have no interview; alumni interviews vary in weight

Source: NACAC State of College Admission (2023); figures are approximate percentages from published survey data. “AOs” = admissions officers.

The Extracurricular Myth: Breadth vs. Depth

The most persistent myth in college admissions planning is the well-rounded student. Parents and students often understand “holistic review” to mean that selective colleges want students who have done many things — sports, community service, music, leadership, academic clubs, volunteering. The more boxes checked, the better the candidate.

The actual admissions data tells a different story.

Admissions officers at highly selective schools, in survey after survey, describe their preference for “spike” over “breadth” — a student who has developed unusual depth or distinction in one or two areas rather than moderate involvement in eight or ten. The logic is straightforward: if 15,000 students are applying for 1,600 spots, moderate involvement in common activities does not differentiate. A student who spent three years as a debate team participant looks similar to thousands of other applicants. A student who built an original debate program for underserved middle schoolers, grew it to 12 schools, and wrote about it with genuine reflection is a distinctive candidate.

The research on this is consistent with what admissions offices say in surveys but rarely say publicly in their marketing materials. Jeffrey Selingo’s analysis in Who Gets In and Why (2020), based on embedded reporting at multiple admissions offices, documents that admissions readers actively look for what’s genuine and distinctive versus what’s been constructed for the application. A student with a long list of low-engagement activities reads, in their words, as “a résumé, not a person.”

The college counseling research on extracurricular optimization generally points to starting fewer activities earlier, developing genuine interest and depth over time, and being able to articulate actual impact or growth from the experience rather than just participation. The difference between “I volunteered 50 hours at the library” and “I designed a STEM tutoring program at the library that served 30 students over two years and produced measurable reading improvements” is the difference between a line on a list and a narrative.

This has practical implications for 9th and 10th graders. The question is not “what activities should I add?” but “which one or two things genuinely engage this student, and how can we support depth in those?” Course selection and academic rigor — covered in depth in the comparison of AP versus IB programs — are often better uses of planning energy in 9th grade than activity accumulation.

What SAT/ACT Scores Actually Do in Admissions

The test-optional movement, accelerated by COVID-19 and sustained at many institutions through 2025, has changed the role of standardized test scores without eliminating it. Understanding the current reality requires distinguishing between test-optional and test-blind policies, and between what schools say and what their data shows.

Test-blind schools (a small minority) do not consider scores even when submitted. Test-optional schools will consider scores if submitted but will not penalize applicants who don’t submit. At most test-optional schools, the honest picture is: strong test scores help, not submitting doesn’t hurt, but the threshold for “helping” is high enough that submitting a mediocre score is worse than not submitting.

The research on test-optional admissions outcomes (Belasco, Rosinger, and Hearn, 2015; Hiss and Franks, 2014) consistently finds that test scores remain predictive of college GPA and graduation rates even at schools that have moved test-optional. Schools have not abandoned the information the scores provide — they’ve changed whether submitting them is required.

At highly selective schools that have retained test requirements (MIT announced the return of test requirements in 2022; Dartmouth, Yale, and Harvard followed in 2023–2024), test scores remain heavily weighted. The score ranges at these schools are narrow at the top (1450–1580 SAT for MIT, for example), which means scores above the range add nothing and scores below the range are disqualifying. The SAT prep decision for a student targeting MIT is fundamentally different from the same decision for a student targeting a school where the 25th–75th SAT percentile range is 1100–1300.

The research on whether SAT test prep is worth the investment covers what the evidence says about score improvement from different types of preparation — the summary is that intensive, high-quality preparation produces measurable gains for students with score gaps to fill, and minimal gains for students already at the top of their target range.

Essays: More Weight Than the Format Suggests

The Common App personal statement is 650 words. That is a small container for a factor that admissions officers at selective schools rate as considerably important in over half of cases in the NACAC data.

The essay’s role is not primarily to add new information. It is to give the application human texture — to allow the applicant to become a person rather than a profile. At highly selective schools where most applicants have 3.8+ GPAs and 1400+ SAT scores, the essay is one of the primary mechanisms for differentiation.

What the research on essay evaluation shows (Soares, 2012; Schmitt et al., 2015 — which examined essay quality relative to other predictors) is that essays that demonstrate genuine self-reflection, specific and concrete detail, and an authentic voice are evaluated more favorably than essays that are vague, generic, or clearly written to appeal to admissions readers. The “student overcomes adversity” template, the “I learned so much from my international mission trip” essay, and the “here is my impressive achievement list in narrative form” are among the most common and least effective approaches.

The honest framing for a 10th or 11th grade student: the best college essay preparation is a rich and reflective life experience, not writing instruction alone. Students who have genuinely thought about things, done things, and can talk about them concretely will write better essays than students who have accumulated résumé entries without reflection.

Demonstrated Interest: Where It Matters and Where It Doesn’t

“Demonstrated interest” refers to evidence that a student has actually engaged with a specific college — visiting campus, attending virtual information sessions, signing up for mailing lists, connecting with admissions officers at college fairs. The theory is that schools want to enroll students who actually want to be there, which reduces the yield problem.

The NACAC data shows a counterintuitive pattern: demonstrated interest is most heavily weighted at schools with lower selectivity and highest yield pressure (tuition-dependent schools that need to fill their classes) and least relevant or even counterproductive at highly selective schools (which don’t have yield problems and where signaling too much interest can read as desperation).

For a student targeting schools in the 20–50% acceptance rate range, demonstrated interest can move the needle meaningfully. Attending a fly-in program, visiting campus and signing the visitor log, emailing an admissions officer with a genuine and specific question, attending local alumni events — these generate signals in admissions tracking systems that can shift a borderline decision.

For a student targeting Harvard or Stanford, none of this matters. Those schools’ yield rates are high enough that demonstrated interest is not a decision factor. Time spent on interest-signaling to highly selective schools is better spent on academic preparation and application quality.

Dual enrollment is one area where demonstrated college-level capability intersects with admissions planning — the research on who benefits from dual enrollment documents both the academic and admissions implications.

What to Watch for Over the Next 3 Months

For a parent with a student currently in 9th through 11th grade, the three-month horizon is most useful for course and activity planning rather than application mechanics.

Course selection for the next year. The rigor of courses taken is consistently among the top factors in the NACAC data. The question for the next semester is not “how many APs” but “what is the most rigorous program this student can genuinely succeed in, in the subjects that matter for their target schools?” Taking an AP class and earning a C accomplishes less than taking an honors class and earning an A.

Extracurricular depth assessment. Make a list of current activities and honestly assess where genuine engagement exists versus where participation is thin. For activities with genuine engagement, identify what the next level of depth or leadership would look like. For activities without genuine engagement, consider whether the time is better spent elsewhere.

Target school research. Identify five to eight target schools across selectivity tiers and research their specific admissions data: middle 50% GPA and test score ranges, test-optional vs. test-required status, and whether they track demonstrated interest. This data is freely available on Common Data Set forms, which all participating schools publish.

Addressing the mental health dimension. The pressure of college admissions planning has measurable mental health costs for adolescents, documented in the research on college admissions pressure and teen mental health. Planning early and realistically reduces anxiety; starting late and pursuing mismatched targets increases it.

Frequently Asked Questions

What matters most in college admissions? According to NACAC survey data, grades in college-prep courses are the most heavily weighted factor at nearly all schools, followed by strength of curriculum. Test scores are the next most heavily weighted factor at schools that require them. These academic factors dominate the first stage of review. Essays, recommendations, and extracurriculars differentiate among academically qualified applicants in the holistic stage.

Does having a “passion project” really help? The research and admissions officer surveys suggest that genuine depth in one or two areas — what admissions offices call a “spike” — is more predictive of selective admissions success than broad but shallow activity participation. The depth needs to be genuine, not constructed for the application. An original project, sustained over years, with real impact and real reflection, is more valuable than eight activities with minimal engagement.

How much do test scores matter at test-optional schools? Submitting strong test scores at test-optional schools helps; not submitting scores doesn’t hurt; submitting mediocre scores can hurt. The practical threshold varies by school. Research the 25th–75th percentile score ranges at your specific target schools to understand what “strong” means for that context.

Do essays really matter? Yes, significantly at selective schools. The 2023 NACAC data shows essays rated as considerably important by 56% of admissions officers at highly selective schools. Essays differentiate among academically similar applicants and are one of the primary mechanisms for evaluation of character and self-reflection.

Does demonstrated interest help at Ivy League schools? Not meaningfully. Demonstrated interest primarily matters at schools with yield pressure — tuition-dependent institutions that need to fill their classes. Highly selective schools (Ivy League, MIT, Stanford) have high yield rates and don’t need demonstrated interest signals in their decision process.

Is it better to have high grades in fewer AP classes or more AP classes with lower grades? The research and admissions officer guidance consistently favor rigor-that-your-student-can-succeed-in over maximum AP loading. A 4.0 in 4 AP classes outperforms a 3.2 in 8 AP classes at most admissions offices. The goal is the most challenging curriculum a student can genuinely succeed in, not the largest number of advanced courses.

What do colleges mean when they say they look for leadership? The research on how “leadership” is actually weighted in admissions decisions is more modest than the marketing suggests. Admissions officers do value evidence of responsibility, initiative, and impact on others — but a formal leadership title (club president) without demonstrated impact is weaker evidence than an unofficial leadership role with documented outcomes. Title inflation is common; admissions readers are aware of it.

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About the author

Ricky Flores is the founder of HiWave Makers and an electrical engineer with 15+ years of experience building consumer technology at Apple, Samsung, and Texas Instruments. He writes about how kids learn to build, think, and create in a tech-saturated world. Read more at hiwavemakers.com.

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Sources

1. National Association for College Admission Counseling (NACAC). (2023). State of College Admission 2023. NACAC. https://www.nacacnet.org/research—policy—advocacy/research/state-of-college-admission/
2. Selingo, J. J. (2020). Who Gets In and Why: A Year Inside College Admissions. Scribner.
3. Hiss, W. C., & Franks, V. W. (2014). Defining Promise: Optional Standardized Testing Policies in American College and University Admissions. National Association for College Admission Counseling.
4. Belasco, A. S., Rosinger, K. O., & Hearn, J. C. (2015). “The Test-Optional Movement at America’s Selective Liberal Arts Colleges.” Educational Evaluation and Policy Analysis, 37(2), 206–223.
5. Soares, J. A. (Ed.). (2012). SAT Wars: The Case for Test-Optional College Admissions. Teachers College Press.
6. Schmitt, N., et al. (2015). “Comparison of Five Models of Competency Integration in Predicting Post-Secondary Academic Performance.” Journal of Applied Psychology, 100(4), 1165–1180.
7. MIT Admissions. (2022). Testing Requirements: Reinstating the SAT/ACT Requirement for Applying to MIT. Massachusetts Institute of Technology.
8. Dartmouth College Office of Admissions. (2024). Standardized Testing Policy Update. Dartmouth College.
9. Sternberg, R. J. (2010). “College Admissions for the 21st Century.” Harvard University Press.
10. Common Data Set Initiative. (2023). Common Data Set 2022–2023: Participating Institutions. https://commondataset.org

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