The number of students starting in Ivy League schools for the Class of 2028 (those beginning in the Fall of 2024), varied from school to school. Cornell University had the largest Class of 2028 among the Ivy League schools, with ***** enrolled students.

In Columbia University's Class of 2028 (students beginning in the fall of 2024), ** percent of students were international students. This is compared to Harvard University, where ** percent of incoming students were international students.

Ivy League universities are known to be incredibly selective in their admissions processes. Harvard University's acceptance rate for the Class of 2028 (students beginning university in the fall of 2024) was the most selective, with a **** percent acceptance rate, followed by Yale University with a *** percent acceptance rate.

We know that students at elite universities tend to be from high-income families, and that graduates are more likely to end up in high-status or high-income jobs. But very little public data has been available on university admissions practices. This dataset, collected by Opportunity Insights, gives extensive detail on college application and admission rates for 139 colleges and universities across the United States, including data on the incomes of students. How do admissions practices vary by institution, and are wealthy students overrepresented?

Motivation

Education equality is one of the most contested topics in society today. It can be defined and explored in many ways, from accessible education to disabled/low-income/rural students to the cross-generational influence of doctorate degrees and tenure track positions. One aspect of equality is the institutions students attend. Consider the “Ivy Plus” universities, which are all eight Ivy League schools plus MIT, Stanford, Duke, and Chicago. Although less than half of one percent of Americans attend Ivy-Plus colleges, they account for more than 10% of Fortune 500 CEOs, a quarter of U.S. Senators, half of all Rhodes scholars, and three-fourths of Supreme Court justices appointed in the last half-century.

A 2023 study (Chetty et al, 2023) tried to understand how these elite institutions affect educational equality:

Do highly selective private colleges amplify the persistence of privilege across generations by taking students from high-income families and helping them obtain high-status, high-paying leadership positions? Conversely, to what extent could such colleges diversify the socioeconomic backgrounds of society’s leaders by changing their admissions policies?

To answer these questions, they assembled a dataset documenting the admission and attendance rate for 13 different income bins for 139 selective universities around the country. They were able to access and link not only student SAT/ACT scores and high school grades, but also parents’ income through their tax records, students’ post-college graduate school enrollment or employment (including earnings, employers, and occupations), and also for some selected colleges, their internal admission ratings for each student. This dataset covers students in the entering classes of 2010–2015, or roughly 2.4 million domestic students.

They found that children from families in the top 1% (by income) are more than twice as likely to attend an Ivy-Plus college as those from middle-class families with comparable SAT/ACT scores, and two-thirds of this gap can be attributed to higher admission rates with similar scores, with the remaining third due to the differences in rates of application and matriculation (enrollment conditional on admission). This is not a shocking conclusion, but we can further explore elite college admissions by socioeconomic status to understand the differences between elite private colleges and public flagships admission practices, and to reflect on the privilege we have here and to envision what a fairer higher education system could look like.

Data

The data has been aggregated by university and by parental income level, grouped into 13 income brackets. The income brackets are grouped by percentile relative to the US national income distribution, so for instance the 75.0 bin represents parents whose incomes are between the 70th and 80th percentile. The top two bins overlap: the 99.4 bin represents parents between the 99 and 99.9th percentiles, while the 99.5 bin represents parents in the top 1%.

Each row represents students’ admission and matriculation outcomes from one income bracket at a given university. There are 139 colleges covered in this dataset.

The variables include an array of different college-level-income-binned estimates for things including attendance rate (both raw and reweighted by SAT/ACT scores), application rate, and relative attendance rate conditional on application, also with respect to specific test score bands for each college and in/out-of state. Colleges are categorized into six tiers: Ivy Plus, other elite schools (public and private), highly selective public/private, and selective public/private, with selectivity generally in descending order. It also notes whether a college is public and/or flagship, where “flagship” means public flagship universities. Furthermore, they also report the relative application rate for each income bin within specific test bands, which are 50-point bands that had the most attendees in each school tier/category.

Several values are reported in “test-score-reweighted” form. These values control for SAT score: they are calculated separately for each SAT score value, then averaged with weights based on the distribution of SAT scores at the institution.

Note that since private schools typically don’t differentiate between in-...

Across the Ivy League, more females than males tended to be enrolled in the Class of 2028 (those entering in the Fall of 2024). At Columbia University, ** percent of the freshman class in Fall 2024 (the Class of 2028) was female, compared to ** percent of male students and *** percent of students who identified as transgender or non-binary.

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Ivy League schools typically receive thousands of applications. For the Class of 2028 (students beginning university in the fall of 2024), Harvard University received ****** applications. For the same class, the acceptance rate at Harvard was **** percent, meaning only **** percent of these applications were accepted into the Class of 2028.

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This statistic illustrates the share of legacy students in Ivy League schools in the Class of 2023. In the Class of 2023 (students beginning university in the fall of 2019), **** percent of the students at Harvard University were legacy students.

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In 2023, the University of Pennsylvania had the highest four-year graduation rate of all Ivy League schools, at ** percent. Cornell University followed closely behind, with an ** percent four-year graduation rate.

The share of first-generation students (those who are the first in their family to attend college) in Ivy League schools varied from school to school. For the Class of 2028 (students beginning university in the Fall of 2024), **** percent of Cornell University's freshman class were first-generation college students.

In 2022, **** percent of students at Princeton University applied for need-based aid, more than any other Ivy League school in the United States. In comparison, **** percent of students at the University of Pennsylvania applied for need-based aid in that year.

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Historical Dataset of State Charter Schools- Ivy Preparatory Academy At Kirkwood For Girls is provided by PublicSchoolReview and contain statistics on metrics:Comparison of Diversity Score Trends,Total Revenues Trends,Total Expenditure Trends,Average Revenue Per Student Trends,Average Expenditure Per Student Trends,Reading and Language Arts Proficiency Trends,Math Proficiency Trends,Science Proficiency Trends,Overall School District Rank Trends,Hispanic Student Percentage Comparison Over Years (2019-2023),Black Student Percentage Comparison Over Years (2012-2023),White Student Percentage Comparison Over Years (2012-2014),Two or More Races Student Percentage Comparison Over Years (2014-2023),Comparison of Students By Grade Trends

In the fiscal year of 2021, the University of Pennsylvania reported about ***** billion U.S. dollars in net revenue. In the same year, Dartmouth College reported about **** billion U.S. dollars in net revenue.

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In the fall of 2021, ** percent of full-time students who studied at Harvard University during the ********* school year returned for the academic year *********. At Dartmouth College, ** percent of students returned for the ********* school year.

In the fall of 2021, Yale University had ***** members of faculty on track for tenured positions. In that same year, Yale had ***** tenured faculty members.