RECIPES / COLLEGE PRICING POWER

College Pricing Power

IPEDSCollege ScorecardCDS C1 (cross-check)

College prices tell only part of the story.

A school can publish a very high price and still offer enough grant aid that many students are billed much less than sticker. It can be highly selective but lose many of the students it admits to other colleges. And students at two similarly priced schools can leave with very different debt relative to what they later earn.

This page puts several of those measures together.

We start with acceptance rate and yield. Acceptance rate is the share of applicants a college admits. Yield is the share of admitted students who actually enroll.

Then we add financial outcomes. For schools with enough federal data, we compare yield with debt burden: annual federal student-loan payments as a share of median earnings 10 years after enrollment.

None of these measures, by itself, tells us whether a college is “worth it.” This page does not estimate how enrollment would change if a college changed its price. Together, the numbers show how broadly a school admits, how often admitted students enroll, what federally aided students pay after grant aid, and how federal loan payments compare with later earnings.

1,417Schools with usable acceptance and yield data
19.3%Median yield in that sample
1,386Schools in the joined yield and debt sample
5.20%Median debt burden in the joined sample

Acceptance and yield

The horizontal axis shows acceptance rate: the share of applicants a school admits.

The vertical axis shows yield: the share of admitted students who enroll.

A school toward the upper-left is below this sample's median acceptance rate and above its median yield. A school toward the lower-right is the reverse. Because the median school admits about 76.8% of applicants, “below the median” is not another way of saying highly selective.

Yield is useful, but it needs context. A high yield can reflect strong student demand, binding Early Decision, geography, price, financial aid, athletics, a specialized mission, or simply an applicant pool that already knows the school well. A low yield can reflect intense competition for students rather than weak academic quality.

Fig. 1 · Acceptance rate vs. yield

Dividers are this sample's medians, not 50% lines: 76.8% acceptance and 19.3% yield among 1,417 schools.

Hover over any dot to see the school and its underlying numbers. Many schools overlap. Use search to highlight one.

0%20%40%60%80%100%0%20%40%60%80%100%Median acceptance 76.8%Median yield 19.3%I · LOWER ACCEPTANCE, HIGHER YIELD · 397II · HIGHER ACCEPTANCE, HIGHER YIELD · 312III · LOWER ACCEPTANCE, LOWER YIELD · 311IV · HIGHER ACCEPTANCE, LOWER YIELD · 397SyracuseYIELD · ENROLLED ÷ ADMITTEDACCEPTANCE RATE · ADMITTED ÷ APPLIED
I.
397 SCHOOLS
Lower acceptance · higher yield
These schools admit a smaller share of applicants than the sample median and enroll a larger share of those they accept than the sample median. That combination can reflect student preference, binding Early Decision, geography, aid, athletics, or a self-selected applicant pool. The chart does not tell us which.
II.
312 SCHOOLS
Higher acceptance · higher yield
These schools admit a larger share of applicants while still enrolling a relatively large share of those they accept. That can happen at public flagships, regional institutions, specialized colleges, or schools whose applicants are especially likely to enroll if admitted.
III.
311 SCHOOLS
Lower acceptance · lower yield
These schools admit a smaller share of applicants than this sample's median (76.8%) but enroll a smaller share of admits than the median (19.3%). In this file, “below-median acceptance” still includes many colleges that admit 60% or 70% of applicants. Many of these schools compete for students who have several attractive alternatives. A below-median yield should not be read as evidence that the school is undesirable.
IV.
397 SCHOOLS
Higher acceptance · lower yield
These schools admit a larger share of applicants and enroll a smaller share of those admitted. For enrollment teams, this combination can make class size harder to predict because more offers may be required to fill each seat.

Now add student outcomes

Acceptance and yield describe how a college fills a class: how many applicants it admits, and how many of those admits enroll. They do not tell us what happens financially to students who enroll.

For that, we can join admissions data to the College Scorecard.

The next chart keeps yield on one axis and adds debt burden on the other. Debt burden is the share of median 10-year earnings represented by one year of median federal student-loan payments.

This is not a measure of total college cost. It covers federal student debt, and many families pay for college with savings, current income, grants, parent borrowing, private loans, or other resources.

It answers a narrower question:

How large are median federal loan payments, as estimated from completer debt, relative to median earnings of federally aided students about 10 years after they first enrolled?

Figure 2 uses a smaller sample (1,386 schools) because it requires Scorecard debt, earnings, net price, and instructional spending. Its yield median is 19.1%, not the 19.3% used in Figure 1. A school can sit on different sides of “higher yield” in the two charts.

1,386Schools with yield and Scorecard debt, earnings, and net price
19.1%Median yield in Figure 2
5.20%Median debt burden in Figure 2
31Figure 1 schools dropped from Figure 2 for missing Scorecard fields
Fig. 2 · Yield vs. graduate debt burden

Dividers are this sample's medians: 19.1% yield and 5.20% debt burden among 1,386 schools.

Each school is drawn at the same size. Average net price is in the tooltip. It is the College Scorecard average for Title IV aid recipients, not the price a full-pay family pays.

Hover over any school to see the underlying values. Tooltips also show reported instructional spending per student divided by average net price. That ratio is not the share of a college's budget spent on teaching. Many schools overlap. Use search to highlight one.

0%4%8%12%16%0%20%40%60%80%100%Median yield 19.1%Median burden 5.20%II · LOWER YIELD, HIGHER BURDEN · 375I · HIGHER YIELD, HIGHER BURDEN · 322IV · LOWER YIELD, LOWER BURDEN · 318III · HIGHER YIELD, LOWER BURDEN · 371SyracuseDEBT BURDEN · ANNUAL FEDERAL LOAN PAYMENTS ÷ 10-YR EARNINGSYIELD · ENROLLED ÷ ADMITTED
I.
322 SCHOOLS
Higher yield · higher debt burden
These schools enroll a relatively large share of the students they admit, while federal loan payments are also relatively high compared with later earnings. Higher yield means a larger share of admits enrolled. That is not the same thing as students preferring the school over every alternative. The debt measure asks a separate question about federal borrowing among federally aided students afterward.
II.
375 SCHOOLS
Lower yield · higher debt burden
These schools enroll a smaller share of admitted students and also have above-median federal debt burden. That combination is worth looking at more closely: a smaller share of admits enrolled, and federal loan payments are also above the sample median relative to later earnings. It does not tell us why either condition exists — competition, aid design, applicant mix, earnings, or borrowing can each produce the same pair of numbers.
III.
371 SCHOOLS
Higher yield · lower debt burden
These schools combine relatively strong enrollment conversion with below-median federal debt burden. Both of these measures sit on the better-looking side of this sample’s medians. That says nothing by itself about academic quality, access, family wealth, or the experience of students who do not borrow.
IV.
318 SCHOOLS
Lower yield · lower debt burden
These schools enroll a smaller share of admitted students, but federal loan payments are relatively modest compared with later earnings. This is an important reminder that a below-median yield in one admissions cycle does not mean a college produces poor federal-loan outcomes for the federally aided students in the Scorecard file.

Syracuse: high published price, ordinary federal-loan burden

Syracuse is a useful example of why these measures belong on the same page.

The Wall Street Journal's August 2026 account describes a 1.5% budget shortfall for the academic year that began in August 2026, late merit-aid offers for the fall 2025 class, and a published cost of attendance of $98,544. The admissions numbers on the charts are older: IPEDS ADM2024, the fall 2024 first-time class. They are not a picture of the shortfall year.

The admissions figures on this page are from the fall 2024 entering class, the most recent IPEDS ADM release. The Journal's account of late merit-aid offers describes recruiting for the fall 2025 class. The 1.5% budget shortfall, and the chancellor's wait-list remarks, refer to the academic year that began in August 2026. The charts do not depict the shortfall year, and the Scorecard debt and earnings figures describe earlier cohorts still.

Sticker price is important, but it is not the College Scorecard net-price figure. That figure averages what Title IV aid recipients paid after grant aid; it is not what a full-pay family is billed.

Federal student-debt data tell another part of the story.

Using the same College Scorecard methodology as the rest of this page, Syracuse's median annual federal-loan payment is about $3,308 ($275.64 × 12), against median 10-year earnings of $79,164. That produces a debt burden of 4.18%. The median for the schools in this comparison is 5.20%. In the fall 2024 admissions file, Syracuse admitted 20,427 of 44,480 applicants (45.92%) and enrolled 3,835 (18.77% yield). Average net price for Title IV recipients is $38,793. Median completer debt is $26,000.

A published cost of attendance near $100,000 does not, in this federal-loan measure, come with unusually heavy payments relative to later earnings. The fall 2024 admissions file shows a high average net price for Title IV recipients and a yield near the middle of this sample. It does not show a federal-debt-burden outlier, and it does not depict the fall 2025 recruiting scramble or the fall 2026 shortfall described by the Journal.

Syracuse is not the only college in this part of the chart. Fordham University (9.7% yield, 3.61% burden, $44,338 net price), American University (15.6%, 3.74%, $41,943), and Southern Methodist University (17.8%, 3.17%, $40,892) also sit below both Panel B medians on yield and burden while posting above-median Title IV net prices. Northeastern, Boston University, and NYU — the Journal's full-pay comparison set — do not: each has a much higher fall 2024 yield.

Federal data for 2023–24, as reported by The Wall Street Journal, show 21% of Syracuse undergraduates paying full sticker price, compared with 40% at Northeastern, 49% at Boston University, and 58% at NYU. Those shares are NCES figures, not a Journal original survey. Those three schools are not yield peers in this file: each converted a much larger share of its fall 2024 admits than Syracuse did.

The Journal describes several forces that can lower enrollment without showing up as a federal-loan burden, and this page does not separate them: a 2025 drop of about half in international enrollment after visa disruption; Syracuse's location in a snowy, geographically isolated city; competition from cheaper public flagships, including Sun Belt campuses; weaker national sports visibility (men's basketball out of the NCAA tournament for five seasons; football mostly losing since 2000); admissions execution (slow regular-decision turnaround, little follow-up after the offer, late 2025 merit-aid offers the chancellor says will not be repeated); the April 2026 choice largely not to take the wait list; housing (a 2022 over-enrollment that put students in a Sheraton, then $458 million of dorm borrowing in 2025); and a falling number of 18- to 24-year-olds. The chancellor told the Journal the fall 2026 shortfall was not a lack of demand.

Syracuse's chancellor told the Journal that in April 2026 the university could have pulled from its wait list and largely decided not to, in order to maintain academic standards, and that the shortfall was not due to a lack of demand.

What we mean by pricing power

“Pricing power” is a shorthand for a cluster of related questions. It is not a number this page computes.

We are putting several published measures about the same college on one page: how broadly it admits, how often admits enroll, what Title IV recipients pay after grant aid, and how large federal loan payments are relative to later earnings.

Acceptance rate tells us how broadly a college admits.

Yield tells us how often an offer of admission becomes an enrollment.

Average net price tells us what undergraduates who received Title IV federal aid paid, on average, after grant and scholarship aid. It is not the bill for a full-pay family, and full-pay students are not in the average.

Debt burden adds a later outcome for federally aided students.

High yield is sometimes treated as a sign that a school could raise price without losing students. This page does not test that. It does not estimate elasticity, markups, or the price at which a class would fail to fill. A school can post a high yield because of binding Early Decision, generous aid, geography, athletics, a specialized mission, or an applicant pool that already planned to enroll.

Low yield does not prove a school needs to lower its price, and it does not measure how many students wanted to attend.

The point is to put the measures next to one another so those questions can be asked with better evidence.

How debt burden is calculated

Debt burden starts with two College Scorecard measures:

debt burden = median monthly federal-loan payment × 12 ÷ median earnings 10 years after enrollment

The monthly payment is a Scorecard estimate derived from median federal debt among completers, not the amount a typical alumnus is observed to send a servicer. Earnings are for federally aided students working and not enrolled, including people who did not complete. Debt and earnings are therefore not the same population.

For example, annual loan payments of $3,000 against median earnings of $60,000 would produce a debt burden of 5%.

The measure has important limits.

It covers federal student borrowing, not every way families finance college. Median earnings describe federally aided students from an earlier cohort, roughly a decade after enrollment. The admissions data on this page describe much more recent applicants.

The join is therefore institutional, not longitudinal. We are comparing different measures reported about the same college, not following one graduating class through time.

What is being joined

The two charts join different years. Acceptance and yield are IPEDS ADM2024 (first-time students entering fall 2024). Average net price, federal debt, estimated monthly payments, 10-year earnings, and instructional spending per FTE come from the College Scorecard 2022-23 file. Scorecard earnings describe federally aided students from a much earlier entering cohort, measured about 10 years after they first enrolled. Average net price is also from 2022-23, not from the fall 2024 class. The join is by institution, not by one class of students moving through college.

After requiring positive applicant, admitted, and enrolled counts, with admitted no greater than applied and enrolled no greater than admitted, requiring an entering class of at least 100 students, and after dropping institutions outside the public directory's in-scope set, 1,417 schools remain for Figure 1. 17 rows are removed for missing or zero counts, 327 for an entering class under 100, and 195 are out of scope.

Figure 2 keeps the 1,386 of those schools that also have positive College Scorecard debt, earnings, net price, and instructional spending. 31 schools drop at that join.

Where a school also has a complete Common Data Set C1 row for 2024–25, the tooltip shows that acceptance and yield as a cross-check. In this build that is 356 of 1,417 schools. Syracuse has no CDS C1 row in the serving data. Plotted positions always use IPEDS ADM2024.

Data limits

This page combines institutional data from different systems and different years. The numbers should not be read as if they describe one group of students moving through college at the same time. Earnings are from federally aided students who enrolled about a decade before the Scorecard 2022-23 file. Fall 2024 admits are not those earners, and they are not the fall 2026 class in the Journal article.

Yield is not pure demand. It is affected by admissions strategy, binding Early Decision, financial aid, geography, applicant self-selection, athletics, and other factors. At most schools, yield has fallen by about half over two decades as students apply to about three times as many schools (federal data, as reported by the Journal).

Average net price is the College Scorecard figure for undergraduates who received Title IV federal aid. Full-pay students are not in that average, so the number is not what a typical full-pay family pays and is not an enrollment-weighted average of the whole undergraduate body.

Debt burden is incomplete. It covers federal student borrowing, not Parent PLUS, private loans, savings, cash payments, or students who did not borrow.

Median federal completer debt clusters at common federal loan limits. In this sample, 159 schools report exactly $27,000. A lower debt burden at a high-price college can be high later earnings, not a smaller bill.

Some branch campuses inherit a parent College Scorecard record, so debt, earnings, and burden can repeat across related institutions. Those repeats are kept as reported. They do not include Syracuse.

Schools with an entering class under 100 are excluded. In IPEDS filings from very small direct-matriculation institutions, the admitted count often equals the enrolled count, which reads as 100% yield but reflects record-keeping, not a market signal. A few larger schools with near-100% reported yield remain and are kept as reported. Quadrants use medians so that tail does not set the middle of the chart.

Instructional spending per student divided by average net price is not a budget share. The two numbers come from different systems and describe different populations. Never read the remainder as administrative spending.

Correlation is not causation. These charts do not show that price caused yield, that debt caused yield, or that instructional spending caused either.

Pull the data yourself

The underlying data and calculations are public. The queries below reproduce the source rows used for the two panels. Each IPEDS field and the Scorecard table contain more rows than the API's 1,000-row response limit, so retrieve them in pages. Compute acceptance and yield from the raw counts; do not plot the integer-rounded admit_rate_total or yield_rate_total fields.

# Panel A — IPEDS ADM2024 counts from school_facts_unified (long format)
# Repeat for field_key=eq.admissions_total and field_key=eq.enrolled_total.
# PostgREST max-rows is 1,000. limit=5000 and Range: 0-4999 are both capped
# at 1,000 with HTTP 206. Page with offset:
curl 'https://api.collegedata.fyi/rest/v1/school_facts_unified?select=school_id,school_name,ipeds_id,in_scope,field_key,value_numeric,source_table,data_year,quality_flag&field_key=eq.applicants_total&source_table=eq.ADM2024&order=ipeds_id.asc&limit=1000&offset=0' \
  -H 'apikey: <anon key>' \
  -H 'Authorization: Bearer <anon key>'
curl 'https://api.collegedata.fyi/rest/v1/school_facts_unified?select=school_id,school_name,ipeds_id,in_scope,field_key,value_numeric,source_table,data_year,quality_flag&field_key=eq.applicants_total&source_table=eq.ADM2024&order=ipeds_id.asc&limit=1000&offset=1000' \
  -H 'apikey: <anon key>' \
  -H 'Authorization: Bearer <anon key>'

# Panel B — College Scorecard join fields
curl 'https://api.collegedata.fyi/rest/v1/scorecard_summary?select=ipeds_id,scorecard_data_year,earnings_10yr_median,median_debt_monthly_payment,median_debt_completers,avg_net_price,instructional_expenditure_fte&order=ipeds_id.asc&limit=1000&offset=0' \
  -H 'apikey: <anon key>' \
  -H 'Authorization: Bearer <anon key>'
curl 'https://api.collegedata.fyi/rest/v1/scorecard_summary?select=ipeds_id,scorecard_data_year,earnings_10yr_median,median_debt_monthly_payment,median_debt_completers,avg_net_price,instructional_expenditure_fte&order=ipeds_id.asc&limit=1000&offset=1000' \
  -H 'apikey: <anon key>' \
  -H 'Authorization: Bearer <anon key>'

# CDS C1 2024-25 tooltip cross-check (complete rows; under the 1,000-row cap)
curl 'https://api.collegedata.fyi/rest/v1/school_browser_rows?select=school_id,ipeds_id,canonical_year,sub_institutional,acceptance_rate,yield_rate&canonical_year=eq.2024-25&sub_institutional=is.null&acceptance_rate=not.is.null&yield_rate=not.is.null' \
  -H 'apikey: <anon key>' \
  -H 'Authorization: Bearer <anon key>'

Keep schools with positive applied, admitted, and enrolled counts; drop rows where admitted exceeds applied or enrolled exceeds admitted; keep the public directory's in-scope institutions. For Figure 2, also require positive median_debt_monthly_payment, earnings_10yr_median, avg_net_price, and instructional_expenditure_fte.

Then:

acceptance = admitted ÷ applied

yield = enrolled ÷ admitted

burden = monthly payment × 12 ÷ earnings

instruction / net price = instructional expenditure per FTE ÷ average net price

The anonymous API key is available on the API page. To rebuild the checked-in dataset: python3 tools/ipeds/build_pricing_power_recipe.py

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