The undergraduate debt narrative in this country is broadly miscalibrated. Median undergraduate debt is $23,210 — modest, manageable, defensible at the median.
The graduate-school narrative is the opposite. Substantially understated, particularly in health professions.
Here is what the College Scorecard's Field-of-Study cohort actually says, ranked by median debt at the master's level.
The high-debt master's fields
| Field | N programs | Year-1 earnings | Median grad debt | Earn:Debt ratio |
|---|---|---|---|---|
| Advanced/Graduate Dentistry & Oral Sciences | 23 | $234,309 | $155,251 | 1.51× |
| Allied Health Diagnostic & Treatment (PT, OT, etc.) | 230 | $111,743 | $109,939 | 1.02× |
| Nursing (master's-level) | 467 | $106,154 | $42,717 | 2.49× |
| Computer Software & Media Apps | 25 | $97,389 | $39,807 | 2.45× |
| Management Sciences & Quantitative Methods | 121 | $90,498 | $38,957 | 2.32× |
| Computer & Information Sciences, General | 88 | $89,719 | $36,769 | 2.44× |
| Computer Engineering | 25 | $118,192 | $35,556 | 3.32× |
| Aerospace Engineering | 21 | $99,930 | $33,736 | 2.96× |
| Systems Engineering | 26 | $115,727 | $33,422 | 3.46× |
| Engineering, General | 30 | $102,396 | $29,983 | 3.42× |
| Engineering-Related Fields | 41 | $105,490 | $29,247 | 3.61× |
| Mechanical Engineering | 92 | $92,964 | $28,000 | 3.32× |
| Electrical Engineering | 62 | $105,380 | $26,051 | 4.05× |
The line item that should reshape your graduate marketing:
Allied Health master's programs: $109,939 in median debt to earn $111,743 in year one. That is a 1.02× ratio. Borrowing the dollar value of your year-one income, at the median program, is a structurally fragile financial position for the borrower. It is essentially a coin flip that depends entirely on debt-relief policy, repayment plan choices, and the borrower's tolerance for a decade-plus repayment window.
By contrast, every engineering master's on the list comes in at 2.9×–4.0× earnings-to-debt ratio. Same structural payoff window, dramatically different risk profile.
At the median Allied Health master's program, the graduate borrows the dollar value of their year-one income. That is a coin flip on debt-relief policy, not a financial plan.
Two strategic implications
1. The fields where ROI is best are the fields where prospects already trust the math
Engineering, CS, applied math — students enter these programs already running calculators. Your messaging should accelerate, not soften, the math.
The graduate-program landing page that wins for "best master's in mechanical engineering for return on investment" is one that publishes the Scorecard ratio plainly, with the source link, in the first scroll. We've measured 30–60% lifts in time-on-page when this is the lead, against the same page led with brand copy.
2. The fields where ROI is most fragile are the fields where prospects most want to be reassured
Allied health, nursing, social work, education, MFA programs in arts — these are mission-driven choices. Marketing that pretends the financials are fine erodes long-term trust when the alumnus is still paying off loans at age 38.
Honest ROI math, paired with concrete repayment-plan guidance, converts and retains better. The institutions that publish actual median outcomes on their program pages outperform peers in graduate yield.
Counterintuitive: transparency converts
We've watched a half-dozen graduate program pages move from generic brand copy to honest published outcomes data over the last 18 months. The pattern is consistent:
- Time-on-page rises (25–60%, depending on baseline)
- Application-start rate rises (8–25%)
- Yield rises (small, but measurable: 1–4 percentage points)
The graduate prospect is older, more sophisticated, and more financially literate than the undergraduate prospect. They notice when a program page is performing. They reward the page that isn't.
What "honest" looks like, in practice
The graduate program page that performs best in our funnel data has the following structure:
Above the fold
- Program name, format, length.
- One headline number — most useful is median 1-year-out earnings, with the cohort year and source.
- Application deadline + start dates.
First scroll
- A four-row Scorecard table: median 1-year earnings, median 5-year earnings, median grad debt, completion rate.
- A one-sentence frame: "This program produces graduates who earn $X by year one and carry $Y in debt at graduation. Here is what that looks like on a 10-year repayment plan."
- A repayment-math widget. Doesn't have to be fancy. Three inputs (loan amount, interest rate, term). One output (monthly payment).
Lower scroll
- Curriculum, faculty, accreditation.
- Admissions requirements.
- Funding sources (TA-ships, GA-ships, external scholarships, employer reimbursement).
Footer
- The Scorecard data citation, with year.
- The accreditor citation, with year.
Most graduate program pages have it backward. The brand copy is above the fold; the numbers are at the bottom (if anywhere). The structure that works for the modern graduate prospect inverts that.
A note on the dental and allied health figures
Some readers will look at the Advanced Dentistry row and object: $234K year-one income justifies $155K of debt. Mathematically, it does. But the time-to-realization on dental income is long; the residency years pay much less; the loan balance compounds during that period; and most dental graduates carry the debt into their late 30s or early 40s.
The 1.51× ratio doesn't capture the full risk. It is the headline number that should be paired with a residency-stage income table so the prospect understands what years two through five look like, not just year ten.
Bottom line
Stop letting the loudest debt narratives define how families think about your graduate programs. The honest number is your friend. The honest structure — published clearly, sourced to the Scorecard, paired with repayment math the prospect can run themselves — is the page that converts.
It also happens to be the page AI engines surface in the answer.