Graduate Employment Reports

A graduate program advertises a strong employment percentage and an impressive salary. Before using those figures to choose a degree, ask a less glamorous question: who is in the denominator?

A report can be accurate and still answer a different question from the one you think it answers. Graduates with known outcomes, graduates seeking work, full-time employees who reported salary, and the entire graduating class are different groups. Read the definitions before comparing numbers.

Identify The Population And The Clock

Write down the exact degree, program, graduation period, and observation date. Check whether several years or degrees are pooled and whether the dashboard's default filters match your interest.

Cornell's graduate-outcomes page describes a common first-destination survey for participating professional and master's programs, directs PhD readers to separate doctoral outcomes, and notes that its display defaults to multiple years and groups. [1] A university-wide result therefore should not silently become the result for one specific master's.

The timing matters as much as the population. A snapshot near graduation is different from one several months later or years into a career. Weill Cornell's outcomes resources include later career reporting as well as information about recent graduates. [2] Those perspectives can complement a first-destination report, but they should not be merged into one apparently comparable employment rate.

Keep the measured period attached to every figure you save. “Recent” and “latest” are not substitutes for a graduation cohort and a collection endpoint.

Distinguish Three Common Rates

The National Association of Colleges and Employers, or NACE, provides a reporting framework that distinguishes knowledge of graduate destinations from the outcomes among relevant known graduates. Its career-outcomes calculation includes several destinations beyond employment and excludes unknown and not-seeking graduates from that calculation's denominator. [3]

In practical terms:

• Response rate describes how many people responded under the survey's definition.
• Knowledge rate describes how much of the graduating class has an outcome known through the permitted collection methods.
• Career-outcomes rate describes the specified positive destinations among a narrower defined group.

Knowledge may include verified information collected through means other than a direct survey response. NACE's FAQ explains this distinction and cautions against treating “placement” as if graduates had simply been assigned jobs. [4]

A particular university may use another framework or a differently defined label. Do not impose NACE's formula on a report that explicitly defines its categories differently. Read the report's methodology and preserve its terminology in your notes.

A Worked Denominator Example

Imagine a fictional master's class of 100 graduates. The program knows the destinations of 70 students:

The knowledge rate is 70 out of 100, or 70%. Using the career-outcomes structure described above, employed plus continuing-education graduates total 60. The relevant denominator is 65 after excluding the five not seeking and the thirty unknown. The resulting career-outcomes rate is about 92.3%.

That does not mean 92.3% of the entire class obtained jobs. In the fictional record, employment is known for 50 of 100 graduates. It also does not mean the thirty unknown graduates were unemployed: their outcomes are unknown.

Both the 70% knowledge figure and the 92.3% outcome figure are necessary to understand the report. The exercise uses invented counts, not an actual program or a forecast of an applicant's prospects.

Ask What “employed” Includes

Look for full-time and part-time work, temporary or contract positions, self-employment, postdoctoral work, paid internships, service, or other categories. Determine whether the reported percentage concerns offers, accepted offers, or work actually started.

If a report combines employment with continuing education, preserve that distinction. Continuing to a PhD can be a relevant outcome for a research master's; it is still different from obtaining full-time employment. The right outcome for your goal may be narrower than the report's headline category.

Marquette's 2023–24 graduate report is a useful example of publishing these details: it defines its target population and collection endpoint, reports participation, and explains outcome and salary categories. [5] Its labels should be read as its own reporting definitions, rather than assumed identical to every other university's report.

Also ask whether the work is related to the graduate's goal or training. If the report does not collect that information, a broad employment percentage cannot answer the question for you.

Salary Has Another Denominator

A salary figure usually comes from a subset of graduates, potentially a subset of full-time employees who chose to provide pay information. Check how many observations support the figure, whether it is a median or mean, what currency is used, and whether bonuses or other compensation are included.

Cornell describes its salary information as self-reported base salary for full-time employed graduates, excluding bonuses and other compensation. [1] That is a specific measure, not the total compensation of every graduate. Marquette also explains additional salary-population exclusions and reports salary participation separately. [5]

A high salary median may therefore coexist with incomplete salary data. The missing salaries are not automatically low or high. Nor does a program's reported median become the salary an individual student should subtract from the cost of attending.

Geography, industry, prior experience, degree mix, and the economic conditions of the graduating period can all affect comparisons. Use several comparable cohorts where possible, while recognizing that pooling years may hide changes within them.

Read International Outcomes Without Inventing Visa Conclusions

A job's location, the graduate's nationality, and their work-authorization situation are different facts. A report showing employment in the United States does not by itself establish employer sponsorship, a particular authorization route, or the right of another student to work there.

Look for any separately defined international or authorization-related breakdown and its sample size. If it is absent, mark the question unanswered. Ask the career office about the limits of the report and the international office about the rules relevant to your circumstances.

An employer appearing on a list may have hired one graduate, many graduates, or graduates from another program. It is not a promise that the employer recruits every student, sponsors every role, or currently has the same openings. A list of recognizable names can be context without being a personal employment plan.

Use Reports As One Kind Of Evidence

Outcome differences can reflect who entered a program as well as the education they received. Prior experience, preparation, career interests, and who responds or can be located affect the observed group. A descriptive report does not isolate the causal effect of the degree.

For each serious option, save a compact note with the cohort, measurement date, knowledge or response rate, outcome definition, salary population, and any missing information that matters to you. If the program does not publish a denominator, ask for clarification rather than filling the gap with an assumption.

Then connect the report to the curriculum and support you would actually receive. Useful evidence helps you ask better questions about training and transition. It should not turn a selective snapshot of past graduates into a guarantee about your own future.