A graduate employment percentage can look like a quick answer to a complicated question: will this master’s help me find useful work? Before a number influences a family decision, identify what it measures, whose outcomes it describes and when the information was collected. A survey can offer context while still leaving your own situation unresolved.
Use the following reading checklist whenever a course page, report or presentation cites graduate employment. It helps you evaluate the evidence rather than rank countries or predict a personal result. No employment rate or salary in this guide is offered as a forecast for an applicant.
Trace the number to the original source
Open the report or official data page behind the claim. Save the title, publisher, collection year and relevant table or section. A headline without that route is an unresolved claim, even if it appears in attractive university marketing.
As an example, Australia’s QILT Graduate Outcomes Survey page describes a survey conducted approximately four to six months after graduates finish their studies. It covers undergraduate, postgraduate coursework and postgraduate research levels. These are short-term survey outcomes, not a measure of every graduate’s entire career.
That example demonstrates the importance of timing and population. It does not establish that an Australian result applies to another country, a particular course or your own job search.
Identify who is included
Write down the degree level, field, institution coverage and graduate group attached to the result. Are you reading about international graduates, domestic graduates or a combined group? Does the figure describe all programmes or the subject you are considering?
QILT distinguishes its domestic National Report from an International Report comparing onshore international and domestic graduates. Its page also explains that ComparED employment and salary information uses domestic undergraduate and postgraduate coursework responses, pooling three collection years. Those distinctions matter before an international master’s applicant treats a displayed figure as a close match.
When your intended group is not shown, record the mismatch. Do not quietly rename a broader population to make it sound relevant.
Read the measure and its denominator
Check the definition next to the number. Employment, full-time employment, further study and salary describe different things. A percentage also needs a denominator: which respondents or eligible group form the base? A salary measure requires you to know whose salaries were included.
For its ComparED display, QILT describes full-time employment relative to graduates available for full-time work; its median salary measure concerns graduates in full-time employment. An employment percentage therefore should not be read as a count of all graduates, and a salary figure should not be assigned to people outside the group measured.
Keep the exact source definition with your notes. If it is unavailable, that part of the comparison remains unknown.
Examine what the headline leaves out
Ask whether the evidence tells you about the type of work, relevance to the qualification, location or prior experience. If the report does not answer a question, do not infer the answer from the headline alone. A statement that someone is employed does not by itself show that they obtained the particular role you hope to pursue.
Look for respondent counts, limitations and uncertainty information. If two results differ, check whether the definitions, periods and groups are comparable before deciding that one course performed better. A changed definition can make a year-to-year comparison misleading even when the chart looks straightforward.
Use the evidence to improve your questions
Instead of asking a university to promise a job, ask for the official outcome evidence closest to your programme and graduate group. Ask what careers support is actually available and how students access it. Keep the offered support separate from the employment outcomes observed in a survey.
Build a short evidence note with four headings: what the source supports, which group it covers, what it leaves unanswered and the next question to ask. This makes it easier to discuss the figure with a parent or adviser without reducing the decision to one percentage.
Keep the personal plan grounded
Return to your learning goals and tradeoffs. Does the curriculum address the capabilities you want to develop? What relevant preparation do you already have? Which employers and roles would you need to investigate separately?
Keep your full-course budget separate from an assumed salary. A graduate survey is evidence about a defined group at a particular time; it is not an offer of employment or permission to work. The practical result of reading it carefully is a better question and a clearer plan, with uncertainty still visible.
Official survey guidance checked 4 October 2026. Consult the current report and definitions for any numerical comparison; this guide makes no personal employment guarantee.
