A headline percentage can look objective while leaving the most important questions unanswered. “Ninety percent employed” might describe everyone who enrolled, only those who graduated or only the graduates who answered a survey. Those are different groups.
The following examples are hypothetical. They are not figures for any provider in the directory.
Ask for the denominator
Imagine 100 learners started a program, 70 completed it and 50 answered a follow-up survey. If 45 respondents reported employment, the response-based employment figure would be 90 percent. It would not mean 90 of the original 100 learners found work.
You do not need to accuse anyone of manipulating data. Ask: “How many people started, completed and responded?” A provider with useful results should be able to explain the population.
Ask what counted as a result
Was employment in the trained occupation, a related field or any field? Were part-time and full-time roles combined? Was the learner already employed before enrolling?
Keep these questions separate from whether the job was a good personal fit. A statistic cannot tell you whether a schedule works for your family or whether you can reach the workplace.
Look at the time window
An immediate follow-up and one conducted a year later measure different things. Ask which completion year or cohort is represented and when the data was collected.
Small programs may not have a large sample. A small sample is not automatically useless; it simply needs context. Avoid ranking schools by tiny differences between rates built from different methods.
Separate earnings from an offer
An occupation-wide pay figure is not the same as the starting pay of this program's graduates. Neither is a graduate average a guaranteed wage for you.
If a provider presents earnings, ask what work, location, experience level and period the number describes. Ask whether it is reported by graduates, measured through another source or drawn from general occupational data.
The FTC encourages prospective learners to investigate completion and placement claims. Use the numbers to generate questions, not to replace a conversation.
Request evidence you can use
Ask for a short written explanation of the method, recent counts and examples of relevant roles. A willing graduate may offer useful perspective, but a testimonial is not a representative outcome study.
Then compare the course's actual learning tasks with the roles you hope to apply for. If the school does not yet have outcomes, record that honestly instead of treating marketing language as a substitute.
Return to program comparison, budgeting and the directory with a clearer distinction between evidence, interpretation and promises.