Bootcamps: Reading the Outcome Statistics Properly
Intensive career-change courses advertise high employment rates. Those figures are usually accurate within their own definitions, and the definitions do a great deal of work.
Questions that change the number
What counts as employed? Some providers include part-time roles, contract work, internships, and jobs only loosely related to the training.
What is the measurement window? Ninety days, six months and twelve months produce very different figures.
Who is included in the denominator? Graduates only, or everyone who enrolled? Excluding people who dropped out removes exactly the group who struggled, which flatters the result substantially.
What response rate underlies it? If half of graduates did not respond, the figure describes those who did, and people who found work are more likely to reply.
Are people employed by the provider itself counted? Some hire graduates as teaching assistants and include them.
What to ask for instead
Audited outcomes reports, where they exist, are considerably more reliable than marketing claims. Some markets have reporting standards providers can opt into.
Median starting salary rather than average, since averages are pulled up by a few outliers.
The number who started, the number who completed, and the number employed in a relevant role at six and twelve months. Providers confident in their outcomes will give these; hesitation is informative.
Talk to graduates the provider did not choose
Testimonials are selected. Find graduates independently through professional networks, filtering by the provider's name and looking at where people actually work now.
Ask how long the search took, how many applications, what the course did not prepare them for, and whether they would do it again.
Ask specifically about people in their cohort who did not find work, which is the group testimonials never include.
Financing structures
Income share agreements defer payment until you earn above a threshold. Read the total repayment cap, the percentage, the duration and the threshold definition — some end up considerably more expensive than an upfront fee.
Deferred tuition and loan arrangements vary in whether the debt survives non-completion or non-employment.
Understand what you owe in the scenario where it does not work out, because that is the scenario the paperwork exists for.
Realistic expectations
The market for entry-level roles in technology has been considerably tighter than during the boom years, and outcomes reflect that.
A bootcamp provides foundational skills and a portfolio. It does not replace experience, and the job search afterwards is usually harder and longer than the marketing implies.
People who succeed generally continue building projects after the course, network actively, and treat the search as a months-long project rather than an expectation.
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