The failure modes are few and avoidable. A missed payment is the big one: it gets reported exactly like any other delinquency, so automate the payment and never rely on memory. Paying the loan off early sounds virtuous but shortens the stretch of reported history, which is what you are paying for, so letting the full term run usually serves you better. And an account that only reports to one bureau leaves two of your three files untouched, so ask before signing rather than after.
One last consumer note: if your goal is repairing bad credit rather than building thin credit, skip anyone charging hundreds of dollars for "credit repair." The FTC's
consumer advice is direct on this point: everything a credit repair company can legally do, you can do yourself for free, and a credit-builder loan is one of the few products that adds genuinely new positive information instead of disputing old negatives.