Certification is specific, not general
There is no single "certified welder" qualification. A certification records that you produced an acceptable weld using a particular process, in a particular position, on a particular material and thickness. Employers hire against the combinations their work requires, which is why asking local shops what they run is more useful than picking a certification in the abstract.
Hood time is the actual curriculum
Welding is a motor skill built through repetition under supervision. Knowledge of processes, joint types, and defect causes matters — it is what this practice test covers, and it is what lets you diagnose your own bad bead — but no amount of it substitutes for hours with an arc struck. Any programme you consider should be judged largely on booth access.
Reading defects is the diagnostic skill
Porosity, undercut, lack of fusion, and excessive spatter each point to identifiable causes: contamination, travel speed, amperage, angle, technique. Learning to read a failed weld and adjust deliberately is what separates a welder who improves steadily from one who repeats the same fault. That diagnostic loop is the closest thing in the trade to the troubleshooting method.