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It could also imply that they simply have related experience or skills before starting.

It's difficult to, for example, learn how to become a brain surgeon on the job.

Medicine actually involves a significant amount of learning on the job in all specialties - https://www.verywellhealth.com/types-of-doctors-residents-in...

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