What is the average salary of Assistant Professor in South Korea?
Quite good: $43-50k

Since foreign faculty members are common in South Korea, likely it isn't any tougher than for local faculty.

source: https://www.chronicle.com/article/South-Korea-Brings-in-Foreign/126508