Maybe the opposite approach is the solution.
Instead of stating the required knowledge, use the average score for standardized exams in relevant courses/admissions exams as a starting point. Look at the exams in detail. Try and find out (if available) what types of problems most people get right. Then compile the content of those questions into a reference for yourself to use when preparing lectures for that particular group.
I don't know if this information is available.