M. Swan suggests that it is not required in the given sentences:
1- They lost money, as (it) was expected.
2- The train may be late, as (it) happened yesterday.
3- As (it) is well known…
4- As (it) is in your knowledge that a new campus is…
I would like to know if it is wrong to put it here or there is also a difference of opinion somewhere! Secondly, he does not deal with this topic in detail. Look at the given sentence please.
As feared, my attempt to explain my point of view to her was a waste of time and energy. (In this sentence, the word I has been omitted and is optional)
As was feared by many involved, the so-called solution only made matters worse. (I would never consider adding it in this sentence.)
As is frequently the case, Tom had a follow-up question. (I would never consider adding it in this sentence.)
That sentence, as currently written, is very misleading. (The words it is are optional and can be added here.)