do you mean consistent estimator for ?

And f(x)= 0 for x<-1 too

Your mean of X is correct.

But I would think that the MOM estimator of theta would be the solution to

You're using the Z's when you use that Y, those are the truncated X's.

I'm just setting the population mean of the X's to IT's sample mean.

Since