The cited advantage of static typing is that there are whole classes of errors caught at compile time, that cannot reach runtime. For example, if you have a statically-typed class or interface as a function parameter, then you are darn well not going to accidentally pass in an object of the wrong type (without an explicit and incorrect cast, that is).
Of course, this doesn't stop you passing in the wrong object of the right type, or an implementation of an interface where you've given it the right functions but they do the wrong things. Furthermore, if you have 100% code coverage, say the PHP/Python/etc folks, who cares whether you catch the error at compile time or at run time?
Personally, I've had fun times in languages with static typing, and fun times in languages without. It's rarely the deciding issue, since I've never had to choose between two languages which are identical other than their kind of typing and there are normally more important things to worry about. I do find that when I'm using statically typed languages I deliberately "lean on the compiler", trying to write code in such a way that if it's wrong, it won't compile. For instance there are certain refactors which you can perform by making a change in one place, and then fixing all the compilation errors which result, repeat until clean compile. Doing the same thing by running a full test suite several times might not be very practical. But it's not unheard-of for IDEs to automate the same refactors in other languages, or for tests to complete quickly, so it's a question of what's convenient, not what's possible.
The folks who have a legitimate concern beyond convenience and coding style preference are the ones working on formal proofs of the correctness of code. My ignorant impression is that static type deduction can do most (but not all) of the work that explicit static typing does, and saves considerable wear and tear on the keyboard. So if static typing forces people to write code in a way that makes it easier to prove, then there could well be something to it from that POV. I say "if": I don't know, and it's not as if most people prove their statically-typed code anyway.
changing variable types on the fly and such
I think that's of dubious value. It's always so tempting to do something like (Python/Django):
user = request.GET['username']
# do something with the string variable, "user"
user = get_object_or_404(User,user)
# do something with the User object variable, "user"
But really, should the same name be used for different things within a function? Maybe. Probably not. "Re-using", for example, integer variables for other things in statically typed languages isn't massively encouraged either. The desire not to have to think of concise, descriptive variable names, probably 95% of the time shouldn't override the desire for unambiguous code...
Btw, usually weak typing means that implicit type conversions occur, and strong typing means they don't. By this definition, C is weakly typed as far as the arithmetic types are concerned, so I assume that's not what you mean. I think it's widely considered that full strong typing is more of a nuisance than a help, and "full weak typing" (anything can be converted to anything else) is nonsensical in most languages. So the question there is about how many and what implicit conversions can be tolerated before your code becomes too difficult to figure out. See also, in C++, the ongoing difficulty in deciding whether to implement conversion operators and non-explicit one-arg constructors.