Large images are scaled down, fine, but this means two things:
1. The device must do the downscaling itself, this could make everything slower if there are many images.
2. The downscaling algorithm used by the device typically gives noticeably worse results than what you can get with an image processing program.
But, of course, there are also reasons to use large images