When you save in another format your file, such as a PNG into JPG you can save in a commpression mode for having got a lighter file size. When doing that you cannot see the exact file size resulting.
You can view only the little window displayed but NO resulting file when you chooce the compression level and moreover NO image preview for understanding the right balance between a good image / file size.