Whether it's a penalty or boost for reading or writing is entirely dependent on the performance characteristics of reading, writing, compressing, and decompressing. I can think of a reducto ad absurdum that's a write boost and a read penalty - I/O is carving and reading text from a stone tablet, compression is looking up shorthand from a dictionary.