In accordance with some embodiments, memory modules containing phase change memory elements may be organized so that each memory integrated circuit includes both data and error correcting code. As a result of including the error correcting code in each integrated circuit, extra accesses of the memory module to extract the error correcting code can be avoided, improving the performance of the overall memory module in some embodiments.