You can remember the meaning of 身份 with this easy mnemonic:
I have only one body (身), but I feel like I'm sharing (份) this with multiple identities.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.