You can remember the meaning of 上次 with this easy mnemonic:
You're up (上) next (次)! Don't be nervous, remember what happened last time when you got on stage?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.