You can remember the meaning of 股票 with this easy mnemonic:
How many shares (股) does it say you have on your share certificate? Do you think it's more than the amount on this bank note (票)?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.