You can remember the meaning of 科学家 with this easy mnemonic:
I wanted to become a scientist so I can create diversions (科) by making explosions. I learned (学) everything I needed to know from home (家) schooling.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.