You can remember the meaning of 女郎 with this easy mnemonic:
As a young woman (女), I encourage all my friends to meet scholars and youth (郎) from other universities.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.