清寒 carries dignity that
贫穷 (pínqióng, 'poor') doesn't — it implies poverty paired with integrity, the classic 'poor scholar' archetype. Often appears in the set phrase
清寒子弟 (qīnghán zǐdì) for students from underprivileged families on scholarship programs.