学 derives from an ancient character depicting a child (子) being guided under a roof, conveying the idea of instruction and imitation. 习 originally depicted a young bird repeatedly flapping its wings — practice through repetition. The compound 学习 dates to Classical Chinese and was revitalized in modern Mandarin as the standard term for formal and informal learning alike.

Education holds a place of extraordinary prestige in Chinese culture, deeply rooted in Confucian thought, which placed scholars at the top of the social hierarchy. The word 学习 carries this weight: it is used not just for school study but for any serious self-improvement, including political "study sessions" (学习会 xuéxí huì) common in workplaces. In recent years, 学习 took on a playful internet-meme dimension when it became associated with President Xi Jinping through the government app "学习强国" (Study to Strengthen the Nation).