Chiral alcohols are important synthetic intermediates or building blocks for the diverse synthesis of drugs, agrochemicals, and natural products. Asymmetric reduction of prochiral ketones has been the most popularly investigated method for accessing chiral alcohols. In this regard, the organocatalyzed asymmetric reduction as a complementary of transition-metal- and enzyme-catalyzed reactions have attracted tremendous interest in the past decades due to the nature of metal-free and easy operation, as well as, principly, the ease of recovery and reuse of catalysts. Following up a comprehensive overview on organocatalyzed asymmetric reduction of prochiral ketones in early 2018, this short review is intended to summarize the recent progress in this area from the beginning of the year 2018 to the end of Aug. 2021.