In the last thirty years, language learning strategies have been used in the field of English as a Second Language (ESL) to help learners autonomously improve their English listening, speaking, reading, and writing. However, language learning strategies have not been applied to pronunciation learning in a large scale manner. This study attempted to bridge this gap by investigating the usage of pronunciation learning strategies among adult ESL learners. A strategic pronunciation learning scale (SPLS) was administered to 183 adult ESL learners in an Intensive English Program. Their scores on the SPLS were compared with their scores of spontaneous pronunciation on a program-end speaking assignment. A stepwise regression analysis showed that frequently noticing other's English mistakes, asking for pronunciation help, and adjusting facial muscles all correlated significantly with higher spontaneous pronunciation skill. Other analyses suggested that strong pronunciation learners used pronunciation learning strategies more frequently than poorer learners. Finally, a taxonomy is proposed that categorizes pronunciation learning strategies into pedagogically-founded groups based on Kolb's (1984) learning construct and four stages of pronunciation acquisition: input/practice, noticing/feedback, hypothesis forming, and hypothesis testing. This taxonomy connects language learning strategies to pronunciation acquisition research.