Luo et al. present TRACER, a transcriptome-wide approach to identify RNA elements that recruit the CCR4-NOT complex. TRACER uncovers thousands of CCR4-NOT-associated elements, many mapping to known or predicted RBP and miRNA target sites. These elements drive mRNA repression and can be targeted using gene editing or ASO approaches.