The CRISPR-Cas9 system enables global screens of gene function with high sensitivity and specificity, but off-target effects have been reported for CRISPR guide RNAs targeting genes that are amplified at high copy number. A new study describes a computational approach to correct for this copy number effect, increasing the specificity of CRIPSR screens to identify essential genes.