Network sampling coverage III: Imputation of missing network data under different network and missing data conditions

•We examine the effectiveness of imputation methods for missing network data.•We evaluate imputation methods under different missing data conditions and measures.•Simple reconstruction approaches often perform as well as model-based approaches.•The optimal imputation method varies by measure of interest and network type.•Researchers can use our results as a guide to making imputation decisions.