Herring has authored over 275 papers. She is most well known for her works on statistical methodology, Biostatistics, and applications to medicine.

Herring has contributed to the methodology of missing data, Bayesian inference, and models for data with complex structure (such as correlated, longitudinal or clustered data). Much of her applied work has focused on statistical methods for reproductive health. She has also contributed to applications in population and environmental health.