Statistics expert witnesses apply advanced quantitative methods to evaluate data quality, sampling, and analytical models in complex disputes. Often trained as statisticians, biostatisticians, data scientists, or econometricians, they assess study design, error rates, causation, and reliability of reported results across clinical research, finance, manufacturing, and other data-driven fields.