Robustness analysis disclaimer: Please read the manual before use!

Odenbaugh and Alexandrova (2011) provide a challenging critique of the epistemic benefits of robustness analysis, singling out for particular criticism the account we articulated in Kuorikoski et al. (2010). Odenbaugh and Alexandrova offer two arguments against the confirmatory value of robustness analysis: robust theorems cannot specify causal mechanisms and models are rarely independent in the way required by robustness analysis. We address Odenbaugh and Alexandrova's criticisms in order to clarify some of our original arguments and to shed further light on the properties of robustness analysis and its epistemic rationale.