Caterina Dalmara is an audit manager in ING, specialised in models. She has an academic background in statistics and econometrics and has worked as a quant in various modelling, model validation and audit positions in banking. In her current role in ING, she audits machine learning models developed for various financial and non-financial risk, or other purposes.