In the data-driven world of today we find ourselves taking economic and scientific models for granted, without recognizing the hard work that goes behind their development nor questioning the assumptions and potential problems with them. However, the new COVID-19 pandemic gives us an opportunity to take a deep dive into the process of fabricating a model.