Great Points. Really appreciated. Will have to put extra effort to learn about the feature engineering part of the problem.
Also, if you know a few things about the data it becomes a little easier to explain what your model is doing and why it is producing those results.
Found a good resource which explained the trust component: https://arxiv.org/pdf/1602.04938.pdf