It's easy to find these things in retrospect. It could be that ethical breaches are common and it's easy to ascribe lapses and wrongdoing to someone after a scandal.

For the model to be useful we have to show it can be used to consistently predict scandals and wrongdoing before they happen and before others notice

Eg. Can we confidently use this model to short corporate stock