Frequent Errors in Model Building

Model building is used extensively in finance and for corporate purposes. Sometimes it can be wrong.

What is a model error and how big a problem could it be? Are there ways to mitigate the problem?

Whether it is sports statistics, your company process, or planning for your retirement, share your experiences with model building/risk.