esearch on defensive decision-making suggests that assumption is unsafe: research suggests that between 20% and 50% of business decisions are defensive. Risk frameworks need to challenge decision-making processes effectively while also protecting decision-makers when well-made decisions lead to bad outcomes. Risk teams need to help the business define what “fairness” looks like for decision-makers at every level of seniority.