Within an environment where change is needed, you must recognize the obstacles that can make changes difficult to implement. Two of these obstacles are risk, which can be observed by others, and biases, which tend to be personal and internalized.

• Discuss risks and biases for a chosen organization. How can they affect analysis?
• How could you minimize resistance to the use of analytics-based decision-making?

Example, please