Managing Impact, Bias, and Risk

This capstone unit synthesizes systems thinking and advanced decision intelligence practices to detect, mitigate, and communicate the systemic impacts, biases, and data risks in organizational decisions. Learners apply tools such as hyperautomation, scenario analysis, reality checks, and ethical assessment to align business impacts with common goals and prepare for implementation or further study.

Learning Objectives

• Analyze decisions using systems thinking to identify unintended consequences, feedback loops, decision singularities, and key risk factors across stakeholder impacts
• Apply decision intelligence techniques and tools (e.g., reality checks, scenario analysis, hyperautomation workflows, and data imputation) to detect and correct missing, misleading, or biased data such as redlining
• Demonstrate the ability to design, document, and justify interventions that align business impacts to a common goal while limiting assumptions, reducing framing and conformity biases, and addressing ethical concerns
• Evaluate decision outcomes from multiple perspectives using quantitative and qualitative metrics (absolute values and percentages) to iteratively improve decisions and guard against overconfidence and dismissal with prejudice