Risk vs harm vs impact distinctions
Risk refers to the likelihood or probability that a negative event will occur. Harm is the actual damage or adverse effect that results if the event happens. Impact describes the extent or significance of the consequences caused by the harm. In summary, risk assesses the chance of something bad happening, harm is the specific negative outcome, and impact measures how severe or far-reaching that outcome is.
Risk vs harm vs impact distinctions
Risk refers to the likelihood or probability that a negative event will occur. Harm is the actual damage or adverse effect that results if the event happens. Impact describes the extent or significance of the consequences caused by the harm. In summary, risk assesses the chance of something bad happening, harm is the specific negative outcome, and impact measures how severe or far-reaching that outcome is.
💡 Key Takeaways
- Define risk as the probability of a negative event occurring in an AI system.
- Define harm as the actual damage or adverse effects that follow a negative event.
- Define impact as the significance or magnitude of the consequences caused by the harm.
- Distinguish scenarios where risk is high but harm/impact is low, and vice versa.
- Apply risk, harm, and impact concepts to assess AI risks and design appropriate mitigations.
❓ Frequently Asked Questions
What is risk in AI risk foundations?
Risk is the probability that a negative AI event will occur.
What is harm in this framework?
Harm is the actual damage or adverse effect that results if the event occurs.
What is impact in AI risk terms?
Impact describes the extent or significance of the consequences caused by the harm.
How are risk, harm, and impact related in AI risk assessment?
Risk assesses the chance of a bad event. If the event occurs, harm happens, and impact measures how severe the consequences are, guiding prioritization of mitigations.