Harm to society: Which level of AI harm does this concern most directly illustrate?
Population-scale erosion of trust in information across the public is a societal-level AI harm, distinct from individual, group, or organizational harm.
The question
A widely used generative AI system makes it cheap to mass-produce convincing but false news articles, and researchers worry this could erode public trust in information across an entire population. Which level of AI harm does this concern most directly illustrate?
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- Harm to a single individual, because one identifiable person is directly and personally injured by a specific decision the system makes.Incorrect; the scenario describes broad population-level effects, not injury to one identifiable person.
- Harm to society, because the risk operates at a population scale by undermining the shared trust in information across the wider public. ✓Correct. Population-scale erosion of trust in information is a societal-level harm.
- Harm to a specific organization, because one company's proprietary systems or reputation are the primary target of the described risk.Plausible, but the concern is public trust broadly, not damage confined to a particular organization.
- Harm to a protected group, because one demographic community bears a distinct and disproportionate share of the described adverse effects.Almost right as a real harm level, but the scenario describes society-wide impact, not a single group disproportionately affected.
The trap
Defaulting to individual or group harm when the described impact is actually society-wide. How to remember it
Population-scale erosion of trust in information across the public is a societal-level AI harm, distinct from individual, group, or organizational harm.
How many of these would you get right?
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Every answer, right and wrong, comes with its own explanation.