MIT AI Risk Repository

Browse AI risks

5 risk entries extracted from 74 frameworks, coded by domain, subdomain, causal entity, intent and timing. Filter, then export the current selection with its licence and citation attached.

5 entries

  1. 11.01.03 · Risk Sub-Category

    Representational Harms

    Erasing social groups

    people, attributes, or artifacts associated with specific social groups are systematically absent or under-represented... Design choices [143] and training data [212] influence which people and experiences are legible to an algorithmic system

    From Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction (Shelby2023)

  2. "These harms occur when algorithmic systems disproportionately underperform for certain groups of people along social categories of difference such as disability, ethnicity, gender identity, and race."

    From Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction (Shelby2023)

  3. 11.03.01 · Risk Sub-Category

    Quality-of-Service Harms

    Alienation

    Alienation is the specific self-estrangement experienced at the time of technology use, typically surfaced through interaction with systems that under-perform for marginalized individuals

    From Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction (Shelby2023)

  4. 11.03.02 · Risk Sub-Category

    Quality-of-Service Harms

    Increased labor

    increased burden (e.g., time spent) or effort required by members of certain social groups to make systems or products work as well for them as others

    From Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction (Shelby2023)

  5. 11.03.03 · Risk Sub-Category

    Quality-of-Service Harms

    Service/benefit loss

    degraded or total loss of benefits of using algorithmic systems with inequitable system performance based on identity

    From Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction (Shelby2023)

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