Which of the following best describes an “allocative harm” within the topic of algorithmic fairness?Group of answer choicesA discriminatory system that withholds certain opportunities, freedoms, or resources from specific groups.A system that reinforces negative stereotypes along the lines of identity or protected class.A system that has higher false positive rate for a historically marginalized community.A system that allocates opportunities to people through automated classification.

In AI, what is fairness?  1 pointAn AI system’s ability to treat individuals or groups equitably  An AI system’s ability to prioritize and safeguard humans’ privacy and data rights An AI system’s ability to show how and why it arrived at a particular outcome or recommendation An AI system’s ability to effectively handle exceptional conditions, like abnormal input or adversarial attacks

Which of the following describes the ethical categorization of utility?Group of answer choicesb. Fairness among equals."a. Tolerance and compassion take precedence over rigid, absolute rules. "d. Fundamental freedoms are innate to humans or should be granted by a nation to its citizens.c. The interests of the majority should outweigh the interests of the few.

What is it called when systems and organizations are set up to promote justice and fairness for all people, based on their differences?AccommodationInclusionDEIEquity

Which best describes fairness in AI?A.AI systems should be designed and used in a way that is fair and equitable for all individuals, regardless of their demographic characteristicsB.AI systems should be designed and used in a way that is transparent and accountable for their actions and outcomesC.AI systems should be designed and used in a way that is respectful and protective of human dignity and rightsD.AI systems should be designed and used in a way that is beneficial and aligned with human values and interestsE.All of the above

A just or fair ethical decision occurs when:Benefits and burdens are distributed in fair proportions.The rights of all affected are considered.            The greatest good for those with power is achieved.Benefits exceed costs.