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entropy ArticleInterventional Fairness with Indirect Knowledge of Unobserved Protected Attributes Sainyam Galhotra 1, *, Karthikeyan Shanmugam 2 , Prasanna Sattigeri 2 1 2* Citation: Galhotra, S.;
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Identify the key variables in the given situation that may impact the outcome.
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Determine the causal relationships between these variables to understand how they interact.
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Evaluate the fairness of the intervention by analyzing the indirect effects on different groups or individuals.

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Researchers and policymakers who want to ensure that their interventions are fair and do not have unintended consequences on certain groups or populations.
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Interventional fairness with indirect refers to the principles and measures taken to ensure that interventions or actions have equitable outcomes across different groups, specifically when these outcomes are mediated or influenced indirectly.
Organizations, institutions, or entities involved in interventions that could impact various groups indirectly are required to file interventional fairness assessments.
To fill out interventional fairness with indirect, one should complete the required forms detailing the interventions planned, the target populations, and the expected outcomes while evaluating the potential indirect effects.
The purpose of interventional fairness with indirect is to assess and ensure that interventions do not disproportionately disadvantage any group, promoting equitable outcomes for all affected parties.
Information that must be reported includes the nature of the intervention, demographic data of affected groups, potential indirect impacts, and strategies for mitigating any unequal effects.
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