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Consensus and Subjectivity of Skin Tone Annotation for ML Fairness Candice Schumann Google United States cschumann@google.com Ellis Monk, Jr. Harvard University United States emonk@fas.harvard.eduGbolahan
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Understand the purpose of the document or decision that requires consensus and subjectivity.
02
Identify all parties involved in the decision-making process.
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Clearly define the criteria for reaching consensus and the level of subjectivity allowed.
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Encourage open communication and discussion among stakeholders to gather different perspectives.
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Facilitate a structured process for collecting feedback and input from all parties.
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Analyze the feedback and prioritize the points of agreement and disagreement.
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Work towards resolving any conflicts or differences of opinion in a collaborative manner.
08
Document the final consensus reached and the rationale behind subjective decisions.

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Consensus and subjectivity refer to the agreement reached by a group of individuals on a particular topic or issue.
Individuals or organizations who are involved in decision-making processes or research studies may be required to file consensus and subjectivity reports.
Consensus and subjectivity reports can be filled out by providing detailed information on the topic or issue in question, as well as the opinions and perspectives of the individuals involved.
The purpose of consensus and subjectivity reports is to provide a comprehensive overview of the perspectives and opinions of the individuals involved in a decision-making process or research study.
Information such as the topic or issue in question, the individuals involved, their opinions and perspectives, and the agreement reached must be reported on consensus and subjectivity reports.
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