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Responsible AI deployment review rubric

Moderate the review of a bounded AI deployment, its human oversight and its monitoring with distinct evidence-based descriptors; this illustrative rubric is not a validated instrument. Typed FlowScript for assessment design. Keywords: rubric, assessment, grading, criteria.

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RUBRIC · ADVANCED PROFESSIONAL PRACTICEIllustrative Responsible AI deployment review rubricEvaluate a bounded deployment with human oversight and monitoringEmerging1–1 ptsProficient2–2 ptsAdvanced3–3 ptsCRITERION · 25%Use contextAffected people and purpose are exp…1 ptsDefines only model capability2 ptsDescribes users, harms and benefits3 ptsIdentifies excluded uses and affectednon-usersCRITERION · 25%EvaluationEvidence matches deployment conditi…1 ptsReports one aggregate score2 ptsEvaluates relevant slices and failurecases3 ptsUses independent data and uncertaintyanalysisCRITERION · 25%Human oversightIntervention and appeal are actiona…1 ptsMentions a human in the loop2 ptsDefines authority and escalationroutes3 ptsTests workload, override and appealeffectivenessCRITERION · 25%MonitoringPost-release accountability is sust…1 ptsAssumes launch evaluation is enough2 ptsAssigns monitoring and incidentownership3 ptsDefines drift triggers, rollback andreview cadenceMax weighted score: 3.0

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// Moderate the review of a bounded AI deployment, its human oversight and its monitoring with distinct evidence-based descriptors; this illustrative rubric is not a validated instrument.
// Synthetic worked example: all entities, schedules and measurements are illustrative.
// Every string below is EXAMPLE text from a fictional model: replace it.
// Replace assumptions and inputs before applying this model to actual work.

rubric assessment {
  title: "Illustrative Responsible AI deployment review rubric"
  course: "Advanced professional practice"
  assignment: "Evaluate a bounded deployment with human oversight and monitoring"
  author: "Flowss teaching example"
}

criterion criterion_0 {
  name: "Use context"
  weight: .25
  description: "Affected people and purpose are explicit"
}

level level_0_0 {
  criterion: criterion_0
  label: "Emerging"
  points: 1
  descriptor: "Defines only model capability"
}

level level_0_1 {
  criterion: criterion_0
  label: "Proficient"
  points: 2
  descriptor: "Describes users, harms and benefits"
}

level level_0_2 {
  criterion: criterion_0
  label: "Advanced"
  points: 3
  descriptor: "Identifies excluded uses and affected non-users"
}

criterion criterion_1 {
  name: "Evaluation"
  weight: .25
  description: "Evidence matches deployment conditions"
}

level level_1_0 {
  criterion: criterion_1
  label: "Emerging"
  points: 1
  descriptor: "Reports one aggregate score"
}

level level_1_1 {
  criterion: criterion_1
  label: "Proficient"
  points: 2
  descriptor: "Evaluates relevant slices and failure cases"
}

level level_1_2 {
  criterion: criterion_1
  label: "Advanced"
  points: 3
  descriptor: "Uses independent data and uncertainty analysis"
}

criterion criterion_2 {
  name: "Human oversight"
  weight: .25
  description: "Intervention and appeal are actionable"
}

level level_2_0 {
  criterion: criterion_2
  label: "Emerging"
  points: 1
  descriptor: "Mentions a human in the loop"
}

level level_2_1 {
  criterion: criterion_2
  label: "Proficient"
  points: 2
  descriptor: "Defines authority and escalation routes"
}

level level_2_2 {
  criterion: criterion_2
  label: "Advanced"
  points: 3
  descriptor: "Tests workload, override and appeal effectiveness"
}

criterion criterion_3 {
  name: "Monitoring"
  weight: .25
  description: "Post-release accountability is sustained"
}

level level_3_0 {
  criterion: criterion_3
  label: "Emerging"
  points: 1
  descriptor: "Assumes launch evaluation is enough"
}

level level_3_1 {
  criterion: criterion_3
  label: "Proficient"
  points: 2
  descriptor: "Assigns monitoring and incident ownership"
}

level level_3_2 {
  criterion: criterion_3
  label: "Advanced"
  points: 3
  descriptor: "Defines drift triggers, rollback and review cadence"
}

view criteria: rubric_grid