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the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 90% baseline coverage before comparing Executives teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which executives workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness 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documented."},{"id":"adoption-risk-operations-5","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Misuse reporting and policy training","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-operations-6","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-operations-7","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Operations policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the 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assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-students","role":"students","roleLabel":"Students","productLine":"AIducation for Students","firstWedge":false,"academyPath":"/ai-training/students","dashboardName":"Students AI Adoption Risk Dashboard","riskLevel":"low","readinessStatus":"ready_to_scale","roiConfidence":"evidence_ready","overallSeverity":"medium","riskSignals":[{"id":"adoption-risk-students-1","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-students-2","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-students-3","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Misuse reporting and policy training","mitigation":"Run Students policy training and require manager approval for unclear authority."},{"id":"adoption-risk-students-4","category":"roi","severity":"medium","signal":"AI literacy score","evidenceSource":"Misuse reporting and policy training","mitigation":"Keep value claims as risk-adjusted planning assumptions until baseline and exit evidence improve."},{"id":"adoption-risk-students-5","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Misuse reporting and policy training","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-students-6","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-students-7","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Students policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence."],"leadingIndicators":["Students learners skip verification or cannot name the evidence source.","Students teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","Workflow usage grows faster than proof artifacts and manager review."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 78% baseline coverage before comparing Students teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which students workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Students AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Students AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Students AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Students ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-teachers","role":"teachers","roleLabel":"Teachers","productLine":"AIducation for Teachers","firstWedge":false,"academyPath":"/ai-training/teachers","dashboardName":"Teachers AI Adoption Risk Dashboard","riskLevel":"low","readinessStatus":"ready_to_scale","roiConfidence":"evidence_ready","overallSeverity":"medium","riskSignals":[{"id":"adoption-risk-teachers-1","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-teachers-2","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-teachers-3","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Misuse reporting and policy training","mitigation":"Run Teachers policy training and require manager approval for unclear authority."},{"id":"adoption-risk-teachers-4","category":"roi","severity":"medium","signal":"Lesson quality","evidenceSource":"Misuse reporting and policy training","mitigation":"Keep value claims as risk-adjusted planning assumptions until baseline and exit evidence improve."},{"id":"adoption-risk-teachers-5","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Misuse reporting and policy training","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-teachers-6","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-teachers-7","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Teachers policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence."],"leadingIndicators":["Teachers learners skip verification or cannot name the evidence source.","Teachers teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","Workflow usage grows faster than proof artifacts and manager review."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 78% baseline coverage before comparing Teachers teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which teachers workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Teachers AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Teachers AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Teachers AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Teachers ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-government","role":"government","roleLabel":"Government","productLine":"AIducation for 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understanding","evidenceSource":"Misuse reporting and policy training","mitigation":"Run Government policy training and require manager approval for unclear authority."},{"id":"adoption-risk-government-4","category":"roi","severity":"high","signal":"Responsible-use readiness","evidenceSource":"Misuse reporting and policy training","mitigation":"Keep value claims as risk-adjusted planning assumptions until baseline and exit evidence improve."},{"id":"adoption-risk-government-5","category":"verification","severity":"high","signal":"Learners use AI output without a verification step","evidenceSource":"Misuse reporting and policy training","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-government-6","category":"manager_visibility","severity":"high","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-government-7","category":"policy","severity":"high","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Government policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence.","Policy, privacy, compliance, or manager approval risk remains unresolved.","Manager coaching actions are still open for failed skill atoms.","ROI confidence is not backed by exit assessment and portfolio evidence."],"leadingIndicators":["Government learners skip verification or cannot name the evidence source.","Government teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","High-risk workflows appear in live work before policy exceptions are reviewed."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 90% baseline coverage before comparing Government teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which government workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Government AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Government AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Government AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Government ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-healthcare-admin","role":"healthcare-admin","roleLabel":"Healthcare Admin","productLine":"AIducation for Healthcare Admin","firstWedge":false,"academyPath":"/ai-training/healthcare-admin","dashboardName":"Healthcare Admin AI Adoption Risk Dashboard","riskLevel":"high","readinessStatus":"high_risk","roiConfidence":"planning","overallSeverity":"critical","riskSignals":[{"id":"adoption-risk-healthcare-admin-1","category":"verification","severity":"critical","signal":"Learners use AI output without a verification step","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-healthcare-admin-2","category":"manager_visibility","severity":"critical","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-healthcare-admin-3","category":"policy","severity":"high","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Misuse reporting and policy training","mitigation":"Run Healthcare Admin policy training and require manager approval for unclear authority."},{"id":"adoption-risk-healthcare-admin-4","category":"data","severity":"high","signal":"Privacy discipline","evidenceSource":"Misuse reporting and policy training","mitigation":"Block sensitive data use until redaction, approved data classes, and audit evidence are present."},{"id":"adoption-risk-healthcare-admin-5","category":"verification","severity":"high","signal":"Learners use AI output without a verification step","evidenceSource":"Misuse reporting and policy training","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-healthcare-admin-6","category":"manager_visibility","severity":"high","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-healthcare-admin-7","category":"policy","severity":"high","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Healthcare Admin policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence.","Policy, privacy, compliance, or manager approval risk remains unresolved.","Manager coaching actions are still open for failed skill atoms.","ROI confidence is not backed by exit assessment and portfolio evidence."],"leadingIndicators":["Healthcare Admin learners skip verification or cannot name the evidence source.","Healthcare Admin teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","High-risk workflows appear in live work before policy exceptions are reviewed."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 90% baseline coverage before comparing Healthcare Admin teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which healthcare admin workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Healthcare Admin AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Healthcare Admin AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Healthcare Admin AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Healthcare Admin ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-legal","role":"legal","roleLabel":"Legal","productLine":"AIducation for Legal Teams","firstWedge":false,"academyPath":"/ai-training/legal","dashboardName":"Legal AI Adoption Risk Dashboard","riskLevel":"high","readinessStatus":"high_risk","roiConfidence":"planning","overallSeverity":"critical","riskSignals":[{"id":"adoption-risk-legal-1","category":"roi","severity":"critical","signal":"Contract review summaries 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policy training","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-legal-5","category":"policy","severity":"high","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Misuse reporting and policy training","mitigation":"Run Legal policy training and require manager approval for unclear authority."},{"id":"adoption-risk-legal-6","category":"roi","severity":"high","signal":"Contract review summaries overstate certainty or miss risk boundaries","evidenceSource":"Manager review and rollout evidence","mitigation":"Keep value claims as risk-adjusted planning assumptions until baseline and exit evidence improve."},{"id":"adoption-risk-legal-7","category":"verification","severity":"high","signal":"Research outputs lack citations and jurisdiction context","evidenceSource":"Manager review and rollout evidence","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence.","Policy, privacy, compliance, or manager approval risk remains unresolved.","Manager coaching actions are still open for failed skill atoms.","ROI confidence is not backed by exit assessment and portfolio evidence."],"leadingIndicators":["Legal learners skip verification or cannot name the evidence source.","Legal teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","High-risk workflows appear in live work before policy exceptions are reviewed."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 90% baseline coverage before comparing Legal teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which legal workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Legal AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Legal AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Legal AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Legal ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]},{"id":"adoption-risk-dashboard-small-business","role":"small-business","roleLabel":"Small Business","productLine":"AIducation for Small Businesses","firstWedge":false,"academyPath":"/ai-training/small-business","dashboardName":"Small Business AI Adoption Risk Dashboard","riskLevel":"low","readinessStatus":"ready_to_scale","roiConfidence":"evidence_ready","overallSeverity":"medium","riskSignals":[{"id":"adoption-risk-small-business-1","category":"verification","severity":"medium","signal":"Learners use AI output without a verification step","evidenceSource":"Readiness benchmark and org dashboard","mitigation":"Assign verification missions before the workflow can count toward readiness or ROI."},{"id":"adoption-risk-small-business-2","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for 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workflow can count toward readiness or ROI."},{"id":"adoption-risk-small-business-6","category":"manager_visibility","severity":"medium","signal":"Managers cannot see which skills are ready for live work","evidenceSource":"Manager review and rollout evidence","mitigation":"Export manager coaching reports and assign remediation to failed skill atoms."},{"id":"adoption-risk-small-business-7","category":"policy","severity":"medium","signal":"Tool usage grows faster than policy understanding","evidenceSource":"Manager review and rollout evidence","mitigation":"Run Small Business policy training and require manager approval for unclear authority."}],"blockedScaleConditions":["Baseline coverage is incomplete or not comparable across the department.","Workflow artifacts lack prompt, output, verification, and final-work evidence."],"leadingIndicators":["Small Business learners skip verification or cannot name the evidence source.","Small Business teams use AI tools before approved data-class training is complete.","Managers cannot identify who is ready, who is risky, and which workflows improved.","Workflow usage grows faster than proof artifacts and manager review."],"mitigationPlan":["Policy baseline","Run daily missions on the highest-risk skill atoms.","Require role policy enforcement for approved tools, data classes, prompts, and workflows.","Export manager coaching actions before scaling workflow adoption.","Move ROI claims from planning to evidence-ready only after exit assessment and portfolio proof."],"managerActions":["Reach 78% baseline coverage before comparing Small Business teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"executiveQuestions":["Which small business workflows are blocked from scaling and why?","Where are verification, data handling, approval, or tool-use failures concentrated?","Which manager actions must close before productivity lift can be reported?","What evidence would convert this department from planning risk to readiness proof?"],"evidenceLinks":[{"label":"Org readiness dashboard","href":"/org-readiness-dashboard","type":"readiness"},{"label":"Small Business AI Policy Training","href":"/policy-training","type":"policy"},{"label":"Small Business AI Misuse Reporting","href":"/misuse-reporting","type":"misuse"},{"label":"Small Business AI Policy Enforcement Matrix","href":"/role-policy-enforcement","type":"enforcement"},{"label":"Small Business ROI assumptions","href":"/adoption-roi-dashboard","type":"roi"}]}]}