II.
Workflow overview
Reference · liveworkflow:learning-outcomes-assessment
Learning Outcomes Assessment overview
Evaluates the effectiveness of educational programs against defined learning objectives -- aggregating assessment scores, completion rates, and time-to-competency metrics across cohorts, running statistical analyses to identify skill-gap patterns, correlating training completion with on-the-job performance indicators, and benchmarking against industry certification pass rates. Produces learning effectiveness dashboards, cohort comparison reports, and curriculum adjustment recommendations. Excludes individual learner evaluation.
Attributes
displayName
Learning Outcomes Assessment
workflowKind
governance
triggerType
scheduled
typicalCadence
quarterly
complexity
cross-team
description
Evaluates the effectiveness of educational programs against defined
learning objectives -- aggregating assessment scores, completion rates,
and time-to-competency metrics across cohorts, running statistical
analyses to identify skill-gap patterns, correlating training completion
with on-the-job performance indicators, and benchmarking against
industry certification pass rates. Produces learning effectiveness
dashboards, cohort comparison reports, and curriculum adjustment
recommendations. Excludes individual learner evaluation.
Outgoing edges
applies_to_domain2
- domain:education·DomainEducation
- domain:data-science·DomainData Science
involves_role3
- role:data-scientist·RoleData Scientist
- role:planner·RolePlanner
- role:product-designer·RoleProduct Designer
performed_by_org_unit2
- org-unit:analytics-team·OrgUnitAnalytics Team
- org-unit:product-team·OrgUnitProduct Team
requires_skill_area2
- skill-area:python-data-pipelines·SkillAreaPython Data Pipelines
- skill-area:observability-pipeline·SkillAreaObservability Pipeline
triggers_responsibility2
- responsibility:data-quality-monitoring·ResponsibilityData quality monitoring
- responsibility:slo-definition·ResponsibilitySLO definition
Incoming edges
None.