name: "learning_analytics"
version: "1.0"
agents:
data_agent:
description: "Collects learning data"
model: "claude-sonnet-4-5"
tools: ["Bash", "Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/data"]
max_turns: 15
engagement_agent:
description: "Analyzes student engagement"
model: "claude-sonnet-4-5"
tools: ["Bash", "Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/engagement"]
max_turns: 15
performance_agent:
description: "Analyzes academic performance"
model: "claude-sonnet-4-5"
tools: ["Bash", "Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/performance"]
max_turns: 15
prediction_agent:
description: "Predicts student outcomes"
model: "claude-sonnet-4-5"
tools: ["Bash", "Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/predictions"]
max_turns: 20
intervention_agent:
description: "Recommends interventions"
model: "claude-sonnet-4-5"
tools: ["Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/interventions"]
max_turns: 12
reporting_agent:
description: "Creates analytics dashboards"
model: "claude-sonnet-4-5"
tools: ["Read", "Write"]
permissions:
mode: "default"
allowed_directories: ["/analytics/reports"]
max_turns: 10
tasks:
collect_lms_data:
description: "Collect LMS activity data"
agent: "data_agent"
priority: 1
output: "lms_data.log"
collect_assessment_data:
description: "Collect assessment and grade data"
agent: "data_agent"
priority: 1
parallel_with: ["collect_lms_data"]
output: "assessment_data.log"
clean_data:
description: "Clean and prepare analytics data"
agent: "data_agent"
depends_on: ["collect_lms_data", "collect_assessment_data"]
output: "data_cleaning.log"
analyze_time_on_task:
description: "Analyze time spent on learning activities"
agent: "engagement_agent"
depends_on: ["clean_data"]
output: "time_analysis.log"
analyze_interaction_patterns:
description: "Analyze student interaction patterns"
agent: "engagement_agent"
depends_on: ["analyze_time_on_task"]
output: "interaction_patterns.log"
analyze_grade_trends:
description: "Analyze grade trends over time"
agent: "performance_agent"
depends_on: ["clean_data"]
parallel_with: ["analyze_interaction_patterns"]
output: "grade_trends.log"
identify_knowledge_gaps:
description: "Identify subject knowledge gaps"
agent: "performance_agent"
depends_on: ["analyze_grade_trends"]
output: "knowledge_gaps.log"
predict_at_risk:
description: "Predict at-risk students"
agent: "prediction_agent"
depends_on: ["analyze_interaction_patterns", "identify_knowledge_gaps"]
output: "at_risk_prediction.log"
predict_course_completion:
description: "Predict course completion likelihood"
agent: "prediction_agent"
depends_on: ["predict_at_risk"]
output: "completion_prediction.log"
recommend_interventions:
description: "Recommend targeted interventions"
agent: "intervention_agent"
depends_on: ["predict_course_completion"]
output: "interventions.log"
create_dashboard:
description: "Create analytics dashboard"
agent: "reporting_agent"
depends_on: ["recommend_interventions"]
output: "analytics_dashboard.html"
workflows:
analyze_learning:
description: "Educational data analysis and predictions"
steps:
- stage: "data_collection"
agents: ["data_agent"]
tasks:
- collect_lms_data:
description: "Collect LMS activity data"
- collect_assessment_data:
description: "Collect assessment and grade data"
- clean_data:
description: "Clean and prepare analytics data"
mode: sequential
- stage: "engagement_analysis"
agents: ["engagement_agent"]
tasks:
- analyze_time_on_task:
description: "Analyze time spent on learning activities"
- analyze_interaction_patterns:
description: "Analyze student interaction patterns"
mode: sequential
depends_on: ["data_collection"]
- stage: "performance_analysis"
agents: ["performance_agent"]
tasks:
- analyze_grade_trends:
description: "Analyze grade trends over time"
- identify_knowledge_gaps:
description: "Identify subject knowledge gaps"
mode: sequential
depends_on: ["data_collection"]
- stage: "predictions"
agents: ["prediction_agent"]
tasks:
- predict_at_risk:
description: "Predict at-risk students"
- predict_course_completion:
description: "Predict course completion likelihood"
mode: sequential
depends_on: ["engagement_analysis", "performance_analysis"]
- stage: "interventions"
agents: ["intervention_agent", "reporting_agent"]
tasks:
- recommend_interventions:
description: "Recommend targeted interventions"
- create_dashboard:
description: "Create analytics dashboard"
mode: sequential
depends_on: ["predictions"]
hooks:
pre_workflow:
- "echo 'Starting learning analytics'"
post_workflow:
- "echo 'Learning analytics complete'"
tools:
allowed: ["Bash", "Read", "Write"]