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Assignment Dashboards

Pawtograder provides several dashboards to help instructors monitor and analyze assignment data.

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Assignment Security Dashboard

The Assignment Security Dashboard helps instructors identify potential academic integrity issues by tracking:
  • Submission patterns: Unusual submission timing or frequency
  • Code similarity: Potential collaboration or copying between students
  • Repository activity: Suspicious commit patterns or repository access
  • Anomaly detection: Statistical outliers in submission behavior
This dashboard provides early warning signs that may warrant further investigation, helping maintain academic integrity while respecting student privacy.

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Test Insights Dashboard

The Test Insights Dashboard provides detailed analytics on student performance across test cases:
  • Test pass rates: Which test cases students struggle with most
  • Performance trends: How student performance changes over time
  • Common failures: Patterns in test failures that indicate conceptual misunderstandings
  • Individual vs. class performance: Compare individual student progress against class averages
Use these insights to:
  • Identify topics that need additional instruction
  • Adjust assignment difficulty
  • Provide targeted help to struggling students
  • Recognize areas where students excel

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Assignment Dashboard

The Assignment Dashboard provides a high-level overview of assignment status:
  • Submission statistics: How many students have submitted
  • Grading progress: Completion status of grading tasks
  • Due date tracking: Upcoming deadlines and extensions
  • Score distribution: Grade distribution across the class
This centralized view helps instructors stay on top of assignment logistics and identify issues that need attention.