Mnemonic Attendance (Preview)

Presence Quality (Pencil)
Includes time on call, speaking, cam/mic, chat
Learning Momentum (Canvas)
Courses touched, submissions, discussions
Symbolic Charge
Quality of engagement (mnemonic resonance)
Coherence
Pattern stability across the week
Principle: Mnemonic Attendance values how time was spent (meaning, connection, momentum), not just minutes present.

Engagement Heatmap

LowMidHigh
Blend of Pencil (on-call + active participation) and Canvas (touches + submissions). Darker = stronger day.

How we score (preview)

Presence Quality ~ weighted signals from Pencil Spaces:
  • Time on call (foreground) vs background
  • Speaking time & raised hands
  • Mic/camera minutes
  • Chat (public/private) & reactions
Learning Momentum ~ Canvas activity:
  • Courses touched this period
  • Submissions & grades viewed
  • Discussion reads/replies
Symbolic Charge & Coherence (mnemonic layer):
  • Charge: depth/quality signals (e.g., varied modes, initiative, supportive acts)
  • Coherence: steady rhythm across days (not just spikes)
All metrics are illustrative. Final calculations will be transparent and role-appropriate.

Learners (sample data)

Filter: Learner view
Preview table showing how Pencil + Canvas signals roll up per learner.
Learner Group Presence Quality Momentum Charge Coherence Pencil Snapshot Canvas Snapshot Trend
Snapshots include: on-call minutes, speaking %, mic/cam minutes, chat/reactions (Pencil); courses touched, submissions, discussions (Canvas).
Privacy & safeguarding are core. This demo uses placeholder data. Final app will enforce roles, consent, and secure storage.