Instructor workspace

Teach with visibility, not guesswork.

You shouldn't have to guess who's struggling. The instructor workspace shows cohort health at a glance, ranks exactly who needs support today, and drafts the outreach for you.

  • Cohort health at a glance
  • Ranked at-risk queue
  • Prepared outreach
Cohort 04 · Health
75%
Attendance
88%
Submissions
91%
Forecast
At-risk queue · 3 today
MA
Maya5 days idle · week 3
78
RJ
Ravi2 missed sessions
64
SP
SaraAssignment 3.1 overdue
58
Drafted for you
Check-in note for Maya, ready to send
The teaching surface

Less admin. More teaching.

The workspace does the watching so you can do the teaching — surfacing what needs you, and handling the rest.

01

Cohort health

Attendance, submissions and completion forecast in three glances — no spreadsheets.

02

At-risk queue

A ranked list of who needs you today, scored by momentum — not gut feel.

03

Prepared outreach

Personalized check-in notes drafted and ready — you review, edit and send.

04

Grading assist

Feedback drafts aligned to your rubric, so review takes minutes instead of hours.

Early intervention

Reach learners before they're gone.

The difference between a recovered learner and a churned one is usually a few days. The workspace flags fading momentum early and hands you a ready next step — so a quiet week never becomes a lost one.

Risk scoring One-tap nudges Suggested next step Recovery handoff
Sublime turns "who's falling behind?" from a guess into a ranked queue you work every Monday.
Maya · learner detailRisk 78
MA
Maya Chen
Week 3 · 5 days idle · 1 missed session
Quizzes
6/8
Videos
5/9
Trend
↓ slowing
Suggested outreach
"Hi Maya — noticed week 3 got busy. The state hooks video is only 14 min and unlocks Friday's assignment. Want to pair up in your pod?"
What it gives back

Time saved. Learners saved.

8.4×
Earlier risk detection
Median signal lead time
3.6×
Faster intervention
From flag to outreach
−61%
Grading time
With feedback drafts
91%
Cohort on-track rate
Median across programs
Built for the person at the front

Spend your hours where they matter.

See the instructor workspace — cohort health, the at-risk queue and prepared outreach, all in one calm surface.