How to use this calculator
- Enter cohort enrollment.
- Estimate the share that begins.
- Enter completion among starters, not all enrolled learners.
- Choose the number of equivalent forecast periods.
#3457 · Education Tool
AI Tutoring Completion Forecast Calculator
Plan ai tutoring operations with a clear estimate built from the variables your team can control. This calculator turns workload, learner behavior, or cost assumptions into a primary result plus supporting measures. Change any input to test a scenario, identify the strongest constraint, and document the assumptions behind your forecast.
Calculator
Cohort forecast inputsFormula
Completions = enrolled learners × start rate × starter completion rate × periods
What the result means
The forecast gives expected completions for repeated AI tutoring program cohorts while preserving the difference between activation and completion.
This is a scenario forecast, not a guarantee. Cohort mix, course difficulty, reminders, and access duration may change both rates.
Example calculation
For 1,000 enrolled learners, an 80% start rate and 65% completion among starters produce 520 completions per cohort and 1,560 completions over 3 periods.
Tips for better results
- Calculate rates from comparable cohorts.
- Keep start rate separate from completion among starters.
- Reforecast after major content or onboarding changes.
- Compare optimistic and conservative rate assumptions.
Frequently asked questions
Why are start rate and completion rate separate?
They identify whether the larger loss occurs before learning begins or after learners start.
Is completion rate based on all enrolled learners?
No. Enter completion among learners who started; the calculator applies start rate separately.
What does one forecast period mean?
It is one cohort or enrollment cycle of the size entered.
Can the forecast periods be months?
Yes, if the starting learner count represents one comparable monthly cohort.
Does this model learner growth?
No. It assumes each period has the same starting cohort size and rates.
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Forecast variables
| Variable | Use |
|---|---|
| Enrollment | Learners per period |
| Start rate | Enrollment to start |
| Completion rate | Start to completion |
| Periods | Repeated cohorts |