Methods
Feature matrix across three delivery modes
Each column lists honest trade-offs. The highlighted column is the default we recommend for mixed analytics + BI squads in Singapore time zones.
| Capability | Studio lab | Live clinic (recommended) | Self-paced lab |
|---|---|---|---|
| Facilitator synchronous hours | High | High | Medium office hours |
| Dataset freshness | Weekly refresh | Twice weekly | Monthly refresh |
| Stakeholder dry run | Optional add-on | Included | Template only |
| Best for | Engineers needing keyboard time | Cross-functional teams | Solo learners with manager cover |
| Typical cadence | 4-6 weeks | 4-6 weeks | 6-8 weeks |