Flagship course
Forecast Accuracy Studio
A six-session path for analysts who need visualization habits that survive peer benchmarking—and the awkward questions that follow.
Learning outcomes
- Design error and bias views that match the grain of your forecast.
- Run a peer benchmark that states limitations before rankings.
- Choose marks that keep festive spikes and sparse SKUs honest.
- Facilitate a 20-minute accuracy critique with mixed stakeholders.
Informational pricing
Accuracy Lab seating for this course is listed at RM 2,450 per learner. Team invoices and blended Signal Map + Studio paths are arranged by email—no checkout on this site.
Modules
1. Decision grain before chart chrome
Map which decision the forecast supports and which error definition actually matters.
2. Bias Trace sketches
Practice small multiples that reveal weekday and channel drift without drowning the page.
3. Coverage ribbons & sparse history
Visual patterns for intermittent demand and short SKU histories common in Malaysia retail.
4. Peer benchmark protocol
Build a comparison sheet that includes a written limitation—never a bare leaderboard.
5. Live pack critique
Bring anonymized outputs; instructors and peers mark where visuals hide volatility.
6. Leadership readout rehearsal
Deliver a calm narrative that puts accuracy context ahead of decorative KPIs.
Instructor
Laila Ong
Former demand analytics lead for a regional distributor. Laila now coaches visualization critique with a focus on forecast accuracy benchmarking under festive calendar pressure.
FAQ
Do I need a specific BI tool?
No. Exercises are tool-agnostic. Bring exports from whatever stack you already use.
Is this a coding bootcamp?
No. We focus on analytic judgment and visual structure. Light spreadsheet or notebook skills help, but we do not teach a full engineering curriculum.
What is a real limitation of this course?
We do not rebuild your forecasting engine. If your underlying model pipeline is broken, Studio will make the problems clearer—but it will not ship new algorithms for you.
Can my teammate join office hours?
Yes—Accuracy Lab seating includes a guest seat for office hours. Confirm details when you contact us.
Reviews from this course
Module 4’s limitation statement stopped our “model Olympics.” We still argue about priors, but the charts no longer pretend there is a single winner.
Strong on Bias Trace. I wanted more time on hierarchical reconciliation visuals—something to add later.