Reviews
Voices below reference specific modules from our courses. We keep a few reservations on the page—accuracy work is rarely spotless.
After Forecast Accuracy Studio, our weekly S&OP pack finally showed bias by channel instead of a single green tile. That alone shortened the argument with finance.
Signal Clarity Workshop was dense in a good way. I still struggle applying the intermittent-demand sketch to spare parts, but the coverage ribbon stuck.
Rating 4 / 5 — Dashboard Narrative Lab helped our category managers stop asking for “prettier” charts when the issue was sample size.
Client in wholesale distribution: the peer benchmark template exposed that our “champion” model only won on calm weeks. Mild caveat—remote sessions felt rushed near Hari Raya planning.
A replenishment squad used Accuracy Lab critiques to rebuild their promo uplift review. They replaced a single MAPE hero number with paired error bands for promo vs baseline weeks. Stockouts on two festive categories dropped in the next cycle, though the team noted the template still needs a clearer flag for store clusters with sparse history.
After Dashboard Narrative Lab, leadership readouts opened with limitations before rankings. The group kept their existing tooling; the change was visual grammar and a written benchmark protocol. One manager wished for more SQL examples—those live in our blog rather than the lab itself.