Forecasting

Demand sensing benchmark

We assemble blinded cohorts from comparable categories, stress-test models, and publish a benchmark brief your data science team can defend internally.

Duration
6-week remote analytics
Format
Remote analytics desk
Delivery
Remote
Business function
Founder office

KRW 4,800,000 — indicative; final fees appear in statements of work. See Refund & Cancellation.

Editorial cover for Demand sensing benchmark, referencing inventory analytics workflows in Korea.

What is inside

  • Blinded peer cohort construction
  • Bias/variance decomposition charts
  • Scenario shocks for port disruptions
  • Documentation for model risk committees
  • Workshop on communicating intervals to buyers
  • Toolkit for challenger model tests
  • Executive summary with limitation callouts

Outcomes we document

  • Transparent forecast confidence language
  • Peer-relative performance context
  • Action list for model hygiene fixes

FAQ

Cohorts refresh quarterly; we disclose staleness windows inside the brief.

Experience notes

“Demand sensing benchmark gave our board a sobering but fair read on forecast drift. Appreciated the blunt limitations page.”
Kai · Founder · Health consumables brand · 5/5
“Loved the challenger model toolkit; still validating two peer cohorts that felt slightly off-category.”
Ina · Data science lead · survey