ORIGINAL COMPANY-CONTEXT PRACTICE
Distinguish distributor ordering from consumer demand
Original practice scenario: A hypothetical beverage producer sees a surge in distributor orders before a promotion. How would you test whether it reflects consumer consumption or inventory accumulation?
Written for independent practice using company context; this is not a verified question from a company interview.
A REASONED APPROACH
Model answer.
Treat orders, shipments, channel inventory and consumer sales as different signals. Upstream ordering can shift demand between periods without a corresponding change in final consumption.
Work through it
- Align the product, channel and time grains, documenting coverage and reporting delays for inventory and downstream sales rather than assuming complete visibility.
- Compare ordering changes with sell-through, stock levels, promotion timing and later replenishment, using seasonal baselines and consistent product specifications.
- Evaluate whether a surge is followed by lower orders or inventory drawdown, reporting uncertainty where downstream observations are missing.
Tradeoffs to discuss
- Upstream orders arrive quickly but are influenced by purchasing behavior; consumer sales are closer to consumption while often delayed or incomplete.
Common pitfalls
- Do not label promotional pipeline filling as a permanent increase in demand.
- Changes in distributor coverage or shipment allocation can mimic growth even when comparable consumer activity is unchanged.