The ladder — why 1,000 accounts is not ten times 100
Impressions over the 12 live weeks at each tier, against the straight-line extrapolation from the 100-account tier. The gap is the network layer: denser networks lift every post, coordinated waves lift the trend, surrogate pages multiply the best clips, and the 1,000-account tier adds five more languages.
Decomposition of the selected tier against the 100-account tier
Each factor is a counterfactual run of the same model with that mechanism switched off, applied in this order; the product of the steps is the modelled multiple.
Reach engine — selected tier, week by week
Weekly impressions by platform. Every reel is published to Instagram first and repackaged for YouTube Shorts. Follower stocks compound each week from non-follower views and in-store QR follows, so later weeks out-perform earlier ones even at constant posting.
Three video styles — Life, Learn, Buy
Every account posts a mix of the three lanes. Life clips (a day at the counter, relatable moments) travel furthest; Learn clips (how-to, ingredient, routine) build recall; Buy clips (offer, code, "ask me at the counter") travel least but carry the trackable link. Surrogate pages re-cut the best of each lane in the same proportion.
Sales — direct and indirect
Direct sales are traceable to a post: a spoken or on-screen BA code redeemed online (q-commerce or brand D2C) or at the counter. Indirect sales come from the brand-lift chain — reach → recall → intent → purchase — that a matched-store sell-out read confirms. The two are kept apart so the pilot's measurement plan can verify each with its own instrument.
Direct — online (linked Buy-lane posts)
Direct — counter code redemptions
Indirect — brand-lift chain (all lanes)
Assumptions register
Every lever in the model, its Base value and the evidence or judgement behind it. The Word companion document sets out each in full, with the formulae and the market practices that support the exponential shape.