grad-innovation-diffusion-bass

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SKILL.md

Bass Diffusion Model

Overview

The Bass model (1969) describes how new products are adopted through two forces: innovation (external influence, coefficient p) and imitation (internal/word-of-mouth influence, coefficient q). The resulting adoption follows an S-curve whose shape is entirely determined by p, q, and market potential m.

When to Use

  • Forecasting adoption trajectory for a new product or technology
  • Estimating time-to-peak-sales and total market penetration
  • Calibrating marketing spend between advertising (p) and word-of-mouth (q)
  • Comparing diffusion patterns across product categories or markets

When NOT to Use

  • Repeat-purchase or consumable products (Bass models first adoption only)
  • Markets with strong network effects requiring explicit network models
  • When no analogous product data exists and p/q cannot be estimated
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