grad-innovation-diffusion-bass
Installation
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