An Exponential Smoothing Model (ESM) of brand choice is presented which possesses a mathematical structure very similar to that of the Linear Learning Model (LLM) of brand choice. While the LLM, is posited on adaptive learning (purchase event feedback) by the consumer, the ESM can be thought of as learning in terms of acquiring information about the consumer by the market researcher.