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USING AN UNCERTAINTY MODEL TO ASSESS SALES RESPONSE TO ADVERTISING*
Authors:John U. Farley  Charles S. Tapiero
Abstract:Implications of a probabilistic “random walk” model of incremental sales response to advertising are developed for various timing patterns of advertising expenditures. Maximum likelihood procedures for assessing advertising effectiveness and for estimating a decay (forgetting) rate are developed and applied to artificial data of known configuration and are used to assess the impact over time of a brochure program on mail-order sales. Results are also compared to those from alternative models involving various lag patterns in advertising effects.
Keywords:Advertising  Learning Models  Linear Statistical Models  Stochastic Processes.
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