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Based On The Bass Model Of Product Proliferation, And Updating The Opportune Moment For The Empirical Analysis

Posted on:2008-07-04Degree:MasterType:Thesis
Country:ChinaCandidate:H L DongFull Text:PDF
GTID:2199360245456337Subject:Management Science and Engineering
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The innovation diffusion models have been attracting the attention of people from the sixth decade of twenty century when the innovation diffusion theories were introduced into the fields of technology forecasting and market theory. There are sorts of innovation diffusion models in these fields, and the Bass model is the most famous one among them. The diffusion models have become the main domain of market theory when the Bass model was brought forward in 1969.The Bass model and it's extended models are used widely in the aspects of describing and forecasting for a innovation diffusion process. But the validity of Bass model is disbelieved for sometimes. In fact, the Bass model is valid just only for a few of products' diffusion curves, and people attempt to reduce the hypothesis of Bass model, and increase the applicability of the model, so many extended models based on Bass model are introduced, but none of them are used as widely as the Bass model. The innovation diffusion models are applied more and more widely and deeply in the market of American and Europe, but this study in China just begins, no matter the diffusion theories or the applications for Bass model are drop behind out and away comparing to the developed countries.The paper aims at the application methods of Bass model and the two extended models that can embody the relation of multi-generational products'diffusion. The technical route of this paper is that, at first, taking the Bass model for example, the researches of the structure, the application method and the validity of market diffusion for an innovation diffusion model are presented after reviewing and searching literature, and then, this paper constructs a contingent diffusion model for the products that show the characteristic of contingent relationship. In the research of the application methods of Bass model, the paper concludes that the choices for the data series and the estimate methods for the parameters of Bass model influence the effects of fitness and forecasting. The started point, the time interval of data and the number of data points is very important for the Bass model. This paper adopts NLS(Nonlinear Least Squares)for estimating the parameters of Bass model, and. In order to convince the results of Bass model, the fitness of Bass model is compared with the other two S curves, Logistic curve and Gompertz curve, and the Bass model is super among them.In the research of the extended model for Bass model, the paper points out the limitation of Bass model's hypothesis that the diffusion of a product is independent. It has been nearly 40 years from Bass model, there are fewer products to adapt to Bass model. Especially for high-technology products, the diffusion of products always contacts with each other. It can not build up an exact model for there products if Bass model is directly adopted without considering other product diffusion. So the paper focuses on the following tow extended aspects about Bass model:The one is the research of the model for the adoption and substitution for successive generations of the Xiali cars. The paper takes Mahajan-Muller model to fit the three generations of the cars, and gets some satisfied results. In our research, we supposes that the innovation coefficient of each generation p_i is equal to others( p = p_i), and theimitation coefficient q_i is the same situation(q=q_i).This is not in accordance with real situation and will be mainly studied in the future research.
Keywords/Search Tags:Bass model, diffusion of products, substitution time
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