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Erschienen in: Marketing Letters 1/2014

01.03.2014

Predicting product life cycle patterns

verfasst von: Yair Orbach, Gila E. Fruchter

Erschienen in: Marketing Letters | Ausgabe 1/2014

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Abstract

In this paper, we propose a new model of adoption and repurchase due to upgrades driven by the utility of technology products that keep improving. The model is able to predict product life cycle patterns that could not be explained previously. Such patterns were used to challenge diffusion theory validity. Mathematically, the model is described as a nonlinear discrete system that depends on a small set of parameters. We investigate the dynamic properties of the nonlinear system using numerical stability analysis. We find domains in the parameters space in which the equilibrium point and the periodical orbits are stable. The domains correspond to population heterogeneity, tendency to upgrade, and the influence of industry response on market dynamics. We also implement our model to fit actual data of two real-world product life cycles with many irregularities and benchmark the results of our model vs. well-known models.

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Fußnoten
1
The examples are available from the authors upon request.
 
2
Note that, unlike Chandrasekaran and Tellis (2011), we model the entire product life cycle and are not limited to forecasting only the edges of the “irregular” periods.
 
3
Adoption is measured as a portion of the maximal potential market (at maximum utility).
 
4
We calculated sales for up to 100 periods while the adoption peak time was at 20.
 
5
The threshold is not precisely the peak, which match utility increase of \( 0.5\times \left( {1-{{{\widetilde{u}}}_0}} \right) \), but a short time, observed numerically, after the peak.
 
6
We calculated the sales for 100 periods.
 
Literatur
Zurück zum Zitat Bass, F. M. (1969). A new product growth model for consumer durables. Management Science, 15, 215–227.CrossRef Bass, F. M. (1969). A new product growth model for consumer durables. Management Science, 15, 215–227.CrossRef
Zurück zum Zitat Bass, P. I., & Bass, F. M. (2001). Diffusion of technology generations: a model of adoption and repeat sales. INFORMS Marketing Science Conference presentation. Available at www.basseconomics.com. Bass, P. I., & Bass, F. M. (2001). Diffusion of technology generations: a model of adoption and repeat sales. INFORMS Marketing Science Conference presentation. Available at www.​basseconomics.​com.
Zurück zum Zitat Bayus, B. L. (1988). Accelerating the durable replacement cycle with marketing mix variables. The Journal of Product Innovation Management, 5(3), 216–226.CrossRef Bayus, B. L. (1988). Accelerating the durable replacement cycle with marketing mix variables. The Journal of Product Innovation Management, 5(3), 216–226.CrossRef
Zurück zum Zitat Buzzell, R. (1966). Competitive behavior and product life cycles. In J. Wright & J. Goldstucker (Eds.), New ideas for successful marketing (pp. 46–68). Chicago: American Marketing Association. Buzzell, R. (1966). Competitive behavior and product life cycles. In J. Wright & J. Goldstucker (Eds.), New ideas for successful marketing (pp. 46–68). Chicago: American Marketing Association.
Zurück zum Zitat Carrasco, J. M. F., Ortega, E. M., & Cordeiro, G. M. (2008). A generalized modified Weibull distribution for lifetime modeling. Computational Statistics and Data Analysis, 53(2), 450–462.CrossRef Carrasco, J. M. F., Ortega, E. M., & Cordeiro, G. M. (2008). A generalized modified Weibull distribution for lifetime modeling. Computational Statistics and Data Analysis, 53(2), 450–462.CrossRef
Zurück zum Zitat Chandrasekaran, D., & Tellis, G. J. (2007). A critical review of marketing research on diffusion of new products. In N. K. Malhotra (Ed.), Review of marketing research (Vol. 3, pp. 39–80). New York: M. E. Sharpe.CrossRef Chandrasekaran, D., & Tellis, G. J. (2007). A critical review of marketing research on diffusion of new products. In N. K. Malhotra (Ed.), Review of marketing research (Vol. 3, pp. 39–80). New York: M. E. Sharpe.CrossRef
Zurück zum Zitat Chandrasekaran, D., & Tellis, G. J. (2011). Getting a grip on the saddle: chasms or cycles? The Journal of Marketing, 75(4), 21–34.CrossRef Chandrasekaran, D., & Tellis, G. J. (2011). Getting a grip on the saddle: chasms or cycles? The Journal of Marketing, 75(4), 21–34.CrossRef
Zurück zum Zitat Cho, S. J. (2008). The effectiveness of parametric approximation: a case of mainframe computer investment. Journal of Economic Research, 13, 125–148. Cho, S. J. (2008). The effectiveness of parametric approximation: a case of mainframe computer investment. Journal of Economic Research, 13, 125–148.
Zurück zum Zitat Collet, P., & Eckerman, J. P. (1980). Iterated maps on the interval as dynamical systems. Boston, MA: Birkhauser. Collet, P., & Eckerman, J. P. (1980). Iterated maps on the interval as dynamical systems. Boston, MA: Birkhauser.
Zurück zum Zitat Cox, W. J. (1967). Product life cycles as marketing models. Journal of Business, 40, 375–384.CrossRef Cox, W. J. (1967). Product life cycles as marketing models. Journal of Business, 40, 375–384.CrossRef
Zurück zum Zitat Fernandez, V. (1999). Forecasting home appliances sales: incorporating adoption and replacement. Journal of International Consumer Marketing, 12(2), 39–61.CrossRef Fernandez, V. (1999). Forecasting home appliances sales: incorporating adoption and replacement. Journal of International Consumer Marketing, 12(2), 39–61.CrossRef
Zurück zum Zitat Goldenberg, J., Libai, B., & Muller, E. (2002). Riding the saddle: how cross-market communications can create a major slump in sales. The Journal of Marketing, 66, 1–16.CrossRef Goldenberg, J., Libai, B., & Muller, E. (2002). Riding the saddle: how cross-market communications can create a major slump in sales. The Journal of Marketing, 66, 1–16.CrossRef
Zurück zum Zitat Gordon, B. R. (2006). Replacement cycles and innovation in the PC processor industry: a dynamic structural approach. Carnegie Mellon University Job Market Paper, June 2006. Gordon, B. R. (2006). Replacement cycles and innovation in the PC processor industry: a dynamic structural approach. Carnegie Mellon University Job Market Paper, June 2006.
Zurück zum Zitat Javed, M., & Saleem, M. (2012). A Bayesian analysis of the Rayleigh life time model. World Applied Sciences Journal, 16(2), 220–226. Javed, M., & Saleem, M. (2012). A Bayesian analysis of the Rayleigh life time model. World Applied Sciences Journal, 16(2), 220–226.
Zurück zum Zitat Kamakura, W. A., & Balasubramanian, S. K. (1987). Long-term forecasting with innovation diffusion models: the impact of replacement purchases. Journal of Forecasting, 6(1), 1–19.CrossRef Kamakura, W. A., & Balasubramanian, S. K. (1987). Long-term forecasting with innovation diffusion models: the impact of replacement purchases. Journal of Forecasting, 6(1), 1–19.CrossRef
Zurück zum Zitat Katz, M., & Shapiro, C. (1985). Network externalities, competition, and compatibility. The American Economic Review, 75, 424–440. Katz, M., & Shapiro, C. (1985). Network externalities, competition, and compatibility. The American Economic Review, 75, 424–440.
Zurück zum Zitat Katz, M., & Shapiro, C. (1986). Technology adoption in the presence of network externalities. Journal of Political Economy, 94, 822–841.CrossRef Katz, M., & Shapiro, C. (1986). Technology adoption in the presence of network externalities. Journal of Political Economy, 94, 822–841.CrossRef
Zurück zum Zitat Lalitha, S., & Mishra, A. (1996). Modified maximum likelihood estimation for Rayleigh distribution. Communications in Statistics: Theory and Methods, 25, 389–401.CrossRef Lalitha, S., & Mishra, A. (1996). Modified maximum likelihood estimation for Rayleigh distribution. Communications in Statistics: Theory and Methods, 25, 389–401.CrossRef
Zurück zum Zitat Lin, C., & Chen, C. (2008). CMAC-based supervisory control for nonlinear chaotic systems. Chaos Soliton and Fractals, 35, 40–58.CrossRef Lin, C., & Chen, C. (2008). CMAC-based supervisory control for nonlinear chaotic systems. Chaos Soliton and Fractals, 35, 40–58.CrossRef
Zurück zum Zitat Loch, C. H., & Huberman, B. A. (1999). A punctuated-equilibrium model of technology diffusion. Management Science, 45(2), 160–177.CrossRef Loch, C. H., & Huberman, B. A. (1999). A punctuated-equilibrium model of technology diffusion. Management Science, 45(2), 160–177.CrossRef
Zurück zum Zitat Mahajan, V., & Muller, E. (1996). Timing, diffusion and substitution of successive generations of technological innovations: the IBM mainframe case. Technological Forecasting and Social Change, 51, 109–132.CrossRef Mahajan, V., & Muller, E. (1996). Timing, diffusion and substitution of successive generations of technological innovations: the IBM mainframe case. Technological Forecasting and Social Change, 51, 109–132.CrossRef
Zurück zum Zitat Mahajan, V., Sharma S., & Wind Y. (1983). An approach to repeat-purchase diffusion analysis. In: Proceedings of the 1983 AMA Conference, pp. 442–446. Mahajan, V., Sharma S., & Wind Y. (1983). An approach to repeat-purchase diffusion analysis. In: Proceedings of the 1983 AMA Conference, pp. 442–446.
Zurück zum Zitat Mahajan, V., Muller, E., & Bass, F. M. (1993). New product diffusion models. In J. Eliashberg & G. L. Lilien (Eds.), Handbooks in operations research and management science (pp. 349–408). New York: Elsevier. Mahajan, V., Muller, E., & Bass, F. M. (1993). New product diffusion models. In J. Eliashberg & G. L. Lilien (Eds.), Handbooks in operations research and management science (pp. 349–408). New York: Elsevier.
Zurück zum Zitat Maier, F. H. (1996). Substitution among successive product generations - An almost neglected problem in innovation diffusion research. Paper presented at the 1996 International System Dynamics Conference, Cambridge, Massachusetts. Mannheim, Germany: University. Maier, F. H. (1996). Substitution among successive product generations - An almost neglected problem in innovation diffusion research. Paper presented at the 1996 International System Dynamics Conference, Cambridge, Massachusetts. Mannheim, Germany: University.
Zurück zum Zitat May, R. M. (1976). Simple mathematical models with very complicated dynamics. Nature, 261(5560), 459–467.CrossRef May, R. M. (1976). Simple mathematical models with very complicated dynamics. Nature, 261(5560), 459–467.CrossRef
Zurück zum Zitat Morrison, D. G. (1969). On the interpretation of discriminant analysis. Journal of Marketing Research, 6, 156–163.CrossRef Morrison, D. G. (1969). On the interpretation of discriminant analysis. Journal of Marketing Research, 6, 156–163.CrossRef
Zurück zum Zitat Norton, J. A., & Bass, F. M. (1987). A diffusion theory model of adoption and substitution for successive generations of high-technology products. Management Science, 33, 1069–1086.CrossRef Norton, J. A., & Bass, F. M. (1987). A diffusion theory model of adoption and substitution for successive generations of high-technology products. Management Science, 33, 1069–1086.CrossRef
Zurück zum Zitat Olson, J., & Choi, S. (1985). A product diffusion model incorporating repeat purchases. Technological Forecasting and Social Change, 27, 385–397.CrossRef Olson, J., & Choi, S. (1985). A product diffusion model incorporating repeat purchases. Technological Forecasting and Social Change, 27, 385–397.CrossRef
Zurück zum Zitat Orbach, Y., & Fruchter, G. E. (2010). A utility-based diffusion model applied to the digital camera case. Review of Marketing Science, 8(1), 1–26.CrossRef Orbach, Y., & Fruchter, G. E. (2010). A utility-based diffusion model applied to the digital camera case. Review of Marketing Science, 8(1), 1–26.CrossRef
Zurück zum Zitat Rink, D., & Swan, J. (1979). Product life cycle research: a literature review. Journal of Business Research, 40, 219–243.CrossRef Rink, D., & Swan, J. (1979). Product life cycle research: a literature review. Journal of Business Research, 40, 219–243.CrossRef
Zurück zum Zitat Russell, T. (1980). Comments on ‘The relationship between diffusion rates, experience curves and demand elasticities for consumer durable technological innovations’. Journal of Business, 53(3), 69–73.CrossRef Russell, T. (1980). Comments on ‘The relationship between diffusion rates, experience curves and demand elasticities for consumer durable technological innovations’. Journal of Business, 53(3), 69–73.CrossRef
Zurück zum Zitat Schmidt, G. M., & Druehl, C. T. (2005). Changes in product attributes and cost as drivers of new product diffusion and substitution. Production and Operations Management, 14(3), 272–285. Schmidt, G. M., & Druehl, C. T. (2005). Changes in product attributes and cost as drivers of new product diffusion and substitution. Production and Operations Management, 14(3), 272–285.
Zurück zum Zitat Srivastava, R. K., Mahajan, V., Ramaswami, S. N., & Cherian, J. (1985). A multi-attribute diffusion model for forecasting the adoption of investment alternatives for consumers. Technological Forecasting and Social Change, 28, 325–333.CrossRef Srivastava, R. K., Mahajan, V., Ramaswami, S. N., & Cherian, J. (1985). A multi-attribute diffusion model for forecasting the adoption of investment alternatives for consumers. Technological Forecasting and Social Change, 28, 325–333.CrossRef
Zurück zum Zitat Strogatz, S. H. (1994). Nonlinear dynamics and chaos: with applications to physics, biology, chemistry, and engineering. Reading: Addison-Wesley Strogatz, S. H. (1994). Nonlinear dynamics and chaos: with applications to physics, biology, chemistry, and engineering. Reading: Addison-Wesley
Zurück zum Zitat Tellis, G., & Crawford, M. (1981). An evolutionary approach to product growth theory. The Journal of Marketing, 45(Fall), 125–132.CrossRef Tellis, G., & Crawford, M. (1981). An evolutionary approach to product growth theory. The Journal of Marketing, 45(Fall), 125–132.CrossRef
Zurück zum Zitat Thun, J. H., Grobler, A., & Milling, P. M. (2000). The diffusion of goods considering network externalties. In: Proceeding of the 18th International Conference of the System Dynamics Society, Bergen, Norway. Thun, J. H., Grobler, A., & Milling, P. M. (2000). The diffusion of goods considering network externalties. In: Proceeding of the 18th International Conference of the System Dynamics Society, Bergen, Norway.
Zurück zum Zitat Van den Bulte, C., & Joshi, Y. V. (2007). New product diffusion with influential and imitators. Marketing Science, 26(3), 1–23. Van den Bulte, C., & Joshi, Y. V. (2007). New product diffusion with influential and imitators. Marketing Science, 26(3), 1–23.
Zurück zum Zitat Weerahandi, S., & Dalal, S. R. (1992). A choice based approach to the diffusion of a service: forecasting fax penetration by market segments. Marketing Science, 11(1), 39–53.CrossRef Weerahandi, S., & Dalal, S. R. (1992). A choice based approach to the diffusion of a service: forecasting fax penetration by market segments. Marketing Science, 11(1), 39–53.CrossRef
Metadaten
Titel
Predicting product life cycle patterns
verfasst von
Yair Orbach
Gila E. Fruchter
Publikationsdatum
01.03.2014
Verlag
Springer US
Erschienen in
Marketing Letters / Ausgabe 1/2014
Print ISSN: 0923-0645
Elektronische ISSN: 1573-059X
DOI
https://doi.org/10.1007/s11002-013-9239-0

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