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Optimizing differentiation and commonality levels among models in car line-ups: An empirical application of a nature-inspired heuristic mechanism

Matsatsinis Nikolaos, Tsafarakis Stelios, Delias Pavlos, Charalampos Saridakis

Πλήρης Εγγραφή


URI: http://purl.tuc.gr/dl/dias/FC8F5843-0DDF-4FD5-88EA-53B660D47BBF
Έτος 2015
Τύπος Δημοσίευση σε Περιοδικό με Κριτές
Άδεια Χρήσης
Λεπτομέρειες
Βιβλιογραφική Αναφορά C. Saridakis, S. Tsafarakis, P. Delias, G. Baltas, N. Matsatsinis ," Optimizing differentiation and commonality levels among models in car line-ups: An empirical application of a nature-inspired heuristic mechanism ," Expert Syst.with Appl.,vol.42 no.5, pp. 2323-2335,Ap.l 2015.doi:10.1016/j.eswa.2014.11.008 https://doi.org/10.1016/j.eswa.2014.11.008
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Περίληψη

The product life cycle of cars is becoming shorter and carmakers constantly introduce new or revised models in their lines, tailored to their customer needs. At the same time, new car model design decisions may have a substantial effect on the cost and revenue drivers. For example, although a new car model configuration with component commonality may lower manufacturing cost, it also hinders increased revenues that could have been achieved through product differentiation. This paper develops and illustrates a state of the art, nature-inspired approach, to design car lines that optimize the degree of differentiation vs commonality among models in the line. More specifically, we apply a swarm intelligence mechanism to stated preference data derived from a large-scale conjoint experiment that measures consumer preferences for passenger cars in a sample of 1164 individuals. The proposed two-step methodology is also incorporated into a prototype system, which has been developed in an attempt to facilitate managerial decision making. Our approach provides interesting insights into how new and existing car models can be combined in a product line and identifies the desired balance between differentiation and commonality levels among models within a product line, which elevates customer satisfaction.

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