Most studies on inventory management under demand uncertainty analyse the detrimental effects of demand variability (i.e. its coefficient of variation). In contrast, the consequences of the shape of demand distribution (e.g. its multimodality and asymmetry) have received only minor attention. The aim of the present paper is to assess the impact of the shape of demand distribution on inventories. In particular, it considers contexts in which demand distributions hale more than one 'mode' and are asymmetric, thus making requirements lumpy. The analysis is based on a simulation model which, in order to ensure comparable conditions keeps all the other factors constant (i.e. rete, is paribus), and compares different demand distributions with the same mean and coefficient of variation. Results show that that demand shape is a key driver of inventory investment. Specifically: (i) the magnitude of the impact of multimodality and asymmetry is comparable to that of variability (ii) multi-modality and asymmetry can hale either a negative or positive effect depending on the target service level sought. The managerial implications of these findings are addressed in the conclusions.
The impact of distributions of uncertain lumpy demand on inventories / Zotteri, Giulio. - In: PRODUCTION PLANNING & CONTROL. - ISSN 0953-7287. - 11:1(2000), pp. 32-43. [10.1080/095372800232469]
The impact of distributions of uncertain lumpy demand on inventories
ZOTTERI, GIULIO
2000
Abstract
Most studies on inventory management under demand uncertainty analyse the detrimental effects of demand variability (i.e. its coefficient of variation). In contrast, the consequences of the shape of demand distribution (e.g. its multimodality and asymmetry) have received only minor attention. The aim of the present paper is to assess the impact of the shape of demand distribution on inventories. In particular, it considers contexts in which demand distributions hale more than one 'mode' and are asymmetric, thus making requirements lumpy. The analysis is based on a simulation model which, in order to ensure comparable conditions keeps all the other factors constant (i.e. rete, is paribus), and compares different demand distributions with the same mean and coefficient of variation. Results show that that demand shape is a key driver of inventory investment. Specifically: (i) the magnitude of the impact of multimodality and asymmetry is comparable to that of variability (ii) multi-modality and asymmetry can hale either a negative or positive effect depending on the target service level sought. The managerial implications of these findings are addressed in the conclusions.Pubblicazioni consigliate
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https://hdl.handle.net/11583/1661711
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