Conservative profitability evaluation for a newsboy-type product based on achievable capacity index

R. Su, Chia-Huang Wu, Dong-Yuh Yang
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Abstract

The achievable capacity index (ACI) can measure the profitability of a newsboy-type product with probabilistic distributed demand. This criterion has been employed to deal with the problem of profitability evaluation by implementing statistical hypothesis testing. However, due to sampling errors, the point estimate of ACI probably overestimates the profitability. To this end, we derive a lower confidence bound of ACI (LCBA) to give a conservative evaluation of profitability. Since the complex sampling distribution of ACI makes it difficult to obtain an explicit closed-form expression of LCBA, we characterise the relationship between LCBA and estimator of ACI under given confidence level and sample size. A computational algorithm is proposed to obtain LCBA. Extensive numerical results of LCBA for various sample sizes, confidence levels and estimates are tabulated. Finally, we illustrate the practicality and applicability of the proposed method in an application example. Some managerial insights are also discussed. [Received: 21 May 2019; Accepted: 7 April 2020]
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基于可实现容量指数的报童型产品保守盈利能力评价
可实现容量指数(ACI)可以衡量具有概率分布需求的报童类产品的盈利能力。该准则已被用于处理盈利能力评估问题,通过实施统计假设检验。然而,由于抽样误差,ACI的点估计可能高估了盈利能力。为此,我们推导了ACI (LCBA)的下置信区间,给出了盈利能力的保守评价。由于ACI的复杂抽样分布使得很难得到LCBA的显式封闭表达式,我们描述了在给定置信水平和样本容量下LCBA与ACI估计量之间的关系。提出了一种求解LCBA的计算算法。广泛的数值结果LCBA为各种样本量,置信水平和估计表。最后,通过一个应用实例说明了该方法的实用性和适用性。还讨论了一些管理见解。[收稿日期:2019年5月21日;录用日期:2020年4月7日]
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