The machine breakdown paradox: How random shifts in the production rate may increase company profits

https://doi.org/10.1016/j.cie.2013.07.018Get rights and content

Highlights

  • The literature on machine breakdowns is summarized and structured in three main streams.

  • We identify a paradox related to machine breakdowns in an existing inventory model.

  • 7 Test problems are analyzed and used to show where the paradox occurs.

  • We explain it with a differentiation between technical efficiency and economic rationality.

  • We identify common assumptions in modeling the inventory system which lead to the paradox.

Abstract

The causes and effects of machine breakdowns have frequently been investigated in the past. One popular stream of research studies technical errors in production and analyzes their impact on the inventory policy of the company. In this paper, we show that random shifts in the production rate of a machine, which may occur, for example, due to technical defects, may lead to a reduction in total cost and therewith to an increase in profit. This obvious paradox may lead to situations where it is economically rational for the company to sustain a technically inefficient situation, or even to take measures to intentionally induce a shift in the production rate, for example by damaging the machine on purpose. In this paper, we illustrate this paradox by referring to an existing inventory model, and trace it back to common assumptions made in the literature.

Introduction

Cost, quality and time have often been described as the three most important factors in generating customer value. Companies that succeed in producing a product at a high quality and at low costs and that are able to react to customer requirements quickly create superior customer value and differentiate themselves from their competitors (see, e.g., Chandler, 1990).

At the level of production, the reliability of the production process is of major importance in realizing these strategic goals. If production is unreliable and errors occur frequently in processing a product, this may result in an increase in manufacturing costs (e.g., because scrap is generated, which needs to be reworked or disposed of), a decrease in quality (e.g., because defective products are delivered to the customer) and/or an increase in delivery time (e.g., because production processes have to be interrupted and restored frequently). To assist companies in increasing the reliability of production and in improving customer value, management researchers have analyzed management concepts that help companies to improve along the three strategic dimensions introduced above (see, e.g., the total quality management concept (Hackman and Wageman, 1995, Powel, 1995)).

In production management, the causes and effects of machine breakdowns have frequently been the subjects of research. Researchers in this area have studied how the run time of a machine influences the probability of a breakdown (e.g., Khouja, 2005, Lee and Rosenblatt, 1987), how a machine breakdown influences product quality or the production rate (e.g., Ben-Daya et al., 2008, Salameh and Jaber, 2000), and how inventory policies should be adjusted if production processes are prone to errors (e.g., Groenevelt et al., 1992, Meyer et al., 1979), among others. The basic statement of these works is that machine breakdowns lead to technically and economically inefficient production processes which need to be restored to ensure that the company generates customer value and maximizes its profit.

In this paper, we show that random shifts in the production rate of a machine, which may, for example, occur due to technical defects, may lead to a reduction in total cost and therewith to an increase in profit. This obvious paradox, which is in contradiction to the tenor of the works cited above, may lead to situations where it is economically rational for the company to sustain a technically inefficient situation, or even to take measures to intentionally induce a shift in the production rate, for example by damaging the machine on purpose. In this paper, we illustrate this paradox by referring to an existing inventory model, and trace it back to common assumptions made in the literature. We conclude that if these assumptions are adjusted, we can avoid that this paradox occurs and that inefficient decisions are made in practice.

The remainder of this paper is structured as follows: The next section gives an overview of works that study machine breakdowns and their effects on inventory policies. Section 3 introduces an inventory model where random shifts in the production rate may occur, and Section 4 identifies and explains this paradox by differentiating between technical efficiency and economical rationality. Section 5 summarizes and concludes the paper.

Section snippets

Literature review

Works that study machine breakdowns in the context of inventory management can roughly be differentiated into three different research streams. The common assumption of these works is that breakdowns occur with a certain probability, which may or may not be influenced by the decision maker.

The first stream of research assumes that after a machine breakdown, production is no longer possible until the machine has been repaired. Groenevelt et al. (1992), for example, assumed that after the

The effect of a shifting production rate on total costs

In a recent paper, Ben-Daya et al. (2008) analyzed the effect of a shifting production rate on lot sizing decisions in the context of an EPQ model. Specifically, the authors assumed that the production equipment used for manufacturing a product deteriorates in a gradual and cumulative wear process. As a result of this deterioration process, a shift of the production rate to a lower, a priori known level may occur after a random time period. The authors further assumed that the production

Technical efficiency vs. economic rationality: an explanation of the machine breakdown paradox

Section 3 showed that in an inventory model where a random shift in the production rate may occur, the shift to a lower production rate may be beneficial to the company. In this section, we first differentiate between technical efficiency and economic rationality, and then we explain which model assumptions cause the paradox identified above.

Following Farrell (1957), the term ‘overall efficiency’ can be differentiated into ‘technical efficiency’ and ‘allocative efficiency’. The latter term is

Limitations and directions for future research

In this paper, we identified a paradox that occurs in an inventory model with random shifts in the production rate. We illustrated this paradox with the help of numerical examples and traced it back to common assumptions that are made in the literature. Our recommendation for avoiding this kind of paradoxes is to consider the economically rational perspective of the decision maker in the models, instead of basing it on the limited concept of technical efficiency.

Naturally, our findings have

Acknowledgements

The author is grateful to the anonymous referees whose valuable comments on an earlier version of this paper helped to improve it significantly.

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