Operations Management in the Pharmaceutical Industry

IF 6.5 2区 管理学 Q1 MANAGEMENT
Gopesh Anand, George P. Ball, John V. Gray, Ujjal Kumar Mukherjee
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In the U.S., the Biden Administration deemed pharmaceuticals one of four critical national supply chains, the others being semiconductors, large capacity batteries, and minerals (White House <span>2021</span>). Further, Congress mandated a report from the National Academies of Sciences, Engineering, and Medicine (NASEM) focused on securing the nation's medical product supply chains against quality and supply disruptions (NASEM <span>2022</span>). Despite the recognition of its importance, operational challenges in this industry remain prevalent. Drug shortages reached a record high in 2024 (ASHP <span>2024</span>), and their duration has been increasing (USP <span>2024</span>). Further, quality issues remain common (e.g., Callahan et al. <span>2024</span>), and the drug recall trend continues to climb (Ghijs et al. <span>2024</span>).</p><p>The opacity and complexity of pharmaceutical operations are two factors driving the continued quality and resilience issues. As Figure 1 depicts, much of the complexity in the U.S. pharmaceuticals industry stems from intermediaries and payors, who are often vertically integrated and powerful, and who can create and benefit from opacity. Additional complexity comes from the roles of powerful regulators, who oversee, among other things, approvals to produce drugs and ongoing drug quality and safety. We discuss many of these forms of opacity and complexity in detail in the next section.</p><p>Operations such as these call for rigorous academic explorations that highlight the unique context of the industry (Joglekar et al. <span>2016</span>). Operations scholars, for example, can address questions related to balancing cost and quality (Lapré and Scudder <span>2004</span>; Parmigiani et al. <span>2011</span>), enhancing the resilience of operations and supply chains (Kim et al. <span>2015</span>; Shen and Sun <span>2023</span>), implementing new technologies (Angelopoulos et al. <span>2023</span>), and demonstrating benefits to, and ways to establish, greater transparency (Buell et al. <span>2017</span>; Lee et al. <span>2021</span>). Further, operations researchers can identify the role that powerful regulators, such as the Food and Drug Administration (FDA), play with regards to operational performance dimensions such as innovation, resilience, cost, and quality (Wang et al. <span>2025</span>). Despite all that operations scholarship can offer, and despite the pharmaceutical industry's prominent role in the world's economy and health, the operations of this industry have not received sufficient academic attention, inspiring this special issue (SI).</p><p>Another inspiration for this SI stems from the guest editorial team's unique industry and regulatory experiences. All four editors served on a two-year grant and a separate two-year contract with the FDA. Further, one editor served on the NASEM committee mentioned earlier and one served as a part-time consultant at the White House for 18 months, focused mostly on pharmaceutical industry resilience. These experiences created unique perspectives that we share in this editorial. We note that our most relevant experiences were in the U.S., and our secondary-data empirical research employs FDA data, and thus, this editorial is heavily tilted towards issues and examples from the U.S. and the FDA, but most of the discussion we present is globally relevant. However, we do not claim this editorial to be a comprehensive review of all relevant topics related to the operations of pharmaceutical products. For example, we do not discuss pharmaceutical supply chains serving developing countries (Yadav <span>2015</span>), counterfeit supply chains (Chaudhry and Stumpf <span>2013</span>), and likely other topics some would believe to be in scope. We begin with an overview through the lens of three core operational dimensions: (1) Structure, (2) Resilience, and (3) Innovation.</p><p>We received 31 submissions. Five were desk rejected, and one was sent back to the editors-in-chief (EIC) for lack of fit with the issue. Twenty-five papers were sent out for review; two of these were handled by the EICs as all four of the SI editors had potential conflicts of interest. We followed the standard editorial processes of the journal. Four papers were accepted for this special issue; the handling editor is listed on each paper. We acknowledge the services of the Associate Editors and Reviewers who handled the papers sent out for review for this special issue.</p><p>The four papers that we accepted for publication in this SI cover different aspects of the operations of pharmaceutical products. Srai et al. (<span>2025</span>) study how collaborative networks work to enable a major technological breakthrough—continuous manufacturing—to get from the R&amp;D stage to the point where operations are designed and operable at scale. Key in this paper is describing how regulators, academics, technology companies, and product companies structured their collaboration to dynamically enable this innovation to get to market. While the central role of regulators is a key trait of this industry, it is not unique, and the paper offers insights for other early-stage collaborations to enable new technologies.</p><p>Naumov et al. (<span>2025</span>) develop a system dynamics model to evaluate the effectiveness of three interventions on reducing drug shortages: expediting drug approvals, encouraging manufacturers to ramp up production, and implementing a “quality reward” initiative. They find that while expediting approvals and nudging manufacturers to increase production can provide short-term relief, their long-term impact is limited. In contrast, the quality reward intervention sustainably reduces shortages by promoting higher manufacturing quality, thereby minimizing supply disruptions. However, an unintended consequence of this approach is the potential emergence of a monopolistic market dominated by a single high-quality manufacturer. The study proposes a carefully designed quality disclosure mechanism to mitigate this risk.</p><p>Skilton et al. (<span>2025</span>) examine how pharmacies' upstream supply chains affect their tendency to oversupply opioids to their communities, creating a diversion risk; that is, a risk that these drugs be diverted to individuals without a prescription. A key finding is that pharmacies with more complex upfstream supply chains are more likely to create a diversion risk.</p><p>Finally, in Yang et al. (<span>2025</span>), the authors examine the importance of guidelines for clinical practice on the effectiveness of pharmaceutical treatments for psychiatric care. Using data collated for 2009–2019 from the FAERS database, FDA Orange Book, FDA Drug Approval database, Bloomberg, and Clinical Pharmacogenetics Implementation Consortium (CPIC) guidelines, the authors find that using CPIC guidelines leads to a nearly 25% reduction in serious adverse events in psychiatric care. In addition, the benefits of the guidelines are greater for drugs with FDA label warnings and for CPIC guidelines based on stronger evidence.</p><p>Taken together, these four studies span the operations of pharmaceutical products. Srai et al. (<span>2025</span>) examine the collaborative development of new technology and the new supply chains they necessitate. Naumov et al. (<span>2025</span>) examine incentives to improve the quality of manufacturers currently producing. Skilton et al. (<span>2025</span>) study the end of the retail supply chain and their supply chain intermediaries, while Yang et al. (<span>2025</span>) uncover the impacts of operational decision rules for providers on patient outcomes.</p><p>The unique and evolving features of the pharmaceutical industry, as well as its importance to public health, provide fruitful opportunities for operations management researchers to contribute to academic literature, practice, and public policy. We hope that, by articulating key aspects of the current state of the operations of pharmaceutical products, this editorial motivates such research. In addition, we believe that the four papers in the special issue serve as exemplars of how to contribute to this domain.</p><p>We close with these broad questions: <i>Why are the operations of the pharmaceutical industry seemingly not improving, and how can OSCM researchers help to improve them?</i> Consider the operations of most other product industries—automobiles, electronics, semiconductors, agriculture, textiles, and so forth. While none is perfect, in all cases one can point to major improvements in quality, cost, and delivery, driven by continuous improvement and technological and managerial innovations. The answer to the question as to why this has not happened, at least to the same degree, in the pharmaceutical industry lies somewhere in the structure of the industry discussed above, with its two very different product markets (original and generic drugs), and the interplay of regulation, powerful intermediaries, supply chain opacity, and globalization. Operations scholars have been instrumental in the improvements in other industries, and we believe the more they look under the hood of this industry, the more solutions will emerge. Focusing on the context and the unique traits of an individual industry is in the tradition of industry studies research. Such research has led to some highly influential work; for example, MIT's International Motor Vehicle Program, which resulted in the book <i>The Machine that Change the World</i>. We believe that careful research in the pharmaceutical industry on how and why operational performance varies between firms, facilities, and products could have a similar impact. Operations scholars can use their skills and knowledge to pinpoint, for example, how to design regulations that ensure quality without harming other operational performance dimensions or how to overcome implementation challenges for promising new technologies. We hope that this editorial and the four selected special issue papers motivate more operations scholars to perform careful, phenomenon-driven research in this industry so that our field plays a leading role in its improvement. 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引用次数: 0

Abstract

The pharmaceutical manufacturing industry has an annual revenue of $1.2 trillion and employs approximately two million people worldwide (Brocker 2024). The drugs produced by the operations of this industry, which include all activities from scientific innovation to supply chain management, play an important role in the health and well-being of millions of people around the world (OECD 2025). Recent disruptions, especially the COVID-19 pandemic, exposed critical limitations in global pharmaceutical operations, spurring widespread concern (Shih 2020). In the U.S., the Biden Administration deemed pharmaceuticals one of four critical national supply chains, the others being semiconductors, large capacity batteries, and minerals (White House 2021). Further, Congress mandated a report from the National Academies of Sciences, Engineering, and Medicine (NASEM) focused on securing the nation's medical product supply chains against quality and supply disruptions (NASEM 2022). Despite the recognition of its importance, operational challenges in this industry remain prevalent. Drug shortages reached a record high in 2024 (ASHP 2024), and their duration has been increasing (USP 2024). Further, quality issues remain common (e.g., Callahan et al. 2024), and the drug recall trend continues to climb (Ghijs et al. 2024).

The opacity and complexity of pharmaceutical operations are two factors driving the continued quality and resilience issues. As Figure 1 depicts, much of the complexity in the U.S. pharmaceuticals industry stems from intermediaries and payors, who are often vertically integrated and powerful, and who can create and benefit from opacity. Additional complexity comes from the roles of powerful regulators, who oversee, among other things, approvals to produce drugs and ongoing drug quality and safety. We discuss many of these forms of opacity and complexity in detail in the next section.

Operations such as these call for rigorous academic explorations that highlight the unique context of the industry (Joglekar et al. 2016). Operations scholars, for example, can address questions related to balancing cost and quality (Lapré and Scudder 2004; Parmigiani et al. 2011), enhancing the resilience of operations and supply chains (Kim et al. 2015; Shen and Sun 2023), implementing new technologies (Angelopoulos et al. 2023), and demonstrating benefits to, and ways to establish, greater transparency (Buell et al. 2017; Lee et al. 2021). Further, operations researchers can identify the role that powerful regulators, such as the Food and Drug Administration (FDA), play with regards to operational performance dimensions such as innovation, resilience, cost, and quality (Wang et al. 2025). Despite all that operations scholarship can offer, and despite the pharmaceutical industry's prominent role in the world's economy and health, the operations of this industry have not received sufficient academic attention, inspiring this special issue (SI).

Another inspiration for this SI stems from the guest editorial team's unique industry and regulatory experiences. All four editors served on a two-year grant and a separate two-year contract with the FDA. Further, one editor served on the NASEM committee mentioned earlier and one served as a part-time consultant at the White House for 18 months, focused mostly on pharmaceutical industry resilience. These experiences created unique perspectives that we share in this editorial. We note that our most relevant experiences were in the U.S., and our secondary-data empirical research employs FDA data, and thus, this editorial is heavily tilted towards issues and examples from the U.S. and the FDA, but most of the discussion we present is globally relevant. However, we do not claim this editorial to be a comprehensive review of all relevant topics related to the operations of pharmaceutical products. For example, we do not discuss pharmaceutical supply chains serving developing countries (Yadav 2015), counterfeit supply chains (Chaudhry and Stumpf 2013), and likely other topics some would believe to be in scope. We begin with an overview through the lens of three core operational dimensions: (1) Structure, (2) Resilience, and (3) Innovation.

We received 31 submissions. Five were desk rejected, and one was sent back to the editors-in-chief (EIC) for lack of fit with the issue. Twenty-five papers were sent out for review; two of these were handled by the EICs as all four of the SI editors had potential conflicts of interest. We followed the standard editorial processes of the journal. Four papers were accepted for this special issue; the handling editor is listed on each paper. We acknowledge the services of the Associate Editors and Reviewers who handled the papers sent out for review for this special issue.

The four papers that we accepted for publication in this SI cover different aspects of the operations of pharmaceutical products. Srai et al. (2025) study how collaborative networks work to enable a major technological breakthrough—continuous manufacturing—to get from the R&D stage to the point where operations are designed and operable at scale. Key in this paper is describing how regulators, academics, technology companies, and product companies structured their collaboration to dynamically enable this innovation to get to market. While the central role of regulators is a key trait of this industry, it is not unique, and the paper offers insights for other early-stage collaborations to enable new technologies.

Naumov et al. (2025) develop a system dynamics model to evaluate the effectiveness of three interventions on reducing drug shortages: expediting drug approvals, encouraging manufacturers to ramp up production, and implementing a “quality reward” initiative. They find that while expediting approvals and nudging manufacturers to increase production can provide short-term relief, their long-term impact is limited. In contrast, the quality reward intervention sustainably reduces shortages by promoting higher manufacturing quality, thereby minimizing supply disruptions. However, an unintended consequence of this approach is the potential emergence of a monopolistic market dominated by a single high-quality manufacturer. The study proposes a carefully designed quality disclosure mechanism to mitigate this risk.

Skilton et al. (2025) examine how pharmacies' upstream supply chains affect their tendency to oversupply opioids to their communities, creating a diversion risk; that is, a risk that these drugs be diverted to individuals without a prescription. A key finding is that pharmacies with more complex upfstream supply chains are more likely to create a diversion risk.

Finally, in Yang et al. (2025), the authors examine the importance of guidelines for clinical practice on the effectiveness of pharmaceutical treatments for psychiatric care. Using data collated for 2009–2019 from the FAERS database, FDA Orange Book, FDA Drug Approval database, Bloomberg, and Clinical Pharmacogenetics Implementation Consortium (CPIC) guidelines, the authors find that using CPIC guidelines leads to a nearly 25% reduction in serious adverse events in psychiatric care. In addition, the benefits of the guidelines are greater for drugs with FDA label warnings and for CPIC guidelines based on stronger evidence.

Taken together, these four studies span the operations of pharmaceutical products. Srai et al. (2025) examine the collaborative development of new technology and the new supply chains they necessitate. Naumov et al. (2025) examine incentives to improve the quality of manufacturers currently producing. Skilton et al. (2025) study the end of the retail supply chain and their supply chain intermediaries, while Yang et al. (2025) uncover the impacts of operational decision rules for providers on patient outcomes.

The unique and evolving features of the pharmaceutical industry, as well as its importance to public health, provide fruitful opportunities for operations management researchers to contribute to academic literature, practice, and public policy. We hope that, by articulating key aspects of the current state of the operations of pharmaceutical products, this editorial motivates such research. In addition, we believe that the four papers in the special issue serve as exemplars of how to contribute to this domain.

We close with these broad questions: Why are the operations of the pharmaceutical industry seemingly not improving, and how can OSCM researchers help to improve them? Consider the operations of most other product industries—automobiles, electronics, semiconductors, agriculture, textiles, and so forth. While none is perfect, in all cases one can point to major improvements in quality, cost, and delivery, driven by continuous improvement and technological and managerial innovations. The answer to the question as to why this has not happened, at least to the same degree, in the pharmaceutical industry lies somewhere in the structure of the industry discussed above, with its two very different product markets (original and generic drugs), and the interplay of regulation, powerful intermediaries, supply chain opacity, and globalization. Operations scholars have been instrumental in the improvements in other industries, and we believe the more they look under the hood of this industry, the more solutions will emerge. Focusing on the context and the unique traits of an individual industry is in the tradition of industry studies research. Such research has led to some highly influential work; for example, MIT's International Motor Vehicle Program, which resulted in the book The Machine that Change the World. We believe that careful research in the pharmaceutical industry on how and why operational performance varies between firms, facilities, and products could have a similar impact. Operations scholars can use their skills and knowledge to pinpoint, for example, how to design regulations that ensure quality without harming other operational performance dimensions or how to overcome implementation challenges for promising new technologies. We hope that this editorial and the four selected special issue papers motivate more operations scholars to perform careful, phenomenon-driven research in this industry so that our field plays a leading role in its improvement. Human lives and health are, literally, at stake.

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制药业的运营管理
医药制造业的年收入为1.2万亿美元,在全球拥有约200万员工(Brocker 2024)。该行业包括从科学创新到供应链管理的所有活动,其生产的药品对全世界数百万人的健康和福祉发挥着重要作用(经合组织,2025年)。最近的中断,特别是COVID-19大流行,暴露了全球制药业务的严重局限性,引发了广泛关注(Shih 2020)。在美国,拜登政府将医药品和半导体、大容量电池、矿产等列为四大国家关键供应链之一(白宫2021年)。此外,国会要求美国国家科学院、工程院和医学院(NASEM)提交一份报告,重点关注确保国家医疗产品供应链免受质量和供应中断的影响(NASEM 2022)。尽管人们认识到它的重要性,但该行业的运营挑战仍然普遍存在。药物短缺在2024年达到历史新高(ASHP 2024),其持续时间一直在增加(USP 2024)。此外,质量问题仍然很常见(例如,Callahan等人,2024),药品召回趋势继续攀升(Ghijs等人,2024)。制药操作的不透明性和复杂性是导致持续质量和弹性问题的两个因素。如图1所示,美国制药行业的许多复杂性源于中间商和支付方,他们通常是垂直整合的、强大的,他们可以创造不透明并从中受益。更大的复杂性来自于强大的监管机构的角色,他们监督药品生产的批准以及持续的药品质量和安全。在下一节中,我们将详细讨论这些形式的不透明性和复杂性。此类操作需要严格的学术探索,以突出行业的独特背景(Joglekar et al. 2016)。例如,运营学者可以解决与平衡成本和质量有关的问题(lapr<s:1>和Scudder 2004;Parmigiani et al. 2011),提高运营和供应链的弹性(Kim et al. 2015;Shen和Sun 2023),实施新技术(Angelopoulos等人,2023),并展示建立更大透明度的好处和方法(Buell等人,2017;Lee et al. 2021)。此外,运营研究人员可以确定强大的监管机构,如食品和药物管理局(FDA)在运营绩效维度(如创新、弹性、成本和质量)方面所扮演的角色(Wang et al. 2025)。尽管手术奖学金可以提供所有这些,尽管制药行业在世界经济和健康中发挥着突出的作用,但该行业的运作并没有得到足够的学术关注,这激发了本期特刊(SI)的灵感。本期SI的另一个灵感来自于客座编辑团队独特的行业和监管经验。所有四位编辑都获得了两年的资助,并与FDA签订了两年的单独合同。此外,一位编辑曾在前面提到的NASEM委员会任职,一位在白宫担任了18个月的兼职顾问,主要关注制药行业的弹性。这些经历创造了我们在这篇社论中分享的独特视角。我们注意到,我们最相关的经验是在美国,我们的二手数据实证研究采用了FDA的数据,因此,这篇社论严重倾向于美国和FDA的问题和例子,但我们提出的大多数讨论都是全球相关的。然而,我们并不声称这篇社论是对与药品操作有关的所有相关主题的全面审查。例如,我们没有讨论服务于发展中国家的药品供应链(Yadav 2015),假冒供应链(Chaudhry and Stumpf 2013),以及一些人认为可能在范围内的其他主题。我们首先通过三个核心运营维度进行概述:(1)结构,(2)弹性,(3)创新。我们收到了31份意见书。其中五份被拒绝,一份因为不适合这期杂志而被退回给总编。二十五篇论文被送去审阅;其中两起由eic处理,因为所有四位SI编辑都有潜在的利益冲突。我们遵循了期刊的标准编辑流程。这期特刊接受了四篇论文;每篇论文都列出了处理编辑。我们感谢副编辑和审稿人的服务,他们处理了本期特刊的论文。我们在本次SI中接受发表的四篇论文涵盖了制药产品操作的不同方面。以色列等人。 (2025)研究协作网络如何实现重大技术突破-连续制造-从研发阶段到设计和大规模操作的操作点。本文的重点是描述监管机构、学者、技术公司和产品公司如何组织他们的合作,以动态地使这种创新进入市场。虽然监管机构的核心作用是该行业的一个关键特征,但它并不是独一无二的,该论文为其他早期合作提供了见解,以实现新技术。Naumov等人(2025)开发了一个系统动力学模型来评估减少药物短缺的三种干预措施的有效性:加快药物审批、鼓励制造商提高产量和实施“质量奖励”倡议。他们发现,虽然加快审批和推动制造商增加产量可以提供短期缓解,但它们的长期影响是有限的。相比之下,质量奖励干预通过提高制造质量来持续减少短缺,从而最大限度地减少供应中断。然而,这种方法的一个意想不到的后果是,可能出现一个由单一高质量制造商主导的垄断市场。该研究提出了一种精心设计的质量披露机制,以减轻这种风险。Skilton等人(2025)研究了药店的上游供应链如何影响其向社区过度供应阿片类药物的倾向,从而产生转移风险;也就是说,这些药物有可能在没有处方的情况下被转移到个人手中。一个重要的发现是,上游供应链更复杂的药店更有可能产生转移风险。最后,在Yang等人(2025)中,作者研究了精神科药物治疗有效性临床实践指南的重要性。作者使用FAERS数据库、FDA橙皮书、FDA药物批准数据库、彭博社和临床药物遗传学实施联盟(CPIC)指南整理的2009-2019年数据发现,使用CPIC指南可使精神科护理中严重不良事件减少近25%。此外,对于带有FDA标签警告的药物和基于更有力证据的CPIC指南,指南的好处更大。综上所述,这四项研究涵盖了制药产品的操作。Srai等人(2025)研究了新技术的协同开发及其所需的新供应链。Naumov等人(2025)研究了提高制造商当前生产质量的激励措施。Skilton等人(2025)研究了零售供应链的末端及其供应链中介机构,而Yang等人(2025)揭示了供应商的运营决策规则对患者结果的影响。制药行业的独特和不断发展的特点,以及它对公共卫生的重要性,为运营管理研究人员提供了丰富的机会,为学术文献、实践和公共政策做出贡献。我们希望,通过阐明药品经营现状的关键方面,这篇社论能够激励此类研究。此外,我们认为特刊中的四篇论文是如何为这一领域做出贡献的范例。我们以这些广泛的问题结束:为什么制药行业的运作似乎没有改善,OSCM的研究人员如何帮助改善它们?想想大多数其他产品行业的运作——汽车、电子、半导体、农业、纺织等等。虽然没有一个是完美的,但在所有情况下,人们都可以指出在质量、成本和交付方面的重大改进,这些改进是由持续改进以及技术和管理创新驱动的。为什么这种情况在制药行业没有发生,至少在同样程度上没有发生,这个问题的答案在于上面讨论的行业结构的某个地方,它有两个非常不同的产品市场(原药和仿制药),以及监管、强大的中介机构、供应链不透明和全球化的相互作用。运营学者在其他行业的改进中发挥了重要作用,我们相信,他们对这个行业的了解越多,就会出现更多的解决方案。关注单个行业的背景和独特特征是行业研究的传统。这样的研究导致了一些极具影响力的工作;例如,麻省理工学院的国际汽车项目,它产生了《改变世界的机器》一书。我们认为,在制药行业对企业、设施和产品之间的运营绩效差异的方式和原因进行仔细研究,可能会产生类似的影响。 运营学者可以利用他们的技能和知识来确定,例如,如何设计在不损害其他运营绩效维度的情况下确保质量的法规,或者如何克服有前途的新技术的实施挑战。我们希望这篇社论和入选的四篇特刊论文能够激励更多的运维学者对这个行业进行细致的、现象驱动的研究,使我们的领域在这个行业的发展中发挥主导作用。人类的生命和健康正处于危急关头。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Operations Management
Journal of Operations Management 管理科学-运筹学与管理科学
CiteScore
11.00
自引率
15.40%
发文量
62
审稿时长
24 months
期刊介绍: The Journal of Operations Management (JOM) is a leading academic publication dedicated to advancing the field of operations management (OM) through rigorous and original research. The journal's primary audience is the academic community, although it also values contributions that attract the interest of practitioners. However, it does not publish articles that are primarily aimed at practitioners, as academic relevance is a fundamental requirement. JOM focuses on the management aspects of various types of operations, including manufacturing, service, and supply chain operations. The journal's scope is broad, covering both profit-oriented and non-profit organizations. The core criterion for publication is that the research question must be centered around operations management, rather than merely using operations as a context. For instance, a study on charismatic leadership in a manufacturing setting would only be within JOM's scope if it directly relates to the management of operations; the mere setting of the study is not enough. Published papers in JOM are expected to address real-world operational questions and challenges. While not all research must be driven by practical concerns, there must be a credible link to practice that is considered from the outset of the research, not as an afterthought. Authors are cautioned against assuming that academic knowledge can be easily translated into practical applications without proper justification. JOM's articles are abstracted and indexed by several prestigious databases and services, including Engineering Information, Inc.; Executive Sciences Institute; INSPEC; International Abstracts in Operations Research; Cambridge Scientific Abstracts; SciSearch/Science Citation Index; CompuMath Citation Index; Current Contents/Engineering, Computing & Technology; Information Access Company; and Social Sciences Citation Index. This ensures that the journal's research is widely accessible and recognized within the academic and professional communities.
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