Making Complex Decisions toward Revamping Supply Chains amid COVID-19 Outbreak

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Author :
Publisher : CRC Press
ISBN 13 : 1000577864
Total Pages : 202 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Making Complex Decisions toward Revamping Supply Chains amid COVID-19 Outbreak by : Dinesh Kumar

Download or read book Making Complex Decisions toward Revamping Supply Chains amid COVID-19 Outbreak written by Dinesh Kumar and published by CRC Press. This book was released on 2022-05-02 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: The COVID-19 pandemic has disrupted supply chains, hence corporations must devise and realign their policies and strategies accordingly to stay competitive in this dynamic situation. This book provides tools to cope with such a scenario and to make appropriate decisions to come out unscathed. Making Complex Decisions toward Revamping Supply Chains amid COVID-19 Outbreak presents the tools and technologies needed to revamp supply chains challenged by the COVID-19 pandemic. The book presents case studies along with historical perspectives for guidance. It explores the supply chain post-COVID-19, discusses the future scenarios of new and emerging supply chains, and describes various multi-criteria decision-making (MCDM) tools used to make complex decisions so companies can stay ahead. The book also offers domain experts’ opinions and views to help organizations formulate real-time strategies. This book is written for researchers, professionals, and undergraduate and postgraduate students to provide an evidence-based cause, effect, and solution after the COVID-19 disaster.

Making Complex Decisions Toward Revamping Supply Chains Amid COVID-19 Outbreak

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Publisher :
ISBN 13 : 9780367712655
Total Pages : 184 pages
Book Rating : 4.7/5 (126 download)

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Book Synopsis Making Complex Decisions Toward Revamping Supply Chains Amid COVID-19 Outbreak by : Dinesh Kumar

Download or read book Making Complex Decisions Toward Revamping Supply Chains Amid COVID-19 Outbreak written by Dinesh Kumar and published by . This book was released on 2022 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: The COVID-19 pandemic has disrupted supply chains, hence corporations must devise and realign their policies and strategies accordingly to stay competitive in this dynamic situation. This book provides tools to cope with such a scenario and to make appropriate decisions to come out unscathed. Making Complex Decisions toward Revamping Supply Chains amid COVID-19 Outbreak presents the tools and technologies needed to revamp supply chains challenged by the COVID-19 pandemic. The book presents case studies along with historical perspectives for guidance. It explores the supply chain post-COVID-19, discusses the future scenarios of new and emerging supply chains, and describes various multi-criteria decision-making (MCDM) tools used to make complex decisions so companies can stay ahead. The book also offers domain experts' opinions and views to help organizations formulate real-time strategies. This book is written for researchers, professionals, and undergraduate and postgraduate students to provide an evidence-based cause, effect, and solution after the COVID-19 disaster.

Managing and Strategising Global Business in Crisis

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Author :
Publisher : Taylor & Francis
ISBN 13 : 1000857786
Total Pages : 268 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Managing and Strategising Global Business in Crisis by : Ashish Gupta

Download or read book Managing and Strategising Global Business in Crisis written by Ashish Gupta and published by Taylor & Francis. This book was released on 2023-03-31 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: Global business has been affected by several unprecedented and significant problems and threats in the recent past. This book offers comprehensive strategies for managing crises and disruptions to reinvigorate productivity and performance. It discusses themes and issues like crisis management; consumer behaviour during crisis; emerging business models and trends in global business; and risks, impacts and mitigation strategies. The book provides an overview of business processes highlighting the unique challenges that the COVID-19 pandemic and other recent developments have wrought on businesses including disruptions in supply chains, health and safety risks for employees and economic and logistical vulnerabilities, among others. Including case studies from various sectors and industries, the chapters in this book provide solutions and interventions like adopting technological improvements and innovative labour practices for organisations to deal effectively with uncertainty and adapt sustainable and effective models for growth and performance for their businesses. Lucid and topical, this book will be useful for scholars and researchers of business management, crisis management, finance and economics, as well as for business and corporate professionals.

Modeling and Applications in Operations Research

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Publisher : CRC Press
ISBN 13 : 1003801390
Total Pages : 267 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Modeling and Applications in Operations Research by : Jyotiranjan Nayak

Download or read book Modeling and Applications in Operations Research written by Jyotiranjan Nayak and published by CRC Press. This book was released on 2023-11-29 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text envisages novel optimization methods that significantly impact real-life problems, starting from inventory control to economic decision-making. It discusses topics such as inventory control, queueing models, timetable scheduling, fuzzy optimization, and the Knapsack problem. The book’s content encompass the following key aspects: Presents a new model based on an unreliable server, wherein the convergence analysis is done using nature-inspired algorithms Discusses the optimization techniques used in transportation problems, timetable problems, and optimal/dynamic pricing in inventory control Highlights single and multi-objective optimization problems using pentagonal fuzzy numbers Illustrates profit maximization inventory model for non-instantaneous deteriorating items with imprecise costs Showcases nature-inspired algorithms such as particle swarm optimization, genetic algorithm, bat algorithm, and cuckoo search algorithm The text covers multi-disciplinary real-time problems such as fuzzy optimization of transportation problems, inventory control with dynamic pricing, timetable problem with ant colony optimization, knapsack problem, queueing modeling using the nature-inspired algorithm, and multi-objective fuzzy linear programming. It showcases a comparative analysis for studying various combinations of system design parameters and default cost elements. It will serve as an ideal reference text for graduate students and academic researchers in the fields of industrial engineering, manufacturing engineering, production engineering, mechanical engineering, and mathematics.

Cases on Supply Chain Management and Lessons Learned From COVID-19

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Author :
Publisher : IGI Global
ISBN 13 : 1799891429
Total Pages : 261 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Cases on Supply Chain Management and Lessons Learned From COVID-19 by : Lopes, Ana Paula

Download or read book Cases on Supply Chain Management and Lessons Learned From COVID-19 written by Lopes, Ana Paula and published by IGI Global. This book was released on 2022-01-07 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, due to the increasingly aggressive market competition, it is essential to evaluate the role of logistics and supply chain management skills and applications for the success of any organization or business. The COVID-19 pandemic revealed the fragility of the sustainability of economic organization, production, and supply chains globally. Cases on Supply Chain Management and Lessons Learned From COVID-19 collects compelling case studies, theoretical and empirical research, experiences, and applications on numerous aspects of logistics and supply chain management. It not only focuses on industry and digital transformation and the critical nature of organizational agility, but also presents different methods, techniques, models, and competitive advantage prospects, providing an extremely relevant and current view of the subject matter. Covering topics such as green supply chain management, organizational performance, and supply chain disruptions, this book is the ideal reference source for managers, supply chain specialists, entrepreneurs, business professionals, consultants, researchers, academicians, educators, and students.

The New (Ab)Normal

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Publisher : MIT CTL Media
ISBN 13 : 1735766127
Total Pages : 271 pages
Book Rating : 4.7/5 (357 download)

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Book Synopsis The New (Ab)Normal by : Yossi Sheffi

Download or read book The New (Ab)Normal written by Yossi Sheffi and published by MIT CTL Media. This book was released on 2020-10-01 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: Much has been written about Covid-19 victims, how scientists raced to understand and treat the disease, and how governments did (or did not) protect their citizens. Less has been written about the pandemic’s impact on the global economy and how companies coped as the competitive environment was upended. In his new book, "The New (Ab)Normal", MIT Professor Yossi Sheffi maps how the Covid-19 pandemic impacted business, supply chains, and society. He exposes the critical role supply chains play in helping people, governments, and companies to manage the crisis. The book draws on executive interviews, pandemic media coverage, and historical analyses. Sheffi also builds on themes from his books "The Resilient Enterprise" (2005) and "The Power of Resilience" (2015) to enrich the narrative. The author paints a compelling picture of how the Covid-19 virus is changing many facets of human life and what our post-pandemic world might look like. This must-read book helps companies to redefine their business models and adjust to a fast-evolving economic landscape. The stage is set In Part 1 of the book, “What Happened,” the author looks at how companies fought to mend the global economic fabric even as the virus ripped more holes in it. Part 2, “Living with Uncertainty,” views the crisis through a supply chain risk management lens derived from Yossi Sheffi’s previous books. This perspective shows how companies create corporate immune systems to quickly recognize and manage large-scale disruptions. The ongoing pandemic is creating a new normal in life, work, and education—covered in Part 3, “Adjustment Required.” Consumer fears about the contagion as well as government mandates require businesses in industries such as retail, hospitality, entertainment, sports, and education to create “safe zones” for workers and customers. Many elements of the book – especially in Part 4, “Supply Chains for the Future” – show how the virus accelerated preexisting trends in technology adoption. China was the epicenter of the pandemic; it also was the first nation to be disrupted and recover. Part 5 of the book, “Of Politics and Pandemics,” explains why reports that companies are abandoning China in favor of other offshore manufacturing centers do not reflect reality. Fundamentally, The New (Ab)Normal is about businesses trying to create a better future in a time of extreme uncertainty – a point emphasized in Part 6, “The Next Opportunities.” The outlook is not necessarily gloomy. The advance of technology is accelerating, a trend that can level the playing field between small and large companies. Nimble small businesses are using a growing array of off-the-shelf cloud computing and mobile apps to deploy sophisticated technologies in their supply chains and customer interfaces. The New (Ab)Normal Another new normal is working from home. Remote working enables individuals to live anywhere and companies to recruit talent from anywhere. Education, especially higher education, faces a major disruption (and major opportunity) that is likely to shake the high-cost model of in-person education in favor of online or hybrid education. Regrettably, the book recognizes one trend accentuated by Covid-19--the growing inequality, and anticipates that the new normal will be more stratified.

Science-Based Approaches to Respond to COVID and Other Public Health Threats

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Author :
Publisher : BoD – Books on Demand
ISBN 13 : 1839691433
Total Pages : 282 pages
Book Rating : 4.8/5 (396 download)

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Book Synopsis Science-Based Approaches to Respond to COVID and Other Public Health Threats by : Erick Guerrero

Download or read book Science-Based Approaches to Respond to COVID and Other Public Health Threats written by Erick Guerrero and published by BoD – Books on Demand. This book was released on 2021-12-01 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: COVID-19 and other public health threats have contributed to more than six million deaths globally in a short amount of time. As such, there is an urgent need to respond to these threats in a way that improves global health and wellbeing. Written by a diverse group of exemplary scientists, the thirteen chapters in this volume provide unique, comprehensive, and science-based approaches to respond to macro-structural, human process, and micro issues affecting public health threats.

Managing Supply Chain Risk and Disruptions: Post COVID-19

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Author :
Publisher : Springer Nature
ISBN 13 : 3030725758
Total Pages : 150 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Managing Supply Chain Risk and Disruptions: Post COVID-19 by : Aravind Raj Sakthivel

Download or read book Managing Supply Chain Risk and Disruptions: Post COVID-19 written by Aravind Raj Sakthivel and published by Springer Nature. This book was released on 2021-06-24 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book summarizes the effect of COVID-19 on the global supply chain. Eminent researchers, practitioners, and professors discuss the challenges faced by supply chain providers and supply chain strategies related to various global, retail, fast moving consumer goods, humanitarian, pharmaceutical, and agricultural supply chains. This book also suggests the resilient approach adopted by supply chain organizations for quick recovery and re-establishing their networks. This book helps the readers explore the pandemic's impact on the supply chain and rebuilding the same using suitable approaches.

Impacts of COVID-19 on Supply Chains

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Author :
Publisher : Springer
ISBN 13 : 9783031477331
Total Pages : 0 pages
Book Rating : 4.4/5 (773 download)

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Book Synopsis Impacts of COVID-19 on Supply Chains by : Mohammad Moshref-Javadi

Download or read book Impacts of COVID-19 on Supply Chains written by Mohammad Moshref-Javadi and published by Springer. This book was released on 2024-02-23 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines the effects of the pandemic on supply chains and consequent adjustments made by companies to cope with these effects. This research sheds light on the challenges faced by diverse industries during the COVID and post-COVID periods and the solutions employed by companies to tackle them. The book covers several strategies, such as fulfillment strategies, inventory management, insourcing/outsourcing decisions, agile operations adaptation, capacity management, supplier management, forecasting, and business analytics undertaken by firms and institutions to quickly adapt their supply chains to manage risks and operations during the pandemic. Through numerous cases studies, it explores the roles and impacts of new algorithms and technologies, such as digitization, blockchain, artificial intelligence, and machine learning methods, in risk mitigation and management in healthcare, logistics, manufacturing, automotive, food and beverage, and retail industries during and after the COVID-19 pandemic. Written by professionals and academics, it presents invaluable insights gained from managing disruptions during and after the COVID-19 pandemic and identifies the factors for companies and industries to consider in making their supply chains resilient to similar disruptions. This invaluable resource particularly caters to researchers in academia or industry, practitioners, and graduate students alike.

Understanding the Dynamics of New Normal for Supply Chains

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Author :
Publisher : Springer Nature
ISBN 13 : 3031073339
Total Pages : 208 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Understanding the Dynamics of New Normal for Supply Chains by : Hassan Qudrat-Ullah

Download or read book Understanding the Dynamics of New Normal for Supply Chains written by Hassan Qudrat-Ullah and published by Springer Nature. This book was released on 2022-10-05 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides research results and shares experiences in the area of supply chain management. It addresses topics such as risk reduction of lesser marginal profits, disrupted supply chain management, and potential points of business failure. This book explores the “new normal” of the business supply chain. The didactic approach informs global enterprises on how to deal with the most significant issues in the current supply chain management. The book shows an in-depth analysis of post-COVID opportunities and challenges and acts as an initiative for readers to understand the risks, opportunities, and concerns resulting from the pandemic situation and is a key driver for business management among industry professionals and enterprises. Readers will learn new insights and procedures to better manage multitier supply chains, predictability, and estimation of binding capacity. The book details modeling and technology-based customer demand and response management solutions. New techniques, methods, and perspectives dealing with the estimation, acceleration or deceleration, and flexibility of logistics capacity are particularly emphasized throughout the manuscript. Real-world cases dealing with various aspects of the new normal for supply chains are analyzed. The book is useful for industry professionals and enterprise firms in business management to effectively understand risks, opportunities, and concerning the pandemic situation.

The agile supply chain

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Author :
Publisher : Emerald Group Publishing
ISBN 13 : 184663072X
Total Pages : 70 pages
Book Rating : 4.8/5 (466 download)

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Book Synopsis The agile supply chain by : Remko Ivan Hoek

Download or read book The agile supply chain written by Remko Ivan Hoek and published by Emerald Group Publishing. This book was released on with total page 70 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the guest editor Remko I. van Hoek, in the field of logistics the debate between the 'lean' thinkers and those who advocate 'agility' is still very much alive. This special issue follows the International Conference on Agility in Helsinki, Finland, and is a collection of some of the best of the fifty papers presented there. The papers touch on agility in regards to forecasting, manufacturing, simulation, ERP and Chinese sourcing. The result is that the concept of agility can be considered as a practical path forward, rather than just a topic of academic debate.

Supply Chain Immunity

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Author :
Publisher : Springer
ISBN 13 : 9783031171833
Total Pages : 0 pages
Book Rating : 4.1/5 (718 download)

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Book Synopsis Supply Chain Immunity by : Robert Handfield

Download or read book Supply Chain Immunity written by Robert Handfield and published by Springer. This book was released on 2022-12-16 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a concerted supply chain perspective for dealing with pandemics on the scale of COVID-19. Specifically, this book describes a new approach, supply chain immunity, to illustrate what is needed to fix our economy and healthcare systems. The authors of this book are experts in supply chain management, health care supply chains, major systems acquisition, and contingency sourcing methods. Based on first-hand experiences working during COVID in the depths of the nation’s supply chain failures, the authors develop important themes for private and public sector supply chain managers to consider in rebuilding a more immune supply chain. The book is targeted at policy makers, academics, practitioners, and students of disaster response, public policy, healthcare, and supply chain management who are interested in learning contemporary lessons from the COVID-19 pandemic. From the perspective of those who lived through the chaos, the authors further explore the application of novel concepts in joint planning, market intelligence, and governance related to a national pandemic or other global contingency.

Introduction to Supply Chain Resilience

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Author :
Publisher : Springer Nature
ISBN 13 : 3030704904
Total Pages : 162 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Introduction to Supply Chain Resilience by : Dmitry Ivanov

Download or read book Introduction to Supply Chain Resilience written by Dmitry Ivanov and published by Springer Nature. This book was released on 2021-04-30 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a concise yet comprehensive introduction to supply chain resilience, covering management, modeling and technology perspectives. Designed to accompany the textbook “Global Supply Chain and Operations Management” it addresses the topics of supply chain risks and resilience in more depth, describing the major features of supply chain resilience and explaining methodologies to mitigate supply chain disruptions and recover. Numerous practical examples and short case studies are provided to illustrate theoretical concepts. Without relying heavily on mathematical derivations, the book explains major concepts and methods to build and improve supply chain resilience and tackle supply chain disruption risks in a simple, uniform format to make it easy to understand for students and professionals with both management and engineering backgrounds. Graduate/PhD students and supply chain professionals alike will benefit from the structured, didactically oriented and concise presentation of the concepts, principles and methods of supply chain resilience management, modeling, and technological implementation.

Advanced Technologies and the Management of Disruptive Supply Chains

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Author :
Publisher : Springer Nature
ISBN 13 : 3031452291
Total Pages : 264 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Advanced Technologies and the Management of Disruptive Supply Chains by : Hassan Qudrat-Ullah

Download or read book Advanced Technologies and the Management of Disruptive Supply Chains written by Hassan Qudrat-Ullah and published by Springer Nature. This book was released on 2023-11-21 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book explores cost-effective and efficient supply chain management to achieve resilience in the post-COVID environment. Qualitative, quantitative, case studies, and systematic literature reviews are made in the book. The book follows a didactic approach through which it informs global researchers and practitioners to deal with the most significant insights on future supply chains with a more in-depth analysis of post-COVID opportunities and challenges. In particular, this book provides an in-depth assessment of disruptive supply chain management in certain industrial contexts and explores various Industry 4.0 and Industry 5.0 technologies to achieve resilience. The book is used as a supplemental textbook for study within university level programs, at late undergraduate and graduate levels, in faculties of business and management, engineering systems, information systems, education, and computing.

Asia-Pacific Trade Facilitation Report 2021

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Author :
Publisher : Asian Development Bank
ISBN 13 : 9292690639
Total Pages : 156 pages
Book Rating : 4.2/5 (926 download)

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Book Synopsis Asia-Pacific Trade Facilitation Report 2021 by : Asian Development Bank

Download or read book Asia-Pacific Trade Facilitation Report 2021 written by Asian Development Bank and published by Asian Development Bank. This book was released on 2021-10-01 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: Supply chain disruptions caused by the coronavirus disease (COVID-19) pandemic have underscored the need for digital and paperless trade procedures to facilitate trade. This report reviews the impact of trade facilitation initiatives on trade costs in Asia and the Pacific since the pandemic began. A special chapter examines the pandemic’s impact on the supply chains of critical goods such as vaccines, personal protective equipment, and food, and provides policy suggestions toward enhancing supply chain resilience along with trade facilitation. This is the third biennial progress report on trade facilitation implementation in Asia and the Pacific jointly prepared by the Asian Development Bank and the United Nations Economic and Social Commission for Asia and the Pacific.

Handbook of Ripple Effects in the Supply Chain

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Author :
Publisher : Springer
ISBN 13 : 3030143023
Total Pages : 332 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Handbook of Ripple Effects in the Supply Chain by : Dmitry Ivanov

Download or read book Handbook of Ripple Effects in the Supply Chain written by Dmitry Ivanov and published by Springer. This book was released on 2019-04-17 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers an introduction to the ripple effect in the supply chain for a broad audience comprising recent developments. The chapters of this handbook are written by leading experts in supply chain risk management and resilience. For the first time, the chapters present in their synergy a multiple-faceted view of the ripple effect in supply chains, while considering organization, optimization, and informatics perspectives. Ripple effect describes the impact of a disruption propagation on supply chain performance, structural designs and operational parameters. The ripple effect manifests when the impact of a disruption cannot be localized and cascades along the supply chain. The resulting structural dynamics can lead to capacity and demand fulfilment downscaling and negatively influence the firm’s financial and operational performance. The book delineates major features of the ripple effect and methodologies to mitigate the adverse impact of supply chain disruption propagation and to recover in case of severe disruptions. The book provides fresh insights for supply chain management and engineering regarding the following questions: - In what circumstance does one failure cause other failures? - Which structures of the supply chain are especially susceptible to the ripple effect? - What are the typical ripple effect scenarios and what are the most efficient ways to respond them? Distinctive Features: • It considers ripple effect in the supply chain from an multi-disciplinary perspective• It offers an introduction to ripple effect mitigation and recovery policies in the framework of disruption risk management in supply chains for a broad audience• It integrates management and engineering perspectives on disruption risk management in the supply chain• It presents innovative optimization and simulation models for real-life management problems• It considers examples from both industrial and service supply chains• It reveals decision-making recommendations for tackling disruption risks in the supply chain in proactive and reactive domains.

Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes

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Author :
Publisher : McGraw Hill Professional
ISBN 13 : 1260458202
Total Pages : 320 pages
Book Rating : 4.2/5 (64 download)

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Book Synopsis Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes by : Amit Sinha

Download or read book Digital Supply Networks: Transform Your Supply Chain and Gain Competitive Advantage with Disruptive Technology and Reimagined Processes written by Amit Sinha and published by McGraw Hill Professional. This book was released on 2020-07-21 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deliver unprecedented customer value and seize your competitive edge with a transformative digital supply network Digital tech has disrupted life and business as we know it, and supply chain management is no exception. But how exactly does digital transformation affect your business? What are the breakthrough technologies and their capabilities you need to know about? How will digital transformation impact skills requirements and work in general? Do you need to completely revamp your understanding of supply chain management? And most importantly: How do you get started? Digital Supply Networks provides clear answers to these and many other questions. Written by an experienced team comprised of Deloitte consultants and leading problem-driven scholars from a premier research university, this expert guide leads you through the process of improving operations building supply networks, increasing revenue, reimagining business models, and providing added value to customers, stakeholders, and society. You’ll learn everything you need to know about: Stages of development, roles, capabilities, and the benefits of DSN Big data analytics including its attributes, security, and authority Machine learning, Artificial Intelligence, Blockchain, robotics, and the Internet of Things Synchronized planning, intelligent supply, and digital product development Vision, attributes, technology, and benefits of smart manufacturing, dynamic logistics, and fulfillment A playbook to guide the digital transformation journey Drawing from real world-experience and problem-driven academic research, the authors provide an in-depth account of the transformation to digitally connected supply networks. They discuss the limitations of traditional supply chains and the underlying capabilities and potential of digitally-enabled supply flows. The chapters burst with expert insights and real-life use cases grounded in tomorrow’s industry needs. Success in today’s hyper-competitive, fast-paced business landscape, characterized by the risk of black swan events, such as the 2020 COVID-19 global pandemic, requires the reimagination and the digitalization of complex demand-supply systems, more collaborative and connected processes, and smarter, more dynamic data-driven decision making―which can only be achieved through a fully integrated Digital Supply Network.