Flexible Systems Management – serie

The need for enterprise flexibility in an era of rapidly advancing technology, increasing competition, and globalization, is apparent. Flexibility can be thought of as an ability of the enterprise to quickly and efficiently respond to market changes and to bring new products and services quickly to the market place. Beyond this definition, a truly flexible enterprise should proactively change the market through its ability to create new and innovative products and services. The proposed book is intended to provide a conceptual framework of ‘Flexible Enterprise’ supported by researches/case applications in various types of flexibilities exhibited by a flexible enterprise. The selected papers from a variety of issues concerning the planning and operation of a flexible enterprise are organized into following four parts:I Enterprise and Strategic FlexibilityII Organizational FlexibilityIII Business Process and Information Systems FlexibilityIV Operations Flexibility

The proposed book is intended to provide a conceptual framework of ‘Organisational Flexibility and Competitiveness’ supported by research studies in various types of flexibilities exhibited by an organisation. The need for enterprise flexibility in an era of rapidly advancing technology, increasing competition, and globalization, is apparent. Flexibility can be thought of as an ability of the enterprise to quickly and efficiently respond to market changes and to bring new products and services quickly to the market place. Beyond this definition, a truly flexible enterprise should proactively change the market through its ability to create truly new and innovative products and services. The book applies the concept of flexibility to various functional areas: strategy and competitiveness, organization and HR management, information systems, finance and risk management, operations and supply chain management.

This book provides a conceptual framework for systemic flexibility and business agility, drawing on a basis of research/case applications in various types of flexibility and agility in business. The selected papers address a variety of issues concerning the theme of systemic flexibility and business agility and are organized into following five parts: (i) Systemic and Strategic Flexibility; (ii) Information and Business Agility; (iii) Flexibility, Innovation and Business Excellence; (iv) Flexibility in Value and Supply Chains; and(v) Financial Flexibility and Mergers & Acquisitions.Flexibility and agility in business are emerging as key dimensions of business excellence that encompass the requirements of both choice and speed. The two concepts, flexibility and agility, have been used in multiple ways and often interchangeably, both in literature and in practice. The growing need for flexibility/agility in business can be seen from reactive as well as proactive perspectives. A business enterprise is expected to possess reactive flexibility/ agility (as adaptability and responsiveness) in order to cope with the changing and uncertain business environment. It may also endeavor to intentionally generate flexibility/agility as a strategic change in a variety of ways, such as leadership change, reengineering, innovation in products and processes, use of information and communication technology, and learning orientation.

This edited book provides a conceptual framework of managing flexibility in the areas of people, process, technology and business supported by researches/case applications in various types of flexibilities in business. The book is organized into following five parts: (i) Managing Flexibility; (ii) People Flexibility; (iii) Process Flexibility; (iv) Flexibility in Technology and Innovation Management; and (v) Business Flexibility. Managing flexibility at the level of people, process, technology and business encompasses the requirements of both choice and speed. The need for managing flexibility is growing to cope with the developments and challenges in the global business environment. This can be seen from reactive as well as proactive perspectives. Flexibility is a major dimension of business excellence and deals with a paradoxical view point such as stability and dynamism, continuity and change, centralization and decentralization, and so on. It needs to be managed at the levels of people, process, technology and various business functions and it is important to create flexibility at the level of people to create and manage flexibility in processes and technologies in order to support flexible business requirements.

This book focuses on the challenges of capacity building for flexible work organizations in Asia, and demonstrates how business enterprises practice reactive flexible capacity (in the form of adaptiveness and responsiveness) to cope with changing and uncertain business environments. The book provides examples of how this can be achieved by means of various organizational change initiatives, leadership strategies, re-engineering, innovation in products and processes, the use of information and communication technology, reshaping learning orientations, and more. As these topics are supported by research and case studies situated in different sectors and countries across Asia, the book will provide a useful resource for a broad readership including: management students and researchers, practicing business managers, consultants, and professional institutions.

The need for enterprise flexibility in an era of rapidly advancing technology, increasing competition, and globalization, is apparent. Flexibility can be thought of as an ability of the enterprise to quickly and efficiently respond to market changes and to bring new products and services quickly to the market place. Beyond this definition, a truly flexible enterprise should proactively change the market through its ability to create new and innovative products and services. The proposed book is intended to provide a conceptual framework of ‘Flexible Enterprise’ supported by researches/case applications in various types of flexibilities exhibited by a flexible enterprise. The selected papers from a variety of issues concerning the planning and operation of a flexible enterprise are organized into following four parts:I Enterprise and Strategic FlexibilityII Organizational FlexibilityIII Business Process and Information Systems FlexibilityIV Operations Flexibility

The proposed book is intended to provide a conceptual framework of ‘Organisational Flexibility and Competitiveness’ supported by research studies in various types of flexibilities exhibited by an organisation. The need for enterprise flexibility in an era of rapidly advancing technology, increasing competition, and globalization, is apparent. Flexibility can be thought of as an ability of the enterprise to quickly and efficiently respond to market changes and to bring new products and services quickly to the market place. Beyond this definition, a truly flexible enterprise should proactively change the market through its ability to create truly new and innovative products and services. The book applies the concept of flexibility to various functional areas: strategy and competitiveness, organization and HR management, information systems, finance and risk management, operations and supply chain management.

This edited book provides a conceptual framework of managing flexibility in the areas of people, process, technology and business supported by researches/case applications in various types of flexibilities in business. The book is organized into following five parts: (i) Managing Flexibility; (ii) People Flexibility; (iii) Process Flexibility; (iv) Flexibility in Technology and Innovation Management; and (v) Business Flexibility. Managing flexibility at the level of people, process, technology and business encompasses the requirements of both choice and speed. The need for managing flexibility is growing to cope with the developments and challenges in the global business environment. This can be seen from reactive as well as proactive perspectives. Flexibility is a major dimension of business excellence and deals with a paradoxical view point such as stability and dynamism, continuity and change, centralization and decentralization, and so on. It needs to be managed at the levels of people, process, technology and various business functions and it is important to create flexibility at the level of people to create and manage flexibility in processes and technologies in order to support flexible business requirements.

This book focuses on the challenges of capacity building for flexible work organizations in Asia, and demonstrates how business enterprises practice reactive flexible capacity (in the form of adaptiveness and responsiveness) to cope with changing and uncertain business environments. The book provides examples of how this can be achieved by means of various organizational change initiatives, leadership strategies, re-engineering, innovation in products and processes, the use of information and communication technology, reshaping learning orientations, and more. As these topics are supported by research and case studies situated in different sectors and countries across Asia, the book will provide a useful resource for a broad readership including: management students and researchers, practicing business managers, consultants, and professional institutions.

The book is based on practical experience gained during the planning and execution of e-governance projects in India coupled with extensive research based on six national/multi-state-level agriculture related projects. It assesses e-governance projects in terms of desired project outcomes and analyzes performance from the viewpoints of three key groups – planners, implementers and beneficiaries. It highlights six constructs: extent of planning, comprehensiveness of strategy formulation, effectiveness of strategy implementation, changing situation, stakeholder competence levels and flexibility of processes, which are applied to reveal shortfalls in the existing planning and implementation system for e-governance projects in India. It also identifies a set of significant strategic variables influencing performance based on three independent opinion surveys of stakeholders located across the country, and uses these variables as the basis of strategic gap analyses of some major ongoing agriculture related projects. Furthermore it presents lessons learned from cross-case quantitative and qualitative analyses in the form of a generalized strategic framework for improving performance. Offering an overview of major e-governance projects, it uses several illustrative examples to address the underlying issues and to support the study findings and recommendations. It also presents a novel approach of building strategic alliances across related departments to achieve effective e-governance. The book will be of interest to the practitioners in government as well corporates who are engaged in planning and implementation of e-governance projects spanning across various layers of government. In Indian context, the learning issues are likely to trigger appropriate corrective measures for generating better value from the several flagship projects envisaged under the Digital India Programme. Further, it will interest the academic audience workingon the strategic framework and constituting constructs. It will also benefit business students and application software architectures who aspire for a consulting career in the area of e-governance.

This book accomplishes an analysis of critical aspects of managerial implications on the business with information. The business dealing with information is spreading in the service market; and, an efficient management of informational processes, in order to perform successful business with them, is now crucial.Besides, economical/business, technological or any other kind of information, organized in a variety of forms, can be considered as an ‘informational product’. Thus, creating a business value out of information is challenging but vital, especially in the modern digital age. Accordingly, the book covers the methods and technologies to capture, integrate, analyze, mine, interpret and visualize information out of distributed data, which in turn can help to manage information competently.This volume explores the challenges being faced and opportunities to look out for in this research area, while discussing different aspects of this subject. The book will be of interest to those working in or are interested in joining interdisciplinary and transdisciplinary work in the areas of information management, service management, and service business. It will also be of use to young generation researchers by giving them an overview on different aspects of doing business with information. While introducing them to both technical and non-technical details, as well as economic aspects, the book will also be extremely informative for professionals who want to understand and realize the potential of using the cutting-edge managerial technologies for doing successful business with information/ services.

This book provides a conceptual ‘Flexibility in Resource Management’ framework supported by research/case applications in various related areas. It links and integrates the flexibility aspect with resource management to offer a fresh perspective, since flexibility in different levels of resource management is emerging as a key concern -- a business enterprise needs to have reactive flexibility (as adaptiveness and responsiveness) to cope with the changing and uncertain business environment. It may also endeavor to intentionally create flexibility by way of leadership change, re-engineering, innovation in products and processes, use of information and communication technology, and so on.The selected papers discussing a variety of issues concerning flexibility in resource management, are organized into following four parts: flexibility and innovation; flexibility in organizational management; operations and technology management; and financial and risk management. In addition to addressing the organizational needs of corporate bodies spread across the globe, the book serves as a useful reference resource for a variety of audiences including management students, researchers, business managers, consultants and professional institutes.

This book discusses the concepts of volatility, uncertainty, complexity, and ambiguity (VUCA) that are the core of various paradigms used in strategic management to understand competitive advantage as well as flexibility in organizational boundaries. It serves as a valuable reference resource in the area of VUCA markets. An increase in the levels and types of uncertainty has important implications potentially for the durability of a company’s advantages, the way firms learn and adapt, approaches for managing innovation and knowledge, and the attractiveness of different strategies and organizational models. In today’s world, strategic flexibility in VUCA is essential for business leaders to sustain market advantage and attain a clear vision amid the chaos. Business leaders who stay focused and are aware of external volatility as the prevalent characteristic are successful, while those who are not flexible in this VUCA world and lock themselves into fixed positions lose out.The book includes empirical and conceptual research papers along with case studies and models discussing strategies for emerging markets in volatile and uncertain environments. It also covers a variety of issues, including innovation, people and processes, financial management, and leadership and strategies in VUCA markets. Apart from research fraternity and academia, the contents of the book will be useful for practitioners as well as industry watchers.

This book provides a conceptual framework of global value chains, flexibility and sustainability, supported by research projects, case applications and models in various related areas organized into three parts. In the first part of the book, various authors discuss how to improve the efficiency and effectiveness of global value chains through various types of analyses. While the focus is on cluster management, and mergers and joint ventures, the legal aspects of control and liability concerning the integration of value chains, is also examined in one of the contributions. The second part includes chapters concerning ‘Strategy and Flexibility’. Strategies concern topics such as inventory management, talent management, strategic alignment, decision making, behavioural change and HR systems. The third and final part of the volume concerns the topic of ‘Sustainability’, wherein the contributions focus on various initiatives intended to promote sustainability across respective value chainsbearing in mind the concept of flexibility.  The book is a valuable resource for a varied audience, ranging from management students and researchers, to practicing business managers, as well as for professional institutions, consultants, and corporate organizations.

The book is based on practical experience gained during the planning and execution of e-governance projects in India coupled with extensive research based on six national/multi-state-level agriculture related projects. It assesses e-governance projects in terms of desired project outcomes and analyzes performance from the viewpoints of three key groups – planners, implementers and beneficiaries. It highlights six constructs: extent of planning, comprehensiveness of strategy formulation, effectiveness of strategy implementation, changing situation, stakeholder competence levels and flexibility of processes, which are applied to reveal shortfalls in the existing planning and implementation system for e-governance projects in India. It also identifies a set of significant strategic variables influencing performance based on three independent opinion surveys of stakeholders located across the country, and uses these variables as the basis of strategic gap analyses of some major ongoing agriculture related projects. Furthermore it presents lessons learned from cross-case quantitative and qualitative analyses in the form of a generalized strategic framework for improving performance. Offering an overview of major e-governance projects, it uses several illustrative examples to address the underlying issues and to support the study findings and recommendations. It also presents a novel approach of building strategic alliances across related departments to achieve effective e-governance. The book will be of interest to the practitioners in government as well corporates who are engaged in planning and implementation of e-governance projects spanning across various layers of government. In Indian context, the learning issues are likely to trigger appropriate corrective measures for generating better value from the several flagship projects envisaged under the Digital India Programme. Further, it will interest the academic audience workingon the strategic framework and constituting constructs. It will also benefit business students and application software architectures who aspire for a consulting career in the area of e-governance.

This book accomplishes an analysis of critical aspects of managerial implications on the business with information. The business dealing with information is spreading in the service market; and, an efficient management of informational processes, in order to perform successful business with them, is now crucial.Besides, economical/business, technological or any other kind of information, organized in a variety of forms, can be considered as an ‘informational product’. Thus, creating a business value out of information is challenging but vital, especially in the modern digital age. Accordingly, the book covers the methods and technologies to capture, integrate, analyze, mine, interpret and visualize information out of distributed data, which in turn can help to manage information competently.This volume explores the challenges being faced and opportunities to look out for in this research area, while discussing different aspects of this subject. The book will be of interest to those working in or are interested in joining interdisciplinary and transdisciplinary work in the areas of information management, service management, and service business. It will also be of use to young generation researchers by giving them an overview on different aspects of doing business with information. While introducing them to both technical and non-technical details, as well as economic aspects, the book will also be extremely informative for professionals who want to understand and realize the potential of using the cutting-edge managerial technologies for doing successful business with information/ services.

This book discusses the concepts of volatility, uncertainty, complexity, and ambiguity (VUCA) that are the core of various paradigms used in strategic management to understand competitive advantage as well as flexibility in organizational boundaries. It serves as a valuable reference resource in the area of VUCA markets. An increase in the levels and types of uncertainty has important implications potentially for the durability of a company’s advantages, the way firms learn and adapt, approaches for managing innovation and knowledge, and the attractiveness of different strategies and organizational models. In today’s world, strategic flexibility in VUCA is essential for business leaders to sustain market advantage and attain a clear vision amid the chaos. Business leaders who stay focused and are aware of external volatility as the prevalent characteristic are successful, while those who are not flexible in this VUCA world and lock themselves into fixed positions lose out.The book includes empirical and conceptual research papers along with case studies and models discussing strategies for emerging markets in volatile and uncertain environments. It also covers a variety of issues, including innovation, people and processes, financial management, and leadership and strategies in VUCA markets. Apart from research fraternity and academia, the contents of the book will be useful for practitioners as well as industry watchers.

This book provides a conceptual framework of global value chains, flexibility and sustainability, supported by research projects, case applications and models in various related areas organized into three parts. In the first part of the book, various authors discuss how to improve the efficiency and effectiveness of global value chains through various types of analyses. While the focus is on cluster management, and mergers and joint ventures, the legal aspects of control and liability concerning the integration of value chains, is also examined in one of the contributions. The second part includes chapters concerning ‘Strategy and Flexibility’. Strategies concern topics such as inventory management, talent management, strategic alignment, decision making, behavioural change and HR systems. The third and final part of the volume concerns the topic of ‘Sustainability’, wherein the contributions focus on various initiatives intended to promote sustainability across respective value chainsbearing in mind the concept of flexibility.  The book is a valuable resource for a varied audience, ranging from management students and researchers, to practicing business managers, as well as for professional institutions, consultants, and corporate organizations.

This book provides a conceptual ‘Flexibility in Resource Management’ framework supported by research/case applications in various related areas. It links and integrates the flexibility aspect with resource management to offer a fresh perspective, since flexibility in different levels of resource management is emerging as a key concern -- a business enterprise needs to have reactive flexibility (as adaptiveness and responsiveness) to cope with the changing and uncertain business environment. It may also endeavor to intentionally create flexibility by way of leadership change, re-engineering, innovation in products and processes, use of information and communication technology, and so on.The selected papers discussing a variety of issues concerning flexibility in resource management, are organized into following four parts: flexibility and innovation; flexibility in organizational management; operations and technology management; and financial and risk management. In addition to addressing the organizational needs of corporate bodies spread across the globe, the book serves as a useful reference resource for a variety of audiences including management students, researchers, business managers, consultants and professional institutes.

This book shows how strategic management can be practiced in the context of flexibility. It discusses strategic formulation and implementation perspectives and practices, including vision and mission, general environment analysis, industry analysis, competitive advantage, resource and capability view, generic strategies, business level strategy, corporate level strategy, international strategy, change and turnaround, strategic implementation, and strategic controls, as well as flexibility embedded in these concepts. It can be used as a primary textbook for managerial programs for executives, and as a supplementary case textbook for core MBA courses. Exploring “Strategic Formulation” and “Strategic Implementation” concepts from a flexibility perspective, it is also an excellent companion to leading strategic management textbooks.

This book discusses how systems thinking and approaches can aid management consultants in navigating the complexities of client advisory in current realities. It thereby brings to the forefront aspects of holism, flexibility and responsibility - the keys to success in today’s world.Management consultants are called in to offer an independent expert view of an organisation/ a situation and are expected to address some of the most pressing problems businesses face. The client does not exist in a silo, but in a complex environment that lies at the intersection of a range of internal and external factors that are often unseen and unpredictable. The organisation itself presents an alien territory that the consultant is expected to acclimatise to within a very short period of time, and come up with solutions that “insiders” would not have been able to visualise.The book presents a range of ideas, concepts and reference cases that are relevant and topical for consultantsin their daily work. It argues that systems thinking allows holism and flexibility in management consulting – while holism is about the ability to encompass the environmental and organisational complexity, flexibility is about the ability to think creatively and adopt different approaches to accommodate this complexity.With commentaries, case studies, conceptual models and perspectives that cut across multiple industries, sectors and countries, this book is a valuable resource for academics and professionals alike. The book’s inner pages and its page on Springer.com contain additional comments providing perspectives of clients, industry experts and academia.

This book discusses how systems thinking and approaches can aid management consultants in navigating the complexities of client advisory in current realities. It thereby brings to the forefront aspects of holism, flexibility and responsibility - the keys to success in today’s world.Management consultants are called in to offer an independent expert view of an organisation/ a situation and are expected to address some of the most pressing problems businesses face. The client does not exist in a silo, but in a complex environment that lies at the intersection of a range of internal and external factors that are often unseen and unpredictable. The organisation itself presents an alien territory that the consultant is expected to acclimatise to within a very short period of time, and come up with solutions that “insiders” would not have been able to visualise.The book presents a range of ideas, concepts and reference cases that are relevant and topical for consultantsin their daily work. It argues that systems thinking allows holism and flexibility in management consulting – while holism is about the ability to encompass the environmental and organisational complexity, flexibility is about the ability to think creatively and adopt different approaches to accommodate this complexity.With commentaries, case studies, conceptual models and perspectives that cut across multiple industries, sectors and countries, this book is a valuable resource for academics and professionals alike. The book’s inner pages and its page on Springer.com contain additional comments providing perspectives of clients, industry experts and academia.

The book focuses on key emerging areas concerning flexible systems management as an approach for transforming organizations. It is divided into three parts, discussing Enterprise Flexibility and Performance Management; Transformational Strategies and Organizational Competitiveness; and Supply Chain Flexibility. Part I addresses the integration aspects of learning, innovation, and entrepreneurship for organizational success, performance gains through cross-border acquisitions, flexibility measurement, and organizational competitiveness, impact of disinvestment, employability gaps and sustainable growth. Part II then examines risk governance structure, supporting culture, channel collaboration, waste management, IT-based process re-engineering, HR flexibility and adoption of big data as transformational strategies. Lastly, the third part investigates the development of a framework for a green flexible manufacturing system, measuring the effect of supply chain design on firm performance,exploring and ranking logistics service providers’ best practices, and exploring the relationship between optimism and career planning in the context of manufacturing sector, and analyzes customers’ emotional engagement and their inclinations towards the brand. The concept of flexibility is a common thread running through the three parts. The book is supported by both quantitative- and qualitative-based research as well as case applications relating to different areas of government and profit and not for profit organizations. Written by leading academics and practitioners, it is a useful resource for management students, scholars, consultants and practicing managers in both government and corporate sectors.

The book focuses on key emerging areas concerning flexible systems management as an approach for transforming organizations. It is divided into three parts, discussing Enterprise Flexibility and Performance Management; Transformational Strategies and Organizational Competitiveness; and Supply Chain Flexibility. Part I addresses the integration aspects of learning, innovation, and entrepreneurship for organizational success, performance gains through cross-border acquisitions, flexibility measurement, and organizational competitiveness, impact of disinvestment, employability gaps and sustainable growth. Part II then examines risk governance structure, supporting culture, channel collaboration, waste management, IT-based process re-engineering, HR flexibility and adoption of big data as transformational strategies. Lastly, the third part investigates the development of a framework for a green flexible manufacturing system, measuring the effect of supply chain design on firm performance,exploring and ranking logistics service providers’ best practices, and exploring the relationship between optimism and career planning in the context of manufacturing sector, and analyzes customers’ emotional engagement and their inclinations towards the brand. The concept of flexibility is a common thread running through the three parts. The book is supported by both quantitative- and qualitative-based research as well as case applications relating to different areas of government and profit and not for profit organizations. Written by leading academics and practitioners, it is a useful resource for management students, scholars, consultants and practicing managers in both government and corporate sectors.

This book contains practical experiences, knowledge, and insights in the evolution, formulation, and implementation of strategies and models for flexibility, innovation, and sustainable business. The book discussed the increasing significance of a flexible approach by businesses as much as possible in every area of their work—from employment policies to supply chain management (SCM). It further links this flexible approach to a sustainability strategy, which is necessary to be competitive today and in the future. This business approach is necessary to create long-term value by considering how a given organization operates in the ecological, social, and economic environment.This is linked to the next theme of the book—innovation—which is fundamental for a business to improve its processes, develop new and improved products and services for the market, increase its efficiency, and, most importantly, get better profitability. The book also delves into another buzz word in business—analytics. Companies have widely embraced the use of analytics to streamline operations and improve processes.The book explores all these critical emerging areas through the chapters in its five sections and is invaluable for management students and researchers, practicing business managers, consultants, professional institutions, and government and corporate organizations.

This book contains practical experiences, knowledge, and insights in the evolution, formulation, and implementation of strategies and models for flexibility, innovation, and sustainable business. The book discussed the increasing significance of a flexible approach by businesses as much as possible in every area of their work—from employment policies to supply chain management (SCM). It further links this flexible approach to a sustainability strategy, which is necessary to be competitive today and in the future. This business approach is necessary to create long-term value by considering how a given organization operates in the ecological, social, and economic environment.This is linked to the next theme of the book—innovation—which is fundamental for a business to improve its processes, develop new and improved products and services for the market, increase its efficiency, and, most importantly, get better profitability. The book also delves into another buzz word in business—analytics. Companies have widely embraced the use of analytics to streamline operations and improve processes.The book explores all these critical emerging areas through the chapters in its five sections and is invaluable for management students and researchers, practicing business managers, consultants, professional institutions, and government and corporate organizations.

This book offers a comprehensive and forward-thinking exploration of how digital technologies are reshaping the landscape of supply chain management. With a focus on embracing innovative technologies and flexibility, this book illustrates how businesses can achieve greater efficiency, sustainability, and competitive advantage in today's dynamic global marketplace. The book shall help students and practitioners to evaluate the supply chain and make changes if required for digital transformation.

This book offers a comprehensive and forward-thinking exploration of how digital technologies are reshaping the landscape of supply chain management. With a focus on embracing innovative technologies and flexibility, this book illustrates how businesses can achieve greater efficiency, sustainability, and competitive advantage in today's dynamic global marketplace. The book shall help students and practitioners to evaluate the supply chain and make changes if required for digital transformation.

This book focuses on the prominent innovative business models and employability implications of artificial intelligence in the healthcare industry 4.0. To do so, it draws upon a rich base of case studies from robotics, virtual assistants, precision medicine, etc., to highlight the possibilities and implications of AI on health care. The book is useful in a variety of ways to the different stakeholders of healthcare sector. It helps medical professionals to understand the impact of the present technologies being adopted and the potential of AI-based technology. The content is of use for the policy makers as it also highlights the managerial and research implications, challenges, opportunities posed by the adoption of AI in healthcare industry 4.0. The rich case study analysis in the area of adoption of AI in healthcare helps generate insights for the academicians and researchers of this field in terms of the parallels drawn between adoptions of AI in healthcare industry 4.0 across the world. It is also useful for management students to understand the key management perspective when healthcare organizations attempt to devise strategies/policies for adoption of AI-driven technologies and processes implementation.