This book is about making decisions driven by experience. In this context, a scenario is an observation that comes from the environment, and scenario optimization refers to optimizing decisions over a set of available scenarios. Scenario optimization can be applied across a variety of fields, including machine learning, quantitative finance, control, and identification. This concise, practical book provides readers with an easy access point to make the scenario approach understandable to nonexperts, and offers an overview of various decision frameworks in which the method can be used. It contains numerous examples and diverse applications from a broad range of domains, including systems theory, control, biomedical engineering, economics, and finance. Practitioners can find "easy-to-use recipes," while theoreticians will benefit from a rigorous treatment of the theoretical foundations of the method, making it an excellent starting point for scientists interested in doing research in this field. Introduction to the Scenario Approach will appeal to scientists working in optimization, practitioners working in myriad fields involving decision-making, and anyone interested in data-driven decision-making.

This book is about making decisions driven by experience. In this context, a scenario is an observation that comes from the environment, and scenario optimization refers to optimizing decisions over a set of available scenarios. Scenario optimization can be applied across a variety of fields, including machine learning, quantitative finance, control, and identification. This concise, practical book provides readers with an easy access point to make the scenario approach understandable to nonexperts, and offers an overview of various decision frameworks in which the method can be used. It contains numerous examples and diverse applications from a broad range of domains, including systems theory, control, biomedical engineering, economics, and finance. Practitioners can find "easy-to-use recipes," while theoreticians will benefit from a rigorous treatment of the theoretical foundations of the method, making it an excellent starting point for scientists interested in doing research in this field. Introduction to the Scenario Approach?will appeal to scientists working in optimization, practitioners working in myriad fields involving decision-making, and anyone interested in data-driven decision-making.

This book provides clear information and guidance on how to do scenario planning to support strategy and public policy. The book describes the Oxford Scenario Planning Approach (OSPA), an intellectually rigorous and practical methodolgy.

In a world characterized by increasing complexity and volatility, managers must be able to flexibly adapt their strategies to changing environmental conditions. Traditional strategic management frameworks often fail in this context. Therefore, we present "scenario-based strategic planning" as a framework for strategic management in an uncertain world. Previous approaches to scenario planning were complex and focused on the long term, but the approach developed by Roland Berger and the Center for Strategy and Scenario Planning at HHL Leipzig Graduate School of Management is different. By designing appropriate tools and integrating scenario planning into strategic planning, we have made our approach less complex and easier for firms to apply. We illustrate the approach with examples from different industries.

Scenario planning helps organization leaders, executives and decision-makers envision and develop strategies for multiple possible futures instead of just one. It enables organizations to become resilient and agile, carefully calibrating their responses and adapting quickly to new circumstances in a fast-changing environment. This book is the most comprehensive treatment to date of the scenario planning process. Unlike existing books it offers a thorough discussion of the evolution and theoretical foundations of scenario planning, examining its connections to learning theory, decision-making theory, mental model theory and more. Chermack emphasizes that scenario planning is far more than a simple set of steps to follow, as so many other practice-focused books do—he addresses the subtleties and complexities of planning. And, unique among scenario planning books, he deals not just with developing different scenarios but also with applying scenarios once they have been constructed, and assessing the impact of the scenario project. Using a case study based on a real scenario project Chermack lays out a comprehensive five phase scenario planning system—project preparation, scenario exploration, scenario development, scenario implementation and project assessment. Each chapter describes specific techniques for gathering and analyzing relevant data with a particular emphasis on the use of workshops to encourage dialogue. He offers a scenario project worksheet to help readers structure and manage scenario projects as well as avoid common pitfalls, and a discussion, based in recent neurological findings, of how scenario planning helps people to overcome barriers to creative thinking. “This book is about action and performance. Compelling and thoroughly researched, it offers every business executive a playbook for including uncertainty in the organizational change process and driving competitive advantage”. -- Tim Reynolds, Vice President, Talent and Organization Effectiveness, Whirlpool Corporation

Elgar Advanced Introductions are stimulating and thoughtful introductions to major fields in the social sciences, business and law, expertly written by the world's leading scholars. Designed to be accessible yet rigorous, they offer concise and lucid surveys of the substantive and policy issues associated with discrete subject areas. Providing a panoramic overview of the evolving world of scenario planning, this Advanced Introduction uses topical case studies to analyze the developing methodologies of scenario planning. Written by Paul J.H. Schoemaker, a leading authority on the topic, this book synthesizes rigorous theory and practical experiences including best practises, normative views, and future challenges or opportunities for scenario planning. Key Features: Explains why future uncertainties require more than traditional risk analysis when ambiguous unknowns or Black Swans are involved Illustrates scenario planning through an in-depth case analysis of the biosciences which, in the wake of global pandemics, are gaining in societal import Examines how historical thinking and historiography can enrich scenarios by revisiting future projections made for South Africa post-apartheid Shows why scenario planning fosters critical and creative thinking by overcoming myopic framing, overconfidence and other biases in organizations Examines methodological and statistical techniques in scenario planning, including model building and simulations, and their connections to strategy formulation Interdisciplinary in its approach, this Advanced Introduction will prove invaluable to students and scholars of public policy, business management, and organizational studies. Its tools and practical advice will also be a vital resource to practitioners and policy leaders involved in leading or implementing scenario planning in their organizations.

This book focuses on identifying and explaining the key determinants of scenario analysis in the context of operational risk, stress testing and systemic risk, as well as management and planning. Each chapter presents alternative solutions to perform reliable scenario analysis. The author also provides technical notes and describes applications and key characteristics for each of the solutions. In addition, the book includes a section to help practitioners interpret the results and adjust them to real-life management activities. Methodologies, including those derived from consensus strategies, extreme value theory, Bayesian networks, Neural networks, Fault Trees, frequentist statistics and data mining are introduced in such a way as to make them understandable to readers without a quantitative background. Particular emphasis is given to the added value of the implementation of these methodologies.

Is your business ready for the future? Scenario planning is a fascinating, yet still underutilized, business tool that can be of immense value to a company's strategic planning process. It allows companies to visualize the impact that a portfolio of possible futures could have on their competitiveness. It helps decision-makers see opportunities and threats that could emerge beyond their normal planning horizon. Scenario Planning serves as a guide to taking a long-term look at your business, your industry, and the world, posing thoughtful questions about the possible consequences of some current (and possible future) trends. This book will help you: Outline (and help you prepare for) any trends that could play out in the future that could change the political, social, and economic landscapes and significantly impact your business Explore the impact of technological advances and the emergence of new competitors to your business Examine challenges that are only dimly recognizable as potential problems today This visual book will help you answer this question: Is my organization ready for every possibility?

Presents new methods in scenario thinking, based on a mix of high-level research and top-level consultancy experience. The authors describe the logical bases of a range of scenario methods and provide detailed 'road maps' on how to implement them - together with practical examples of their application.

This open access book explores supply chains strategies to help companies face challenges such as societal emergency, digitalization, climate changes and scarcity of resources. The book identifies industrial scenarios for the next decade based on the analysis of trends at social, economic, environmental technological and political level, and examines how they may impact on supply chain processes and how to design next generation supply chains to answer these challenges. By mapping enabling technologies for supply chain innovation, the book proposes a roadmap for the full implementation of the supply chain strategies based on the integration of production and logistics processes. Case studies from process industry, discrete manufacturing, distribution and logistics, as well as ICT providers are provided, and policy recommendations are put forward to support companies in this transformative process.