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Decision Making under Deep Uncertainty

Decision Making under Deep Uncertainty
Author: Vincent A. W. J. Marchau
Publisher: Springer
Total Pages: 408
Release: 2019-04-04
Genre: Business & Economics
ISBN: 3030052524

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This open access book focuses on both the theory and practice associated with the tools and approaches for decisionmaking in the face of deep uncertainty. It explores approaches and tools supporting the design of strategic plans under deep uncertainty, and their testing in the real world, including barriers and enablers for their use in practice. The book broadens traditional approaches and tools to include the analysis of actors and networks related to the problem at hand. It also shows how lessons learned in the application process can be used to improve the approaches and tools used in the design process. The book offers guidance in identifying and applying appropriate approaches and tools to design plans, as well as advice on implementing these plans in the real world. For decisionmakers and practitioners, the book includes realistic examples and practical guidelines that should help them understand what decisionmaking under deep uncertainty is and how it may be of assistance to them. Decision Making under Deep Uncertainty: From Theory to Practice is divided into four parts. Part I presents five approaches for designing strategic plans under deep uncertainty: Robust Decision Making, Dynamic Adaptive Planning, Dynamic Adaptive Policy Pathways, Info-Gap Decision Theory, and Engineering Options Analysis. Each approach is worked out in terms of its theoretical foundations, methodological steps to follow when using the approach, latest methodological insights, and challenges for improvement. In Part II, applications of each of these approaches are presented. Based on recent case studies, the practical implications of applying each approach are discussed in depth. Part III focuses on using the approaches and tools in real-world contexts, based on insights from real-world cases. Part IV contains conclusions and a synthesis of the lessons that can be drawn for designing, applying, and implementing strategic plans under deep uncertainty, as well as recommendations for future work. The publication of this book has been funded by the Radboud University, the RAND Corporation, Delft University of Technology, and Deltares.


Corporate Decision-Making Under Uncertainty

Corporate Decision-Making Under Uncertainty
Author: Murillo Campello
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

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Uncertainty over future business conditions lies at the heart of firm decision-making. Uncertainty can arise from a myriad of sources and is difficult to measure. We present a simple conceptual framework showing how several key corporate decisions are affected by uncertainty. We also highlight recent advances in the measurement of uncertainty, distinguishing between approaches that gauge aggregate uncertainty and those that capture different dimensions of firm-specific uncertainty. These approaches incorporate information obtained from market prices, big data, machine learning techniques, surveys, and more. We then review the growing body of empirical work that studies the role played by uncertainty in shaping outcomes ranging across corporate investment, asset base composition, innovation, liquidity management, payouts, and mergers. Our review outlines several opportunities for future research.


Decision Making Under Uncertainty in Electricity Markets

Decision Making Under Uncertainty in Electricity Markets
Author: Antonio J. Conejo
Publisher: Springer Science & Business Media
Total Pages: 549
Release: 2010-09-08
Genre: Business & Economics
ISBN: 1441974210

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Decision Making Under Uncertainty in Electricity Markets provides models and procedures to be used by electricity market agents to make informed decisions under uncertainty. These procedures rely on well established stochastic programming models, which make them efficient and robust. Particularly, these techniques allow electricity producers to derive offering strategies for the pool and contracting decisions in the futures market. Retailers use these techniques to derive selling prices to clients and energy procurement strategies through the pool, the futures market and bilateral contracting. Using the proposed models, consumers can derive the best energy procurement strategies using the available trading floors. The market operator can use the techniques proposed in this book to clear simultaneously energy and reserve markets promoting efficiency and equity. The techniques described in this book are of interest for professionals working on energy markets, and for graduate students in power engineering, applied mathematics, applied economics, and operations research.


Decision Making Under Uncertainty

Decision Making Under Uncertainty
Author: David E. Bell
Publisher: Thomson South-Western
Total Pages: 228
Release: 1995
Genre: Business & Economics
ISBN:

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These authors draw on nearly 50 years of combined teaching and consulting experience to give readers a straightforward yet systematic approach for making estimates about the likelihood and consequences of future events -- and then using those assessments to arrive at sound decisions. The book's real-world cases, supplemented with expository text and spreadsheets, help readers master such techniques as decision trees and simulation, such concepts as probability, the value of information, and strategic gaming; and such applications as inventory stocking problems, bidding situations, and negotiating.


Decision Making Under Uncertainty

Decision Making Under Uncertainty
Author: Charles A. Holloway
Publisher:
Total Pages: 522
Release: 1979
Genre: Decision making
ISBN: 9780131978300

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Radical Uncertainty: Decision-Making Beyond the Numbers

Radical Uncertainty: Decision-Making Beyond the Numbers
Author: John Kay
Publisher: W. W. Norton & Company
Total Pages: 407
Release: 2020-03-17
Genre: Business & Economics
ISBN: 1324004789

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Much economic advice is bogus quantification, warn two leading experts in this essential book, now with a preface on COVID-19. Invented numbers offer a false sense of security; we need instead robust narratives that give us the confidence to manage uncertainty. “An elegant and careful guide to thinking about personal and social economics, especially in a time of uncertainty. The timing is impeccable." — Christine Kenneally, New York Times Book Review Some uncertainties are resolvable. The insurance industry’s actuarial tables and the gambler’s roulette wheel both yield to the tools of probability theory. Most situations in life, however, involve a deeper kind of uncertainty, a radical uncertainty for which historical data provide no useful guidance to future outcomes. Radical uncertainty concerns events whose determinants are insufficiently understood for probabilities to be known or forecasting possible. Before President Barack Obama made the fateful decision to send in the Navy Seals, his advisers offered him wildly divergent estimates of the odds that Osama bin Laden would be in the Abbottabad compound. In 2000, no one—not least Steve Jobs—knew what a smartphone was; how could anyone have predicted how many would be sold in 2020? And financial advisers who confidently provide the information required in the standard retirement planning package—what will interest rates, the cost of living, and your state of health be in 2050?—demonstrate only that their advice is worthless. The limits of certainty demonstrate the power of human judgment over artificial intelligence. In most critical decisions there can be no forecasts or probability distributions on which we might sensibly rely. Instead of inventing numbers to fill the gaps in our knowledge, we should adopt business, political, and personal strategies that will be robust to alternative futures and resilient to unpredictable events. Within the security of such a robust and resilient reference narrative, uncertainty can be embraced, because it is the source of creativity, excitement, and profit.


Principles of Risk Analysis

Principles of Risk Analysis
Author: Charles Yoe
Publisher: CRC Press
Total Pages: 576
Release: 2016-04-19
Genre: Technology & Engineering
ISBN: 1439857504

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In every decision context there are things we know and things we do not know. Risk analysis uses science and the best available evidence to assess what we know-and it is intentional in the way it addresses the importance of the things we don't know. Principles of Risk Analysis: Decision Making Under Uncertainty lays out the tasks of risk analysis i


Managing Risk and Uncertainty

Managing Risk and Uncertainty
Author: Richard Friberg
Publisher: MIT Press
Total Pages: 395
Release: 2015-11-13
Genre: Business & Economics
ISBN: 0262528193

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A comprehensive framework for assessing strategies for managing risk and uncertainty, integrating theory and practice and synthesizing insights from many fields. This book offers a framework for making decisions under risk and uncertainty. Synthesizing research from economics, finance, decision theory, management, and other fields, the book provides a set of tools and a way of thinking that determines the relative merits of different strategies. It takes as its premise that we make better decisions if we use the whole toolkit of economics and related fields to inform our decision making. The text explores the distinction between risk and uncertainty and covers standard models of decision making under risk as well as more recent work on decision making under uncertainty, with a particular focus on strategic interaction. It also examines the implications of incomplete markets for managing under uncertainty. It presents four core strategies: a benchmark strategy (proceeding as if risk and uncertainty were low), a financial hedging strategy (valuable if there is much risk), an operational hedging strategy (valuable for conditions of much uncertainty), and a flexible strategy (valuable if there is much risk and/or uncertainty). The book then examines various aspects of these strategies in greater depth, building on empirical work in several different fields. Topics include price-setting, real options and Monte Carlo techniques, organizational structure, and behavioral biases. Many chapters include exercises and appendixes with additional material. The book can be used in graduate or advanced undergraduate courses in risk management, as a guide for researchers, or as a reference for management practitioners.


Theory of Decision Under Uncertainty

Theory of Decision Under Uncertainty
Author: Itzhak Gilboa
Publisher: Cambridge University Press
Total Pages: 216
Release: 2009-03-16
Genre: Business & Economics
ISBN: 052151732X

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This book describes the classical axiomatic theories of decision under uncertainty, as well as critiques thereof and alternative theories. It focuses on the meaning of probability, discussing some definitions and surveying their scope of applicability. The behavioral definition of subjective probability serves as a way to present the classical theories, culminating in Savage's theorem. The limitations of this result as a definition of probability lead to two directions - first, similar behavioral definitions of more general theories, such as non-additive probabilities and multiple priors, and second, cognitive derivations based on case-based techniques.


Decision Making Under Uncertainty

Decision Making Under Uncertainty
Author: Edi Karni
Publisher:
Total Pages: 168
Release: 1985
Genre: Business & Economics
ISBN:

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This book presents a self-contained, comprehensive, and unified treatment of the theory of decision making under uncertainty with state dependent preferences. The author begins by setting forth axiomatic foundations of subjective expected utility theory with stat-dependent preferences. He then develops measures of risk aversion and of risk for state-dependent utility functions and shows how they can be applied to decisions involving health and life insurance.