'A brilliant new book' Daily Telegraph 'Well written . . . and often entertaining' The Times 'A sparkling analysis' Prospect When uncertainty is all around us, and the facts are not clear, how can we make good decisions? We do not know what the future will hold, particularly in the midst of a crisis, but we must make decisions anyway. We regularly crave certainties which cannot exist and invent knowledge we cannot have, forgetting that humans are successful because we have adapted to an environment that we understand only imperfectly. Throughout history we have developed a variety of ways of coping with the radical uncertainty that defines our lives. This incisive and eye-opening book draws on biography, history, mathematics, economics and philosophy to highlight the most successful - and most short-sighted - methods of dealing with an unknowable future. Ultimately, the authors argue, the prevalent method of our age falls short, giving us a false understanding of our power to make predictions, leading to many of the problems we experience today. Tightly argued, provocative and written with wit and flair, Radical Uncertainty is at once an exploration of the limits of numbers and a celebration of human instinct and wisdom.

The European public debt problem was in the making long before the 2007-2009 recession, as budget deficits had become endemic. A similar crisis is now developing in America, where the same fundamental causes have been at work. The Public Debt Problem analyzes the situation of public debts in America and reviews official forecasts for the federal government. The author carefully explains the main concepts (budget deficit, public debt, etc.) and analytical tools (discounting, government accounting, Treasury securities, bonds, yields, etc.) necessary to understand the issues.

Economic Time Series: Modeling and Seasonality is a focused resource on analysis of economic time series as pertains to modeling and seasonality, presenting cutting-edge research that would otherwise be scattered throughout diverse peer-reviewed journals. This compilation of 21 chapters showcases the cross-fertilization between the fields of time series modeling and seasonal adjustment, as is reflected both in the contents of the chapters and in their authorship, with contributors coming from academia and government statistical agencies. For easier perusal and absorption, the contents have been grouped into seven topical sections: Section I deals with periodic modeling of time series, introducing, applying, and comparing various seasonally periodic models Section II examines the estimation of time series components when models for series are misspecified in some sense, and the broader implications this has for seasonal adjustment and business cycle estimation Section III examines the quantification of error in X-11 seasonal adjustments, with comparisons to error in model-based seasonal adjustments Section IV discusses some practical problems that arise in seasonal adjustment: developing asymmetric trend-cycle filters, dealing with both temporal and contemporaneous benchmark constraints, detecting trading-day effects in monthly and quarterly time series, and using diagnostics in conjunction with model-based seasonal adjustment Section V explores outlier detection and the modeling of time series containing extreme values, developing new procedures and extending previous work Section VI examines some alternative models and inference procedures for analysis of seasonal economic time series Section VII deals with aspects of modeling, estimation, and forecasting for nonseasonal economic time series By presenting new methodological developments as well as pertinent empirical analyses and reviews of established methods, the book provides much that is stimulating and practically useful for the serious researcher and analyst of economic time series.

With a new author team contributing decades of practical experience, this fully updated and thoroughly classroom-tested second edition textbook prepares students and practitioners to create effective forecasting models and master the techniques of time series analysis. Taking a practical and example-driven approach, this textbook summarises the most critical decisions, techniques and steps involved in creating forecasting models for business and economics. Students are led through the process with an entirely new set of carefully developed theoretical and practical exercises. Chapters examine the key features of economic time series, univariate time series analysis, trends, seasonality, aberrant observations, conditional heteroskedasticity and ARCH models, non-linearity and multivariate time series, making this a complete practical guide. A companion website with downloadable datasets, exercises and lecture slides rounds out the full learning package.

We've weathered tough times before. History teaches us that periods of "creative destruction," like the Great Depression of the 1930s, also present opportunities to remake our economy and society and to generate whole new eras of economic growth and prosperity. In "The Great Reset," bestselling author and economic development expert Richard Florida provides an engaging and sweeping examination of these previous economic epochs, or "resets," while looking toward the future to identify the patterns that will drive the next Great Reset and transform virtually every aspect of our lives. He distills the deep forces that alter physical and social landscapes--how and where we live, how we work, how we invest in individuals and infrastructure, how we shape our cities and regions--and shows the ways in which these forces, when combined, will spur a fresh era of growth and prosperity, define a new geography of progress, and create surprising opportunities for all of us.

Japan will recover and its economic achievements will once again earn the world's admiration, with sustained annual growth of three percent, perhaps more, well within reach. This is the confident forecast that begins Japanese Phoenix: The Long Road to Economic Revival by the author of Japan: The System That Soured, which several years ago accurately predicted Japan's current travails at a time when others were prematurely pronouncing full recovery. Katz warns however that there is bad news to go with the good. So deep-seated are Japan's dysfunctions that, even if it did everything right today, it would take at least five years for truly vibrant growth to take hold. But Japan will not do everything right. Opposition to reform is deep-seated and a myriad of vested interests and millions of jobs are at stake. Still he notes, there is little doubt that reform will succeed. Japanese Phoenix tells the story of the struggle between the forces of reform and the forces of resistance. It dissects Prime Minister Koizumi's role in the process, and explains why Japan is in so much trouble and what needs to be done. It explore the debates among economists and gives a careful progress report on all the moves made so far in the name of reform - from greater direct foreign investment, to the financial "Big Bang", to ending one-party rule by the Liberal Democratic Party. Katz concludes that this is just the second round of a 15-round fight. Japan is a great nation currently trapped in obsolete institutions. As it has before, Japan will find a way to surmount its problems and regain its forward progress.

When Saudi Arabia was founded in 1932 it was one of the poorest countries in the world, relying on limited revenues from agriculture and pilgrimage. Today, Saudi Arabia's economy is heavily dependent on oil. Wealth derived from oil has transformed the Saudi society from a state of poverty to one of lavish consumption, by both government and individuals. A high rate of annual population growth, coupled with meagre natural resources, raises growing concern about the country's future. Are there alternative sources of income to replace oil as the major source of government income in the future?
This perfect storm raises the possibility of a potential government financial crisis, if things remain as they are. The crisis will be beyond the government's control and will lead to economic, political and social instability. In this important work, Aldukheil explains what needs to be done, what needs to be reformed, and even gives policy recommendations to prevent a crisis in Saudi Arabia.

Can You Predict the Future by Looking at the Past? Since accurate forecasting requires more than just inserting historical data into a model, Forecasting: Methods and Applications, 3/e, adopts a managerial, business orientation. Integrated throughout this text is the innovative idea that explaining the past is not adequate for predicting the future. Inside, you will find the latest techniques used by managers in business today, discover the importance of forecasting and learn how it's accomplished. And you'll develop the necessary skills to meet the increased demand for thoughtful and realistic forecasts. New features in the third edition include:
* An emphasis placed on the practical uses of forecasting.
* All data sets used in this book are available on the Internet.
* Comprehensive coverage provided on both quantitative and qualitative forecasting techniques.
* Includes many new developments in forecasting methodology and practice.

In recent years politics has seen an increasing role in economic policymaking for a technocracy of experts. How do politicians feel about this and how do they balance their political and ethical aims with economic expertise? Anna Killick offers an in-depth study of how politicians engage with economists and economic opinion. Based on interviews with politicians from the main parties in France, Germany, Denmark, the UK and USA, the book highlights the role economic opinion plays in politics and the tension that can arise between democracy and technocracy. Deferring to the experts is shown to be neither viable nor desirable, and that we should trust politicians to take the lead role in solving economic problems.

A new, evolutionary explanation of markets and investor behavior Half of all Americans have money in the stock market, yet economists can't agree on whether investors and markets are rational and efficient, as modern financial theory assumes, or irrational and inefficient, as behavioral economists believe. The debate is one of the biggest in economics, and the value or futility of investment management and financial regulation hangs on the answer. In this groundbreaking book, Andrew Lo transforms the debate with a powerful new framework in which rationality and irrationality coexist-the Adaptive Markets Hypothesis. Drawing on psychology, evolutionary biology, neuroscience, artificial intelligence, and other fields, Adaptive Markets shows that the theory of market efficiency is incomplete. When markets are unstable, investors react instinctively, creating inefficiencies for others to exploit. Lo's new paradigm explains how financial evolution shapes behavior and markets at the speed of thought-a fact revealed by swings between stability and crisis, profit and loss, and innovation and regulation. An ambitious new answer to fundamental questions about economics and investing, Adaptive Markets is essential reading for anyone who wants to understand how markets really work.

YOUR FUTURE STARTS NOW By the time you reach the end of the book, I promise you will understand your Future You better than ever...you will be able to see yourself in the future you want and know the steps needed to get there. Brian David Johnson has spent a quarter century helping governments, schools, corporations, and small businesses shape the future-now, he wants to help you. In The Future You, Johnson distills his work as an applied futurist and gives readers the practical tools to craft the future they've always wanted. Offering a unique combination of practical guidance, interactive workbooks, and compelling real-life stories, The Future You empowers readers to break through the fear of uncertainty. Whether you want to find your new passion, switch your career, or make a personal change, fear holds so many of us captive and prevents us from taking the steps necessary to start now. You no longer have to just dream about a better future, you can turn those plans, those ideas, and those hopes into reality.

"Scenarios are now a part of every successful manager’s toolkit. This book is the first comprehensive guide to the latest developments in scenario thinking written by today’s leading practitioners in the field." —Napier Collyns, a pioneer of scenario planning at Dutch/Shell now Managing Director, Gloal Business Network (GBN) "In twenty years of helping companies create and plan for their futures, I have never come across a book that dealt with the use of scenario-based planning as comprehensively as this one." —David Kelley CEO, IDEO Product Development the creators of the Apple Mouse "This book is the greatest reference today on scenario planning—the preeminent tool for those who believe that the future belongs to those with the imagination to create it. The combination of scenario planning and strategy formulation can be a wondrous right brain process that galvanizes teams with a compelling vision and common purpose." —David E. Schnedler Director, Corporate Planning Sun Microsystems, Inc. "Organizations must create intellectual and organizational tension around distinctly different views of the future. Learning from the Future demonstrates why scenarios are ideally suited to generate such tension and how to use scenario learning as a steppingstone to superior strategies." —Richard Pascale, Associate Fellow of Oxford University and author of Managing on the Edge: How the Smartest Companies Use Conflict to Stay Ahead "An invaluable guide to the mind-stretching benefits of scenarios that are fully embedded in the strategic thinking process. It should be required reading for any management team embarking on scenario development so they can realize the benefits and evade the pitfalls." —George Day, Geoffrey T. Boisi Professor and Director of the Huntsman Center for Global Competition and Innovation Wharton School, University of Pennsylvania

'A fascinating book . . . Bhaskar is a reassuringly positive and often witty guide' Observer 'A fascinating, must-read book covering a vast array of topics from the arts to the sciences, technology to policy. This is a brilliant and thought-provoking response to one of the most critical questions of our age: how we will come up with the next generation of innovation and truly fresh ideas?' Mustafa Suleyman, cofounder of DeepMind and Google VP 'Have "big ideas" and big social and economic changes disappeared from the scene? Michael Bhaskar's Human Frontiers is the best look at these all-important questions.' Tyler Cowen, author of The Great Stagnation and The Complacent Class 'Michael Bhaskar explores the disturbing possibility that a complacent, cautious civilization has lost ambition and is slowly sinking into technological stagnation rather than accelerating into a magical future. He is calling for bold, adventurous innovators to go big again. A fascinating book' Matt Ridley, author of How Innovation Works Where next for humanity? Is our future one of endless improvement in all areas of life, from technology and travel to medicine, movies and music? Or are our best years behind us? It's easy to assume that the story of modern society is one of consistent, radical progress, but this is no longer true: more academics are researching than ever before but their work leads to fewer breakthroughs; innovation is incremental, limited to the digital sphere; the much-vaunted cure for cancer remains elusive; space travel has stalled since the heady era of the moonshot; politics is stuck in a rut, and the creative industries seem trapped in an ongoing cycle of rehashing genres and classics. The most ambitious ideas now struggle. Our great-great-great grandparents saw a series of transformative ideas revolutionise almost everything in just a few decades. Today, in contrast, short termism, risk aversion, and fractious decision making leaves the landscape timid and unimaginative. In Human Frontiers, Michael Bhaskar draws a vividly entertaining and expansive portrait of humanity's relationship with big ideas. He argues that stasis at the frontier is the result of having already pushed so far, taken easy wins and started to hit limits. But new thinking is still possible. By adopting bold global approaches, deploying cutting edge technology like AI and embracing a culture of change, we can push through and expand afresh. Perfect for anyone who has wondered why we haven't gone further, this book shows in fascinating detail how the 21st century could stall - or be the most revolutionary time in human history.

'An urgent read ... Karl Popper for the 21st century' Robert Phillips, former CEO, Edelman EMEA and author of Trust me, PR is Dead 'Heffernan is ... a deft storyteller. Uncharted is ... wise and appealingly human' Tim Harford, Financial Times How can we think about the future? What do we need to do - and who do we need to be? In her bold and invigorating new book, distinguished businesswoman and author Margaret Heffernan explores the people and organisations who aren't daunted by uncertainty. We are addicted to prediction, desperate for certainty about the future. But the complexity of modern life won't provide that; experts in forecasting are reluctant to look more than 400 days out. History doesn't repeat itself and even genetics won't tell you everything you want to know. Ineradicable uncertainty is now a fact of life. In complex environments, efficiency is a hazard not a help; being robust is the better, safer option. Drawing on a wide array of people and places, Margaret Heffernan looks at long-term projects developed over generations that could never have been planned the way that they have been run. Experiments, led by individuals and nations, discover new possibilities and options. Radical exercises in forging new futures with wildly diverse participants allow everyone to create outcomes together that none could do alone. Existential crises reveal the vital social component in resilience. Death is certain, but how we approach it impacts the future of those we leave behind. And preparedness - doing everything today that you might need for tomorrow - provides the antidote to passivity and prediction. Ranging freely through history and from business to science, government to friendships, this refreshing book challenges us to resist the false promises of technology and efficiency and instead to mine our own creativity and humanity for the capacity to create the futures we want and can believe in.

* A useful guide to financial product modeling and to minimizing business risk and uncertainty * Looks at wide range of financial assets and markets and correlates them with enterprises' profitability * Introduces advanced and novel machine learning techniques in finance such as Support Vector Machine, Neural Networks, Random Forest, K-Nearest Neighbors, Extreme Learning Machine, Deep Learning Approaches and applies them to analyze finance data sets * Real world applicable examples to further understanding

A new, evolutionary explanation of markets and investor behavior Half of all Americans have money in the stock market, yet economists can't agree on whether investors and markets are rational and efficient, as modern financial theory assumes, or irrational and inefficient, as behavioral economists believe--and as financial bubbles, crashes, and crises suggest. This is one of the biggest debates in economics and the value or futility of investment management and financial regulation hang on the outcome. In this groundbreaking book, Andrew Lo cuts through this debate with a new framework, the Adaptive Markets Hypothesis, in which rationality and irrationality coexist. Drawing on psychology, evolutionary biology, neuroscience, artificial intelligence, and other fields, Adaptive Markets shows that the theory of market efficiency isn't wrong but merely incomplete. When markets are unstable, investors react instinctively, creating inefficiencies for others to exploit. Lo's new paradigm explains how financial evolution shapes behavior and markets at the speed of thought--a fact revealed by swings between stability and crisis, profit and loss, and innovation and regulation. A fascinating intellectual journey filled with compelling stories, Adaptive Markets starts with the origins of market efficiency and its failures, turns to the foundations of investor behavior, and concludes with practical implications--including how hedge funds have become the Galapagos Islands of finance, what really happened in the 2008 meltdown, and how we might avoid future crises. An ambitious new answer to fundamental questions in economics, Adaptive Markets is essential reading for anyone who wants to know how markets really work.

To fully function in today's global real estate industry, students and professionals increasingly need to understand how to implement essential and cutting-edge quantitative techniques. This book presents an easy-to-read guide to applying quantitative analysis in real estate aimed at non-cognate undergraduate and masters students, and meets the requirements of modern professional practice. Through case studies and examples illustrating applications using data sourced from dedicated real estate information providers and major firms in the industry, the book provides an introduction to the foundations underlying statistical data analysis, common data manipulations and understanding descriptive statistics, before gradually building up to more advanced quantitative analysis, modelling and forecasting of real estate markets. Our examples and case studies within the chapters have been specifically compiled for this book and explicitly designed to help the reader acquire a better understanding of the quantitative methods addressed in each chapter. Our objective is to equip readers with the skills needed to confidently carry out their own quantitative analysis and be able to interpret empirical results from academic work and practitioner studies in the field of real estate and in other asset classes. Both undergraduate and masters level students, as well as real estate analysts in the professions, will find this book to be essential reading.

Political gridlock in Washington... the lingering effects of the financial crisis... structural problems such as unemployment and the skills gap of our work force... the mediocre K-12 educational system. Are our best days behind us?
Joel Kurtzman persuasively shows why all the talk about America's decline is not only baseless but dead wrong. Our best days, are, in fact, ahead of us.
Four transformational forces--unrivaled manufacturing depth, soaring levels of creativity, massive new energy sources, and gigantic amounts of capital waiting to be invested--have been gathering steam. When combined they will provide the foundation for a much stronger economy, robust growth, and broad-based prosperity that will propel the United States to new heights.
One endlessly repeated anxiety is that "we don't make anything here, anymore." The reality, though, is that the US is the world's dominant manufacturing power--and growing. American companies produce 20 percent of the world's goods in the US and perhaps another 15 to 20 percent outside our country. And much of what we make is recession-proof--such as software, jetliners, medical devices, pharmaceuticals, chemicals, and food.
Kurtzman reveals the stories of the unsung heroes who are the creative force leading the second American century, describing the payoff of the investment in our best minds. American companies have stunning levels of talent and creativity at work in the world's fastest growing economic sectors--biotech, pharmaceuticals, computer hardware and software, telecommunications, advanced manufacturing, materials science, and aeronautical and space engineering. In these fields, Americans are without peer and consistently break new ground.
We are coming to the realization that America is no longer beholden to the despots of foreign energy. Thanks to advances in technology developed in the US, we now have among the world's largest energy reserves, and are richer in energy resources than Saudi Arabia and second only to Russia.
These three strengths--manufacturing, soaring levels of creativity, and energy independence--will be magnified and synergistically combined with the unprecedented amount of capital that now lies idle. US companies of all types are hoarding cash and securities worth more than $4 trillion--an amount larger than the world's fourth largest economy, Germany. When the money starts flowing and is invested, it will rapidly propel every part of the economy forward.

Uncertain Futures considers how economic actors visualize the future and decide how to act in conditions of radical uncertainty. It starts from the premise that dynamic capitalist economies are characterized by relentless innovation and novelty and hence exhibit an indeterminacy that cannot be reduced to measurable risk. The organizing question then becomes how economic actors form expectations and make decisions despite the uncertainty they face. This edited volume lays the foundations for a new model of economic reasoning by showing how, in conditions of uncertainty, economic actors combine calculation with imaginaries and narratives to form fictional expectations that coordinate action and provide the confidence to act. It draws on groundbreaking research in economic sociology, economics, anthropology, and psychology to present theoretically grounded empirical case studies. These demonstrate how grand narratives, central bank forward guidance, economic forecasts, finance models, business plans, visions of technological futures, and new era stories influence behaviour and become instruments of power in markets and societies. The market impact of shared calculative devices, social narratives, and contingent imaginaries underlines the rationale for a new form of narrative economics.

For junior/senior undergraduates in a variety of fields such as economics, business administration, applied mathematics and statistics, and for graduate students in quantitative masters programs such as MBA and MA/MS in economics. A student-friendly approach to understanding forecasting. Knowledge of forecasting methods is among the most demanded qualifications for professional economists, and business people working in either the private or public sectors of the economy. The general aim of this textbook is to carefully develop sophisticated professionals, who are able to critically analyze time series data and forecasting reports because they have experienced the merits and shortcomings of forecasting practice.

The excessive pursuit of economic interests has resulted in severe environmental and social problems, such as climate change, biodiversity loss, and inequality and disparity. There is an urgent need for broader measures of progress to complement Gross Domestic Product (GDP). This book provides a wide range of economic evaluations of environmental and societal issues including climate change, emission problem from garbage landfills, and income inequality. The book explains that sustainability indicators and well-being measures can be effective guide for policy making and how they can strike a balance between economic, environmental, and societal interests. This book summarizes current practices and theories of economic evaluation for sustainability and provides understanding of emerging trends in this area. It also stresses the importance of environmental policies and business actions in achieving sustainable growth and puts forth why countries should take natural capital and other conventional inputs into consideration.

Supply chain professionals: master pioneering techniques for integrating demand and supply, and create demand forecasts that are far more accurate and useful! In Demand and Supply Integration, Dr. Mark Moon presents the specific design characteristics of a world-class demand forecasting management process, showing how to effectively integrate demand forecasting within a comprehensive Demand and Supply Integration (DSI) process. Writing for supply chain professionals in any business, government agency, or military procurement organization, Moon explains what DSI is, how it differs from approaches such as S&OP, and how to recognize the symptoms of failures to sufficiently integrate demand and supply. He outlines the key characteristics of successful DSI implementations, shows how to approach Demand Forecasting as a management process, and guides you through understanding, selecting, and applying the best available qualitative and quantitative forecasting techniques. You'll learn how to thoroughly reflect market intelligence in your forecasts; measure your forecasting performance; implement state-of-the-art demand forecasting systems; manage Demand Reviews, and much more.