Using data science in order to solve a problem requires a scientific mindset more than coding skills. Data Science for Supply Chain Forecasting, Second Edition contends that a true scientific method which includes experimentation, observation, and constant questioning must be applied to supply chains to achieve excellence in demand forecasting. This second edition adds more than 45 percent extra content with four new chapters including an introduction to neural networks and the forecast value added framework. Part I focuses on statistical "traditional" models, Part II, on machine learning, and the all-new Part III discusses demand forecasting process management. The various chapters focus on both forecast models and new concepts such as metrics, underfitting, overfitting, outliers, feature optimization, and external demand drivers. The book is replete with do-it-yourself sections with implementations provided in Python (and Excel for the statistical models) to show the readers how to apply these models themselves. This hands-on book, covering the entire range of forecasting-from the basics all the way to leading-edge models-will benefit supply chain practitioners, forecasters, and analysts looking to go the extra mile with demand forecasting.

Can anything prevent China surpassing the United States and becoming the world's superpower? While dozens of recent books and articles have predicted the near-certainty of China's rise to global supremacy, this book boldly counters such widely-held assumptions. Timothy Beardson brings to light the daunting array of challenges that today confront China, as well as the inadequacy of the policy responses. Threats to China come on many fronts, Beardson shows, and by their number and sheer weight these problems will thwart any ambition to become the world's "Number One power." Drawing on extensive research and experience living and working in Asia over the last 35 years, the author spells out China's situation: an inexorable demographic future of a shrinking labor force, relentless aging, extreme gender disparity, and even a falling population. Also, the nation faces social instability, a devastated environment, a predominantly low-tech economy with inadequate innovation, the absence of an effective welfare safety net, an ossified governance structure, and radical Islam lurking at the borders. Beardson's nuanced, first-hand look at China acknowledges its historic achievements while tempering predictions of its imminent hegemony with a no-nonsense dose of reality.

This sequel to A Life of Experimental Economics, Volume I, continues the intimate history of Vernon Smith's personal and professional maturation after a dozen years at Purdue. The scene now shifts to twenty-six transformative years at the University of Arizona, then to George Mason University, and his recognition by the Nobel Prize Committee in 2002. The book ends with his most recent decade at Chapman University. At Arizona Vernon and his students studied asset trading markets and learned how wrong it had been to suppose that price bubbles could not occur where markets were full-information transparent. Their work in computerization of the lab facilitated very complex supply and demand experiments in natural gas pipeline, communication and electricity markets that paved the way for implementing, through decentralized market processes, the liberalization of industries traditionally believed to be "natural" monopolies. The "Smart Computer Assisted Market" was born. Smith's move to George Mason University greatly facilitated government and industry work in tandem with various public and private entities, whereas his relocation to Chapman University coincided with the Great Recession, whose similarity with the Depression was evident in his research. There he integrated two fundamental kinds of markets with laboratory experiments: Consumer non-durables, the supply and demand for which was stable in the lab and in the economy, and durable assets whose bubble tendencies made them unstable in the lab as well as in the economy-witness the great housing-mortgage market bubble run-up of 1997-2007. This book's conversational style and emphasis on the backstory of published research accomplishments allows readers an exclusive peak into how and why economists pursue their work. It's a must-read for those interested in experimental economics, the housing crisis, and economic history.

A Washington Post Bestseller Winner of the 2017 Axiom Business Book Award in Business Technology Amy Webb is a noted futurist who combines curiosity, skepticism, colorful storytelling, and deeply reported, real-world analysis in this essential book for understanding the future. The Signals Are Talking reveals a systemic way of evaluating new ideas bubbling up on the horizon-distinguishing what is a real trend from the merely trendy. This book helps us hear which signals are talking sense, and which are simply nonsense, so that we might know today what developments-especially those seemingly random ideas at the fringe as they converge and begin to move toward the mainstream-that have long-term consequence for tomorrow. With the methodology developed in The Signals Are Talking, we learn how to think like a futurist and answer vitally important questions: How will a technology-like artificial intelligence, machine learning, self-driving cars, biohacking, bots, and the Internet of Things-affect us personally? How will it impact our businesses and workplaces? How will it eventually change the way we live, work, play, and think-and how should we prepare for it now? Most importantly, Webb persuasively shows that the future isn't something that happens to us passively. Instead, she allows us to see ahead so that we may forecast what's to come-challenging us to create our own preferred futures.

Market Analysis for Real Estate is a comprehensive introduction to how real estate markets work and the analytical tools and techniques that can be used to identify and interpret market signals. The markets for space and varied property assets, including residential, office, retail, and industrial, are presented, analyzed, and integrated into a complete understanding of the role of real estate markets within the workings of contemporary urban economies. Unlike other books on market analysis, the economic and financial theory in this book is rigorous and well integrated with the specifics of the real estate market. Furthermore, it is thoroughly explained as it assumes no previous coursework in economics or finance on the part of the reader. The theoretical discussion is backed up with numerous real estate case study examples and problems, which are presented throughout the text to assist both student and teacher.

Including discussion questions, exercises, several web links, and online slides, this textbook is suitable for use on a variety of degree programs in real estate, finance, business, planning, and economics at undergraduate and MSc/MBA level. It is also a useful primer for professionals in these disciplines.

Table of Contents

PART A: INTRODUCTION 1. Market Analysis In Perspective 2. Real Estate Economics PART B: METROPOLITAN GROWTH ANALYSIS 3. Metropolitan Growth Patterns 4. Analyzing Metropolitan Economies PART C: ANALYZING RESIDENTIAL REAL ESTATE MARKETS 5. Residential Real Estate Markets 6. Macroeconomic Analysis of Residential Real Estate Markets: Accounting Techniques 7. Macroeconomic Analysis of Residential Real Estate Markets: The Basics of the Econometric Approach 8. Macroeconomic Analysis of Residential Real Estate Markets: Applying the Econometric Approach 9. Analyzing Residential Projects: A Micro Perspective 10. Analysis of Residential Real Estate Markets: An Example PART D: ANALYZING THE MARKET FOR RETAIL SPACE 11. Retail Markets and Retail Market Studies 12. Analyzing the Market for Retail Space 13. Analyzing the Market for Retail Space: Synthesis and Market Studies PART E: OFFICE MARKET ANALYSIS 14. The Market for Office Space 15. Office Market Analysis: A Macro Perspective 16. Micro Analysis of Office Markets 17. Office Market Analysis: Synthesis and Market Studies PART F: INDUSTRIAL MARKET ANALYSIS 18. Industrial Space Market PART G: DATA SOURCES 19. Data Sources for Real Estate Market Analysis

Fiscal Therapy shows how to make America's economy stronger and fairer by meeting long-term budget challenges while also addressing its short-term need for more investment and better social policy. America is facing a double-edged sword of budget challenges. In the coming decades, rising public debt will hurt our economy, threaten our global leadership, and reduce the living standards of our people. It will require tax increases and spending cuts to bring about a sustainable outcome. At the same time, however, America has pressing needs - from improving our schools and making child care more available to rebuilding our infrastructure and investing more in scientific research - all of which require upfront investments right now. In Fiscal Therapy, William Gale diagnoses these two set of challenges and explains why we must address them simultaneously. Fiscal Therapy shows that we can address our long-term budget challenges in ways that also help us meet our short-term needs, and we can do so without radically transforming our current institutions and existing programs. Gale draws lessons from the nation's history; takes guidance from the experiences of other advanced nations; reconciles the twin demands of economic growth and social fairness; and addresses the obstacles that America's poisonous politics and fickle public opinion present. Fiscal Therapy provides a clear, comprehensive, and optimistic approach around which liberals and conservatives can rally. One that will leave the United States a stronger, more prosperous, and fairer nation.

Sustainability Accounting and Integrated Reporting deals with organizations' assessment, articulation and disclosure of their social and environmental impact on various groups in society. There is increasingly an understanding that financial information does not sufficiently discharge organizational accountability to members of society who are demanding an account of the social and environmental impacts of companies' and other organizations' activities. As a result, organizations report ever more social and environmental information, and there are simultaneous movements towards providing the information in an integrated fashion, showing how social and environmental activities influence each other, members of society and the financial aims of the organization. The book Sustainability Accounting and Integrated Reporting provides a broad and comprehensive review of the field, focusing on the interconnection between different elements of these topics, often dealt with in isolation. The book examines the accounting involved in the collection and analysis of data, control processes over the data, how information is reported to external parties, and the assurance of the information being reported. The book thereby provides an overview useful to practitioners (including sustainability managers, consultants, members of the accounting profession, and other assurance providers), academics, and students.

Including contributions spanning a variety of theoretical and applied topics in econometrics, this volume of Advances in Econometrics is published in honour of Cheng Hsiao. In the first few chapters of this book, new theoretical panel and time series results are presented, exploring JIVE estimators, HAC, HAR and various sandwich estimators, as well as asymptotic distributions for using information criteria to distinguish between the unit root model and explosive models. Other chapters address topics such as structural breaks or growth empirics; auction models; and semiparametric methods testing for common vs. individual trends. Three chapters provide novel empirical approaches to applied problems, such as estimating the impact of survey mode on responses, or investigating how cross-sectional and spatial dependence of mortgages varies by default rates and geography. In the final chapters, Cheng Hsiao offers a forward-focused discussion of the role of big data in economics. For any researcher of econometrics, this is an unmissable volume of the most current and engaging research in the field.

An overview of the macroeconomic forecasting industry in the United States that explains and evaluates the forecasting techniques used to make predictions about various aspects of the national economy.

UPDATED FOR 2020 WITH A NEW PREFACE BY NATE SILVER "One of the more momentous books of the decade." -The New York Times Book Review Nate Silver built an innovative system for predicting baseball performance, predicted the 2008 election within a hair's breadth, and became a national sensation as a blogger-all by the time he was thirty. He solidified his standing as the nation's foremost political forecaster with his near perfect prediction of the 2012 election. Silver is the founder and editor in chief of the website FiveThirtyEight. Drawing on his own groundbreaking work, Silver examines the world of prediction, investigating how we can distinguish a true signal from a universe of noisy data. Most predictions fail, often at great cost to society, because most of us have a poor understanding of probability and uncertainty. Both experts and laypeople mistake more confident predictions for more accurate ones. But overconfidence is often the reason for failure. If our appreciation of uncertainty improves, our predictions can get better too. This is the "prediction paradox": The more humility we have about our ability to make predictions, the more successful we can be in planning for the future. In keeping with his own aim to seek truth from data, Silver visits the most successful forecasters in a range of areas, from hurricanes to baseball to global pandemics, from the poker table to the stock market, from Capitol Hill to the NBA. He explains and evaluates how these forecasters think and what bonds they share. What lies behind their success? Are they good-or just lucky? What patterns have they unraveled? And are their forecasts really right? He explores unanticipated commonalities and exposes unexpected juxtapositions. And sometimes, it is not so much how good a prediction is in an absolute sense that matters but how good it is relative to the competition. In other cases, prediction is still a very rudimentary-and dangerous-science. Silver observes that the most accurate forecasters tend to have a superior command of probability, and they tend to be both humble and hardworking. They distinguish the predictable from the unpredictable, and they notice a thousand little details that lead them closer to the truth. Because of their appreciation of probability, they can distinguish the signal from the noise. With everything from the health of the global economy to our ability to fight terrorism dependent on the quality of our predictions, Nate Silver's insights are an essential read.

First published in 1913, Richard Parry's Valuation and Investment Tables has since become an essential tool for students and professionals in the study and practice of valuation and appraisal. That the book reached its centenary year in print and now fourteenth edition is a testament to its acclaim by the valuation and property professionals in an era of calculators and computers, and furthermore a tribute to the historical importance of Parry's original vision and continued legacy. The purpose of the book is to provide a comprehensive range of different valuation and investment tables in one volume. Although many of the tables will be used by practicing surveyors for valuation purposes, they will also be useful to accountants and others concerned with various types of investment and financial calculations. Surveyors valuing freehold or leasehold interests in property have the choice of using either (a) annually in arrear, or (b) quarterly in advance figures of years' purchase. The relevant tables for each concept are printed on different coloured edged pages for ease of reference. In practice today, calculations are required for a variety of purposes which often justify more than one approach. To allow for this, Internal Rates of Return tables have been retained. Using these tables, both growth and non-growth scenarios can be analysed for more detailed appraisal of specific freehold properties and to provide a basis for more in-depth investment advice.

Economists often look at markets as given, and try to make predictions about who will do what and what will happen in these markets. Market design, by contrast, does not take markets as given; instead, it combines insights from economic and game theory together with common sense and lessons learned from empirical work and experimental analysis to aid in the design and implementation of actual markets In recent years the field has grown dramatically, partially because of the successful wave of spectrum auctions in the US and in Europe, which have been designed by a number of prominent economists, and partially because of the increase use of the Internet as the platform over which markets are designed and run There is now a large number of applications and a growing theoretical literature. The Handbook of Market Design brings together the latest research from leading experts to provide a comprehensive description of applied market design over the last two decades In particular, it surveys matching markets: environments where there is a need to match large two-sided populations to one another, such as medical residents and hospitals, law clerks and judges, or patients and kidney donors It also examines a number of applications related to electronic markets, e-commerce, and the effect of the Internet on competition between exchanges.

The Oxford Handbook of Panel Data examines new developments in the theory and applications of panel data. It includes basic topics like non-stationary panels, co-integration in panels, multifactor panel models, panel unit roots, measurement error in panels, incidental parameters and dynamic panels, spatial panels, nonparametric panel data, random coefficients, treatment effects, sample selection, count panel data, limited dependent variable panel models, unbalanced panel models with interactive effects and influential observations in panel data. Contributors to the Handbook explore applications of panel data to a wide range of topics in economics, including health, labor, marketing, trade, productivity, and macro applications in panels. This Handbook is an informative and comprehensive guide for both those who are relatively new to the field and for those wishing to extend their knowledge to the frontier. It is a trusted and definitive source on panel data, having been edited by Professor Badi Baltagi-widely recognized as one of the foremost econometricians in the area of panel data econometrics. Professor Baltagi has successfully recruited an all-star cast of experts for each of the well-chosen topics in the Handbook.

Discussing economic theory and English economic history from the eighteenth century until the late 1970s this volume discusses among other things fixed capital and problems with the definition of the premodern economy as well as providing a chronology of 18th century business cycles.

First published in 1972, this book provides an important critical review on the theory of futures trading. B. A. Goss looks at the work and ideas of Keynes and Hicks on futures, and considers how these have also been developed by Kaldor. He discusses the evolution of the concept of hedging in the context of buying forward into the markets, and considers theories of market and individual equilibrium. Goss draws on the work of other economists in this field, including Stein, Telser, Peston and L. L. Johnson, in order to illustrate the development of theory in futures trading. The book includes fifteen figures that illustrate diagrammatically the concepts involved, and the concluding section contains a series of problems for examination by the student.

The information age has brought greater interconnection across the world, and transformed the global marketplace. To remain competitive, business firms look for ways of improving their ability to gauge business and economic conditions around the world. At the same time, advances in technology have revolutionized the way we process information and prepare business and economic forecasts. Secondary data searches, data collection, data entry and analysis, graphical visualization, and reporting can all be accomplished with the help of computers that provide access to information not previously available. Forecasters should therefore learn the techniques and models involved, as applied in this new era. Business Forecasting: A Practical Approach is intended as an applied text for students and practitioners of forecasting who have some background in economics and statistics. The presentation is conceptual in nature with emphasis on rationale, application, and interpretation of the most commonly used forecasting techniques. The goal of this book is to provide students and managers with an overview of a broad range of techniques and an understanding of the strengths and weaknesses of each approach. It is based on the assumption that forecasting skills are best developed and retained by starting with simple models, followed by repeated exposure to real world examples. The book makes extensive use of international examples to amplify concepts.

#1 WALL STREET JOURNAL BESTSELLER & WINNER OF 20 INTERNATIONAL BOOK AWARDS! The highly anticipated 10th edition of the groundbreaking innovation book Non-Obvious - featuring ten all new trend predictions for winning the future. Introducing a book about what it really takes to predict the future, by getting better at understanding the accelerating present. What can the quirky rules of Icelandic hot tub etiquette and the unexpected celebrity of a Michelin-ranked food stall in Singapore teach you about the future of business and culture? The answer may not be all that obvious, and that's exactly the point. For the past decade, innovation expert and marketing professor Rohit Bhargava and his intrepid team of trend curators have produced one of the most widely read annual trend forecasts in the world: the Non-Obvious Trend Report. Whether you are among one of the more than 1 million readers of a previous edition of this report or not, this completely updated new edition features an unprecedented look behind the scenes at the author's award-winning "Haystack Method" for identifying the ideas and insights others miss by learning to collect ideas the way most people collect frequent flier miles. You don't need to be a futurist or innovation expert in order to learn to think like one. In this book you'll not only learn how to use the Haystack Method yourself, but also read insights about how to leverage the ten forecasted megatrends to grow your own business or propel your career. The key to winning the future lies in better understanding the present. This book is an essential guide to becoming a non-obvious thinker and using the art of trend curation to get better at predicting what will be important tomorrow based on learning to better observe patterns in the world today. List of awards for previous editions: Winner: Eric Hoffer Business Book of the Year Winner: Axiom Award Silver Medal (Business Theory) Winner: INDIE Gold Medal (Business Business Book) Finalist: Leonard L. Berry Marketing Book Award Winner: IPPY Silver Medal (Best Business Book) Finalist: International Book Award (Best Business Book) Official Selection: Gary's Book Club at CES Winner: Non-Fiction Book Award (Gold Medal) Winner: Pinnacle Best Business Book Award

This Handbook provides up-to-date coverage of both new developments and well-established fields in the sphere of economic forecasting. The chapters are written by world experts in their respective fields, and provide authoritative yet accessible accounts of the key concepts, subject matter and techniques in a number of diverse but related areas. It covers the ways in which the availability of ever more plentiful data and computational power have been used in forecasting, either in terms of the frequency of observations, the number of variables, or the use of multiple data vintages. Greater data availability has been coupled with developments in statistical theory and economic theory to allow more elaborate and complicated models to be entertained; the volume provides explanations and critiques of these developments. These include factor models, DSGE models, restricted vector autoregressions, and non-linear models, as well as models for handling data observed at mixed frequencies, high-frequency data, multiple data vintages, and methods for forecasting when there are structural breaks, and how breaks might be forecast. Also covered are areas which are less commonly associated with economic forecasting, such as climate change, health economics, long-horizon growth forecasting, and political elections. Econometric forecasting has important contributions to make in these areas, as well as their developments informing the mainstream. In the early 21st century, climate change and the forecasting of health expenditures and population are topics of pressing importance.

The Tyranny Of Growth is a modern epic that exposes the lie of economic growth.

It provocatively recounts how the 2008 global financial meltdown and COVID-19 pandemic have become the leading cause of governments' and multilateral institutions' global spectacular failure. It brilliantly explains how a single number - GDP - came to have such bewildering power over our lives, despite its ruinous consequences.

But ultimately the book strives to illuminate a new way of imagining the world. 

"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

This lively and provocative look at the tension between economics and politics examines why so many mistakes in economic policy-making are made for political reasons and ignore the economic truths. Using short-term economic gains to ensure electoral success, argues Lorenzo Forni, inevitably spells macroeconomic disaster. Using the state budget, trade policy and monetary policy to prop up labour markets and the wider economy in order to boost voter approval ratings, while ignoring budget constraints can only result in longer recessions and economic downturns. Which then can incur the painful austerity measures needed to bring the economy back into balance. Forni looks at many unsustainable economic policies that have been implemented in parts of the world when the economic realities - there is no magic money tree! - would recommend a different and more prudent economic course.

Empty shelves, petrol station queues and energy shortages: crises more familiar to those who lived through the 1960s and 1970s have now become a reality for many as global shipping times are squeezed, containers lie unopened at docks and supply shortages push up inflation, increasing the cost of consumer goods from milk to cars to building materials. In Sold Out, James Rickards explains why the shelves are empty, who broke the supply chain and why shortages will persist.

He breaks down the history and structure of business around the world to offer readers a behind-the-scenes look at what's really going on, and what they can do to mitigate the worst of what's to come.

Drawing on his financial expertise, he explains that consumers and investors need to be nimble to come through this unprecedented turn of events in good shape. Luckily, Rickards is on hand to provide the tools readers need to look ahead, monitor key trends and insulate against risks.

This is a book is for leaders, to aid their practice in strategy, decision making and change - it's a very practical (field) guide to foresight and foresight tools. It's aimed at leaders in manufacturing, service, non-profit, government and fourth sector organisations. Strategic Foresight is a set of skills and tools used to explore potential futures exercising your 'futures muscles' so that you are able to plan for and take advantage of these possible futures. The book first explores how we think about the future, looking at ambiguity and uncertainty and how these play a role in our ability to think into the future. It introduces a simple model of preferred thinking styles and talks about the 'baggage' and values that form our perceptions. The next section covers models, tools and maps that people will find useful for developing their own Foresight and using this knowledge to make decisions, whilst uncovering innovation and creativity to turn this Foresight knowledge to competitive advantage. This is not a comprehensive list - just a selection of the most effective tools with their use and case studies that are easy and effective to use. The next two sections cover: How to identify emerging trends; what impact they may have on your business; the strategic importance of early recognition; and how to apply the knowledge in your business. Harnessing Foresight as a spring board for innovation and creativity to develop new paradigms and take advantage of what may come. Finally, the author pulls it all together by showing how to develop a practical method of exploring potential futures in the context of your existing business in order to take robust decisions and develop strategies that help you work towards your preferred future. Case studies are interspersed throughout the book to illustrate the points made along with exercises, where appropriate, to encourage people to 'think along' with the ideas and new ways of approaching Strategic Foresight.