Data Science for Economics and Finance PDF Download

Author: Sergio Consoli
Publisher: Springer Nature
ISBN: 3030668916
Category : Application software
Languages : en
Pages : 357

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Book Description
This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.

Author: Neil S. Grigg
Publisher: Amer Society of Civil Engineers
ISBN: 9780784409749
Category : Business & Economics
Languages : en
Pages : 301

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Book Description
Neil Grigg presents the core issues of economics and finance that relate directly to the work of civil engineers, construction managers, and public works and utility officials.

Author: Martin Anthony
Publisher: Cambridge University Press
ISBN: 1139643266
Category : Mathematics
Languages : en
Pages : 414

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Book Description
Mathematics has become indispensable in the modelling of economics, finance, business and management. Without expecting any particular background of the reader, this book covers the following mathematical topics, with frequent reference to applications in economics and finance: functions, graphs and equations, recurrences (difference equations), differentiation, exponentials and logarithms, optimisation, partial differentiation, optimisation in several variables, vectors and matrices, linear equations, Lagrange multipliers, integration, first-order and second-order differential equations. The stress is on the relation of maths to economics, and this is illustrated with copious examples and exercises to foster depth of understanding. Each chapter has three parts: the main text, a section of further worked examples and a summary of the chapter together with a selection of problems for the reader to attempt. For students of economics, mathematics, or both, this book provides an introduction to mathematical methods in economics and finance that will be welcomed for its clarity and breadth.

Author: Moritz Schularick
Publisher: University of Chicago Press
ISBN: 022681694X
Category : Business & Economics
Languages : en
Pages : 318

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Book Description
An authoritative guide to the new economics of our crisis-filled century. Published in collaboration with the Institute for New Economic Thinking. The 2008 financial crisis was a seismic event that laid bare how financial institutions’ instabilities can have devastating effects on societies and economies. COVID-19 brought similar financial devastation at the beginning of 2020 and once more massive interventions by central banks were needed to heed off the collapse of the financial system. All of which begs the question: why is our financial system so fragile and vulnerable that it needs government support so often? For a generation of economists who have risen to prominence since 2008, these events have defined not only how they view financial instability, but financial markets more broadly. Leveraged brings together these voices to take stock of what we have learned about the costs and causes of financial fragility and to offer a new canonical framework for understanding it. Their message: the origins of financial instability in modern economies run deeper than the technical debates around banking regulation, countercyclical capital buffers, or living wills for financial institutions. Leveraged offers a fundamentally new picture of how financial institutions and societies coexist, for better or worse. The essays here mark a new starting point for research in financial economics. As we muddle through the effects of a second financial crisis in this young century, Leveraged provides a road map and a research agenda for the future.

Author: Daniel P. Ahn
Publisher: MIT Press
ISBN: 0262347881
Category : Business & Economics
Languages : en
Pages : 229

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Book Description
A rigorous but practical introduction to the economic, financial, and political principles underlying commodity markets. Commodities have become one of the fastest growing asset classes of the last decade and the object of increasing attention from investors, scholars, and policy makers. Yet existing treatments of the topic are either too theoretical, ignoring practical realities, or largely narrative and nonrigorous. This book bridges the gap, striking a balance between theory and practice. It offers a solid foundation in the economic, financial, and political principles underlying commodities markets. The book, which grows out of courses taught by the author at Columbia and Johns Hopkins, can be used by graduate students in economics, finance, and public policy, or as a conceptual reference for practitioners. After an introduction to basic concepts and a review of the various types of commodities—energy, metals, agricultural products—the book delves into the economic and financial dynamics of commodity markets, with a particular focus on energy. The text covers fundamental demand and supply for resources, the mechanics behind commodity financial markets, and how they motivate investment decisions around both physical and financial portfolio exposure to commodities, and the evolving political and regulatory landscape for commodity markets. Additional special topics include geopolitics, financial regulation, and electricity markets. The book is divided into thematic modules that progress in complexity. Text boxes offer additional, related material, and numerous charts and graphs provide further insight into important concepts.

Author: W. Stansbury Carnes
Publisher: Harper Collins
ISBN: 0887305377
Category : Business & Economics
Languages : en
Pages : 244

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Book Description
For professional and individual investors, executives or business students, a unique atlas of what makes the markets move.

Author: Stephen F. LeRoy
Publisher: Cambridge University Press
ISBN: 131606087X
Category : Business & Economics
Languages : en
Pages : 371

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Book Description
This second edition provides a rigorous yet accessible graduate-level introduction to financial economics. Since students often find the link between financial economics and equilibrium theory hard to grasp, less attention is given to purely financial topics, such as valuation of derivatives, and more emphasis is placed on making the connection with equilibrium theory explicit and clear. This book also provides a detailed study of two-date models because almost all of the key ideas in financial economics can be developed in the two-date setting. Substantial discussions and examples are included to make the ideas readily understandable. Several chapters in this new edition have been reordered and revised to deal with portfolio restrictions sequentially and more clearly, and an extended discussion on portfolio choice and optimal allocation of risk is available. The most important additions are new chapters on infinite-time security markets, exploring, among other topics, the possibility of price bubbles.

Author: Robert J. Shiller
Publisher: Princeton University Press
ISBN: 140084617X
Category : Business & Economics
Languages : en
Pages : 312

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Book Description
Nobel Prize-winning economist explains why we need to reclaim finance for the common good The reputation of the financial industry could hardly be worse than it is today in the painful aftermath of the 2008 financial crisis. New York Times best-selling economist Robert Shiller is no apologist for the sins of finance—he is probably the only person to have predicted both the stock market bubble of 2000 and the real estate bubble that led up to the subprime mortgage meltdown. But in this important and timely book, Shiller argues that, rather than condemning finance, we need to reclaim it for the common good. He makes a powerful case for recognizing that finance, far from being a parasite on society, is one of the most powerful tools we have for solving our common problems and increasing the general well-being. We need more financial innovation—not less—and finance should play a larger role in helping society achieve its goals. Challenging the public and its leaders to rethink finance and its role in society, Shiller argues that finance should be defined not merely as the manipulation of money or the management of risk but as the stewardship of society's assets. He explains how people in financial careers—from CEO, investment manager, and banker to insurer, lawyer, and regulator—can and do manage, protect, and increase these assets. He describes how finance has historically contributed to the good of society through inventions such as insurance, mortgages, savings accounts, and pensions, and argues that we need to envision new ways to rechannel financial creativity to benefit society as a whole. Ultimately, Shiller shows how society can once again harness the power of finance for the greater good.

Author: Greg Ip
Publisher: John Wiley & Sons
ISBN: 1118391578
Category : Business & Economics
Languages : en
Pages : 297

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Book Description
An accessible, thoroughly engaging look at how the economy really works and its role in your everyday life Not surprisingly, regular people suddenly are paying a lot closer attention to the economy than ever before. But economics, with its weird technical jargon and knotty concepts and formulas can be a very difficult subject to get to grips with on your own. Enter Greg Ip and his Little Book of Economics. Like a patient, good-natured tutor, Greg, one of today's most respected economics journalists, walks you through everything you need to know about how the economy works. Short on technical jargon and long on clear, concise, plain-English explanations of important terms, concepts, events, historical figures and major players, this revised and updated edition of Greg's bestselling guide clues you in on what's really going on, what it means to you and what we should be demanding our policymakers do about the economy going forward. From inflation to the Federal Reserve, taxes to the budget deficit, you get indispensible insights into everything that really matters about economics and its impact on everyday life Special sections featuring additional resources of every subject discussed and where to find additional information to help you learn more about an issue and keep track of ongoing developments Offers priceless insights into the roots of America's economic crisis and its aftermath, especially the role played by excessive greed and risk-taking, and what can be done to avoid another economic cataclysm Digs into globalization, the roots of the Euro crisis, the sources of China's spectacular growth, and why the gap between the economy's winners and losers keeps widening

Author: Tomas Cipra
Publisher: Springer Nature
ISBN: 3030463478
Category : Business & Economics
Languages : en
Pages : 409

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Book Description
This book presents the principles and methods for the practical analysis and prediction of economic and financial time series. It covers decomposition methods, autocorrelation methods for univariate time series, volatility and duration modeling for financial time series, and multivariate time series methods, such as cointegration and recursive state space modeling. It also includes numerous practical examples to demonstrate the theory using real-world data, as well as exercises at the end of each chapter to aid understanding. This book serves as a reference text for researchers, students and practitioners interested in time series, and can also be used for university courses on econometrics or computational finance.