AI and Financial Markets

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Publisher : MDPI
ISBN 13 : 3039362240
Total Pages : 230 pages
Book Rating : 4.0/5 (393 download)

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Book Synopsis AI and Financial Markets by : Shigeyuki Hamori

Download or read book AI and Financial Markets written by Shigeyuki Hamori and published by MDPI. This book was released on 2020-07-01 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is regarded as the science and technology for producing an intelligent machine, particularly, an intelligent computer program. Machine learning is an approach to realizing AI comprising a collection of statistical algorithms, of which deep learning is one such example. Due to the rapid development of computer technology, AI has been actively explored for a variety of academic and practical purposes in the context of financial markets. This book focuses on the broad topic of “AI and Financial Markets”, and includes novel research associated with this topic. The book includes contributions on the application of machine learning, agent-based artificial market simulation, and other related skills to the analysis of various aspects of financial markets.

Why Stock Markets Crash

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Publisher : Princeton University Press
ISBN 13 : 1400885094
Total Pages : 449 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Why Stock Markets Crash by : Didier Sornette

Download or read book Why Stock Markets Crash written by Didier Sornette and published by Princeton University Press. This book was released on 2017-03-21 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: The scientific study of complex systems has transformed a wide range of disciplines in recent years, enabling researchers in both the natural and social sciences to model and predict phenomena as diverse as earthquakes, global warming, demographic patterns, financial crises, and the failure of materials. In this book, Didier Sornette boldly applies his varied experience in these areas to propose a simple, powerful, and general theory of how, why, and when stock markets crash. Most attempts to explain market failures seek to pinpoint triggering mechanisms that occur hours, days, or weeks before the collapse. Sornette proposes a radically different view: the underlying cause can be sought months and even years before the abrupt, catastrophic event in the build-up of cooperative speculation, which often translates into an accelerating rise of the market price, otherwise known as a "bubble." Anchoring his sophisticated, step-by-step analysis in leading-edge physical and statistical modeling techniques, he unearths remarkable insights and some predictions--among them, that the "end of the growth era" will occur around 2050. Sornette probes major historical precedents, from the decades-long "tulip mania" in the Netherlands that wilted suddenly in 1637 to the South Sea Bubble that ended with the first huge market crash in England in 1720, to the Great Crash of October 1929 and Black Monday in 1987, to cite just a few. He concludes that most explanations other than cooperative self-organization fail to account for the subtle bubbles by which the markets lay the groundwork for catastrophe. Any investor or investment professional who seeks a genuine understanding of looming financial disasters should read this book. Physicists, geologists, biologists, economists, and others will welcome Why Stock Markets Crash as a highly original "scientific tale," as Sornette aptly puts it, of the exciting and sometimes fearsome--but no longer quite so unfathomable--world of stock markets.

Empirical Asset Pricing

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Publisher : John Wiley & Sons
ISBN 13 : 1118589475
Total Pages : 512 pages
Book Rating : 4.1/5 (185 download)

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Book Synopsis Empirical Asset Pricing by : Turan G. Bali

Download or read book Empirical Asset Pricing written by Turan G. Bali and published by John Wiley & Sons. This book was released on 2016-02-26 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Bali, Engle, and Murray have produced a highly accessible introduction to the techniques and evidence of modern empirical asset pricing. This book should be read and absorbed by every serious student of the field, academic and professional.” Eugene Fama, Robert R. McCormick Distinguished Service Professor of Finance, University of Chicago and 2013 Nobel Laureate in Economic Sciences “The empirical analysis of the cross-section of stock returns is a monumental achievement of half a century of finance research. Both the established facts and the methods used to discover them have subtle complexities that can mislead casual observers and novice researchers. Bali, Engle, and Murray’s clear and careful guide to these issues provides a firm foundation for future discoveries.” John Campbell, Morton L. and Carole S. Olshan Professor of Economics, Harvard University “Bali, Engle, and Murray provide clear and accessible descriptions of many of the most important empirical techniques and results in asset pricing.” Kenneth R. French, Roth Family Distinguished Professor of Finance, Tuck School of Business, Dartmouth College “This exciting new book presents a thorough review of what we know about the cross-section of stock returns. Given its comprehensive nature, systematic approach, and easy-to-understand language, the book is a valuable resource for any introductory PhD class in empirical asset pricing.” Lubos Pastor, Charles P. McQuaid Professor of Finance, University of Chicago Empirical Asset Pricing: The Cross Section of Stock Returns is a comprehensive overview of the most important findings of empirical asset pricing research. The book begins with thorough expositions of the most prevalent econometric techniques with in-depth discussions of the implementation and interpretation of results illustrated through detailed examples. The second half of the book applies these techniques to demonstrate the most salient patterns observed in stock returns. The phenomena documented form the basis for a range of investment strategies as well as the foundations of contemporary empirical asset pricing research. Empirical Asset Pricing: The Cross Section of Stock Returns also includes: Discussions on the driving forces behind the patterns observed in the stock market An extensive set of results that serve as a reference for practitioners and academics alike Numerous references to both contemporary and foundational research articles Empirical Asset Pricing: The Cross Section of Stock Returns is an ideal textbook for graduate-level courses in asset pricing and portfolio management. The book is also an indispensable reference for researchers and practitioners in finance and economics. Turan G. Bali, PhD, is the Robert Parker Chair Professor of Finance in the McDonough School of Business at Georgetown University. The recipient of the 2014 Jack Treynor prize, he is the coauthor of Mathematical Methods for Finance: Tools for Asset and Risk Management, also published by Wiley. Robert F. Engle, PhD, is the Michael Armellino Professor of Finance in the Stern School of Business at New York University. He is the 2003 Nobel Laureate in Economic Sciences, Director of the New York University Stern Volatility Institute, and co-founding President of the Society for Financial Econometrics. Scott Murray, PhD, is an Assistant Professor in the Department of Finance in the J. Mack Robinson College of Business at Georgia State University. He is the recipient of the 2014 Jack Treynor prize.

Money, Greed, and Risk

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Publisher :
ISBN 13 : 9780471626015
Total Pages : 0 pages
Book Rating : 4.6/5 (26 download)

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Book Synopsis Money, Greed, and Risk by : Charles R. Morris

Download or read book Money, Greed, and Risk written by Charles R. Morris and published by . This book was released on 1999 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume chronicles the evolution of modern financial markets against the backdrop of some of the finance world's most infamous crises. Financial periods are intricately and historically examined, simplifying the financial instruments and techniques so that even the non-financial reader can identify the pattern that Morris uncovers in the lead up to a crisis.

Statistics of Extremes

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Publisher : John Wiley & Sons
ISBN 13 : 0470012374
Total Pages : 522 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Statistics of Extremes by : Jan Beirlant

Download or read book Statistics of Extremes written by Jan Beirlant and published by John Wiley & Sons. This book was released on 2006-03-17 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research in the statistical analysis of extreme values has flourished over the past decade: new probability models, inference and data analysis techniques have been introduced; and new application areas have been explored. Statistics of Extremes comprehensively covers a wide range of models and application areas, including risk and insurance: a major area of interest and relevance to extreme value theory. Case studies are introduced providing a good balance of theory and application of each model discussed, incorporating many illustrated examples and plots of data. The last part of the book covers some interesting advanced topics, including time series, regression, multivariate and Bayesian modelling of extremes, the use of which has huge potential.

Real-Time Risk

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Publisher : John Wiley & Sons
ISBN 13 : 1119318963
Total Pages : 229 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis Real-Time Risk by : Irene Aldridge

Download or read book Real-Time Risk written by Irene Aldridge and published by John Wiley & Sons. This book was released on 2017-02-28 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Risk management solutions for today's high-speed investing environment Real-Time Risk is the first book to show regular, institutional, and quantitative investors how to navigate intraday threats and stay on-course. The FinTech revolution has brought massive changes to the way investing is done. Trading happens in microsecond time frames, and while risks are emerging faster and in greater volume than ever before, traditional risk management approaches are too slow to be relevant. This book describes market microstructure and modern risks, and presents a new way of thinking about risk management in today's high-speed world. Accessible, straightforward explanations shed light on little-understood topics, and expert guidance helps investors protect themselves from new threats. The discussion dissects FinTech innovation to highlight the ongoing disruption, and to establish a toolkit of approaches for analyzing flash crashes, aggressive high frequency trading, and other specific aspects of the market. Today's investors face an environment in which computers and infrastructure merge, regulations allow dozens of exchanges to coexist, and globalized business facilitates round-the-clock deals. This book shows you how to navigate today's investing environment safely and profitably, with the latest in risk-management thinking. Discover risk management that works within micro-second trading Understand the nature and impact of real-time risk, and how to protect yourself Learn why flash crashes happen, and how to mitigate damage in advance Examine the FinTech disruption to established business models and practices When technology collided with investing, the boom created stratospheric amounts of data that allows us to plumb untapped depths and discover solutions that were unimaginable 20 years ago. Real-Time Risk describes these solutions, and provides practical guidance for today's savvy investor.

Trading Risk

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Publisher : John Wiley & Sons
ISBN 13 : 1118045823
Total Pages : 277 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis Trading Risk by : Kenneth L. Grant

Download or read book Trading Risk written by Kenneth L. Grant and published by John Wiley & Sons. This book was released on 2011-01-19 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: Revolutionary techniques that traders can implement to improve profits and avoid losses No trader, professional or individual, can afford not to have a solid risk management program integrated into his or her trading system. But finding a precise mathematical model to replace subjective decision-making processes is a challenge. Traditionally, risk management has focused solely on loss avoidance, but in Trading Risk, hedge fund risk manager Kenneth Grant presents some-thing completely new—how to manage a portfolio to minimize risk and increase profits by putting more capital at risk. Trading Risk details a risk management program that can help both money managers and individual traders evaluate which elements in a portfolio are working efficiently and which aren’t. By illustrating an extremely simple set of statistical and arithmetic tools this book can help readers enhance their performance in many financial markets. Kenneth L.Grant is Cheyne’s Global Risk Manager, and is the Managing Member for Cheyne Capital, LLC, the firm’s U.S. arm. Mr. Grant is a pioneer in the field of hedge fund risk management and capital allocation. Before joining Cheyne, he created risk control programs at two of the world’s leading hedge funds, Tudor Investments and SAC Capital, where he was eventually promoted to the title of Chief Investment Strategist. Mr. Grant holds a Bachelor of Science in Economics and Mathematics from the University of Wisconsin, an MA in Economics from Columbia University, and an MBA from the University of Chicago Graduate School of Business.

Market Volatility

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Publisher : MIT Press
ISBN 13 : 9780262691512
Total Pages : 486 pages
Book Rating : 4.6/5 (915 download)

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Book Synopsis Market Volatility by : Robert J. Shiller

Download or read book Market Volatility written by Robert J. Shiller and published by MIT Press. This book was released on 1992-01-30 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: Market Volatility proposes an innovative theory, backed by substantial statistical evidence, on the causes of price fluctuations in speculative markets. It challenges the standard efficient markets model for explaining asset prices by emphasizing the significant role that popular opinion or psychology can play in price volatility. Why does the stock market crash from time to time? Why does real estate go in and out of booms? Why do long term borrowing rates suddenly make surprising shifts? Market Volatility represents a culmination of Shiller's research on these questions over the last dozen years. It contains reprints of major papers with new interpretive material for those unfamiliar with the issues, new papers, new surveys of relevant literature, responses to critics, data sets, and reframing of basic conclusions. Included is work authored jointly with John Y. Campbell, Karl E. Case, Sanford J. Grossman, and Jeremy J. Siegel. Market Volatility sets out basic issues relevant to all markets in which prices make movements for speculative reasons and offers detailed analyses of the stock market, the bond market, and the real estate market. It pursues the relations of these speculative prices and extends the analysis of speculative markets to macroeconomic activity in general. In studies of the October 1987 stock market crash and boom and post-boom housing markets, Market Volatility reports on research directly aimed at collecting information about popular models and interpreting the consequences of belief in those models. Shiller asserts that popular models cause people to react incorrectly to economic data and believes that changing popular models themselves contribute significantly to price movements bearing no relation to fundamental shocks.

Corporate Social Responsibility

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Publisher : Routledge
ISBN 13 : 1000021238
Total Pages : 630 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Corporate Social Responsibility by : Andrew Crane

Download or read book Corporate Social Responsibility written by Andrew Crane and published by Routledge. This book was released on 2014 with total page 630 pages. Available in PDF, EPUB and Kindle. Book excerpt: As a relatively young subject matter, corporate social responsibility has unsurprisingly developed and evolved in numerous ways since the first edition of this textbook was published. Retaining the features which made the first edition a top selling text in the field, the new edition continues to be the only textbook available which provides a ready-made, enhanced course pack for CSR classes. Authoritative editor introductions provide accessible entry points to the subjects covered - an approach which is particularly suited to advanced undergraduate and postgraduate teaching that emphasises a research-led approach. New case studies are integrated throughout the text to enable students to think and analyze the subject from every angle. The entire textbook reflects the global nature of CSR as a discipline and further pedagogical features include chapter learning outcomes; study questions; ‘challenges for practice’ boxes and additional ‘further reading’ features at the end of each chapter. This highly rated textbook now also benefits from a regularly updated companion website which features a brand new 'CSR Case Club' presenting students and lecturers with further case suggestions with which to enhance learning; lecture slides; updates from the popular Crane and Matten blog, links to further reading and career sites, YouTube clips and suggested answers to study questions. An Ivey CaseMate has also been created for this book at https://www.iveycases.com/CaseMateBookDetail.aspx?id=335.

Applied Asset and Risk Management

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Publisher : Springer
ISBN 13 : 364255444X
Total Pages : 491 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Applied Asset and Risk Management by : Marcus Schulmerich

Download or read book Applied Asset and Risk Management written by Marcus Schulmerich and published by Springer. This book was released on 2014-10-20 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a guide to asset and risk management from a practical point of view. It is centered around two questions triggered by the global events on the stock markets since the middle of the last decade: - Why do crashes happen when in theory they should not? - How do investors deal with such crises in terms of their risk measurement and management and as a consequence, what are the implications for the chosen investment strategies? The book presents and discusses two different approaches to finance and investing, i.e., modern portfolio theory and behavioral finance, and provides an overview of stock market anomalies and historical crashes. It is intended to serve as a comprehensive introduction to asset and risk management for bachelor’s and master’s students in this field as well as for young professionals in the asset management industry. A key part of this book is the exercises to further demonstrate the concepts presented with examples and a step-by-step business case. An Excel file with the calculations and solutions for all 17 examples as well as all business case calculations can be downloaded at extras.springer.com.

The Risk of Economic Crisis

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Publisher : University of Chicago Press
ISBN 13 : 9780226240916
Total Pages : 212 pages
Book Rating : 4.2/5 (49 download)

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Book Synopsis The Risk of Economic Crisis by : Martin Feldstein

Download or read book The Risk of Economic Crisis written by Martin Feldstein and published by University of Chicago Press. This book was released on 1991-08-13 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on a special National Bureau of Economic Research conference held in Oct. 1989. Includes bibliographical references and indexes.

A Wealth of Common Sense

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Publisher : John Wiley & Sons
ISBN 13 : 1119024927
Total Pages : 231 pages
Book Rating : 4.1/5 (19 download)

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Book Synopsis A Wealth of Common Sense by : Ben Carlson

Download or read book A Wealth of Common Sense written by Ben Carlson and published by John Wiley & Sons. This book was released on 2015-06-22 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: A simple guide to a smarter strategy for the individual investor A Wealth of Common Sense sheds a refreshing light on investing, and shows you how a simplicity-based framework can lead to better investment decisions. The financial market is a complex system, but that doesn't mean it requires a complex strategy; in fact, this false premise is the driving force behind many investors' market "mistakes." Information is important, but understanding and perspective are the keys to better decision-making. This book describes the proper way to view the markets and your portfolio, and show you the simple strategies that make investing more profitable, less confusing, and less time-consuming. Without the burden of short-term performance benchmarks, individual investors have the advantage of focusing on the long view, and the freedom to construct the kind of portfolio that will serve their investment goals best. This book proves how complex strategies essentially waste these advantages, and provides an alternative game plan for those ready to simplify. Complexity is often used as a mechanism for talking investors into unnecessary purchases, when all most need is a deeper understanding of conventional options. This book explains which issues you actually should pay attention to, and which ones are simply used for an illusion of intelligence and control. Keep up with—or beat—professional money managers Exploit stock market volatility to your utmost advantage Learn where advisors and consultants fit into smart strategy Build a portfolio that makes sense for your particular situation You don't have to outsmart the market if you can simply outperform it. Cut through the confusion and noise and focus on what actually matters. A Wealth of Common Sense clears the air, and gives you the insight you need to become a smarter, more successful investor.

Analyzing the Analysts

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Publisher :
ISBN 13 :
Total Pages : 288 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Analyzing the Analysts by : United States. Congress. House. Committee on Financial Services. Subcommittee on Capital Markets, Insurance, and Government Sponsored Enterprises

Download or read book Analyzing the Analysts written by United States. Congress. House. Committee on Financial Services. Subcommittee on Capital Markets, Insurance, and Government Sponsored Enterprises and published by . This book was released on 2001 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Bubbles and Crashes

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Publisher : Stanford University Press
ISBN 13 : 1503607933
Total Pages : 284 pages
Book Rating : 4.5/5 (36 download)

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Book Synopsis Bubbles and Crashes by : Brent Goldfarb

Download or read book Bubbles and Crashes written by Brent Goldfarb and published by Stanford University Press. This book was released on 2019-02-19 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: “An interesting take on some factors that facilitate the development and bursting of bubbles in technology industries. . . . Highly recommended.” —Choice Financial market bubbles are recurring, often painful, reminders of the costs and benefits of capitalism. While many books have studied financial manias and crises, most fail to compare times of turmoil with times of stability. In Bubbles and Crashes, Brent Goldfarb and David A. Kirsch give us new insights into the causes of speculative booms and busts. They identify a class of assets—major technological innovations—that can, but does not necessarily, produce bubbles. This methodological twist is essential: Only by comparing similar events that sometimes lead to booms and busts can we ascertain the root causes of bubbles. Using a sample of eighty-eight technologies spanning 150 years, Goldfarb and Kirsch find that four factors play a key role in these episodes: the degree of uncertainty surrounding a particular innovation; the attentive presence of novice investors; the opportunity to directly invest in companies that specialize in the technology; and whether or not a technology is a good protagonist in a narrative. Goldfarb and Kirsch consider the implications of their analysis for technology bubbles that may be in the works today, offer tools for investors to identify whether a bubble is happening, and propose policy measures that may mitigate the risks associated with future speculative episodes.

Safety-First Retirement Planning

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Publisher : Retirement Researcher Guid
ISBN 13 : 9781945640063
Total Pages : 368 pages
Book Rating : 4.6/5 (4 download)

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Book Synopsis Safety-First Retirement Planning by : Wade Donald Pfau

Download or read book Safety-First Retirement Planning written by Wade Donald Pfau and published by Retirement Researcher Guid. This book was released on 2019-10 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Two fundamentally different philosophies for retirement income planning, which I call probability-based and safety-first, diverge on the critical issue of where a retirement plan is best served: in the risk/reward trade-offs of a diversified and aggressive investment portfolio that relies primarily on the stock market, or in the contractual protections of insurance products that integrate the power of risk pooling and actuarial science alongside investments. The probability-based approach is generally better understood by the public. It advocates using an aggressive investment portfolio with a large allocation to stocks to meet retirement goals. My earlier book How Much Can I Spend in Retirement? A Guide to Investment-Based Retirement Strategies provides an extensive investigation of probability-based approaches. But this investments-only attitude is not the optimal way to build a retirement income plan. There are pitfalls in retirement that we are less familiar with during the accumulation years. The nature of risk changes. Longevity risk is the possibility of living longer than planned, which could mean not having resources to maintain the retiree's standard of living. And once retirement distributions begin, market downturns in the early years can disproportionately harm retirement sustainability. This is sequence-of-returns risk, and it acts to amplify the impacts of market volatility in retirement. Traditional wealth management is not equipped to handle these new risks in a fulfilling way. More assets are required to cover spending goals over a possibly costly retirement triggered by a long life and poor market returns. And yet, there is no assurance that assets will be sufficient. For retirees who are worried about outliving their wealth, probability-based strategies can become excessively conservative and stressful. This book focuses on the other option: safety-first retirement planning. Safety-first advocates support a more bifurcated approach to building retirement income plans that integrates insurance with investments, providing lifetime income protections to cover spending. With risk pooling through insurance, retirees effectively pay an insurance premium that will provide a benefit to support spending in otherwise costly retirements that could deplete an unprotected investment portfolio. Insurance companies can pool sequence and longevity risks across a large base of retirees, much like a traditional defined-benefit company pension plan or Social Security, allowing for retirement spending that is more closely aligned with averages. When bonds are replaced with insurance-based risk pooling assets, retirees can improve the odds of meeting their spending goals while also supporting more legacy at the end of life, especially in the event of a longer-than-average retirement. We walk through this thought process and logic in steps, investigating three basic ways to fund a retirement spending goal: with bonds, with a diversified investment portfolio, and with risk pooling through annuities and life insurance. We consider the potential role for different types of annuities including simple income annuities, variable annuities, and fixed index annuities. I explain how different annuities work and how readers can evaluate them. We also examine the potential for whole life insurance to contribute to a retirement income plan. When we properly consider the range of risks introduced after retirement, I conclude that the integrated strategies preferred by safety-first advocates support more efficient retirement outcomes. Safety-first retirement planning helps to meet financial goals with less worry. This book explains how to evaluate different insurance options and implement these solutions into an integrated retirement plan.

Financial Market Bubbles and Crashes

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Author :
Publisher : Palgrave Macmillan
ISBN 13 : 9783030791841
Total Pages : 0 pages
Book Rating : 4.7/5 (918 download)

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Book Synopsis Financial Market Bubbles and Crashes by : Harold L. Vogel

Download or read book Financial Market Bubbles and Crashes written by Harold L. Vogel and published by Palgrave Macmillan. This book was released on 2022-12-19 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Economists broadly define financial asset price bubbles as episodes in which prices rise with notable rapidity and depart from historically established asset valuation multiples and relationships. Financial economists have for decades attempted to study and interpret bubbles through the prisms of rational expectations, efficient markets, equilibrium, arbitrage, and capital asset pricing models, but they have not made much if any progress toward a consistent and reliable theory that explains how and why bubbles (and crashes) evolve and are defined, measured, and compared. This book develops a new and different approach that is based on the central notion that bubbles and crashes reflect urgent short-side rationing, which means that, as such extreme conditions unfold, considerations of quantities owned or not owned begin to displace considerations of price.

The Empirical Analysis of Liquidity

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Publisher : Now Publishers
ISBN 13 : 9781601988744
Total Pages : 90 pages
Book Rating : 4.9/5 (887 download)

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Book Synopsis The Empirical Analysis of Liquidity by : Craig Holden

Download or read book The Empirical Analysis of Liquidity written by Craig Holden and published by Now Publishers. This book was released on 2014-11-28 with total page 90 pages. Available in PDF, EPUB and Kindle. Book excerpt: We provide a synthesis of the empirical evidence on market liquidity. The liquidity measurement literature has established standard measures of liquidity that apply to broad categories of market microstructure data. Specialized measures of liquidity have been developed to deal with data limitations in specific markets, to provide proxies from daily data, and to assess institutional trading programs. The general liquidity literature has established local cross-sectional patterns, global cross-sectional patterns, and time-series patterns.