Quantitative analysis of large stock market crashes
Title | Quantitative analysis of large stock market crashes PDF eBook |
Author | Victor Odour |
Publisher | GRIN Verlag |
Total Pages | 36 |
Release | 2014-02-05 |
Genre | Business & Economics |
ISBN | 3656588155 |
Document from the year 2011 in the subject Business economics - Investment and Finance, grade: A, California State University, East Bay, language: English, abstract: The objective of this study is to structure a dependable model to forecast the timing of entry and exit from the stock markets by using multivariate linear regression analysis. The study uses major macroeconomic indicators such CPI, PPI, GDP, MEI as independent variables and the S&P 500 index value as the dependent variable. The sample consists of 30 years of monthly data. This study includes four different loss scenarios in the S&P 500 index value and analyzes the data to see if the losses can be absorbed or if further losses will occur. This report discusses the practical implications of using regression analysis and how it is used to predict the market movements. This paper concludes that our regression model can help an investor to anticipate market movements and thus make appropriate buy and sell decisions.
Stock Market Crashes: Predictable And Unpredictable And What To Do About Them
Title | Stock Market Crashes: Predictable And Unpredictable And What To Do About Them PDF eBook |
Author | Ziemba William T |
Publisher | World Scientific |
Total Pages | 308 |
Release | 2017-08-30 |
Genre | Business & Economics |
ISBN | 9813223863 |
This book presents studies of stock market crashes big and small that occur from bubbles bursting or other reasons. By a bubble we mean that prices are rising just because they are rising and that prices exceed fundamental values. A bubble can be a large rise in prices followed by a steep fall. The focus is on determining if a bubble actually exists, on models to predict stock market declines in bubble-like markets and exit strategies from these bubble-like markets. We list historical great bubbles of various markets over hundreds of years. We present four models that have been successful in predicting large stock market declines of ten percent plus that average about minus twenty-five percent. The bond stock earnings yield difference model was based on the 1987 US crash where the S&P 500 futures fell 29% in one day. The model is based on earnings yields relative to interest rates. When interest rates become too high relative to earnings, there almost always is a decline in four to twelve months. The initial out of sample test was on the Japanese stock market from 1948-88. There all twelve danger signals produced correct decline signals. But there were eight other ten percent plus declines that occurred for other reasons. Then the model called the 1990 Japan huge -56% decline. We show various later applications of the model to US stock declines such as in 2000 and 2007 and to the Chinese stock market. We also compare the model with high price earnings decline predictions over a sixty year period in the US. We show that over twenty year periods that have high returns they all start with low price earnings ratios and end with high ratios. High price earnings models have predictive value and the BSEYD models predict even better. Other large decline prediction models are call option prices exceeding put prices, Warren Buffett's value of the stock market to the value of the economy adjusted using BSEYD ideas and the value of Sotheby's stock. Investors expect more declines than actually occur. We present research on the positive effects of FOMC meetings and small cap dominance with Democratic Presidents. Marty Zweig was a wall street legend while he was alive. We discuss his methods for stock market predictability using momentum and FED actions. These helped him become the leading analyst and we show that his ideas still give useful predictions in 2016-2017. We study small declines in the five to fifteen percent range that are either not expected or are expected but when is not clear. For these we present methods to deal with these situations. The last four January-February 2016, Brexit, Trump and French elections are analzyed using simple volatility-S&P 500 graphs. Another very important issue is can you exit bubble-like markets at favorable prices. We use a stopping rule model that gives very good exit results. This is applied successfully to Apple computer stock in 2012, the Nasdaq 100 in 2000, the Japanese stock and golf course membership prices, the US stock market in 1929 and 1987 and other markets. We also show how to incorporate predictive models into stochastic investment models. Contents: IntroductionDiscovery of the Bond–Stock Earnings Yield Differential ModelPrediction of the 2007–2009 Stock Market Crashes in the US, China and IcelandThe High Price–Earnings Stock Market Danger Approach of Campbell and Shiller versus the BSEYD ModelOther Prediction Models for the Big Crashes Averaging –25%Effect of Fed Meetings and Small-Cap DominanceUsing Zweig's Monetary and Momentum Models in the Modern EraAnalysis and Possible Prediction of Declines in the –5% to –15% RangeA Stopping Rule Model for Exiting Bubble-like Markets with ApplicationsA Simple Procedure to Incorporate Predictive Models in Stochastic Investment Models
EQUITY MANAGEMENT QUANTITIVE ANALYSIS
Title | EQUITY MANAGEMENT QUANTITIVE ANALYSIS PDF eBook |
Author | Bruce I. Jacobs |
Publisher | McGraw Hill Professional |
Total Pages | 428 |
Release | 2000 |
Genre | Business & Economics |
ISBN | 9780071371339 |
Two pioneers and innovators in the money management field present their choice of groundbreaking, peer-reviewed articles on subjects including portfolio engineering and long-short investment strategy. More than just a collection of classic review pieces, however, Equity Management provides new material to introduce, interpret, and integrate the pieces, with an introduction that provides an authoritative overview of the chapters. Important and innovative, it is destined to become the "Graham and Dodd" of quantitative equity investing. About the Authors: Bruce I. Jacobs and Kenneth N. Levy are Principals of Jacobs Levy Equity Management. Based in Florham Park, New Jersey, Jacobs Levy Equity Management is widely recognized as a leading provider of quantitative equity strategies for institutional clients. Jacobs Levy currently manages over $15 billion in various strategies for a prestigious global roster of 50 corporate pension plans, public retirement systems, multi-employer funds, endowments, and foundations, including over 25 of Pensions & Investments' "Top 200 Pension Funds/Sponsors." Bruce I. Jacobs holds a PhD in finance from the Wharton School of the University of Pennsylvania. He is the author of Capital Ideas and Market Realities: Option Replication, Investor Behavior, and Stock Market Crashes and co-editor, with Ken Levy, of Market Neutral Strategies. He serves on the advisory board of the Journal of Portfolio Management. Kenneth N. Levy holds an MBA and an MA in applied economics from the Wharton School of the University of Pennsylvania. He is co-editor, with Bruce Jacobs, of Market Neutral Strategies. A Chartered Financial Analyst, he has served on the CFA Institute's candidate curriculum committee and on the advisory board of POSIT.
Why Stock Markets Crash
Title | Why Stock Markets Crash PDF eBook |
Author | Didier Sornette |
Publisher | Princeton University Press |
Total Pages | 448 |
Release | 2017-03-21 |
Genre | Business & Economics |
ISBN | 1400885094 |
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.
Efficiency and Anomalies in Stock Markets
Title | Efficiency and Anomalies in Stock Markets PDF eBook |
Author | Wing-Keung Wong |
Publisher | Mdpi AG |
Total Pages | 232 |
Release | 2022-02-17 |
Genre | Business & Economics |
ISBN | 9783036530802 |
The Efficient Market Hypothesis believes that it is impossible for an investor to outperform the market because all available information is already built into stock prices. However, some anomalies could persist in stock markets while some other anomalies could appear, disappear and re-appear again without any warning. A Special Issue on "Efficiency and Anomalies in Stock Markets" will be devoted to advancements in the theoretical development of market efficiency and anomaly in the Stock Market, as well as applications in Stock Market efficiency and anomalies.
Financial Market Bubbles and Crashes
Title | Financial Market Bubbles and Crashes PDF eBook |
Author | Harold L. Vogel |
Publisher | Cambridge University Press |
Total Pages | 471 |
Release | 2009-12-14 |
Genre | Business & Economics |
ISBN | 1316101576 |
Despite the thousands of articles and the millions of times that the word 'bubble' has been used in the business press, there still does not appear to be a cohesive theory or persuasive empirical approach with which to study 'bubble' and 'crash' conditions. This book presents a plausible and accessible descriptive theory and empirical approach to the analysis of such financial market conditions. It advances such a framework through application of standard econometric methods to its central idea, which is that financial bubbles reflect urgent short side rationed demand. From this basic idea, an elasticity of variance concept is developed. It is further shown that a behavioral risk premium can probably be measured and related to the standard equity risk premium models in a way that is consistent with conventional theory.
Quantitative Analysis In Financial Markets: Collected Papers Of The New York University Mathematical Finance Seminar
Title | Quantitative Analysis In Financial Markets: Collected Papers Of The New York University Mathematical Finance Seminar PDF eBook |
Author | Marco Avellaneda |
Publisher | World Scientific |
Total Pages | 387 |
Release | 1999-10-27 |
Genre | Business & Economics |
ISBN | 9814495212 |
This invaluable book contains lectures delivered at the celebrated Seminar in Mathematical Finance at the Courant Institute. The lecturers and presenters of papers are prominent researchers and practitioners in the field of quantitative financial modeling. Most are faculty members at leading universities or Wall Street practitioners.The lectures deal with the emerging science of pricing and hedging derivative securities and, more generally, managing financial risk. Specific articles concern topics such as option theory, dynamic hedging, interest-rate modeling, portfolio theory, price forecasting using statistical methods, etc.