Empirical Essays on Stock Return Predictability Using Macroeconomic Variables and Technical Indicators

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (989 download)

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Book Synopsis Empirical Essays on Stock Return Predictability Using Macroeconomic Variables and Technical Indicators by : Fabian Bätje

Download or read book Empirical Essays on Stock Return Predictability Using Macroeconomic Variables and Technical Indicators written by Fabian Bätje and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Equity risk premium, forecasting, technical indicators, macroeconomic variables. - Marktrisikoprämien, Prognose, technische Analyse, makroökonomische Variablen

Stock Return Predictability

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Publisher : GRIN Verlag
ISBN 13 : 3656968926
Total Pages : 21 pages
Book Rating : 4.6/5 (569 download)

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Book Synopsis Stock Return Predictability by : Arthur Ritter

Download or read book Stock Return Predictability written by Arthur Ritter and published by GRIN Verlag. This book was released on 2015-05-27 with total page 21 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research Paper (postgraduate) from the year 2015 in the subject Business economics - Banking, Stock Exchanges, Insurance, Accounting, grade: 17 (1,3), University of St Andrews (School of Management), course: Investment and Portfolio Management, language: English, abstract: Empirical evidence of stock return predictability obtained by financial ratios or macroeconomic factors has received substantial attention and remains a controversial topic to date. This is no surprise given that the existence of return predictability is not only of interest to practitioners but also introduces severe implications for financial models of risk and return. Founded on the assumption of efficient capital markets, research on capital asset pricing models has instigated this emergence of stock return predictability factors. Analysing these factors categorically, this paper will provide a balanced discussion of advocates as well as sceptics of stock return predictability. This essay will commence by firstly outlining the fundamental assumptions of an efficient capital market and its implications for return predictability. Subsequently, a thorough focus will be placed on the most significant predictability factors, including fundamental financial ratios and macroeconomic indicators as well as the validity of sampling methods used to attain return forecasts. Lastly this essay will reflect on the findings while proposing areas of further research.

Essays on Stock Return Predictability and Portfolio Allocation

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Publisher :
ISBN 13 :
Total Pages : 380 pages
Book Rating : 4.:/5 (318 download)

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Book Synopsis Essays on Stock Return Predictability and Portfolio Allocation by : Bradley Steele Paye

Download or read book Essays on Stock Return Predictability and Portfolio Allocation written by Bradley Steele Paye and published by . This book was released on 2004 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Essays on Predicting and Explaining the Cross Section of Stock Returns

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Publisher :
ISBN 13 :
Total Pages : 181 pages
Book Rating : 4.:/5 (128 download)

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Book Synopsis Essays on Predicting and Explaining the Cross Section of Stock Returns by : Xun Zhong

Download or read book Essays on Predicting and Explaining the Cross Section of Stock Returns written by Xun Zhong and published by . This book was released on 2019 with total page 181 pages. Available in PDF, EPUB and Kindle. Book excerpt: My dissertation consists of three chapters that study various aspects of stock return predictability. In the first chapter, I explore the interplay between the aggregation of information about stock returns and p-hacking. P-hacking refers to the practice of trying out various variables and model specifications until the result appears to be statistically significant, that is, the p-value of the test statistic is below a particular threshold. The standard information aggregation techniques exacerbate p-hacking by increasing the probability of the type I error. I propose an aggregation technique, which is a simple modification of 3PRF/PLS, that has an opposite property: the predictability tests applied to the combined predictor become more conservative in the presence of p-hacking. I quantify the advantages of my approach relative to the standard information aggregation techniques by using simulations. As an illustration, I apply the modified 3PRF/PLS to three sets of return predictors proposed in the literature and find that the forecasting ability of combined predictors in two cases cannot be explained by p-hacking. In the second chapter, I explore whether the stochastic discount factors (SDFs) of five characteristic-based asset pricing models can be explained by a large set of macroeconomic shocks. Characteristic-based factor models are linear models whose risk factors are returns on trading strategies based on firm characteristics. Such models are very popular in finance because of their superior ability to explain the cross-section of expected stock returns, but they are also criticized for their lack of interpretability. Each characteristic-based factor model is uniquely characterized by its SDF. To approximate the SDFs by a comprehensive set of 131 macroeconomic shocks without overfitting, I employ the elastic net regression, which is a machine learning technique. I find that the best combination of macroeconomic shocks can explain only a relatively small part of the variation in the SDFs, and the whole set of macroeconomic shocks approximates the SDFs not better than only few shocks. My findings suggest that behavioral factors and sentiment are important determinants of asset prices. The third chapter investigates whether investors efficiently aggregate analysts' earnings forecasts and whether combinations of the forecasts can predict announcement returns. The traditional consensus forecast of earnings used by academics and practitioners is the simple average of all analysts' earnings forecasts (Naive Consensus). However, this measure ignores that there exists a cross-sectional variation in analysts' forecast accuracy and persistence in such accuracy. I propose a consensus that is an accuracy-weighted average of all analysts' earnings forecasts (Smart Consensus). I find that Smart Consensus is a more accurate predictor of firms' earnings per share (EPS) than Naive Consensus. If investors weight forecasts efficiently according to the analysts' forecast accuracy, the market reaction to earnings announcements should be positively related to the difference between firms' reported earnings and Smart Consensus (Smart Surprise) and should be unrelated to the difference between firms' reported earnings and Naive Consensus (Naive Surprise). However, I find that market reaction to earnings announcements is positively related to both measures. Thus, investors do not aggregate forecasts efficiently. In addition, I find that the market reaction to Smart Surprise is stronger in stocks with higher institutional ownership. A trading strategy based on Expectation Gap, which is the difference between Smart and Naive Consensuses, generates positive risk-adjusted returns in the three-day window around earnings announcements.

Essays on the Predictability and Volatility of Returns in the Stock Market

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Publisher :
ISBN 13 :
Total Pages : 137 pages
Book Rating : 4.:/5 (276 download)

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Book Synopsis Essays on the Predictability and Volatility of Returns in the Stock Market by : Ruojun Wu

Download or read book Essays on the Predictability and Volatility of Returns in the Stock Market written by Ruojun Wu and published by . This book was released on 2008 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation studies the effect of parameter uncertainty on the return predictability and volatility of the stock market. The first two chapters focus on the decomposition of market volatility, and the third chapter studies the return predictability. When facing imperfect information, the investors tend to form a learning scheme that encompasses both historical data and prior beliefs. In the variance decomposition framework, the introducing of learning directly impacts the way that return forecasts are revised and consequently the relative component of market volatility based on these forecasts, namely the price movements from revision on future discount rates and those from future cash flows. According to the empirical study in Chapter 1, the former is not necessarily the major driving force of market volatility, which provides an alternative view on what moves stock prices. Learning is modeled and estimated by Bayesian method. Chapter 2 follows the topic in Chapter 1 and studies the role of persistent state variables in return decomposition in order to provide more robust inference on variance decomposition. In Chapter 3 we propose to utilize theoretical constraints to help predict market returns when in sample data is very noisy and creates model uncertainty for the investors. The constraints are also incorporated by Bayesian method. We show in the out-of-sample forecast experiment that models with theoretical constraints produce better forecasts.

Stock Return Predictability

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ISBN 13 :
Total Pages : 35 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Stock Return Predictability by : David G. McMillan

Download or read book Stock Return Predictability written by David G. McMillan and published by . This book was released on 2017 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper argues that the nature of stock return predictability varies with the level of inflation. We contend that the nature of relations between economic variables and returns differs according to the level of inflation, due to different economic risk implications. An increase in low level inflation may signal improving economic conditions and lower expected returns, while the opposite is true with an equal rise in high level inflation. Linear estimation provides contradictory coefficient values, which we argue arises from mixing coefficient values across regimes. We test for and estimate threshold models with inflation and the term structure as the threshold variable. These models reveal a change in either the sign or magnitude of the parameter values across the regimes such that the relation between stock returns and economic variables is not constant. Measures of in-sample fit and a forecast exercise support the threshold models. They produce a higher adjusted R-squared, lower MAE and RMSE and higher trading related measures. These results help explain the lack of consistent empirical evidence in favour of stock return predictability and should be of interest to those engaged in stock market modelling as well as trading and portfolio management.

STOCK MARKET PERFORMANCE & MACRO ECONOMIC VARIABLES AN EMPIRICAL STUDY OF STOCK MARKET

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Publisher : Arnav
ISBN 13 : 9788115639391
Total Pages : 0 pages
Book Rating : 4.6/5 (393 download)

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Book Synopsis STOCK MARKET PERFORMANCE & MACRO ECONOMIC VARIABLES AN EMPIRICAL STUDY OF STOCK MARKET by : Arnav V

Download or read book STOCK MARKET PERFORMANCE & MACRO ECONOMIC VARIABLES AN EMPIRICAL STUDY OF STOCK MARKET written by Arnav V and published by Arnav. This book was released on 2022-12-23 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Owing to the ever-increasing importance of the financial markets, particularly the stock markets, in the economic development, especially of capital seeking developing nations, a plethora of studies have been conducted to examine the factors determining and influencing the stock market variables such as stock returns, market capitalisation, and turnover, amongst others. The present study examines the impact and role of macroeconomic variables on the stock market performance of an important developing country, viz., India. This relationship is examined from the framework of three main research objectives of investigating the relationship between macroeconomic variables and Indian stock market performance; modelling the crash of Indian stock market during the global financial crisis of 2007 - 2009 using the domestic and international macroeconomic variables, and predicting the movements in stock market variables using macroeconomic variables.

Empirical Asset Pricing

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Publisher : MIT Press
ISBN 13 : 0262039370
Total Pages : 497 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Empirical Asset Pricing by : Wayne Ferson

Download or read book Empirical Asset Pricing written by Wayne Ferson and published by MIT Press. This book was released on 2019-03-12 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to the theory and methods of empirical asset pricing, integrating classical foundations with recent developments. This book offers a comprehensive advanced introduction to asset pricing, the study of models for the prices and returns of various securities. The focus is empirical, emphasizing how the models relate to the data. The book offers a uniquely integrated treatment, combining classical foundations with more recent developments in the literature and relating some of the material to applications in investment management. It covers the theory of empirical asset pricing, the main empirical methods, and a range of applied topics. The book introduces the theory of empirical asset pricing through three main paradigms: mean variance analysis, stochastic discount factors, and beta pricing models. It describes empirical methods, beginning with the generalized method of moments (GMM) and viewing other methods as special cases of GMM; offers a comprehensive review of fund performance evaluation; and presents selected applied topics, including a substantial chapter on predictability in asset markets that covers predicting the level of returns, volatility and higher moments, and predicting cross-sectional differences in returns. Other chapters cover production-based asset pricing, long-run risk models, the Campbell-Shiller approximation, the debate on covariance versus characteristics, and the relation of volatility to the cross-section of stock returns. An extensive reference section captures the current state of the field. The book is intended for use by graduate students in finance and economics; it can also serve as a reference for professionals.

The Handbook of Equity Market Anomalies

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Publisher : John Wiley & Sons
ISBN 13 : 1118127765
Total Pages : 352 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis The Handbook of Equity Market Anomalies by : Leonard Zacks

Download or read book The Handbook of Equity Market Anomalies written by Leonard Zacks and published by John Wiley & Sons. This book was released on 2011-08-24 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Investment pioneer Len Zacks presents the latest academic research on how to beat the market using equity anomalies The Handbook of Equity Market Anomalies organizes and summarizes research carried out by hundreds of finance and accounting professors over the last twenty years to identify and measure equity market inefficiencies and provides self-directed individual investors with a framework for incorporating the results of this research into their own investment processes. Edited by Len Zacks, CEO of Zacks Investment Research, and written by leading professors who have performed groundbreaking research on specific anomalies, this book succinctly summarizes the most important anomalies that savvy investors have used for decades to beat the market. Some of the anomalies addressed include the accrual anomaly, net stock anomalies, fundamental anomalies, estimate revisions, changes in and levels of broker recommendations, earnings-per-share surprises, insider trading, price momentum and technical analysis, value and size anomalies, and several seasonal anomalies. This reliable resource also provides insights on how to best use the various anomalies in both market neutral and in long investor portfolios. A treasure trove of investment research and wisdom, the book will save you literally thousands of hours by distilling the essence of twenty years of academic research into eleven clear chapters and providing the framework and conviction to develop market-beating strategies. Strips the academic jargon from the research and highlights the actual returns generated by the anomalies, and documented in the academic literature Provides a theoretical framework within which to understand the concepts of risk adjusted returns and market inefficiencies Anomalies are selected by Len Zacks, a pioneer in the field of investing As the founder of Zacks Investment Research, Len Zacks pioneered the concept of the earnings-per-share surprise in 1982 and developed the Zacks Rank, one of the first anomaly-based stock selection tools. Today, his firm manages U.S. equities for individual and institutional investors and provides investment software and investment data to all types of investors. Now, with his new book, he shows you what it takes to build a quant process to outperform an index based on academically documented market inefficiencies and anomalies.

Geopolitical Risk on Stock Returns: Evidence from Inter-Korea Geopolitics

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Publisher : International Monetary Fund
ISBN 13 : 1557759677
Total Pages : 36 pages
Book Rating : 4.5/5 (577 download)

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Book Synopsis Geopolitical Risk on Stock Returns: Evidence from Inter-Korea Geopolitics by : Seungho Jung

Download or read book Geopolitical Risk on Stock Returns: Evidence from Inter-Korea Geopolitics written by Seungho Jung and published by International Monetary Fund. This book was released on 2021-10-22 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt: We investigate how corporate stock returns respond to geopolitical risk in the case of South Korea, which has experienced large and unpredictable geopolitical swings that originate from North Korea. To do so, a monthly index of geopolitical risk from North Korea (the GPRNK index) is constructed using automated keyword searches in South Korean media. The GPRNK index, designed to capture both upside and downside risk, corroborates that geopolitical risk sharply increases with the occurrence of nuclear tests, missile launches, or military confrontations, and decreases significantly around the times of summit meetings or multilateral talks. Using firm-level data, we find that heightened geopolitical risk reduces stock returns, and that the reductions in stock returns are greater especially for large firms, firms with a higher share of domestic investors, and for firms with a higher ratio of fixed assets to total assets. These results suggest that international portfolio diversification and investment irreversibility are important channels through which geopolitical risk affects stock returns.

Bollinger on Bollinger Bands

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Publisher : McGraw Hill Professional
ISBN 13 : 0071373683
Total Pages : 255 pages
Book Rating : 4.0/5 (713 download)

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Book Synopsis Bollinger on Bollinger Bands by : John Bollinger

Download or read book Bollinger on Bollinger Bands written by John Bollinger and published by McGraw Hill Professional. This book was released on 2002 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this long-awaited book by the trading icon John Bollinger, traders learn the ins and outs of Bollinger Bands--one of today's indispensable market tools--from the man who created them. 100 illustrations.

Machine Learning in Asset Pricing

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Publisher : Princeton University Press
ISBN 13 : 0691218706
Total Pages : 156 pages
Book Rating : 4.6/5 (912 download)

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Book Synopsis Machine Learning in Asset Pricing by : Stefan Nagel

Download or read book Machine Learning in Asset Pricing written by Stefan Nagel and published by Princeton University Press. This book was released on 2021-05-11 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: A groundbreaking, authoritative introduction to how machine learning can be applied to asset pricing Investors in financial markets are faced with an abundance of potentially value-relevant information from a wide variety of different sources. In such data-rich, high-dimensional environments, techniques from the rapidly advancing field of machine learning (ML) are well-suited for solving prediction problems. Accordingly, ML methods are quickly becoming part of the toolkit in asset pricing research and quantitative investing. In this book, Stefan Nagel examines the promises and challenges of ML applications in asset pricing. Asset pricing problems are substantially different from the settings for which ML tools were developed originally. To realize the potential of ML methods, they must be adapted for the specific conditions in asset pricing applications. Economic considerations, such as portfolio optimization, absence of near arbitrage, and investor learning can guide the selection and modification of ML tools. Beginning with a brief survey of basic supervised ML methods, Nagel then discusses the application of these techniques in empirical research in asset pricing and shows how they promise to advance the theoretical modeling of financial markets. Machine Learning in Asset Pricing presents the exciting possibilities of using cutting-edge methods in research on financial asset valuation.

Artificial Intelligence in Asset Management

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Publisher : CFA Institute Research Foundation
ISBN 13 : 195292703X
Total Pages : 95 pages
Book Rating : 4.9/5 (529 download)

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Book Synopsis Artificial Intelligence in Asset Management by : Söhnke M. Bartram

Download or read book Artificial Intelligence in Asset Management written by Söhnke M. Bartram and published by CFA Institute Research Foundation. This book was released on 2020-08-28 with total page 95 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) has grown in presence in asset management and has revolutionized the sector in many ways. It has improved portfolio management, trading, and risk management practices by increasing efficiency, accuracy, and compliance. In particular, AI techniques help construct portfolios based on more accurate risk and return forecasts and more complex constraints. Trading algorithms use AI to devise novel trading signals and execute trades with lower transaction costs. AI also improves risk modeling and forecasting by generating insights from new data sources. Finally, robo-advisors owe a large part of their success to AI techniques. Yet the use of AI can also create new risks and challenges, such as those resulting from model opacity, complexity, and reliance on data integrity.

Essays in Honor of Joon Y. Park

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Publisher : Emerald Group Publishing
ISBN 13 : 1837532109
Total Pages : 360 pages
Book Rating : 4.8/5 (375 download)

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Book Synopsis Essays in Honor of Joon Y. Park by : Yoosoon Chang

Download or read book Essays in Honor of Joon Y. Park written by Yoosoon Chang and published by Emerald Group Publishing. This book was released on 2023-04-24 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volumes 45a and 45b of Advances in Econometrics honor Professor Joon Y. Park, who has made numerous and substantive contributions to the field of econometrics over a career spanning four decades since the 1980s and counting.

Market Timing and Moving Averages

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Publisher : Springer
ISBN 13 : 1137359838
Total Pages : 285 pages
Book Rating : 4.1/5 (373 download)

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Book Synopsis Market Timing and Moving Averages by : P. Glabadanidis

Download or read book Market Timing and Moving Averages written by P. Glabadanidis and published by Springer. This book was released on 2015-07-15 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a prevailing view among researchers and practitioners that abnormal risk-adjusted returns are an anomaly of financial market inefficiency. This outlook is misleading, since such returns only shed light on the imperfect models commonly used to measure and benchmark investment performance. In particular, using static asset pricing models to judge the performance of a dynamic investment strategy leads to flawed inferences when predicting market indicators. Market Timing and Moving Averages investigates the performance of moving average price indicators as a tactical asset allocation strategy. Glabadanidis provides a rationale for analyzing and testing the market timing and predictive power of any indicator based on past average prices and trading volume. He argues that certain trading strategies are best implemented as a dynamic asset allocation without selling short, in turn achieving the effect of an imperfect at-the-money protective put option. This work contains an empirical analysis of the performance of various versions of trading strategies based on simple moving averages.

Efficiency and Anomalies in Stock Markets

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Publisher : Mdpi AG
ISBN 13 : 9783036530802
Total Pages : 232 pages
Book Rating : 4.5/5 (38 download)

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Book Synopsis Efficiency and Anomalies in Stock Markets by : Wing-Keung Wong

Download or read book Efficiency and Anomalies in Stock Markets written by Wing-Keung Wong and published by Mdpi AG. This book was released on 2022-02-17 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Crises Explanations, Types, and Implications

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Publisher : International Monetary Fund
ISBN 13 : 1475561008
Total Pages : 66 pages
Book Rating : 4.4/5 (755 download)

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Book Synopsis Financial Crises Explanations, Types, and Implications by : Mr.Stijn Claessens

Download or read book Financial Crises Explanations, Types, and Implications written by Mr.Stijn Claessens and published by International Monetary Fund. This book was released on 2013-01-30 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper reviews the literature on financial crises focusing on three specific aspects. First, what are the main factors explaining financial crises? Since many theories on the sources of financial crises highlight the importance of sharp fluctuations in asset and credit markets, the paper briefly reviews theoretical and empirical studies on developments in these markets around financial crises. Second, what are the major types of financial crises? The paper focuses on the main theoretical and empirical explanations of four types of financial crises—currency crises, sudden stops, debt crises, and banking crises—and presents a survey of the literature that attempts to identify these episodes. Third, what are the real and financial sector implications of crises? The paper briefly reviews the short- and medium-run implications of crises for the real economy and financial sector. It concludes with a summary of the main lessons from the literature and future research directions.