The forward premium puzzle is closely related to the failure of uncovered interest parity

Size: px
Start display at page:

Download "The forward premium puzzle is closely related to the failure of uncovered interest parity"

Transcription

1 World Economy - Forward Premium Puzzle 1 Forward Premium Puzzle Definiions and Relaed Conceps The forward premium puzzle is closely relaed o he failure of uncovered ineres pariy o hold, and he phenomenon of forward rae bias. The puzzle is he finding ha he forward premium usually poins in he wrong direcion for he ex pos movemen in he spo exchange rae. Uncovered ineres pariy saes ha, if covered ineres pariy holds, hen he forward discoun and hence he ineres differenial, should be an unbiased predicor of he ex pos change in he spo rae, assuming raional expecaions. The forward rae bias puzzle is given by he fac ha he forward rae does no provide an unbiased forecas of he fuure spo rae. ime as To fix conceps and erms, define he forward rae a ime for a rade o occur a F and he spo rae a ime as S. Furher, le he subjecive expecaion of he spo rae a ime +, based upon ime informaion, be defined as ε ). Assume ( S + for he momen raional expecaions, viz., E + ). Then one should expec: ( S = (1) S + F + u+ Where he error erm is an expecaional error. In realiy, regression esimaes do no find a regression coefficien of uniy, alhough he poin esimae is ofen no saisically significanly far from he posied value. A more problemaic aspec of such regressions is ha he esimaed regression error erm ofen exhibis serial correlaion, violaing he raional expecaions hypohesis. 1

2 World Economy - Forward Premium Puzzle 2 The forward premium puzzle can be idenified by assuming ha he error erm is log normally disribued, so ha (1) can be rewrien as: s β 1 f + u+ = β ~ (2) Where under he null hypohesis, β = 1 1, and β0 is allowed o equal some consan impounding some Jensens Inequaliy erms. Noice ha one can subrac he curren log spo rae s from boh sides, since under he null β = 1 1. This yields: s + s = 0 + β 1 ( f s ) + u+ β ~ (3) The lef hand side of equaion (3) is ex pos depreciaion, while he erm in he parenheses is he forward discoun (or inverse of he forward premium). The puzzle is ha esimaes of β1 are no only differen from he value of uniy, and saisically significanly so, bu also ha he coefficien esimaes are ypically negaive. This issue is lined up o uncovered ineres pariy in he following sense. If covered ineres pariy holds, hen: ( f * s ) = ( i i ) (4) Subsiuing his no arbirage profis condiion ino (3), one finds ha (3) can be rewrien as: β ( ) ~ (5) * s + s = 0 + β 1 i i + u+ Which is he regression equaion used o es he join null hypohesis of uncovered ineres pariy and raional expecaions. The finding of a negaive slope coefficien in 2

3 World Economy - Forward Premium Puzzle 3 equaion (5) is equivalen o he finding of a negaive slope coefficien in (3), for insances where covered ineres pariy holds. There are several reasons why he forward premium puzzle migh exis, even when capial is perfecly mobile according o he covered ineres pariy crierion: (1) he invalidiy of he raional expecaions hypohesis; (2) issues of economeric implemenaion; and (3) he exisence of an exchange ris premium. As discussed a greaer lengh in he enry on Ineres Rae Pariy, esimaes of equaion (5) using values for ha range up o one year ypically rejec he unbiasedness resricion on he slope parameer. For insance, he survey by Froo and Thaler (1990), for insance, finds an average esimae for β of Chinn and Meredih (2004) documen ha his resul holds for more recen periods exending up o They also show ha he bias ends o decrease a longer horizons. The Validiy of he Raional Expecaions Hypohesis I is imporan o recall ha, in fac, uncovered ineres pariy properly defined as relaing o expeced depreciaion, is unesable. Esimaion of he sandard UIP regression equaion relies upon he raional expecaions mehodology embodied in equaion (1). Of course, reliance upon he assumpion of mean zero expecaional errors is by no means unconroversial. In a number of papers, Froo and Franel (1989) demonsrae ha he sandard ess for UIP yield radically differen resuls when one uses survey-based measures of exchange rae depreciaion. They find ha mos of he variaion of he forward discoun appears o be relaed o expeced depreciaion, raher han a ime varying ris premium, hereby lending credence o UIP. 3

4 World Economy - Forward Premium Puzzle 4 Chinn and Franel (1994, 2002) documen he fac ha i is difficul o rejec UIP for a broader se of currencies, when using forecass provided by he Currency Forecasers Diges (CFD), alhough here is some evidence of a ris premium a he 12 monh horizon. Chinn and Franel inerpre he differing resuls as arising from a wider se of currencies hey examine 17 currencies as opposed o he 5 or so examined by Franel and Froo (1987) where he assumpion of perfec subsiuabiliy of deb insrumens is less liely o hold. As hese auhors have sressed, rejecion of he raional expecaions hypohesis does no necessarily mean one acceps he proposiion ha agens are irraional. I may be ha agens are consanly learning abou he economic environmen such ha heir forecass are biased for long sreches of ime. Models incorporaing Bayesian learning includes Lewis (1989). More recenly, Bacchea and van Wincoop (2006) have inroduced incomplee informaion processing essenially a ransacions coss raionale for infrequen porfolio rebalancing as a reason for why he forward premium puzzle exiss. (Lyons (2001) appeal o insiuional and microsrucural facors o explain he presence of excess reurns is a relaed, bu disinc, approach.) Economeric Issues Chinn and Meredih (2004) explain he divergence in shor and long-horizon resuls by McCallum (1994) appealed o a moneary reacion funcion ha responds o exchange rae changes, hereby maing ineres raes endogenous in an economic sense. This argumen can be reinerpreed in an economeric framewor following Moore (1994) and Villanueva (2005). However, i is unclear wheher such approaches can explain he negaive coefficiens obained. 4

5 World Economy - Forward Premium Puzzle 5 A wide variey of differen economeric issues have also been invesigaed. Baillie and Bollerslev (2000) argue ha here is a nonlineariy in he relaionship beween he spo rae and he forward discoun. When he forward discoun is large in absolue value, hen he forward discoun is liely o poin in he righ direcion. When he forward discoun is small, i is liely o poin in he wrong direcion, perhaps because ransacions coss are large relaive o poenial gains. Maynard and Phillips (2001) argue ha imposing a uni coefficien on he relaionship by subracing he spo rae from boh sides of equaion (2) can induce disorions ino he disribuion for he slope parameer when he regressor and regressand are boh highly persisen. However, follow-up wor by Maynard (2003) indicaes ha he negaive slope coefficien canno be enirely explained by he ime series characerisics of he variables. A Ris Premium Inerpreaion Perhaps he mos naural explanaion for why he forward premium predics he wrong direcion of exchange rae movemens is ha a ris premium drives a wedge beween expeced changes and acual changes. How o model he ris premium is he challenge; Engel (1996) provides a survey. The porfolio balance approach, which focuses on socs of ouside asses, was he framewor firs adoped in he modeling of he ris premium. However, he widespread failure o find any lin beween socs of ouside asses (such as governmen bonds) and he ex pos ris premium (Franel and Engel, 1984) ended his avenue of research. 5

6 World Economy - Forward Premium Puzzle 6 Oher ris-based explanaions have been forwarded. One se of explanaions rely upon he presence of sicy prices in general equilibrium models. Engel (1999) discusses he ris ha arises due o he covariaion of consumpion and exchange raes in such models wih nominal rigidiies. Oher rigidiies have been inroduced in order o induce ris premia. One such se of models incorporaes limied paricipaion on he par of agens. Households only ener ino arbirage when he benefis exceed he coss sufficienly. See for insance Alvarez, e al. (2002). The consumpion based ris premium approach has also been resurreced by appealing o more exoic preferences. Beaer, Hodric and Marshall (1997) conclude ha while inroducing firs order ris aversion can produce negaive slope coefficiens, he relaive magniudes of exchange rae changes and ris premia canno be mached. More recenly, Verdelhan (2006) has forwarded a model wherein ad hoc exernal habi preferences, combined wih rade coss, which can lead o quaniaively large ris premia. A he same ime, he is able o mach he variance of real exchange changes. Moore and Roche (2006) also relies upon exernal habi preferences, bu imbeds hese ino a moneary model. The combinaion of muliple coss or rigidiies appears o be a fruiful approach for explaining why he forward discoun ypically poins in he wrong direcion for he ex pos exchange rae change. Menzie D. Chinn (1/2/07) Professor of Public Affairs and Economics Universiy of Wisconsin 6

7 World Economy - Forward Premium Puzzle 7 References Alvarez, F., Aeson, A. and Kehoe, P.J., 2002, Money, ineres raes, and exchange raes in endogenously segmened mares, Journal of Poliical Economy 110 (1): Baillie, R. T. and T. Bollerslev, 2000, The Forward Premium Anomaly Is No As Bad As You Thin, Journal of Inernaional Money and Finance 19: Beaer, G., R.J. Hodric, and D.A. Marshall, 1997, The Implicaions of Firs-Order Ris Aversion for Asse Mare Ris Premiums, Journal of Moneary Economics 40: Chinn, M.D. and J.A. Franel, 2002, Survey Daa on Exchange Rae Expecaions: More Currencies, More Horizons, More Tess, in W. Allen and D. Dicinson (ediors), Moneary Policy, Capial Flows and Financial Mare Developmens in he Era of Financial Globalisaion: Essays in Honour of Max Fry (London: Rouledge, 2002): pp Chinn, M.D. and J.A. Franel, 1994, Paerns in Exchange Rae Forecass for 25 Currencies, Journal of Money, Credi and Baning 26 (4) (November): Chinn, M.D. and G. Meredih, 2004, Moneary Policy and Long Horizon Uncovered Ineres Pariy, IMF Saff Papers 51(3) (November): Engel, C., 1999, On he Foreign Exchange Ris Premium in Sicy-Price General Equilibrium Models, Inernaional Finance and Financial Crises: Essays in Honor of Rober P. Flood, Peer Isard, Assaf Razin and Andrew Rose, eds., (IMF and Kluwer), pp Engel, C., 1996, The Forward Discoun Anomaly and he Ris Premium: A Survey of Recen Evidence, Journal of Empirical Finance 3 (June): Franel, J.A. and C.M. Engel, 1984, Do Asse Demands Opimize over he Mean and Variance of Reurns? A Six Currency Tes, Journal of Inernaional Economics. 17: Franel, J.A. and K.A. Froo, 1987,"Using Survey Daa o Tes Sandard Proposiions Regarding Exchange Rae Expecaions," American Economic Review. 77(1) (March): Froo, K.A. and J.A. Franel, 1989,"Forward Discoun Bias: Is I an Exchange Ris Premium?" Quarerly Journal of Economics 104(1) (February): Froo, K.A. and R.H. Thaler, 1990, Foreign Exchange, Journal of Economic Perspecives 4(3) (Summer):

8 World Economy - Forward Premium Puzzle 8 Lewis, K.K., 1989, Changing Beliefs and Sysemaic Raional Forecas Errors wih Evidence from Foreign Exchange, American Economic Review 79(4): Lyons, Richard, 2001, The Microsrucure Approach o Exchange Raes (Cambridge and London: MIT Press). McCallum, B.T., 1994, A Reconsideraion of he Uncovered Ineres Pariy Relaionship, Journal of Moneary Economics 33: Maynard, A. and P.C.B. Phillips, 2001, "Rehining an Old Empirical Puzzle: Economeric Evidence on he Forward Discoun Anomaly", Journal of Applied Economerics, 16(6): Maynard, A., 2003, Tesing for Forward-rae Unbiasedness on Regression in Levels and in Reurns, Review of Economics and Saisics 85(2): Moore, M.J., 1994, Tesing for Unbiasedness in Forward Mares, The Mancheser School 62 (Supplemen): Moore, M.J. and M.J. Roche, 2006, Solving Exchange Rae Puzzles wihou Sicy Prices nor Trade Coss, mimeo (Queens Universiy Belfas, Ocober). Verdelhan, A., 2006, A Habi-Based Explanaion of he Exchange Rae Ris Premium, mimeo (Boson Universiy, Augus). Villanueva, O. Miguel, 2005, FX Dynamics, Limied Paricipaion, and he Forward Bias Anomaly, The Financial Review 40:

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA

GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA Journal of Applied Economics, Vol. IV, No. (Nov 001), 313-37 GOOD NEWS, BAD NEWS AND GARCH EFFECTS 313 GOOD NEWS, BAD NEWS AND GARCH EFFECTS IN STOCK RETURN DATA CRAIG A. DEPKEN II * The Universiy of Texas

More information

Cointegration: The Engle and Granger approach

Cointegration: The Engle and Granger approach Coinegraion: The Engle and Granger approach Inroducion Generally one would find mos of he economic variables o be non-saionary I(1) variables. Hence, any equilibrium heories ha involve hese variables require

More information

How To Calculate Price Elasiciy Per Capia Per Capi

How To Calculate Price Elasiciy Per Capia Per Capi Price elasiciy of demand for crude oil: esimaes for 23 counries John C.B. Cooper Absrac This paper uses a muliple regression model derived from an adapaion of Nerlove s parial adjusmen model o esimae boh

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

Hedging with Forwards and Futures

Hedging with Forwards and Futures Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures

More information

Estimating Time-Varying Equity Risk Premium The Japanese Stock Market 1980-2012

Estimating Time-Varying Equity Risk Premium The Japanese Stock Market 1980-2012 Norhfield Asia Research Seminar Hong Kong, November 19, 2013 Esimaing Time-Varying Equiy Risk Premium The Japanese Sock Marke 1980-2012 Ibboson Associaes Japan Presiden Kasunari Yamaguchi, PhD/CFA/CMA

More information

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments BALANCE OF PAYMENTS DATE: 2008-05-30 PUBLISHER: Balance of Paymens and Financial Markes (BFM) Lena Finn + 46 8 506 944 09, lena.finn@scb.se Camilla Bergeling +46 8 506 942 06, camilla.bergeling@scb.se

More information

INTRODUCTION TO FORECASTING

INTRODUCTION TO FORECASTING INTRODUCTION TO FORECASTING INTRODUCTION: Wha is a forecas? Why do managers need o forecas? A forecas is an esimae of uncerain fuure evens (lierally, o "cas forward" by exrapolaing from pas and curren

More information

Foreign Exchange Market Microstructure

Foreign Exchange Market Microstructure Foreign Exchange Marke Microsrucure Marin.. Evans 1 Georgeown Universiy and NBER Absrac This paper provides an overview of he recen lieraure on Foreign Exchange Marke Microsrucure. Is aim is no o survey

More information

Monetary Policy & Real Estate Investment Trusts *

Monetary Policy & Real Estate Investment Trusts * Moneary Policy & Real Esae Invesmen Truss * Don Bredin, Universiy College Dublin, Gerard O Reilly, Cenral Bank and Financial Services Auhoriy of Ireland & Simon Sevenson, Cass Business School, Ciy Universiy

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith**

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith** Relaionships beween Sock Prices and Accouning Informaion: A Review of he Residual Income and Ohlson Models Sco Pirie* and Malcolm Smih** * Inernaional Graduae School of Managemen, Universiy of Souh Ausralia

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of Prof. Harris Dellas Advanced Macroeconomics Winer 2001/01 The Real Business Cycle paradigm The RBC model emphasizes supply (echnology) disurbances as he main source of macroeconomic flucuaions in a world

More information

SPECULATIVE DYNAMICS IN THE TERM STRUCTURE OF INTEREST RATES. Abstract

SPECULATIVE DYNAMICS IN THE TERM STRUCTURE OF INTEREST RATES. Abstract SPECULATIVE DYNAMICS IN THE TERM STRUCTURE OF INTEREST RATES KRISTOFFER P. NIMARK Absrac When long mauriy bonds are raded frequenly and raional raders have non-nesed informaion ses, speculaive behavior

More information

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper

More information

Appendix D Flexibility Factor/Margin of Choice Desktop Research

Appendix D Flexibility Factor/Margin of Choice Desktop Research Appendix D Flexibiliy Facor/Margin of Choice Deskop Research Cheshire Eas Council Cheshire Eas Employmen Land Review Conens D1 Flexibiliy Facor/Margin of Choice Deskop Research 2 Final Ocober 2012 \\GLOBAL.ARUP.COM\EUROPE\MANCHESTER\JOBS\200000\223489-00\4

More information

Risk Modelling of Collateralised Lending

Risk Modelling of Collateralised Lending Risk Modelling of Collaeralised Lending Dae: 4-11-2008 Number: 8/18 Inroducion This noe explains how i is possible o handle collaeralised lending wihin Risk Conroller. The approach draws on he faciliies

More information

Usefulness of the Forward Curve in Forecasting Oil Prices

Usefulness of the Forward Curve in Forecasting Oil Prices Usefulness of he Forward Curve in Forecasing Oil Prices Akira Yanagisawa Leader Energy Demand, Supply and Forecas Analysis Group The Energy Daa and Modelling Cener Summary When people analyse oil prices,

More information

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya.

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya. Principal componens of sock marke dynamics Mehodology and applicaions in brief o be updaed Andrei Bouzaev, bouzaev@ya.ru Why principal componens are needed Objecives undersand he evidence of more han one

More information

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES OPENGAMMA QUANTITATIVE RESEARCH Absrac. Exchange-raded ineres rae fuures and heir opions are described. The fuure opions include hose paying

More information

Investor sentiment of lottery stock evidence from the Taiwan stock market

Investor sentiment of lottery stock evidence from the Taiwan stock market Invesmen Managemen and Financial Innovaions Volume 9 Issue 1 Yu-Min Wang (Taiwan) Chun-An Li (Taiwan) Chia-Fei Lin (Taiwan) Invesor senimen of loery sock evidence from he Taiwan sock marke Absrac This

More information

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Inernaional Journal of Accouning Research Vol., No. 7, 4 SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Mohammad Ebrahimi Erdi, Dr. Azim Aslani,

More information

Terms of Trade and Present Value Tests of Intertemporal Current Account Models: Evidence from the United Kingdom and Canada

Terms of Trade and Present Value Tests of Intertemporal Current Account Models: Evidence from the United Kingdom and Canada Terms of Trade and Presen Value Tess of Ineremporal Curren Accoun Models: Evidence from he Unied Kingdom and Canada Timohy H. Goodger Universiy of Norh Carolina a Chapel Hill November 200 Absrac This paper

More information

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test ABSTRACT Time Series Analysis Using SAS R Par I The Augmened Dickey-Fuller (ADF) Tes By Ismail E. Mohamed The purpose of his series of aricles is o discuss SAS programming echniques specifically designed

More information

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS

TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS TEMPORAL PATTERN IDENTIFICATION OF TIME SERIES DATA USING PATTERN WAVELETS AND GENETIC ALGORITHMS RICHARD J. POVINELLI AND XIN FENG Deparmen of Elecrical and Compuer Engineering Marquee Universiy, P.O.

More information

Market-makers supply and pricing of financial market liquidity

Market-makers supply and pricing of financial market liquidity Economics Leers 76 (00) 53 58 www.elsevier.com/ locae/ econbase Marke-makers supply and pricing of financial marke liquidiy Pu Shen a,b, *, Ross M. Sarr a Research Deparmen, Federal Reserve Bank of Kansas

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

Florida State University Libraries

Florida State University Libraries Florida Sae Universiy Libraries Elecronic Theses, Treaises and Disseraions The Graduae School 2008 Two Essays on he Predicive Abiliy of Implied Volailiy Consanine Diavaopoulos Follow his and addiional

More information

Contrarian insider trading and earnings management around seasoned equity offerings; SEOs

Contrarian insider trading and earnings management around seasoned equity offerings; SEOs Journal of Finance and Accounancy Conrarian insider rading and earnings managemen around seasoned equiy offerings; SEOs ABSTRACT Lorea Baryeh Towson Universiy This sudy aemps o resolve he differences in

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

SPEC model selection algorithm for ARCH models: an options pricing evaluation framework

SPEC model selection algorithm for ARCH models: an options pricing evaluation framework Applied Financial Economics Leers, 2008, 4, 419 423 SEC model selecion algorihm for ARCH models: an opions pricing evaluaion framework Savros Degiannakis a, * and Evdokia Xekalaki a,b a Deparmen of Saisics,

More information

CRISES AND THE FLEXIBLE PRICE MONETARY MODEL. Sarantis Kalyvitis

CRISES AND THE FLEXIBLE PRICE MONETARY MODEL. Sarantis Kalyvitis CRISES AND THE FLEXIBLE PRICE MONETARY MODEL Saranis Kalyviis Currency Crises In fixed exchange rae regimes, counries rarely abandon he regime volunarily. In mos cases, raders (or speculaors) exchange

More information

Individual Health Insurance April 30, 2008 Pages 167-170

Individual Health Insurance April 30, 2008 Pages 167-170 Individual Healh Insurance April 30, 2008 Pages 167-170 We have received feedback ha his secion of he e is confusing because some of he defined noaion is inconsisen wih comparable life insurance reserve

More information

The Kinetics of the Stock Markets

The Kinetics of the Stock Markets Asia Pacific Managemen Review (00) 7(1), 1-4 The Kineics of he Sock Markes Hsinan Hsu * and Bin-Juin Lin ** (received July 001; revision received Ocober 001;acceped November 001) This paper applies he

More information

Small and Large Trades Around Earnings Announcements: Does Trading Behavior Explain Post-Earnings-Announcement Drift?

Small and Large Trades Around Earnings Announcements: Does Trading Behavior Explain Post-Earnings-Announcement Drift? Small and Large Trades Around Earnings Announcemens: Does Trading Behavior Explain Pos-Earnings-Announcemen Drif? Devin Shanhikumar * Firs Draf: Ocober, 2002 This Version: Augus 19, 2004 Absrac This paper

More information

CALENDAR ANOMALIES IN EMERGING BALKAN EQUITY MARKETS

CALENDAR ANOMALIES IN EMERGING BALKAN EQUITY MARKETS INTERNATIONAL ECONOMICS & FINANCE JOURNAL Vol. 6, No. 1, January-June (2011) : 67-82 CALENDAR ANOMALIES IN EMERGING BALKAN EQUITY MARKETS Andreas G. Georganopoulos *, Dimiris F. Kenourgios ** and Anasasios

More information

Maccini, Louis J.; Schaller, Huntley; Moore, Bartholomew. Working Papers, The Johns Hopkins University, Department of Economics, No.

Maccini, Louis J.; Schaller, Huntley; Moore, Bartholomew. Working Papers, The Johns Hopkins University, Department of Economics, No. econsor www.econsor.eu Der Open-Access-Publikaionsserver der ZBW Leibniz-Informaionszenrum Wirschaf The Open Access Publicaion Server of he ZBW Leibniz Informaion Cenre for Economics Maccini, Louis J.;

More information

Mathematics in Pharmacokinetics What and Why (A second attempt to make it clearer)

Mathematics in Pharmacokinetics What and Why (A second attempt to make it clearer) Mahemaics in Pharmacokineics Wha and Why (A second aemp o make i clearer) We have used equaions for concenraion () as a funcion of ime (). We will coninue o use hese equaions since he plasma concenraions

More information

Longevity 11 Lyon 7-9 September 2015

Longevity 11 Lyon 7-9 September 2015 Longeviy 11 Lyon 7-9 Sepember 2015 RISK SHARING IN LIFE INSURANCE AND PENSIONS wihin and across generaions Ragnar Norberg ISFA Universié Lyon 1/London School of Economics Email: ragnar.norberg@univ-lyon1.fr

More information

SPECULATION AND THE TERM STRUCTURE OF INTEREST RATES. Abstract

SPECULATION AND THE TERM STRUCTURE OF INTEREST RATES. Abstract SPECULATION AND THE TERM STRUCTURE OF INTEREST RATES KRISTOFFER P. NIMARK Absrac A racable equilibrium erm srucure model populaed wih raional bu heerogeneously informed raders is developed and esimaed.

More information

Anchoring Bias in Consensus Forecasts and its Effect on Market Prices

Anchoring Bias in Consensus Forecasts and its Effect on Market Prices Finance and Economics Discussion Series Divisions of Research & Saisics and Moneary Affairs Federal Reserve Board, Washingon, D.C. Anchoring Bias in Consensus Forecass and is Effec on Marke Prices Sean

More information

Internet Appendix to Product Market Competition, Insider Trading and Stock Market Efficiency *

Internet Appendix to Product Market Competition, Insider Trading and Stock Market Efficiency * Inerne Appendix o Produc Marke Copeiion, Insider Trading and Sock Marke Efficiency * In his appendix, we verify ha our resuls are robus o a nuber of changes. We firs confir ha hey are insensiive o he definiion

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

LECTURE: SOCIAL SECURITY HILARY HOYNES UC DAVIS EC230 OUTLINE OF LECTURE:

LECTURE: SOCIAL SECURITY HILARY HOYNES UC DAVIS EC230 OUTLINE OF LECTURE: LECTURE: SOCIAL SECURITY HILARY HOYNES UC DAVIS EC230 OUTLINE OF LECTURE: 1. Inroducion and definiions 2. Insiuional Deails in Social Securiy 3. Social Securiy and Redisribuion 4. Jusificaion for Governmen

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

Lecture Note on the Real Exchange Rate

Lecture Note on the Real Exchange Rate Lecure Noe on he Real Exchange Rae Barry W. Ickes Fall 2004 0.1 Inroducion The real exchange rae is he criical variable (along wih he rae of ineres) in deermining he capial accoun. As we shall see, his

More information

Niche Market or Mass Market?

Niche Market or Mass Market? Niche Marke or Mass Marke? Maxim Ivanov y McMaser Universiy July 2009 Absrac The de niion of a niche or a mass marke is based on he ranking of wo variables: he monopoly price and he produc mean value.

More information

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1 Business Condiions & Forecasing Exponenial Smoohing LECTURE 2 MOVING AVERAGES AND EXPONENTIAL SMOOTHING OVERVIEW This lecure inroduces ime-series smoohing forecasing mehods. Various models are discussed,

More information

A reconsideration of the Meese-Rogoff puzzle: An alternative approach to model estimation and forecast evaluation. Dr Kelly Burns* Abstract

A reconsideration of the Meese-Rogoff puzzle: An alternative approach to model estimation and forecast evaluation. Dr Kelly Burns* Abstract A reconsideraion of he Meese-Rogoff puzzle: An alernaive approach o model esimaion and forecas evaluaion Dr Kelly Burns* Absrac This sudy revisis he Meese-Rogoff puzzle by esimaing he radiional moneary

More information

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Invesmen Managemen and Financial Innovaions, Volume 4, Issue 3, 7 33 DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Ahanasios

More information

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? *

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? * Does Opion Trading Have a Pervasive Impac on Underlying Soc Prices? * Neil D. Pearson Universiy of Illinois a Urbana-Champaign Allen M. Poeshman Universiy of Illinois a Urbana-Champaign Joshua Whie Universiy

More information

Volatility Forecasting Techniques and Volatility Trading: the case of currency options

Volatility Forecasting Techniques and Volatility Trading: the case of currency options Volailiy Forecasing Techniques and Volailiy Trading: he case of currency opions by Lampros Kalivas PhD Candidae, Universiy of Macedonia, MSc in Inernaional Banking and Financial Sudies, Universiy of Souhampon,

More information

Understanding Exchange Rate Dynamics: What Does The Term Structure of FX Options Tell Us?

Understanding Exchange Rate Dynamics: What Does The Term Structure of FX Options Tell Us? Undersanding Exchange Rae Dynamics: Wha Does The Term Srucure of FX Opions Tell Us? Yu-chin Chen and Ranganai Gwai December 2014 Absrac This paper uses foreign exchange (FX) opions wih differen srike prices

More information

New facts in finance. John H. Cochrane

New facts in finance. John H. Cochrane New facs in finance John H. Cochrane Inroducion and summary The las 15 years have seen a revoluion in he way financial economiss undersand he invesmen world. We once hough ha sock and bond reurns were

More information

An Empirical Study on Capital Structure and Financing Decision- Evidences from East Asian Tigers

An Empirical Study on Capital Structure and Financing Decision- Evidences from East Asian Tigers An Empirical Sudy on Capial Srucure and Financing Decision- Evidences from Eas Asian Tigers Dr. Jung-Lieh Hsiao and Ching-Yu Hsu, Naional Taipei Universiy, Taiwan Dr. Kuang-Hua Hsu, Chaoyang Universiy

More information

Working Paper Capital Mobility, Consumption Substitutability, and the Effectiveness of Monetary Policy in Open Economies

Working Paper Capital Mobility, Consumption Substitutability, and the Effectiveness of Monetary Policy in Open Economies econsor www.econsor.eu Der Open-Access-Publikaionsserver der ZBW Leibniz-Informaionszenrum Wirschaf The Open Access Publicaion Server of he ZBW Leibniz Informaion Cenre for Economics Pierdzioch, Chrisian

More information

Double Entry System of Accounting

Double Entry System of Accounting CHAPTER 2 Double Enry Sysem of Accouning Sysem of Accouning \ The following are he main sysem of accouning for recording he business ransacions: (a) Cash Sysem of Accouning. (b) Mercanile or Accrual Sysem

More information

Chapter 8 Student Lecture Notes 8-1

Chapter 8 Student Lecture Notes 8-1 Chaper Suden Lecure Noes - Chaper Goals QM: Business Saisics Chaper Analyzing and Forecasing -Series Daa Afer compleing his chaper, you should be able o: Idenify he componens presen in a ime series Develop

More information

The yield curve, and spot and forward interest rates Moorad Choudhry

The yield curve, and spot and forward interest rates Moorad Choudhry he yield curve, and spo and forward ineres raes Moorad Choudhry In his primer we consider he zero-coupon or spo ineres rae and he forward rae. We also look a he yield curve. Invesors consider a bond yield

More information

Stochastic Optimal Control Problem for Life Insurance

Stochastic Optimal Control Problem for Life Insurance Sochasic Opimal Conrol Problem for Life Insurance s. Basukh 1, D. Nyamsuren 2 1 Deparmen of Economics and Economerics, Insiue of Finance and Economics, Ulaanbaaar, Mongolia 2 School of Mahemaics, Mongolian

More information

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? *

Does Option Trading Have a Pervasive Impact on Underlying Stock Prices? * Does Opion Trading Have a Pervasive Impac on Underlying Sock Prices? * Neil D. Pearson Universiy of Illinois a Urbana-Champaign Allen M. Poeshman Universiy of Illinois a Urbana-Champaign Joshua Whie Universiy

More information

Modelling the dependence of the UK stock market on the US stock market: A need for multiple regimes

Modelling the dependence of the UK stock market on the US stock market: A need for multiple regimes Modelling he dependence of he UK sock marke on he US sock marke: A need for muliple regimes A J Khadaroo Deparmen of Economics and Saisics Universiy of Mauriius Redui Mauriius Email: j.khadaroo@uom.ac.mu

More information

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits Working Paper No. 482 Ne Inergeneraional Transfers from an Increase in Social Securiy Benefis By Li Gan Texas A&M and NBER Guan Gong Shanghai Universiy of Finance and Economics Michael Hurd RAND Corporaion

More information

The US Term Structure and Central Bank Policy

The US Term Structure and Central Bank Policy Regensburger DISKUSSIONSBEITRÄGE zur Wirschafswissenschaf Universiy of Regensburg Working Papers in Business, Economics and Managemen Informaion Sysems The US Term Srucure and Cenral Bank Policy Enzo Weber,

More information

Returns and interest rate: A nonlinear relationship in the Bogotá stock market

Returns and interest rate: A nonlinear relationship in the Bogotá stock market Reurns and ineres rae: A nonlinear relaionship in he Bogoá sock marke Luis Eduardo Arango, Andrés González, and Carlos Eseban Posada * Banco de la República Summary This work presens some evidence of he

More information

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation Bid-ask Spread and Order Size in he Foreign Exchange Marke: An Empirical Invesigaion Liang Ding* Deparmen of Economics, Macaleser College, 1600 Grand Avenue, S. Paul, MN55105, U.S.A. Shor Tile: Bid-ask

More information

RETHINKING FORWARD AND SPOT EXCHANGE RATES IN INTERNATIONSAL TRADING

RETHINKING FORWARD AND SPOT EXCHANGE RATES IN INTERNATIONSAL TRADING REHINKING ORWARD AND PO EXCHANGE RAE IN INERNAIONAL RADING Guan Jun Wang, avannah ae Universiy ABRAC his sudy uses alernaive esing mehods o re-examines he relaion beween he forward exchange rae and corresponding

More information

The Influence of Positive Feedback Trading on Return Autocorrelation: Evidence for the German Stock Market

The Influence of Positive Feedback Trading on Return Autocorrelation: Evidence for the German Stock Market The Influence of Posiive Feedback Trading on Reurn Auocorrelaion: Evidence for he German Sock Marke Absrac: In his paper we provide empirical findings on he significance of posiive feedback rading for

More information

CEEP-BIT WORKING PAPER SERIES. The crude oil market and the gold market: Evidence for cointegration, causality and price discovery

CEEP-BIT WORKING PAPER SERIES. The crude oil market and the gold market: Evidence for cointegration, causality and price discovery CEEP-BIT WORKING PAPER SERIES The crude oil marke and he gold marke: Evidence for coinegraion, causaliy and price discovery Yue-Jun Zhang Yi-Ming Wei Working Paper 5 hp://www.ceep.ne.cn/english/publicaions/wp/

More information

Term Structure of Prices of Asian Options

Term Structure of Prices of Asian Options Term Srucure of Prices of Asian Opions Jirô Akahori, Tsuomu Mikami, Kenji Yasuomi and Teruo Yokoa Dep. of Mahemaical Sciences, Risumeikan Universiy 1-1-1 Nojihigashi, Kusasu, Shiga 525-8577, Japan E-mail:

More information

Determinants of Capital Structure: Comparison of Empirical Evidence from the Use of Different Estimators

Determinants of Capital Structure: Comparison of Empirical Evidence from the Use of Different Estimators Serrasqueiro and Nunes, Inernaional Journal of Applied Economics, 5(1), 14-29 14 Deerminans of Capial Srucure: Comparison of Empirical Evidence from he Use of Differen Esimaors Zélia Serrasqueiro * and

More information

Evidence from the Stock Market

Evidence from the Stock Market UK Fund Manager Cascading and Herding Behaviour: New Evidence from he Sock Marke Yang-Cheng Lu Deparmen of Finance, Ming Chuan Universiy 250 Sec.5., Zhong-Shan Norh Rd., Taipe Taiwan E-Mail ralphyclu1@gmail.com,

More information

CAUSAL RELATIONSHIP BETWEEN STOCK MARKET AND EXCHANGE RATE, FOREIGN EXCHANGE RESERVES AND VALUE OF TRADE BALANCE: A CASE STUDY FOR INDIA

CAUSAL RELATIONSHIP BETWEEN STOCK MARKET AND EXCHANGE RATE, FOREIGN EXCHANGE RESERVES AND VALUE OF TRADE BALANCE: A CASE STUDY FOR INDIA CAUSAL RELATIONSHIP BETWEEN STOCK MARKET AND EXCHANGE RATE, FOREIGN EXCHANGE RESERVES AND VALUE OF TRADE BALANCE: A CASE STUDY FOR INDIA BASABI BHATTACHARYA & JAYDEEP MUKHERJEE Reader, Deparmen of Economics,

More information

Markit Excess Return Credit Indices Guide for price based indices

Markit Excess Return Credit Indices Guide for price based indices Marki Excess Reurn Credi Indices Guide for price based indices Sepember 2011 Marki Excess Reurn Credi Indices Guide for price based indices Conens Inroducion...3 Index Calculaion Mehodology...4 Semi-annual

More information

NONLINEAR MARKET DYNAMICS BETWEEN STOCK RETURNS AND TRADING VOLUME: EMPIRICAL EVIDENCES FROM ASIAN STOCK MARKETS

NONLINEAR MARKET DYNAMICS BETWEEN STOCK RETURNS AND TRADING VOLUME: EMPIRICAL EVIDENCES FROM ASIAN STOCK MARKETS ANALELE ŞTIINłIFICE ALE UNIVERSITĂłII ALEXANDRU IOAN CUZA DIN IAŞI Tomul LVI ŞiinŃe Economice 009 NONLINEAR MARKET DYNAMICS BETWEEN STOCK RETURNS AND TRADING VOLUME: EMPIRICAL EVIDENCES FROM ASIAN STOCK

More information

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry Measuring he Effecs of Exchange Rae Changes on Invesmen in Ausralian Manufacuring Indusry Robyn Swif Economics and Business Saisics Deparmen of Accouning, Finance and Economics Griffih Universiy Nahan

More information

ANOMALIES IN INDIAN STOCK MARKET AN EMPIRICAL EVIDENCE FROM SEASONALITY EFFECT ON BSEIT INDEX

ANOMALIES IN INDIAN STOCK MARKET AN EMPIRICAL EVIDENCE FROM SEASONALITY EFFECT ON BSEIT INDEX -Journal of Ars, Science & Commerce ANOMALIES IN INDIAN STOCK MARKET AN EMPIRICAL EVIDENCE FROM SEASONALITY EFFECT ON BSEIT INDEX Dr. Pedapalli Neeraja, M.Com., M.Phil. Ph.D. Assisan Professor Business

More information

Option Put-Call Parity Relations When the Underlying Security Pays Dividends

Option Put-Call Parity Relations When the Underlying Security Pays Dividends Inernaional Journal of Business and conomics, 26, Vol. 5, No. 3, 225-23 Opion Pu-all Pariy Relaions When he Underlying Securiy Pays Dividends Weiyu Guo Deparmen of Finance, Universiy of Nebraska Omaha,

More information

Why does the correlation between stock and bond returns vary over time?

Why does the correlation between stock and bond returns vary over time? Why does he correlaion beween sock and bond reurns vary over ime? Magnus Andersson a,*, Elizavea Krylova b,**, Sami Vähämaa c,*** a European Cenral Bank, Capial Markes and Financial Srucure Division b

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

Consumer sentiment is arguably the

Consumer sentiment is arguably the Does Consumer Senimen Predic Regional Consumpion? Thomas A. Garre, Rubén Hernández-Murillo, and Michael T. Owyang This paper ess he abiliy of consumer senimen o predic reail spending a he sae level. The

More information

Forecasting and Information Sharing in Supply Chains Under Quasi-ARMA Demand

Forecasting and Information Sharing in Supply Chains Under Quasi-ARMA Demand Forecasing and Informaion Sharing in Supply Chains Under Quasi-ARMA Demand Avi Giloni, Clifford Hurvich, Sridhar Seshadri July 9, 2009 Absrac In his paper, we revisi he problem of demand propagaion in

More information

JEL classifications: Q43;E44 Keywords: Oil shocks, Stock market reaction.

JEL classifications: Q43;E44 Keywords: Oil shocks, Stock market reaction. Applied Economerics and Inernaional Developmen. AEID.Vol. 5-3 (5) EFFECT OF OIL PRICE SHOCKS IN THE U.S. FOR 1985-4 USING VAR, MIXED DYNAMIC AND GRANGER CAUSALITY APPROACHES AL-RJOUB, Samer AM * Absrac

More information

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005 FONDATION POUR LES ETUDES ET RERS LE DEVELOPPEMENT INTERNATIONAL Measuring macroeconomic volailiy Applicaions o expor revenue daa, 1970-005 by Joël Cariolle Policy brief no. 47 March 01 The FERDI is a

More information

How does working capital management affect SMEs profitability? This paper analyzes the relation between working capital management and profitability

How does working capital management affect SMEs profitability? This paper analyzes the relation between working capital management and profitability How does working capial managemen affec SMEs profiabiliy? Absrac This paper analyzes he relaion beween working capial managemen and profiabiliy for small and medium-sized firms by conrolling for unobservable

More information

Real long-term interest rates and monetary policy: a cross-country perspective

Real long-term interest rates and monetary policy: a cross-country perspective Real long-erm ineres raes and moneary policy: a cross-counry perspecive Chrisian Upper and Andreas Worms, 1 Deusche Bundesbank 1. Inroducion The real rae of ineres is a cenral concep in economics. I represens

More information

Expecaion Heerogeneiy in Japanese Sock Index

Expecaion Heerogeneiy in Japanese Sock Index JCER DISCUSSION PAPER No.136 Belief changes and expecaion heerogeneiy in buy- and sell-side professionals in he Japanese sock marke Ryuichi Yamamoo and Hideaki Hiraa February 2012 公 益 社 団 法 人 日 本 経 済 研

More information

Optimal Investment and Consumption Decision of Family with Life Insurance

Optimal Investment and Consumption Decision of Family with Life Insurance Opimal Invesmen and Consumpion Decision of Family wih Life Insurance Minsuk Kwak 1 2 Yong Hyun Shin 3 U Jin Choi 4 6h World Congress of he Bachelier Finance Sociey Torono, Canada June 25, 2010 1 Speaker

More information

Forecasting the dynamics of financial markets. Empirical evidence in the long term

Forecasting the dynamics of financial markets. Empirical evidence in the long term Leonardo Franci (Ialy), Andi Duqi (Ialy), Giuseppe Torluccio (Ialy) Forecasing he dynamics of financial markes. Empirical evidence in he long erm Absrac This sudy aims o verify wheher here are any macroeconomic

More information

THE SUPPLY OF STOCK MARKET RETURNS. Roger G. Ibbotson Yale University. Peng Chen Ibbotson Associates, Inc.

THE SUPPLY OF STOCK MARKET RETURNS. Roger G. Ibbotson Yale University. Peng Chen Ibbotson Associates, Inc. THE SUPPLY OF STOCK MARKET RETURNS Roger G. Ibboson Yale Universiy Peng Chen Ibboson Associaes, Inc. June 2001 The Supply of Sock Marke Reurns Roger G. Ibboson, Ph.D. Professor in he Pracice of Finance

More information

Sin Stock Returns over the Business Cycle

Sin Stock Returns over the Business Cycle Paris-Dauphine Universiy Sin Sock Reurns over he Business Cycle Augus 007 Sin socks are socks of companies involved in producing obacco, alcohol and gaming. This paper ries o lis he sylized facs ha exis

More information

The Relationship between Stock Return Volatility and. Trading Volume: The case of The Philippines*

The Relationship between Stock Return Volatility and. Trading Volume: The case of The Philippines* The Relaionship beween Sock Reurn Volailiy and Trading Volume: The case of The Philippines* Manabu Asai Faculy of Economics Soka Universiy Angelo Unie Economics Deparmen De La Salle Universiy Manila May

More information