Asian Economic and Financial Review AN ERROR CORRECTION REPRESENTATION OF MARKET LIQUIDITY ECONOMIC GROWTH NEXUS IN NIGERIA: A RECENT EXPERIENCE
|
|
- Janice Fowler
- 5 years ago
- Views:
Transcription
1 Asia Ecoomic ad Fiacial Review ISSN(e): /ISSN(p): URL: AN ERROR CORRECTION REPRESENTATION OF MARKET LIQUIDITY ECONOMIC GROWTH NEXUS IN NIGERIA: A RECENT EXPERIENCE Kaie, A.I.N Olotu, McRollis Efe 2 1 School of Agricultural Scieces, Natioal Ope Uiversity of Nigeria, KM4 Kadua-Zaria Express Way, Rigachiku, Kadua, Nigeria 2 Departmets of Ecoomics, Novea Uiversity, Ogume, Delta State, Nigeria ABSTRACT The study examies the relatioship betwee market liquidity ad ecoomic growth i Nigeria over the period of usig time series data. The startig poit of our aalysis was to check for the time series properties of the uderlyig data usig the Augmeted Dickey Fuller (ADF) ad the Egle-Grager procedure. The existece of ostatioarity ad co-itegratio were established which ecessitated a ECM for the aalysis. But first, the popular Grager-Causality Test was coducted to ascertai whether Market Liquidity Grager-causes Ecoomic Growth or vice-versa. The empirical result from the Grager causality test idicates that market liquidity does ot gragercause GDP; either does GDP grager-cause market liquidity. From the result, Market Liquidity captured by its proxies of Tur-over Ratio, Market Capitalizatio ad Private Sector Credit are statistically sigificat i explaiig GDP. Based o the fidigs, we suggest the moetary authorities should focus o policies that will develop fiacial ifrastructure that will esure macroecoomic stability uder which ecoomic agets ca make decisios that promote rapid fiacial market developmet ad subsequet capital market performace. The problem of low awareess about the operatios of the capital markets i the ecoomy ca be reduced by educatig the populace about the opportuities available i the market. Keywords: Market liquidity, Tur-over ratio, Tradig volumes, Ecoomic growth. Cotributio/Origiality The study is oe of the very few which have ivestigated the market liquidity-ecoomic growth exus i Nigeria i recet time ad cotributes the first logical aalysis of a Error Correctio represetatio of the pheomea makig it differet i methodology ad i scope. 1. INTRODUCTION Theoretical uderpiig stipulates that for growth to evolve i ay cotemporary emergig ecoomy, adequate ivestmet is a sie qua o. This ivestmet i tur requires log-term fudig/capital a sceario which is oly possible if the fiacial markets are highly developed. By providig heterogeeous products which eable ecoomic agets to cope with ucertaities through hedgig, poolig, sharig, ad pricig risks, these fiacial markets as observed by Kremli ad Vlagaskovic (2010) sigificatly affect ecoomic growth by trasformig savigs ito ivestmet. I Africa, the market is highly illiquid, with very low tradig volumes ad turover ratios. This has serious implicatios for ecoomic activities, as Levie ad Zervos (1998) observed that, high market liquidity reduces Correspodig author DOI: /joural.aefr/ / ISSN(e): /ISSN(p):
2 risk through risk sharig, which ecourages savig ad ivestmet. Therefore, low liquidity implies limited opportuities for trasformig illiquid assets ito liquid assets, which ca hitherto costrai ecoomic activity. Liquidity broadly defied, is the ease ad speed with which agets ca covert assets ito purchasig power at agreed prices (Levie ad Zervos, 1998). To udertake this coversio, there are associated risks techically omeclated liquidity risks which arise due to ucertaities i covertig assets ito a medium of exchage. These ucertaities i tur, result from iformatio asymmetries ad trasactio costs which ihibit liquidity ad itesify liquidity risk. A liquid capital market is thus a market where it is relatively cheap ad easy to trade fiacial istrumets ad eable firms have permaet access to the capital ivested by iitial shareholders with low level of ucertaity about the timig ad settlemet of the trasactio. Sice most high-retur projects require log-term commitmet of capital, sice savers fid it puzzlig to give up cotrol of their savigs for log period, if the fiacial system does ot augmet the liquidity of log term ivestmets, less ivestmet is likely to occur i high-retur projects. I other words, to esure higher ecoomic growth, greater market liquidity ad efficiecy i service delivery is idispesable. This is why the Nigeria Stock Exchage, accordig to Cetral Bak of Nigeria (2007) commeced operatio o its Trade Alert, Trade Guaratee Fud Scheme ad its e-busiess Platform/iteret portal i the year That is ot all. It has bee opied i some quarters that the effect of market liquidity is ambiguous (Blide, 1993). Thus, cotrary to the sytheses above, savigs rate may rise or fall as market liquidity rises. As exhumed by Jappelli ad Ragoa (1994) amog others, i a model with physical capital exteralities, savig rates could fall eough, so that growth actually decelerates with greater liquidity by reducig the icetives of shareholders to udertake the costly task of moitorig maagers (Sleifer ad Vishy, 1986). It is o the backgroud of the disparity i the determiatio of liquidity risk by differet forces as it affects ecoomic growth that ecessitated this research to ivestigate the ature of the relatioship betwee market liquidity ad ecoomic growth i Nigeria ad ascertai if market liquidity cotribute to ecoomic growth i Nigeria. 2. MATERIALS AND METHODS 2.1. The Model The study employs the popular Grager causality test suggested by Grager (Egle ad Grager, 1987) where a urestricted equatio with lags of a particular variable is estimated ad the the joit sigificace of each variable is tested. To do this, we specify two equatios with ecoomic growth ad market liquidity as depedet ad their respectively j lags as idepedet variables as follows: GDPt jmlq jgdp U...(1 a) t j j i it j 1 j 1 MLQ jmlq jgdp U...(1 b) t t j t j 2t j 1 j 1 Where: GDP = Ecoomic Growth proxied by Gross Domestic Product MLQ = Market Liquidity proxied by Tur-Over Ratio. The decisio rule is to accept the ull hypotheses if the F-calculated is less tha the F-critical ad reject if otherwise at 5% level of sigificace. That is to say, we will accept the ull hypothesis that market liquidity does ot grager-cause GDP if F-calculated is less tha the F-critical. Also, i the secod hypothesis, we accept the ull hypothesis that GDP does ot grager-cause market liquidity if the F-calculated is less tha the F-critical ad reject if otherwise at 5% level of sigificace ad vice-versa. 110
3 Next,drawig ispiratios from the literature ad guarded by the objective, a Model of Market Liquidity ad Ecoomic Growth i Nigeria is specified as follows: Where: GDP f ( MCT, TOV, PSC, FCI, Ut...(2) GDP = Real Growth Domestic Product MCT = Market Capitalizatio TOV = Turover Ratio PSC = Private Sector Credit FCI = Foreig Capital Iflow Assumig a liear relatioship betwee the variables ad usig the expected sigs, the mathematical equatio of the above fuctio trasforms to: GDP 0 1MCT 2TOV 3PSC 4 FCI t Estimatio Procedure It has bee observed that results emaatig from most macroecoomic variables are likely to be spurious if the time series properties are ot examied. Cosequetly, prior to estimatio, basic tests will be coducted as precautio. The first step of this aalysis is to ivestigate the existece of o-statioarity usig ADF test (Iyoha ad Ekaem, 2002) give by the followig of equatio: Y Y Y et t 1 2t t 1 1 t 1 i 1 m...(4) Where: Y t = the chage i the logarithm of the time series. Y t 1 = the lagged values of the depedet variables m = chose to elimiate the autocorrelatio I the above if = 0, there is evidece of uit root. Where ay variable is foud to be o-statioary, it will be differeced. Similarly, the Egle-Grager procedure would be applied to check for the presece or otherwise of logterm relatioship. If the residual is statioary, the a log ru relatioship is established amog the variables. Thus we shall itroduce the Error Correctio Model to accout for the speed of adjustmet thus: GDP MCT... FCI...(5) t 0 1 t 4 t t t i It i 0 i 0 u = Error Correctio Represetatio 1 t 1 Where; = Coefficiet measurig the degree of error corrected The Dataset/Aalytic Software The data for this study was obtaied from the CBN (2013) ad the Iteratioal Fiacial Statistics (IFS) (2010) amog others ad spas the period The Microsoft Excel will be used to eter the data ad trasported via Lotus wks123 to Pc-Give (versio 8.0) where they will be aalyzed usig the OLS. 111
4 3. PRESENTATION AND ANALYSIS OF RESULTS 3.1. Result from Uit Roots ad Co-Itegratio Tests Usig Augmeted Dickey Fuller (ADF) test for the equatio, we have table A below: Table-A. Uit Roots Test ADF-test Variable DGDP DMCT DTOV DPSC DFCI Level st Differece ** ** ** ** ** 2d Differece,,,,,,,,,, NB** idicate sigificace at the 5% level. Source: Authors computatio usig Pc-Give (versio 8.0) via OLS.. The data sourced from CBN (2013) ad the IFS (2010) were keyed ito Microsoft Excel ad trasported via Lotus wks123 to Pc-Give The test shows that all the variables are itegrated of order oe. Give this uit root property, we implemeted the Egle-Grager co-itegratio test where the liear combiatio of GDP (the depedet variable) ad all the explaatory variables are ru i their level forms without the itercept. The result is displayed i table B below: Table-B. Result from Co-Itegratio Test for the Residuals t-adf Lag Critical value Residual Residual Residual Source: Authors computatio copied from Pc-Give (versio 8.0). The data sourced from CBN (2013) ad the IFS (2010) were keyed ito Microsoft Excel ad trasported via Lotus wks123 to Pc-Give From the table, oe of the t-adf exceeds the critical value (-1.952) at the 5% level. The result shows the presece of co itegratio because the residual obtaied from the liear combiatio of the variables were statioary while the series geeratig the residual are ot statioary. Due to this techical error, a Error Correctio Model (ECM) which will help to correct most of the errors iheret i the model becomes idispesable Result from Grager-Causality Estimate The results of the Grager-causality test betwee Market Liquidity ad GDP is preseted i table C below: Table-C. Directio of Causality betwee GDP ad MLQ Null Hypothesis F-value F- tab Decisio MLQ does ot grager cause GDP Accept GDP does ot grager cause MLQ Accept Source: Authors iterpretatio of computed result as idicated i paragraph two of subsectio 2.1 From the result, the F-calculated i the first hypothesis is while the F-critical is Sice the F- calculated is less tha the F-critical at 5% level of sigificace, we accept the ull hypothesis that market liquidity does ot Grager-cause GDP. Similarly, i the secod hypothesis, the F-critical exceeds the F-calculated thereby ecessitatig the acceptace of the ull hypothesis that GDP does ot Grager-cause market liquidity. This fidig implies a zero causal relatioship betwee both variables. 112
5 3.3. Results from Modelig GDP by OLS Havig ivestigated the time series properties of the variables, we estimated the ECM by OLS. For simplicity, the result is preseted i table D below: Table-D. Estimated Model Variable Coefficiet t-value PartRý Costat DMCT DTOV DPSC DFCI ECM_ Rý=0.7104; F(5, 21)=24.15[0.0000]; DW=2.19; RSS=5.29 Source: Authors computatio copied from Pc-Give (versio 8.0). The data sourced from CBN (2013) ad the IFS (2010) were keyed ito Microsoft Excel ad trasported via Lotus wks123 to Pc-Give The table above ca also be represeted i a cocise, compact form as: GDP MCT TOV PSC FCI ECM _1... * (3.79) (2.84) (-9.82) (-1.35) (-2.49) From the result, the overall goodess of fit of the model is commedable. This is show i the high R 2 value of This suggests that 71% of the variatio i GDP is explaied by all the explaatory variables take together. The F test is a joit test to ascertai if the R 2 is statistically sigificat. From the rule, F-calculated (5, 21)=24.15 exceeds F critical of 2.77 at the 5% level. Thus, the F-statistics sigificatly affirmed the positio of the R 2. The Durbi Watso test is employed to test for the presece or otherwise of autocorrelatio. Usig the rule of the thumb, if DW-statistics falls withi the rage of absolute value of two, there is o autocorrelatio. However, if it exceeds or is less tha the two, it implies the presece of autocorrelatio. Give the DW value of 2.19, we coclude the presece of slight autocorrelatio at 5% level of sigificace. From the result above, the idex of Market Capitalizatio possesses a positive sig ad a robust coefficiet of Judgig from the t-value of 3.79, the variable is statistically sigificat i explaiig GDP i Nigeria. Thus, a uit icrease i market capitalizatio brigs about 6.38 uits icrease i ecoomic growth all thigs beig equal. Similarly, Private Sector Credit also possesses a positive sig ad a coefficiet of From the result, the t- observed is 9.82 implyig that the variable is statistically sigificat i explaiig variatios i GDP. Thus, other thigs beig equal, a uit icrease i Private Sector Credit to the ecoomy brigs about icreases i GDP to the tue of 1.2uits. Although, the estimated coefficiet for Tur-over Ratio is fragile, the variable proves statistically sigificat i explaiig GDP i Nigeria judgig from the t-value. Thus, other thigs beig equal, a uit icrease i the variable leads to 0.04uit icreases i GDP. The oly variable employed for the study which fails to coform to apriori expectatio is the Foreig Capital Iflow. The variable did ot oly fail i the expected positive relatioship, it is also ot statistically sigificat. The ECM compoet satisfied the stadard regressio assumptios ad is also sigificat. The result which shows the speed of adjustmet to log-ru equilibrium idicates that at every regular iterval, about 41 percet of the error ecoutered is corrected i the model. 4. SUMMARY, CONCLUSION AND RECOMMENDATION The study examies the relatioship betwee market liquidity ad ecoomic growth i Nigeria over the period of usig time series data. The statig poit of our aalysis was to check for the time series properties of the 113
6 uderlyig data. Thus, uit roots ad coitegratio tests were coducted usig Augmeted Dickey Fuller (ADF) ad the Egle-Grager procedure. The existece of o-statioarity ad co-itegratio were established which ecessitated a ECM for the aalysis. But first, the popular Grager-Causality Test was coducted to ascertai whether Market Liquidity Grager-causes Ecoomic Growth or vice-versa. The empirical result from the Grager causality test idicates that market liquidity does ot grager-cause GDP; either does GDP grager-cause market liquidity. This implies the complete absece of a causal relatioship betwee both pheomea. The stage was set for the mai regressio. From the result, Market Liquidity captured by its proxies of Tur-over Ratio, Market Capitalizatio ad Private Sector Credit are statistically sigificat i explaiig GDP. Based o the fidigs of the study, we suggest the moetary authorities should focus o policies that will develop fiacial ifrastructure that will esure macroecoomic stability uder which ecoomic agets ca make decisios that promote rapid fiacial market developmet ad subsequet capital market performace, sice the back boe of a atio s ecoomy ceters o its fiacial system. Also, there is eed to etrech a high level of trasparecy i all facets of the market as obtaiable i the developed markets. Fially, the regulatory framework of the Nigeria fiacial market should be reviewed to attract public cofidece for the market. REFERENCES Blide, A., The hidde costs of stock market liquidity. Joural of Fiace Ecoomic, 34(5): CBN, Statistical bulleti ad statemet of accouts. Directorate of Research ad Statistics, 24: Cetral Bak of Nigeria, Capital markets dyamics i Nigeria: Structure, trasactio costs ad efficiecy. Research ad Statistics Departmet., Abuja. Cetral Bak of Nigeria. Egle, K.F. ad W.F. Grager, Co-itegratio ad error correctiio represetatio ad testig. Ecoometrica, 55(3): Iteratioal Fiacial Statistics (IFS), Available from Iyoha, M.A. ad T.O. Ekaem, Itroductio to ecoometrics. Bei City: March Publishers. Jappelli, T. ad M. Ragoa, Savig growth ad liquidity costraits. Quarterly Joural of Ecoomics, 109(1): Kremli, J. ad A.T.K. Vlagaskovic, Volatility of stock markets, ivestors diversificatio ad iteralizatio of market ucertaities i emergig ecoomies: Evidece from Uzbekista. Russia Ecoomic Review, 79(4): Levie, R. ad S. Zervos, Capital cotrol liberalizatio ad stock market developmet. Joural of Ecoomic Developmet, 19(2): Sleifer, A. ad Vishy, Large share holders ad corporate goverace. Joural of Public Fiace, 94(3): Views ad opiios expressed i this article are the views ad opiios of the authors, Asia Ecoomic ad Fiacial Review shall ot be resposible or aswerable for ay loss, damage or liability etc. caused i relatio to/arisig out of the use of the cotet. 114
AY Term 2 Mock Examination
AY 206-7 Term 2 Mock Examiatio Date / Start Time Course Group Istructor 24 March 207 / 2 PM to 3:00 PM QF302 Ivestmet ad Fiacial Data Aalysis G Christopher Tig INSTRUCTIONS TO STUDENTS. This mock examiatio
More informationempirical findings and its discussion thereof. Section V presents conclusion with policy implication.
Causal Relatioship betwee Foreig Capital Iflows ad Ecoomic Growth: Empirical Evidece from Idia Naraya Sethi Assistat Professor i Ecoomics, Dept. of Humaities ad Social Scieces, Natioal Istitute of Techology
More informationSubject CT1 Financial Mathematics Core Technical Syllabus
Subject CT1 Fiacial Mathematics Core Techical Syllabus for the 2018 exams 1 Jue 2017 Subject CT1 Fiacial Mathematics Core Techical Aim The aim of the Fiacial Mathematics subject is to provide a groudig
More informationOptimizing of the Investment Structure of the Telecommunication Sector Company
Iteratioal Joural of Ecoomics ad Busiess Admiistratio Vol. 1, No. 2, 2015, pp. 59-70 http://www.aisciece.org/joural/ijeba Optimizig of the Ivestmet Structure of the Telecommuicatio Sector Compay P. N.
More informationThe Comparative Financial Managerial Performance of U.S. Firms and Chinese Firms
Joural of Fiace ad Ivestmet Aalysis, vol.1, o.2, 2012, 119-135 ISSN: 2241-0988 (prit versio), 2241-0996 (olie) Iteratioal Scietific Press, 2012 The Comparative Fiacial Maagerial Performace of U.S. Firms
More informationDESCRIPTION OF MATHEMATICAL MODELS USED IN RATING ACTIVITIES
July 2014, Frakfurt am Mai. DESCRIPTION OF MATHEMATICAL MODELS USED IN RATING ACTIVITIES This documet outlies priciples ad key assumptios uderlyig the ratig models ad methodologies of Ratig-Agetur Expert
More informationIMPLICATIONS OF A FIRM S MARKET WEIGHT IN A CAPM FRAMEWORK
IMPLICATIONS OF A FIRM S MARKET WEIGHT IN A CAPM FRAMEWORK Marti Lally School of Ecoomics ad Fiace Victoria Uiversity of Welligto* ad Steve Swidler J. Staley Macki Professor of Fiace Departmet of Fiace
More information1 Random Variables and Key Statistics
Review of Statistics 1 Radom Variables ad Key Statistics Radom Variable: A radom variable is a variable that takes o differet umerical values from a sample space determied by chace (probability distributio,
More informationSUSTAINABILITY OF SWISS FISCAL POLICY
SUSTAINABILITY OF SWISS FISCAL POLICY GEBHARD KIRCHGAESSNER SILIKA PROHL CESIFO WORKING PAPER NO. 1689 CATEGORY 1: PUBLIC FINANCE MARCH 2006 PRESENTED AT CESIFO AREA CONFERENCE ON MACRO, MONEY & INTERNATIONAL
More informationREITInsight. In this month s REIT Insight:
REITIsight Newsletter February 2014 REIT Isight is a mothly market commetary by Resource Real Estate's Global Portfolio Maager, Scott Crowe. It discusses our perspectives o major evets ad treds i real
More informationBinomial Model. Stock Price Dynamics. The Key Idea Riskless Hedge
Biomial Model Stock Price Dyamics The value of a optio at maturity depeds o the price of the uderlyig stock at maturity. The value of the optio today depeds o the expected value of the optio at maturity
More informationCAPITAL PROJECT SCREENING AND SELECTION
CAPITAL PROJECT SCREEIG AD SELECTIO Before studyig the three measures of ivestmet attractiveess, we will review a simple method that is commoly used to scree capital ivestmets. Oe of the primary cocers
More informationAnomaly Correction by Optimal Trading Frequency
Aomaly Correctio by Optimal Tradig Frequecy Yiqiao Yi Columbia Uiversity September 9, 206 Abstract Uder the assumptio that security prices follow radom walk, we look at price versus differet movig averages.
More informationUNISA ECONOMIC RESEARCH WORKING PAPER SERIES
UNISA ECONOMIC RESEARCH WORKING PAPER SERIES THE CAUSAL RELATIONSHIP BETWEEN FINANCIAL DEVELOPMENT AND INVESTMENT IN BOTSWANA Bria Muyambiri Nicholas M. Odhiambo Workig Paper 09/2017 May 2017 Bria Muyambiri
More informationThe Time Value of Money in Financial Management
The Time Value of Moey i Fiacial Maagemet Muteau Irea Ovidius Uiversity of Costata irea.muteau@yahoo.com Bacula Mariaa Traia Theoretical High School, Costata baculamariaa@yahoo.com Abstract The Time Value
More informationThe nexus between monetary policy and economic growth in Nigeria: a causality test
The exus betwee moetary policy ad ecoomic growth i Nigeria: a causality test AUTHORS ARTICLE INFO JOURNAL Sulaima L.A. Migiro S.O. Sulaima, L.A., Migiro ad S.O. (204). The exus betwee moetary policy ad
More informationASSET LIQUIDITY AND BANK PROFITABILITY IN SOUTH AFRICA
ASSET LIQUIDITY AND BANK PROFITABILITY IN SOUTH AFRICA Godfrey Marozva* Abstract This paper empirically aalyses the relatioship betwee asset liquidity ad bak profitability for South Africa baks for the
More informationDoes The Inflows Of Foreign Aid Dampen Or Stimulate FDI to EAC Members? Evidence From East African Community Members
Joural of Ecoomics ad Sustaiable Developmet ISSN 2222700 (Paper ISSN 22222855 (Olie Vol.6, No.2, 205 Does The Iflows Of Foreig Aid Dampe Or Stimulate FDI to EAC Members? Evidece From East Africa Commuity
More informationAn Empirical Investigation of Exchange Rate Pass through to Consumer Price in Ethiopia ( )
Joural of Ecoomics ad Sustaiable Developmet ISSN 2222-1700 (Paper) ISSN 2222-2855 (Olie) A Empirical Ivestigatio of Exchage Rate Pass through to Cosumer Price i Ethiopia (1981-2013) Fetee Bogale Huegaw
More informationFinancial Development and Economic Growth in Fiji: New Empirical Evidence
ISSN 1837-7750 Fiacial Developmet ad Ecoomic Growth i Fiji: New Empirical Evidece Neelesh Gouder No. 2012-11 Series Editor: Associate Professor Fabrizio Carmigai Copyright 2012 by the author(s). No part
More informationFactors Affecting the Long-Run Stock Prices Performance in Iran
America Joural of Ecoomics 2017, 7(3): 125-130 DOI: 10.5923/.ecoomics.20170703.03 Factors Affectig the Log-Ru Stock Prices Performace i Ira Maryam Zare Islamic Azad Uiversity of Shiraz, Ira Abstract Stock
More information*Author for Correspondence. Keywords: Financial Leverage, Tax shield,beta,market value to Book value, Size, Earnings Per share changes
INVESTIGATION OF THE EFFECTS OF FINANCIAL LEVERAGE, Tax SHIELD, BETA, MARKET VALUE TO BOOK VALUE AND SIZE ON EARNINGS PER SHARE CHANGES, CASE STUDY,IRAN Mostaf Radsar 1, Akbar Peyvasteh 2, Somaye Radsar
More informationModels of Asset Pricing
APPENDIX 1 TO CHAPTER 4 Models of Asset Pricig I this appedix, we first examie why diversificatio, the holdig of may risky assets i a portfolio, reduces the overall risk a ivestor faces. The we will see
More informationWhere a business has two competing investment opportunities the one with the higher NPV should be selected.
Where a busiess has two competig ivestmet opportuities the oe with the higher should be selected. Logically the value of a busiess should be the sum of all of the projects which it has i operatio at the
More informationModels of Asset Pricing
APPENDIX 1 TO CHAPTER4 Models of Asset Pricig I this appedix, we first examie why diversificatio, the holdig of may risky assets i a portfolio, reduces the overall risk a ivestor faces. The we will see
More informationAppendix 1 to Chapter 5
Appedix 1 to Chapter 5 Models of Asset Pricig I Chapter 4, we saw that the retur o a asset (such as a bod) measures how much we gai from holdig that asset. Whe we make a decisio to buy a asset, we are
More information43. A 000 par value 5-year bod with 8.0% semiaual coupos was bought to yield 7.5% covertible semiaually. Determie the amout of premium amortized i the 6 th coupo paymet. (A).00 (B).08 (C).5 (D).5 (E).34
More informationRISK DIVERSIFICATION BETWEEN STOCK MARKETS IN GERMANY AND BOSNIA AND HERZEGOVINA
South East Europea Joural of Ecoomics ad Busiess - Special Issue ICES Coferece, Volume 9 (1) 2014, 30-36 DOI: 10.2478/jeb-2014-0003 RISK DIVERSIFICATION BETWEEN STOCK MARKETS IN GERMANY AND BOSNIA AND
More informationof Asset Pricing R e = expected return
Appedix 1 to Chapter 5 Models of Asset Pricig EXPECTED RETURN I Chapter 4, we saw that the retur o a asset (such as a bod) measures how much we gai from holdig that asset. Whe we make a decisio to buy
More informationAn Empirical Study on the Contribution of Foreign Trade to the Economic Growth of Jiangxi Province, China
usiess, 21, 2, 183-187 doi:1.4236/ib.21.2222 Published Olie Jue 21 (http://www.scirp.org/joural/ib) 183 A Empirical Study o the Cotributio of Foreig Trade to the Ecoomic Growth of Jiagxi Provice, Chia
More informationForeign capital inflows and economic growth: an empirical study of Pakistan ( )
Foreig capital iflows ad ecoomic growth: a empirical study of Pakista (1975-2009) Goher Fatima Departmet of Maagemet Scieces Bahria Uiversity, Islamabad, Pakista Key words Foreig Capital Iflows, Opeess,
More informationEffects of Crude Oil and Gold Prices on US Stock Market: for USA from ARDL Bounds Testing
ORIGINAL ARTICLE Effects of Crude Oil ad Gold Prices o US Stock Market: for USA from ARDL Bouds Testig Evidece Matiur Rahma 1 *, Muhammad Mustafa 2 1 McNeese State Uiversity 2 South Carolia State Uiversity
More informationINVESTMENT AND ECONOMIC GROWTH IN NIGERIA: EVIDENCE FROM VECTOR ERROR CORRECTION MODEL. Tajudeen EGBETUNDE and Isaac Olugbenga FADEYIBI
Joural of Sustaiable Developmet i Africa (Volume 17, No.3, 2015) ISSN: 1520-5509 Clario Uiversity of Pesylvaia, Clario, Pesylvaia INVESTMENT AND ECONOMIC GROWTH IN NIGERIA: EVIDENCE FROM VECTOR ERROR CORRECTION
More informationThis article is part of a series providing
feature Bryce Millard ad Adrew Machi Characteristics of public sector workers SUMMARY This article presets aalysis of public sector employmet, ad makes comparisos with the private sector, usig data from
More informationReturn, Volatility and Equity Fund Flows Linkages: Evidence from an Emerging Market
Retur, Volatility ad Equity Fud Flows Likages: Evidece from a Emergig Market Ros Zam Zam Sapia, Jig Qua Lee To Lik this Article: http://dx.doi.org/10.6007/ijarbss/v8-i7/4333 DOI: 10.6007/IJARBSS/v8-i7/4333
More informationModels of Asset Pricing
4 Appedix 1 to Chapter Models of Asset Pricig I this appedix, we first examie why diversificatio, the holdig of may risky assets i a portfolio, reduces the overall risk a ivestor faces. The we will see
More informationStatistics for Economics & Business
Statistics for Ecoomics & Busiess Cofidece Iterval Estimatio Learig Objectives I this chapter, you lear: To costruct ad iterpret cofidece iterval estimates for the mea ad the proportio How to determie
More informationKEY INFORMATION DOCUMENT CFD s Generic
KEY INFORMATION DOCUMENT CFD s Geeric KEY INFORMATION DOCUMENT - CFDs Geeric Purpose This documet provides you with key iformatio about this ivestmet product. It is ot marketig material ad it does ot costitute
More informationAn Empirical Study of the Behaviour of the Sample Kurtosis in Samples from Symmetric Stable Distributions
A Empirical Study of the Behaviour of the Sample Kurtosis i Samples from Symmetric Stable Distributios J. Marti va Zyl Departmet of Actuarial Sciece ad Mathematical Statistics, Uiversity of the Free State,
More informationThe ROI of Ellie Mae s Encompass All-In-One Mortgage Management Solution
The ROI of Ellie Mae s Ecompass All-I-Oe Mortgage Maagemet Solutio MAY 2017 Legal Disclaimer All iformatio cotaied withi this study is for iformatioal purposes oly. Neither Ellie Mae, Ic. or MarketWise
More informationof Asset Pricing APPENDIX 1 TO CHAPTER EXPECTED RETURN APPLICATION Expected Return
APPENDIX 1 TO CHAPTER 5 Models of Asset Pricig I Chapter 4, we saw that the retur o a asset (such as a bod) measures how much we gai from holdig that asset. Whe we make a decisio to buy a asset, we are
More informationInferential Statistics and Probability a Holistic Approach. Inference Process. Inference Process. Chapter 8 Slides. Maurice Geraghty,
Iferetial Statistics ad Probability a Holistic Approach Chapter 8 Poit Estimatio ad Cofidece Itervals This Course Material by Maurice Geraghty is licesed uder a Creative Commos Attributio-ShareAlike 4.0
More informationIn this article, we examine the predictive power of capacity
Is There a Stable Relatioship Betwee Capacity Utilizatio ad Iflatio? Keeth M. Emery Seior Ecoomist ad Policy Advisor Federal Reserve Bak of Dallas Chih-Pig Chag Graduate Studet Souther Methodist Uiversity,
More informationLiquidity And Bank Performance Godfrey Marozva, CFA, University of South Africa, South Africa
Iteratioal Busiess & Ecoomics Research Joural May/Jue 2015 Volume 14, Number 3 Liquidity Ad Bak Performace Godfrey Marozva, CFA, Uiversity of South Africa, South Africa ABSTRACT This article is based o
More informationThe Determinants of Inflation in India: The Bounds Test Analysis
Iteratioal Joural of Ecoomics ad Fiacial Issues ISSN: 2146-4138 available at http: www.ecojourals.com Iteratioal Joural of Ecoomics ad Fiacial Issues, 216, 6(2), 544-55. The Determiats of Iflatio i Idia:
More informationIII. RESEARCH METHODS. Riau Province becomes the main area in this research on the role of pulp
III. RESEARCH METHODS 3.1 Research Locatio Riau Provice becomes the mai area i this research o the role of pulp ad paper idustry. The decisio o Riau Provice was supported by several facts: 1. The largest
More informationSubject CT5 Contingencies Core Technical. Syllabus. for the 2011 Examinations. The Faculty of Actuaries and Institute of Actuaries.
Subject CT5 Cotigecies Core Techical Syllabus for the 2011 Examiatios 1 Jue 2010 The Faculty of Actuaries ad Istitute of Actuaries Aim The aim of the Cotigecies subject is to provide a groudig i the mathematical
More informationScholars Journal of Economics, Business and Management e-issn
Scholars Joural of Ecoomics, Busiess ad Maagemet e-issn 2348-5302 Okokwo IV et al.; Sch J Eco Bus Maag, 2015; 2(3):280-293 p-issn 2348-8875 SAS Publishers (Scholars Academic ad Scietific Publishers) (A
More informationVolume 29, Issue 3. Profitability of the On-Balance Volume Indicator
Volume 29, Issue 3 Profitability of the O-Balace Volume Idicator William Wai Him Tsag Departmet of Ecoomics, The Chiese Uiversity of Hog Kog Terece Tai Leug Chog Departmet of Ecoomics, The Chiese Uiversity
More informationREITInsight. In this month s REIT Insight:
REITIsight Newsletter March 2014 REIT Isight is a mothly market commetary by Resource Real Estate's Global Portfolio Maager, Scott Crowe. It discusses our perspectives o major evets ad treds i real estate
More informationIndice Comit 30 Ground Rules. Intesa Sanpaolo Research Department December 2017
Idice Comit 30 Groud Rules Itesa Sapaolo Research Departmet December 2017 Comit 30 idex Characteristics of the Comit 30 idex 1) Securities icluded i the idices The basket used to calculate the Comit 30
More informationCAPITAL ASSET PRICING MODEL
CAPITAL ASSET PRICING MODEL RETURN. Retur i respect of a observatio is give by the followig formula R = (P P 0 ) + D P 0 Where R = Retur from the ivestmet durig this period P 0 = Curret market price P
More informationForecasting bad debt losses using clustering algorithms and Markov chains
Forecastig bad debt losses usig clusterig algorithms ad Markov chais Robert J. Till Experia Ltd Lambert House Talbot Street Nottigham NG1 5HF {Robert.Till@uk.experia.com} Abstract Beig able to make accurate
More informationBanking Sector Reforms in Nigeria s Fourth Republic: A Review of Evidence
Bakig Sector Reforms i Nigeria s Fourth Republic: A Review of Evidece Chris U. Kalu Ecoomics Departmet, Namdi Azikiwe Uiversity, Awka cu.kalu@uizik.edu.g(correspodig author) Oyiye. O. Mgbemea Ecoomics
More informationSampling Distributions and Estimation
Cotets 40 Samplig Distributios ad Estimatio 40.1 Samplig Distributios 40. Iterval Estimatio for the Variace 13 Learig outcomes You will lear about the distributios which are created whe a populatio is
More informationAsian Journal of Empirical Research
2016 Asia Ecoomic ad Social Society. All rights reserved ISSN (P): 2306-983X, ISSN (E): 2224-4425 Volume 6, Issue 4 pp. 101-116 Asia Joural of Empirical Research http://www.aessweb.com/jourals/5004 DOI:
More informationFINM6900 Finance Theory How Is Asymmetric Information Reflected in Asset Prices?
FINM6900 Fiace Theory How Is Asymmetric Iformatio Reflected i Asset Prices? February 3, 2012 Referece S. Grossma, O the Efficiecy of Competitive Stock Markets where Traders Have Diverse iformatio, Joural
More informationShort-Term International Capital Flows: The Case of China
PROSIDING PERKEM VII, JILID 1 (2012) 72-78 ISSN: 2231-962X Short-Term Iteratioal Capital Flows: The Case of Chia Ta Ju Ju tajj@mail.ustc.edu.c Masor Jusoh Tamat Sarmidi School of Ecoomics Faculty of Ecoomics
More informationTesting the Existence of Lead-Lag Effects Between the US and Brazilian Stock Markets
Vol. 6, No.1 Vitória-ES, Ja Apr 2009 p. 1-20 ISSN 1808-2386 DOI: http://dx.doi.org/10.15728/bbr.2009.6.1.1 Testig the Existece of Lead-Lag Effects Betwee the US ad Brazilia Stock Markets Gustavo Rezede
More informationProductivity depending risk minimization of production activities
Productivity depedig risk miimizatio of productio activities GEORGETTE KANARACHOU, VRASIDAS LEOPOULOS Productio Egieerig Sectio Natioal Techical Uiversity of Athes, Polytechioupolis Zografou, 15780 Athes
More informationpoint estimator a random variable (like P or X) whose values are used to estimate a population parameter
Estimatio We have oted that the pollig problem which attempts to estimate the proportio p of Successes i some populatio ad the measuremet problem which attempts to estimate the mea value µ of some quatity
More informationSupersedes: 1.3 This procedure assumes that the minimal conditions for applying ISO 3301:1975 have been met, but additional criteria can be used.
Procedures Category: STATISTICAL METHODS Procedure: P-S-01 Page: 1 of 9 Paired Differece Experiet Procedure 1.0 Purpose 1.1 The purpose of this procedure is to provide istructios that ay be used for perforig
More informationIntroduction to Financial Derivatives
550.444 Itroductio to Fiacial Derivatives Determiig Prices for Forwards ad Futures Week of October 1, 01 Where we are Last week: Itroductio to Iterest Rates, Future Value, Preset Value ad FRAs (Chapter
More informationLong Run Effect of Public Debt on Economic Growth In Sri Lanka
IOSR Joural of Busiess ad Maagemet (IOSR-JBM) e-issn: 2278-487X, p-issn: 2319-7668 PP 66-73 www.iosrjourals.org Log Ru Effect of Public Debt o Ecoomic Growth I Sri Laka A. M. C. P. Attapattu, H.M.N Padmasiri
More informationCHAPTER 2 PRICING OF BONDS
CHAPTER 2 PRICING OF BONDS CHAPTER SUARY This chapter will focus o the time value of moey ad how to calculate the price of a bod. Whe pricig a bod it is ecessary to estimate the expected cash flows ad
More informationsetting up the business in sage
3 settig up the busiess i sage Chapter itroductio Settig up a computer accoutig program for a busiess or other orgaisatio will take some time, but as log as the correct data is etered i the correct format
More information18.S096 Problem Set 5 Fall 2013 Volatility Modeling Due Date: 10/29/2013
18.S096 Problem Set 5 Fall 2013 Volatility Modelig Due Date: 10/29/2013 1. Sample Estimators of Diffusio Process Volatility ad Drift Let {X t } be the price of a fiacial security that follows a geometric
More informationBUSINESS PLAN IMMUNE TO RISKY SITUATIONS
BUSINESS PLAN IMMUNE TO RISKY SITUATIONS JOANNA STARCZEWSKA, ADVISORY BUSINESS SOLUTIONS MANAGER RISK CENTER OF EXCELLENCE EMEA/AP ATHENS, 13TH OF MARCH 2015 FINANCE CHALLENGES OF MANY FINANCIAL DEPARTMENTS
More informationThe roll-out of the Jobcentre Plus Office network
Departmet for Work ad Pesios The roll-out of the Jobcetre Plus Office etwork REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 346 Sessio 2007-2008 22 February 2008 SummARy What is the Jobcetre Plus roll-out?
More informationA MULTI-DIMENSIONAL APPROACH TO THE DETERMINANTS OF TAX REVENUE: THE CASE OF THE STATE OF JAMMU AND KASHMIR (INDIA)
www.elkjourals.com A MULTI-DIMENSIONAL APPROACH TO THE DETERMINANTS OF TAX REVENUE: THE CASE OF THE STATE OF JAMMU AND KASHMIR (INDIA) Samir- ul-hassa., 1 Research Scholar, Departmet of Ecoomics, North
More informationDYNAMICS OF FINANCIAL DEVELOPMENT, ECONOMIC GROWTH, AND POVERTY ALLEVIATION: THE INDONESIAN EXPERIENCE
South East Europea Joural of Ecoomics ad Busiess Volume 13 (1) 2018, 17-30 DOI: 10.2478/jeb-2018-0002 DYNAMICS OF FINANCIAL DEVELOPMENT, ECONOMIC GROWTH, AND POVERTY ALLEVIATION: THE INDONESIAN EXPERIENCE
More informationMonopoly vs. Competition in Light of Extraction Norms. Abstract
Moopoly vs. Competitio i Light of Extractio Norms By Arkadi Koziashvili, Shmuel Nitza ad Yossef Tobol Abstract This ote demostrates that whether the market is competitive or moopolistic eed ot be the result
More informationFINANCIAL DEVELOPMENT AND THE SAUDI ARABIAN ECONOMY: RE-EXAMINING MCKINNON S HYPOTHESIS
Iteratioal Joural of Ecoomics, Commerce ad Maagemet Uited Kigdom Vol. IV, Issue 10, October 2016 http://ijecm.co.uk/ ISSN 2348 0386 FINANCIAL DEVELOPMENT AND THE SAUDI ARABIAN ECONOMY: RE-EXAMINING MCKINNON
More informationTHE IMPACT OF CAPITAL MARKETS ON THE ECONOMIC GROWTH IN SOUTH AFRICA
THE IMPACT OF CAPITAL MARKETS ON THE ECONOMIC GROWTH IN SOUTH AFRICA Quee Sarah Khetsi*, Itumeleg Pleasure Mogale* Abstract Capital markets are istitutios that actively play a role i the developmet of
More informationAn Empirical Research on the Structure of Public Expenditure and Economic Growth Evidence from China
Iteratioal Joural of Ecoomics ad Fiace; Vol. 8, No. 3; 206 ISSN 96-97X E-ISSN 96-9728 Published by Caadia Ceter of Sciece ad Educatio A Empirical Research o the Structure of Public Expediture ad Ecoomic
More informationCHANGE POINT TREND ANALYSIS OF GNI PER CAPITA IN SELECTED EUROPEAN COUNTRIES AND ISRAEL
The 9 th Iteratioal Days of Statistics ad Ecoomics, Prague, September 0-, 05 CHANGE POINT TREND ANALYSIS OF GNI PER CAPITA IN SELECTED EUROPEAN COUNTRIES AND ISRAEL Lia Alatawa Yossi Yacu Gregory Gurevich
More informationInstitute of Actuaries of India Subject CT5 General Insurance, Life and Health Contingencies
Istitute of Actuaries of Idia Subject CT5 Geeral Isurace, Life ad Health Cotigecies For 2017 Examiatios Aim The aim of the Cotigecies subject is to provide a groudig i the mathematical techiques which
More informationPredicting Market Data Using The Kalman Filter
Stocks & Commodities V. : (-5): Predictig Market Data Usig The Kalma Filter, Pt by R. Martielli & N. Rhoads The Future Ad The Filter Predictig Market Data Usig The Kalma Filter Ca the Kalma filter be used
More informationEconomic Growth Nexus Trade Liberalization in Ethiopia: Evidence from the Johnson s Multivariate Cointegration Analysis
Ecoomic Growth Nexus Trade Liberalizatio i Ethiopia: Evidece from the Johso s Multivariate Coitegratio Aalysis Zewdu Bedasa* & Miyahil Alemu** *Ecoomics Graduate, Jimma Uiversity, Ethiopia ** Lecturer,
More informationInternational Journal of Management (IJM), ISSN (Print), ISSN (Online) Volume 1, Number 2, July - Aug (2010), IAEME
Iteratioal Joural of Maagemet (IJM), ISSN 0976 6502(Prit), ISSN 0976 6510(Olie) Volume 1, Number 2, July - Aug (2010), pp. 09-13 IAEME, http://www.iaeme.com/ijm.html IJM I A E M E AN ANALYSIS OF STABILITY
More informationQuarterly Update First Quarter 2018
EDWARD JONES ADVISORY SOLUTIONS Quarterly Update First Quarter 2018 www.edwardjoes.com Member SIPC Key Steps to Fiacial Success We Use a Established Process 5 HOW CAN I STAY ON TRACK? 4 HOW DO I GET THERE?
More informationA Technical Description of the STARS Efficiency Rating System Calculation
A Techical Descriptio of the STARS Efficiecy Ratig System Calculatio The followig is a techical descriptio of the efficiecy ratig calculatio process used by the Office of Superitedet of Public Istructio
More informationMonetary Economics: Problem Set #5 Solutions
Moetary Ecoomics oblem Set #5 Moetary Ecoomics: oblem Set #5 Solutios This problem set is marked out of 1 poits. The weight give to each part is idicated below. Please cotact me asap if you have ay questios.
More informationPublic and Private Investment and Economic Development in Iraq ( )
Public ad Private Ivestmet ad Ecoomic Developmet i Iraq (1970-2010) Jwa Hussei ad James Behi Abstract Based o the eoclassical growth model of Solow (1956), this study aalyses the macroecoomic determiats
More informationRELATIONSHIP BETWEEN INTEREST RATE AND HOUSEHOLD S SAVINGS IN PAKISTAN
Iteratioal Joural of Iovatio ad Scietific Research ISSN 2351-8014 Vol. 12 No. 1 Nov. 2014, pp. 295-308 2014 Iovative Space of Scietific Research Jourals http://www.ijisr.issr-jourals.org/ RELATIONSHIP
More informationEU ETS Hearing, European Parliament Xavier Labandeira, FSR Climate (EUI)
EU ETS Hearig, Europea Parliamet Xavier Labadeira, FSR Climate (EUI) 0. Thaks Chairma, MEPs. Thak you very much for ivitig me here today. I am hoored to participate i the work of a Committee whose previous
More informationCalculation of the Annual Equivalent Rate (AER)
Appedix to Code of Coduct for the Advertisig of Iterest Bearig Accouts. (31/1/0) Calculatio of the Aual Equivalet Rate (AER) a) The most geeral case of the calculatio is the rate of iterest which, if applied
More informationNon-Inferiority Logrank Tests
Chapter 706 No-Iferiority Lograk Tests Itroductio This module computes the sample size ad power for o-iferiority tests uder the assumptio of proportioal hazards. Accrual time ad follow-up time are icluded
More informationSavings and investment in Malawi: a causality test
Savigs ad ivestmet i Malawi: a causality test AUTHORS ARTICLE INFO JOURNAL FOUNDER Agelique Nidi Nicholas M. Odhiambo Agelique Nidi ad Nicholas M. Odhiambo (2014). Savigs ad ivestmet i Malawi: a causality
More informationStock exchange indices and turnover value-evidence from Tehran Stock Exchange
Africa Joural of Busiess Maagemet Vol. 5(3), pp. 783-79, 4 February, 20 Available olie at http://www.academicjourals.org/ajbm DOI: 0.5897/AJBM0.880 ISSN 993-8233 20 Academic Jourals Full Legth Research
More informationFaculdade de Economia da Universidade de Coimbra
Faculdade de Ecoomia da Uiversidade de Coimbra Grupo de Estudos Moetários e Fiaceiros (GEMF) Av. Dias da Silva, 65 300-5 COIMBRA, PORTUGAL gemf@fe.uc.pt http://www.uc.pt/feuc/gemf PEDRO GODINHO Estimatig
More informationQuantitative Analysis
EduPristie www.edupristie.com Modellig Mea Variace Skewess Kurtosis Mea: X i = i Mode: Value that occurs most frequetly Media: Midpoit of data arraged i ascedig/ descedig order s Avg. of squared deviatios
More informationAn Improved Composite Forecast For Realized Volatility
Joural of Statistical ad Ecoometric Methods, vol.3, o.1, 2014, 75-84 ISSN: 2241-0384 (prit), 2241-0376 (olie) Sciepress Ltd, 2014 A Improved Composite Forecast For Realized Volatility Isaac J. Faber 1
More informationHIGH FREQUNCY ANALYSIS ON JUMPS AND LONG MEMORY VOLATILITY IN COMMODITY FUTURES PRICES*
HIGH FREQUNCY ANALYSIS ON JUMPS AND LONG MEMORY VOLATILITY IN COMMODITY FUTURES PRICES* by Youg Wook Ha + Departmet of Ecoomics Hallym Uiversity Korea ad Jeogseok Sog Departmet of Iteratioal Trade Chug-Ag
More informationReview Procedures and Reporting by Peer Reviewer
Review Procedures ad Reportig by Peer Reviewer QUALITY OF REPORTING BY AUDITORS Desired Quality Audit report to cotai a clear writte expressio of opiio o the fiacial iformatio PU should have policies ad
More informationCHAPTER 3 RESEARCH METHODOLOGY. Chaigusin (2011) mentioned that stock markets have different
20 CHAPTER 3 RESEARCH METHODOLOGY Chaigusi (2011) metioed that stock markets have differet characteristics, depedig o the ecoomies omie they are relateded to, ad, varyig from time to time, a umber of o-trivial
More informationMark to Market Procedures (06, 2017)
Mark to Market Procedures (06, 207) Risk Maagemet Baco Sumitomo Mitsui Brasileiro S.A CONTENTS SCOPE 4 2 GUIDELINES 4 3 ORGANIZATION 5 4 QUOTES 5 4. Closig Quotes 5 4.2 Opeig Quotes 5 5 MARKET DATA 6 5.
More informationError diagnostic for weighted moving average to forecast Shariacompliant securities in Malaysian Stock Exchange
Iteratioal Academic Research Joural of Busiess ad Techology 2(2) 2016 Page 29-37 Error diagostic for weighted movig average to forecast Shariacompliat securities i Malaysia Stock Exchage Nashirah Biti
More informationA random variable is a variable whose value is a numerical outcome of a random phenomenon.
The Practice of Statistics, d ed ates, Moore, ad Stares Itroductio We are ofte more iterested i the umber of times a give outcome ca occur tha i the possible outcomes themselves For example, if we toss
More informationNomura Asia Pacific Fonds
Nomura Asia Pacific Fods INVESTMENT OBJECTIVE The fud's ivestmet objective is to achieve a log-term participatio i the dyamic ecoomic growth of the Asia Pacific regio. The fud ivests primarily i equities.
More information