Inflation, Unemployment and the NAIRU in Pakistan ( )

Size: px
Start display at page:

Download "Inflation, Unemployment and the NAIRU in Pakistan ( )"

Transcription

1 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Inflaion, Unemploymen and he NAIRU in Pakisan ( ) Khalid Zaman Assisan Professor, Deparmen of Managemen Sciences COMSATS Insiue of Informaion Technology, Abboabad, Pakisan Tel: ; Fax: khalidzaman@cii.ne.pk Muhammad Mushaq Khan Head of Deparmen (HOD), Managemen Sciences COMSATS Insiue of Informaion Technology, Abboabad, Pakisan Tel: ; Fax: khanmm@cii.ne.pk Mehboob Ahmad Professor of Managemen Sciences, FUIEMS, Foundaion Universiy New Lalazar, Rawalpindi Can, Pakisan Tel: ; Fax: mmehboobahmad@gmail.com Waseem Ikram Assisan Professor, Managemen Sciences COMSATS Insiue of Informaion Technology, Abboabad, Pakisan Tel: ; Fax: drwaseem@cii.ne.pk Absrac In a developing counry like Pakisan, Phillips Curve approach is employed on a daa se of 35 years saring from Phillips Curve helps in examining he relaionship beween inflaion and unemploymen. There is a non-proporional negaive relaionship beween inflaion and unemploymen (if unemploymen is reduced han here is a rising price level in he economy). Non-parameric esimaes of he NAIRU are calculaed. In his sudy, resuls are in he range of percen. There is a long-run and casual relaionship beween inflaion and unemploymen over he above menioned period in Pakisan. There is a ransiory relaionship (shocks) in he shor-run, while here is a permanen relaionship (shocks) in he long-run. By looking a he relaionship esablished, one can forecas for nex 0 years, ha here will be an opposie relaionship beween boh variables. This paper documens an empirical evidence for he exisence of he Phillips curve in Pakisan i.e., inflaion has decreased unemploymen. Keywords: Phillips curve, NAIRU, Granger causaliy, Impulse response funcion, Pakisan Jel Classificaion Code: C22, E3, E50. Inroducion Over he las five decades, he subjec of price/wage inflaion and unemploymen has been a major concern for economiss and common economic agens. This approach sared in 958, when a Briish Economis A. W. Phillips wroe an aricle on The Relaionship beween Unemploymen and he Rae of Change of Money Wage Raes in he Unied Kingdom by using a daa se from 862 o 957. This empirical sudy was formed by a reasonably smooh curve which is known as Phillips Curve. Phillips curve shows a rade-off beween rae of inflaion and unemploymen. Phillips Curve inerpres ha if unemploymen is o be reduced han we have o accep he rising price level in he economy. Various heories have been pu forward o explain coninuing inflaion all over he world. In Pakisan, he subjec of inflaion has been he cenral issue in mos of macroeconomics sudies. Various facors are considered in he lieraure as srong forces for deermining price inflaion. These facors are moneary expansion, sagnaion of oupu, increasing impor prices, increasing wage raes and sicky expecaions ec... Research Hypohesis I has been observed ha Inflaion and unemploymen have boh direc and indirec relaionships. Our hypohesis is o examine he exisence of Phillips curve by considering, wheher here is a direc or indirec relaionship beween inflaion and unemploymen in he conex of Pakisan..2. Research Objecives The objecive of his paper is o examine he exisence of Phillips Curve in Pakisan, by using a ime series daa from The more specific objecives are: i. To esimae a shor-run rade-off beween inflaion and unemploymen, his is implied by he Phillips Curve and he NAIRU. ii. To esimae a long-run relaionship beween inflaion and unemploymen over he las 35 years. iii. To esimae changes in he unemploymen rae, his is Granger cause changes in inflaion. Published by Canadian Cener of Science and Educaion 245

2 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 iv. To esimae permanen supply shocks, his drives boh inflaion and unemploymen in he long-run. Whereas, in he shor run he usual radeoff is induced due o demand shocks. This paper is organized in five secions. Secion 2 presened a lieraure review. Secion 3 focuses on inflaion, unemploymen, NAIRU and unemploymen gap in Pakisan. Secion 4 provides daa source and mehodological framework. The empirical resuls are presened in Secion 5, while he final secion concludes he sudy. 2. Lieraure Review Paul Samuelson and Rober Solow were among he firs researchers, who suppored he Phillips hypohesis. Samuelson and Solow (970) examined he relaionship beween he inflaion and unemploymen rae in he Unied Saes. An inverse relaionship was esablished beween inflaion and unemploymen. In anoher sudy conduced by Solow (970) and Gordon (97), resuls reveal he exisence of a negaive rade-off relaionship beween unemploymen and inflaion using U.S. macroeconomic daa. These empirical findings have been known as he Solow-Gordon affirmaion of he Phillips curve. Alhough William Phillips based his hypohesis on a srong heoreical foundaion, he debae on wheher he Phillips curve really exiss or does no exis daes back o he 960s. Islam e al. (2003: 07) has noed ha Phillips Curve is open o debaes since is incepion. Friedman (968) and Phelps (967) openly criicized he hypohesis and menioned ha here is no rade-off relaionship beween unemploymen and inflaion. Furhermore, Lucas (976) srongly opposed he proposiion of he exisence of he Phillips curve. He argued ha here could have been a rade-off relaionship beween unemploymen and inflaion, subjec o he assumpion ha he policy makers have no creaed an arificial siuaion, where high-inflaion is pared wih low unemploymen. Oherwise, he workers would foresee he high inflaion in he fuure and would demand wage increase from heir employers. In his case, here could be coexisence of high unemploymen and high inflaion rae which is known as he Lucas criique. In he 970s, economiss began o loose ineres in doing research on he Phillips curve. As Debelle and Vickery (998:384) commened, The Phillips curve fell ino a period of neglec in academic circles during he 980s, however i remained an imporan ool for policy makers. 990s winessed he revival of he academic ineres in he Phillips curve and he Phillips curve has again been he subjec of inensive debae (for example, he symposium proceedings in he Journal of Economic Perspecives (Debelle and Vickery, 998:384). Generally, empirical findings have shown he mixed resuls. Some researcher found he significan rade-off relaionship beween unemploymen rae and inflaion raes and oher does no. Among research sudies done in he 990s, Alogoskoufis and Smih (99) showed he empirical evidence o suppor he Lucas criique which denied he exisence of rade-off relaionship. By conras, King and Wason (994) esed he exisence of he Phillips curve using he U.S. pos-war macroeconomic daa. Their findings provided empirical suppor o he exisence of he rade-off relaionship beween unemploymen and inflaion in he USA over he researched period. Hansen and Pancs (200) examined he exisence of he Phillips curve in Laiva. They also found ou ha here is a significan correlaion beween he unemploymen rae and he acual inflaion raes. Furhermore, Islam e al. (2003) examined he hypohesis of Philips curve hrough US economic daa from 950 o 999. They find ou he weak long-run coinegraing relaionship and long-run causaliy beween unemploymen and inflaions. On he oher hand, Har (2003) esed he Phillips hypohesis by employing he hourly wage earning. He concluded ha during iner-war period (926-66) in Briain, he Phillips curve is no suppored by our daa. Furuoka (2007) examined he long-run & rade-off relaionship and also causal relaionship beween he unemploymen rae and he inflaion rae in Malaysia during he period of ). A recen mehodological innovaion in assessing he Phillips curve has been he use of panel daa analysis. Dinardo and Moore (999) used panel daa analysis o examine 9 member counries of he Organizaion for Economic Co-operaion and Developmen (OECD). The researchers used he mehod of Ordinary Leas Squares (OLS) and Generalized Leas Squares (GLS). Their findings confirmed he exisence of he common Phillips curve in hese OECD counries. Turner and Seghezza (999) also employed he panel daa mehod and observed he Phillips curve in 2 OECD counries over he period from he early 970s o 997. To analyze he pooled daa, Turner and Seghezza used he mehod of Seemingly Un-relaed Esimaion (SURE) raher han he OLS. The researchers concluded ha he overall resul provided a srong suppor for he exisence of he common Phillips curve among he 2 chosen member counries of OECD. Arraibel e al. (2002) analyzed New Keynesian Phillips curve wih forward-looking expecaions by using panel daa. They found ha he unemploymen raes have significan relaionship wih non-radable inflaion raes. By conras, Masso and Saehr (2005) used he dynamic panel daa mehod and failed o idenify a significan relaionship beween unemploymen rae and inflaion raes. Research on he Phillips Curve in Pakisan is very limied. Hasan (990) suppored he exisence of a shor-run Phillips Curve for Pakisan for he period 972(Qr.) o 98(Qr.4). Malik and Tashfeen (2007) observed a negaive relaionship beween inflaion and one period lagged unemploymen. Sai e al (2007) find ha fuure inflaionary expecaions play significan role in inflaion deerminaion. A dynamic correlaions beween inflaion and real marginal cos have been observed i.e., inflaion co-moves posiively wih real marginal cos, boh a leads and lags. 246 ISSN 96-97X E-ISSN

3 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Numerous sudies on he Phillips curve are available on developed naions; here is huge scope for sysemaic empirical analysis ha esifies he hypohesis in he conex of a developing counry. Considering imporan economic and poliical implicaions of Pakisan, he Phillips Curve hypohesis enails relaionship beween unemploymen rae and inflaion rae. This paper analyzes he rade-off beween inflaion and unemploymen in Pakisan using secondary daa from 975 o Following dimensions and facors of he Phillips curve hypohesis are focused. NAIRU: NAIRU is an acronym for Non-Acceleraing Inflaion Rae of Unemploymen. The idea behind he naural rae hypohesis was pu forward by Milon Friedman in 968 and i refers o a level of unemploymen, below which inflaion rises. If U* is he NAIRU and U is he acual unemploymen rae, he heory says ha: if U < U* for a few years, inflaionary expecaions rise, so ha he inflaion rae ends o accelerae; if U > U* for a few years, inflaionary expecaions fall, so ha he inflaion rae ends o fall (here is disinflaion); and if U = U*, he inflaion rae ends o be saionary, unless exogenous shock is observed. Naural Rae of Unemploymen: I is he unemploymen, which occurs when he labour marke is in he equilibrium (supply side of unemploymen i.e., fricional and srucural unemploymen). If unemploymen is reduced below he naural rae, here is an increased risk of inflaion. Unemploymen Gap: The difference beween he non-acceleraing inflaion rae of unemploymen (NAIRU) and he acual rae of unemploymen is ermed as unemploymen gap. According o Pallis and Kasouli (2003), in he shor-erm, a rade-off do exiss beween price inflaion and unemploymen. If unemploymen falls below he NAIRU, price inflaion will rise unil unemploymen reurns o he NAIRU, a ha ime price inflaion will sabilize a a permanenly higher level. Co-inegraion echnique is used for analysis. In his sudy a sophisicaed economeric echnique wih addiional ess of forecasing framework is used o examine he effec of changes in inflaion on unemploymen rae over a 0 years period. 3. Brief Overview of Inflaion and Unemploymen Rae in Pakisan 3.. Inflaion Rae The rae of inflaion is an imporan macroeconomic indicaor by which he cenral banks around he world analyze and se heir moneary policy. Pakisan is among hose counries, which are sill experiencing double digi inflaion. There has been an increasing rend of inflaion from 2 percen in 975 o almos 22 percen in Inflaion is documened in he range of 3 percen o 22 percen during he said period (see, Figure ) Unemploymen Rae In 970s, average unemploymen rae was 3.43 percens. I increased by only 0. percen in he year 980s (3.44%). Aferward, average unemploymen rae increased sharply in he year 990s and 2000s, where average unemploymen rae was repored almos 5.56 and 6.97 percen respecively (see Figure 2) Changes in Inflaion (IFR) and Unemploymen Rae (UN) in Pakisan The relaionship beween unemploymen and inflaion rae in Pakisan is an ineresing example. There have been greaer flucuaions in inflaion and unemploymen rae during he years Hence, here has been found an inverse relaionship beween unemploymen rae and inflaion rae. IFR = C + IFR( ) UN u C = (0.046)*; IFR () = (0.000)*; UN = (0.050)* Adjused R-square = 0.4; D.W =.903; F-saisics = (0.000)* Noe: * represen 0.05% significance level Unemploymen Rae (UN) and Unemploymen Gap (UNGAP) in Pakisan Unemploymen Gap is he difference beween he non-acceleraing inflaion rae of unemploymen (NAIRU) and he acual unemploymen rae (UN). NAIRU is esimaed from and observed as 7.8 percen, while average unemploymen rae was 4.9 percen which is less han he NAIRU. I means ha inflaionary expecaions have been raised beween hese years, so high inflaionary ends is observed. Unemploymen gap is observed up o 2.8 percen beween he said periods. Unemploymen and unemploymen gap for he period of are menioned in Figure Daa Sources and Mehodological Framework The sudy uses annual observaions for he period of The daa is obained from Economic Survey of Pakisan ( ), Inernaional Financial Saisics ( ), and World Bank Developmen Indicaors daa ses (WDI-2009). This paper reviews; he impac of he unemploymen on inflaion wihin he conex of Phillips Curve, which is examined in he following manner: Published by Canadian Cener of Science and Educaion 247

4 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 By examining wheher a ime series uni roo es is applied; an Augmened Dickey-Fuller (ADF) uni roo es has been used. By finding he long-run relaionship among he variable, coinegraion es has been applied. When he variables are found coinegraed, a Granger causaliy es based on Vecor Error Correcion Mehod (VECM) has been applied o deermine he shor and long-run causaliy. By describing he reacion of endogenous variable i.e., unemploymen a he ime of impulse / shock and over subsequen poins in ime. 4.. Theoreical Mehodology The simple Phillips Curve could be esimaed by using following equaions. If we le we may represen he proporional or percenage change in he wage rae as: If we assume ha w w w be he wage rae in ime, w () w w is proporional o he excess demand for labour d, we may wrie: w d (2) Where is consan. Since he unemploymen rae u is inversely relaed o he excess demand for labor, we could wrie his using our reciprocal funcion as: Given equaion (3), we may hen specify d w a c (3) u w as: a c (4) u Where w is linearly relaed o he non-linear reciprocal variableu. An appropriae linear saisical model may hen be: y 2 Where y ( ) / w w w w x e (5) x and e is a normal random equaion error. u Simply, we can wrie equaions wih he aid of noaion we are using for he variables in our paper, incorporaing naural rae of unemploymen ino he model, he sandard Phillips Curve could be expressed: IFR ( L) IFR ( L)( UR NAIRU ) (6) Where, α (L) and β (L) are polynomials in he lag operaion, NAIRU is naural rae of Unemploymen in Pakisan in he year, and. According o Debelle and Vockery (998), mos of he exising heoreical and empirical lieraures have been based on he equaion 2. The equaion could be modified as: IFR ( L) IFR ( L)( UNGAP ) (7) Where UNGAP is he unemploymen gap (i.e. he acual unemploymen rae minus naural rae of unemploymen rae). To suppor he Phillips curve, we would require negaive and significan coefficiens for he unemploymen gap. The empirical analysis will be based on he equaion Economeric Mehodology The concep of Coinegraion was firs inroduced by Granger (98) and elaboraed furher by Engle & Granger (987), Phillips & Ouliaris (990) and Johansen (99). Engle & Granger Coinegraion es requires ha Time-series, say Y and X, are non-saionary in levels bu saionary in firs differences i.e., Y ~ I () and ~ I (). X 248 ISSN 96-97X E-ISSN

5 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 There exiss a linear combinaion beween hese wo series ha is saionary a levels i.e., vi ( Y X ) ~ I(0). Thus, he firs sep for Coinegraion is o es wheher each of hese series are saionary or no. If hey boh are saionary say a firs difference i.e. hey are I(), hen we proceed o he second sep o verify he long run relaionship beween hem. Augmened Dickey Fuller (ADF) es is usually applied o es saionariy. I ess he null hypohesis ha a series Y ) is non-saionary by calculaing a -saisics for 0 in he following equaion: ( Y Y n k 2 Y k k Where k = 2, 3,, n. While,, and are he parameers o be esimaed and is whie noise error erm. If he value of he ADF saisic is less han he criical value a he convenional significance level (usually he 5 % significance level is desirable) han he series ( Y ) is said o be saionary and vice versa. If Y is found o be non-saionary hen i should be deermined wheher Y is saionary a firs differences Y ~ I (0) by repeaing he above procedure. If he firs difference of he series is saionary han he series ( Y ) are inegraed of order one i.e. Y ~ I(). If ime series are I(), han regressions is applied in heir firs difference. However, by aking firs difference, we lose he long-run relaionship ha is sored in he daa. This implies ha one needs o use variables in levels as well. Advanage of he Error Correcion Model (ECM) is ha i incorporaes variables boh in heir levels and firs difference. By doing his, ECM capures he shor-run disequilibrium siuaions as well as he long-run equilibrium adjusmens beween variables. ECM erm having negaive sign and value beween 0 o indicaes convergence of model owards long-run equilibrium and shows how much percenage adjusmen akes place every year. Impulse response funcions race he effecs of a shock o one endogenous variable on o he oher variables in he VAR; variance decomposiion separaes he variaion in an endogenous variable ino he componen shocks o he VAR. Thus, he variance decomposiion provides informaion abou he relaive imporance of each random innovaion in affecing he variables in he VAR. This sudy runs he Granger-causaliy es based on he following he VECM: IFR n n i 2i UNGAP) i 3i( IFR) i 4 ( ECT ) i i ( (8) This paper uses he Granger-causaliy es based on he VECM. There are wo advanages o using his mehod raher han he sandard Granger causaliy es. Firs of all, he Wald es of he independen variables indicaes he shor-run causal effec. Secondly, significan and negaive error correcion erm (ECT) indicaes he long-run causal effecs. 5. Empirical Resuls NAIRU is esimaed for , and wih he values 6.0, 3.2 and 9.0 respecively. NAIRU for overall period i.e., is esimaed as 7.80, which is greaer han average unemploymen rae of 4.99 percen. Resuls reveal ha inflaion was less for he period i.e., and While, here was an increasing rend of inflaion for he period Overall incidence of inflaion for has shown an increasing rend. The cumulaive effec of his rising expeced inflaion rae is posiive, wih unemploymen gap is (-) 2.8 percen over a 35 years period. In he shor-erm, a rade-off exiss such ha if unemploymen rae falls below he NAIRU, inflaion will rise unil unemploymen reurns o he NAIRU. A ha ime inflaion will sabilize a a permanenly higher level (see, Table ). The preliminary sep in his analysis is o esablish he degree of inegraion of each variable. So a es for he exisence of a uni roos in he level and he firs difference of each variable in our sample using he Augmened Dickey Fuller (ADF). The resuls in Table 2 reveal ha boh variables are non-saionary in heir level daa. However, saionariy is found in he firs differencing level of he variables i.e., Inflaion rae (IFR) and unemploymen gap (UNGAP). In he second sage, he Johansen coinegraion es was used o es he long-run movemen of he variables. Engle and Granger (987) have poined ou ha only variables wih he same order of inegraion could be esed for coinegraion. Boh variables were examined for coinegraion a heir firs difference I(). Akaike Informaion Crierion (AIC) was used o deermine opimal lag lengh selecion, while maximum lag lengh is se up o level hree. Table 3 shows ha opimal lag lengh for he Johansen coinegraion es is one (), which minimizes he AIC. Published by Canadian Cener of Science and Educaion 249

6 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Resuls of he coinegraion ess are repored in Table 4 and Table 5 respecively. Saring wih he null hypohesis of no coinegraion among he variables, he race saisics of 9.23 exceeds he 95% criical value of he race saisic (criical value is 5.49). The null hypohesis is valid up o 5% level of confidence. I is concluded ha here is one coinegraion relaionship involving variables i.e., IFR and UNGAP. In Table 5, max saisic rejecs he null hypohesis of no coinegraion vecor agains he alernaive as he calculaed value max are 6.49, which is exceeding he 95% criical value (4.26). Thus, on he basis of max saisic here is one co-inegraion vecors. The presence of coinegraion vecor shows ha here exiss a long-run relaionship among he variables. The Granger-causaliy mehod based on he VECM was employed o examine he long-run and shor-run casual relaionships beween he wo variables. Firsly, he Akaike Informaion Crierion was used o deermine he opimal lengh for he causaliy es. As Table 6 shows, opimal lag lengh for causaliy es is wo (2) which minimizes he AIC. The dynamic shor-run causaliy (by using Wald es) and he long-run causaliy by error correcion erm (ECT ) among he relevan variables are shown in Table 7. The causaliy effec can be obained by resricing he coefficien of he variables wih is lags equal o zero. If he null hypohesis of no causaliy is rejeced, hen we conclude ha a variable Granger-caused oher variable. To recapiulae he findings of he shor-run causaliy es, we conclude ha he hypohesis of inflaion-unemploymen is legiimae in he Pakisan s economy, as here appeared o be a negaive relaionship. In oher words, Pakisan s unemploymen rae does Granger cause inflaion in he shor-run. In he long-run causaliy es, he error correcion erm (ECT ) is saisically significan and negaive. This means ha here is a long-run Granger causaliy beween he inflaion rae and unemploymen rae. The error-correcion erm is significan wih an adjusmen coefficien of , indicaing ha inflaion rae (IFR) adjuss o is long-run equilibrium level wih 25.9% of he adjusmen aking place wihin he firs year. The sign of he ECT coefficien also specifies ha changes in he inflaion rae adjus in an opposie direcion o he previous period's deviaion from equilibrium. In oher words, he long-run Granger causaliy does confirm he exisence of he long-run equilibrium relaionship beween unemploymen rae and inflaion rae in Pakisan as indicaed in he Johansen coinegraion es. Figures 4-7 plo he impulse-response funcions of inflaion and unemploymen o he permanen and ransiory shock. The impulse-response funcions show due o consequence of ransiory and permanen shocks, here had been an increase in unemploymen, which has ulimaely reduced he inflaion rae. A shor-run and long-run radeoff beween he wo variables is observed. This adverse effec on unemploymen of a negaive demand shock is very persisen. In fac, he wo variables move in he opposie direcion a differen frequencies. Indeed, he seleced coinegraing vecor implies ha, here is a long-run relaionship beween he variables, inflaion and unemploymen. Hence, he analysis enables he conclusion ha hese supply shocks drive he rare movemen of inflaion and unemploymen in he long run. Figure 8- plo he variance decomposiion funcion of inflaion and unemploymen. The variance decomposiion analysis indicaes ha inflaion rae is he exogenous variable. A high proporion of is shock is explained by he own innovaions compared o he unemploymen. A he end of 0 years, he forecas error variance for inflaion explained by heir own innovaions is 37.8%, while he forecas error variance for unemploymen explained by heir own innovaion is 87.2%. A he end, empirical findings of he presen sudy show ha here is a long-run relaionship and also causaliy beween Pakisan s unemploymen rae and inflaion rae. These findings provide an srong empirical suppor for he exisence of he Phillips curve, in he conex of a developing counry like Pakisan. 6. Summary and Conclusion Inflaion is a universal phenomenon. Every one is affeced by inflaion. Being an economis, i is a social responsibiliy o explore he realiy menioned by Phillips Curve i.e., increased inflaion resuls ino increased job opporuniies which ulimaely lead o economic growh in he counry. This sudy provides srong empirical exisence of Phillips Curve in Pakisan, boh in he long- and shor runs. On he basis of his sudy, one can forecas he fuure rend for he nex en years will be in favor of Phillips curve. Policy makers can ge guidance from his paper for making fuure policy decisions for Pakisan. This research can be replicaed for oher developing counries especially SAARC counries, such as Bangladesh, Bhuan, India, Maldives, Nepal, and Srilanka. By assessing he exisence of he Phillips curve in SAARC economies can have more insigh. References Akaike, H. (974). A New Look a he Saisical Model Idenificaion. IEEE Transacion on Auomaic Conrol, Vol.9, pp Alogoskoufis, G. and Smih, R. (99). The Phillips Curve: The Persisence of Inflaion and he Lucas Criique: Evidence from Exchange-Rae Regime. American Economic Review, 8, pp ISSN 96-97X E-ISSN

7 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Arraibel, O., Rodriguez-Palenzuela, D. and Thimann, C. (2002). Inflaion Dynamics and Dual Inflaion in Accession Counries: A New Keynesian Prospecive. ECB Working Paper, No. 32. Debelle, G. and Vickery J. (998). Is he Phillips Curve: Some Evidence and Implicaions for Ausralia. The Economic Record, 74, pp Dickey, D. and Fuller, W. (979). Disribuion of he Esimaors for Auoregressive Time Series wih a Uni Roo. Journal of he American Saisical Associaion, Vol. 74, No.366, pp Dickey, D. and Fuller, W. (98). Likelihood Raio Tess for Auoregressive Time Series wih a Uni Roo. Economerica, Vol.49, No. 4, pp DiNardo, J. and Moore, M.(999). The Phillips Curve is Back? Using Panel Daa o Analyze he Relaionship Beween Unemploymen and Inflaion in an Open Economy. NBER Working Paper 7328, pp.-27. Economic Survey. ( ). Economic Survey of Pakisan. Governmen of Pakisan (2008), Finance Division, Economic, Advisor s Wing, Islamabad, Pakisan. Economic Survey of Pakisan, various issues. Governmen of Pakisan (2008), Finance Division, Economic, Advisor s Wing, Islamabad, Pakisan. Engle R. and Granger, C. (987). Co-inegraion and Error Correcion: Represenaion, Esimaion and Tesing, Economerica, Vol.55, No. 2, pp Furuoka, F. (2007). Does he Phillips Curve Really Exis? New Empirical Evidence from Malaysia. Economics Bullein, Vol. 5, No. 6 pp. -4 Friedman, M. (968). The Role of Moneary Policy. American Economic Review, 58,pp. -7 Gordon, R.J. (97). Price in 970: The Horizonal Phillips Curve. Brookings Papers on Economic Aciviies, 3, pp Granger, C. W. J. (98). Some Properies of Time Series Daa and Their Use in Economeric Model Specificaion, Journal of Economerica, 6: 2-30 Hansen, M and Pancs, R. (200). The Lavian Labour Marke Transiion: he Beveridge and Phillips Curve as Indicaors of Normalizaion, Riga: Euro Faculy. Har, R. A. (2003). Overime Working, he Phillips Curve and he Wage Curve. The Mancheser School,.7(2), pp Hasan, A, M. (990). Phillips Curve Analysis: Some Experiences from Pakisan's Economy. Journal of Economic Sudies, Volume 7, Issue, available a: hp://demo.emeraldinsigh.com/insigh/viewconeniem.do;jsessionid=4fc66a4e83d46e2a a0ea E?conenType=Aricle&hdAcion=lnkpdf&conenId=84588&hisory=rue IFS. (2008). Inernaional Financial Saisics 2008, Inernaional Moneary Fund, Washingon, available online a hp:// accessed on Mach 5, 200. Johansen, S. (99). Esimaion and Hypohesis Tesing of Coinegraed Vecors in Gaussian VAR Models, Economerica, 59(6), pp King, R.G. and Wason, M.W. (994). The Pos-War U.S. Phillips Curve: A Revisionis Economeric Hisory, Carnegie-Rocheser Conference Series on Public Policy, 4, pp Islam, F., Hassan, K., Musafa, M. and Rahman, M. (2003). The Empirics of U.S. Phillips Curve: A Revisi, American Business Review, 20(), pp Lucas, R.E. (976). Economeric Policy Evaluaion: A Criique. Carnegie-Rocheser Conference Series on Public Policy,, pp MacKinnon, J.G., Haug, A.A., and Michelis, L. (999). Numerical disribuion funcions of likelihood raio ess for coinegraion. Journal of Applied Economerics, 4, Malik, W. S., A. H. Bu. and M. A. Tashfeen. (2007). Phillips Curve Relaion over he Business Cycle: Evidence from Pakisan. Kashmir Economic Review, XVI, No., pp. -6. Masso, J. and Saehr, K. (2005). Inflaion Dynamics and Nominal Adjusmen in Balic Saes. Research in Inernaional Business and Finance, 9, pp Phelps, E. (967). Phillips Curve, Expecaion of Inflaion, and Opimal Inflaion over Time. Economica, 34, pp Phillips, A.W.(958). The Relaionship beween Unemploymen and he Rae of Change of Money Wage Raes in he Unied Kingdom. Economica, 25, pp Philips, P. C. B. and S. Ouliaris. (990). Asympoic Properies of Residual Based Tess for Coinegraion, Economerica, 58: Published by Canadian Cener of Science and Educaion 25

8 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Samuelson, P.A. and Solow, R.M. (960). Analyical Aspec of Ani-inflaion Policy. American Economic Review, 50, pp Sai, A. H; Wasim, S. M and Ghulam, S. (2007). New Keynesian Philips Curve for Pakisan. The Pakisan developmen Review, 46: 4, Par (Winer 2007), pp Solow, R.M. (970). Discussion of RJ Gordon s Recen Acceleraion of Inflaion and is Lessons for he Fuure. Brookings Papers on Economic Aciviies,, pp Turner, D. and Seghezza, E. (999). Tesing for a common OECD Phillips curve. OECD Economic Developmen Working Paper, NO. 29. WDI. (2009). World Developmen Indicaor, he World Bank Group, Online available a: hp://go.worldbank.org/u0fsm7aq40 accessed on March 20, 200. Table. NAIRU Esimaes Sample Period NAIRU Average UE Expeced Inflaion Source: Auhors calculaion. UE = Unemploymen Rae; UEGAP = Unemploymen Gap Falls Falls Rises Rises UEGAP R Table 2. ADF Uni Roo Tes Levels Firs Difference Consan Consan wih rend Consan Consan wih rend IFR (4) (0) * (0) * (0) UNGAP (0) (0) * (0) * (0) Noe: Figures in parenhesis indicae number of lag srucures. * indicaes significance a % level. Table 3. Opimal Lag Lengh Selecion for he Coinegraion Tes (Maximum Lag lengh = 3) Lag Lengh Noe: AIC denoes he Akaike Informaion Crierion. * indicaes opimal lag lengh seleced by AIC AIC * Table 4. The Johansen Coinegraion Tes (Trace Eigenvalue Saisic) Eigenvalue Trace Saisic 5 percen criical value Prob.** Number of coinegraing equaions None* A mos Noe: The resul corresponds o VAR s wih one lag. * denoes rejecion of he hypohesis a he 0.05 level. **MacKinnon-Haug-Michelis (999) p-values. Table 5. The Johansen Coinegraion Tes (Maximum Eigenvalue Saisic) Eigenvalue Max-Eigen Saisic 5 percen criical value prob.** Number of coinegraing equaions None* A mos Noe: The resul corresponds o VAR s wih one lag. * denoes rejecion of he hypohesis a he 0.05 level. **MacKinnon-Haug-Michelis (999) p-values. Table 6. Opimal Lag Lengh Selecion for Causaliy Tes (Maximum Lag lengh = 3) Lag Lengh Noe: AIC denoes he Akaike Informaion Crierion. * indicaes opimal lag lengh seleced by AIC AIC * ISSN 96-97X E-ISSN

9 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Table 7. Granger-Causaliy Tes Based on VECM (Dependen Variable: D (IFR)) Variable Degree of Freedom Wald Tes Saisics D(UEGAP) * Adjusmen Coefficien Value -saisic (ECT) ** Noe: To es for causaliy when variables are co-inegraed, he following Granger causaliy es based on he VECM could be used: D(IFR ) n i 2i D( UEGAP 2 ) n i 3 i D( IFR ) 4i ( ECT ) ) Shor-run causaliy: he join significance of he coefficiens is deermined by he Wald Tes 2) Long-run causaliy: he level of significance for error correcion erm (ECT-) is deerminedd by he -saisics. Published by Canadian Cener of Science and Educaion 253

10 Inernaional Journal of Economics and Finance Vol. 3, No. ; February 20 Figure 4-7.Impulse Response Shocks Figure 8-: Variance Decomposiion Analysis Noe: ** indicaes significance a 5% level. * indicaes significance a % levell 254 ISSN 96-97X E-ISSN

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

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

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

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

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

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

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

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

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

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

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

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

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

Purchasing Power Parity (PPP), Sweden before and after EURO times

Purchasing Power Parity (PPP), Sweden before and after EURO times School of Economics and Managemen Purchasing Power Pariy (PPP), Sweden before and afer EURO imes - Uni Roo Tes - Coinegraion Tes Masers hesis in Saisics - Spring 2008 Auhors: Mansoor, Rashid Smora, Ami

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

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

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

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

MALAYSIAN FOREIGN DIRECT INVESTMENT AND GROWTH: DOES STABILITY MATTER? Jarita Duasa 1

MALAYSIAN FOREIGN DIRECT INVESTMENT AND GROWTH: DOES STABILITY MATTER? Jarita Duasa 1 Journal of Economic Cooperaion, 8, (007), 83-98 MALAYSIAN FOREIGN DIRECT INVESTMENT AND GROWTH: DOES STABILITY MATTER? Jaria Duasa 1 The objecive of he paper is wofold. Firs, is o examine causal relaionship

More information

THE RELATIONSHIPS AMONG PETROLEUM PRICES. Abstract

THE RELATIONSHIPS AMONG PETROLEUM PRICES. Abstract Inernaional Conference On Applied Economics ICOAE 2010 459 THE RELATIONSHIPS AMONG PETROLEUM PRICES RAYMOND LI 1 Absrac This paper evaluaes in a mulivariae framework he relaionship among he spo prices

More information

Title: Who Influences Latin American Stock Market Returns? China versus USA

Title: Who Influences Latin American Stock Market Returns? China versus USA Cenre for Global Finance Working Paper Series (ISSN 2041-1596) Paper Number: 05/10 Tile: Who Influences Lain American Sock Marke Reurns? China versus USA Auhor(s): J.G. Garza-García; M.E. Vera-Juárez Cenre

More information

Stability. Coefficients may change over time. Evolution of the economy Policy changes

Stability. Coefficients may change over time. Evolution of the economy Policy changes Sabiliy Coefficiens may change over ime Evoluion of he economy Policy changes Time Varying Parameers y = α + x β + Coefficiens depend on he ime period If he coefficiens vary randomly and are unpredicable,

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

The Relationship between Real Interest Rates and Inflation

The Relationship between Real Interest Rates and Inflation The Relaionship beween Real Ineres Raes and Inflaion Michał Brzoza-Brzezina * Absrac In he recen decade, a huge amoun of papers, describing moneary policy rules based on nominal ineres raes, has been wrien.

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

Dynamic co-movement and correlations in fixed income markets: Evidence from selected emerging market bond yields

Dynamic co-movement and correlations in fixed income markets: Evidence from selected emerging market bond yields P Thupayagale* and I Molalapaa Dynamic co-movemen and correlaions in fixed income markes: Evidence from seleced emerging marke bond yield Dynamic co-movemen and correlaions in fixed income markes: Evidence

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

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

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

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

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

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

SCHUMPETER DISCUSSION PAPERS Interdependence between Foreign Exchange Markets and Stock Markets in Selected European Countries

SCHUMPETER DISCUSSION PAPERS Interdependence between Foreign Exchange Markets and Stock Markets in Selected European Countries SCHUMPETER DISCUSSION PAPERS Inerdependence beween Foreign Exchange Markes and Sock Markes in Seleced European Counries Mevlud Islami SDP 2008-007 ISSN 1867-5352 by he auor Inerdependence Beween Foreign

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

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

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

ElectricityConsumptionandEconomicGrowthinBangladeshCo-IntegrationandCausalityAnalysis

ElectricityConsumptionandEconomicGrowthinBangladeshCo-IntegrationandCausalityAnalysis Global Journal of Managemen and Business Research Volume 12 Issue 11 Version 1.0 July 2012 Type: Double Blind Peer Reviewed Inernaional Research Journal Publisher: Global Journals Inc. (US) Online ISSN:

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

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

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

Market Overreaction and Under reaction for Currency Futures Prices. Stephen J. Larson *, Associate Professor of Finance Ramapo College of New Jersey

Market Overreaction and Under reaction for Currency Futures Prices. Stephen J. Larson *, Associate Professor of Finance Ramapo College of New Jersey Marke Overreacion and Under reacion for Currency Fuures Prices Sephen J. Larson *, Associae Professor of Finance Ramapo College of New Jersey Sephen E. Wilcox, Professor of Finance Minnesoa Sae Universiy,

More information

The Maturity Structure of Volatility and Trading Activity in the KOSPI200 Futures Market

The Maturity Structure of Volatility and Trading Activity in the KOSPI200 Futures Market The Mauriy Srucure of Volailiy and Trading Aciviy in he KOSPI200 Fuures Marke Jong In Yoon Division of Business and Commerce Baekseok Univerisy Republic of Korea Email: jiyoon@bu.ac.kr Received Sepember

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

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

Explaining the NZ-Australian exchange rate occasional paper

Explaining the NZ-Australian exchange rate occasional paper Wespac $ Insiuional Bank April 2002 Explaining he NZ-Ausralian exchange rae occasional paper Paul Conway and Richard Franulovich Wespac Insiuional Bank PO Box 691 Wellingon New Zealand Phone (644) 381-1414

More information

A DCC Analysis of Two Stock Market Returns Volatility with an Oil Price Factor: An Evidence Study of Singapore and Thailand s Stock Markets

A DCC Analysis of Two Stock Market Returns Volatility with an Oil Price Factor: An Evidence Study of Singapore and Thailand s Stock Markets Journal of Convergence Informaion Technology Volume 4, Number 1, March 9 A DCC Analysis of Two Sock Marke Reurns Volailiy wih an Oil Price Facor: An Evidence Sudy of Singapore and Thailand s Sock Markes

More information

Real Exchange Rate and Trade Balance Relationship: An Empirical Study on Malaysia

Real Exchange Rate and Trade Balance Relationship: An Empirical Study on Malaysia Vol. 3, No. 8 Inernaional Journal of Business and Managemen Real Exchange Rae and Trade Balance Relaionship: An Empirical Sudy on Malaysia Ng Yuen-Ling Faculy of Accounancy and Managemen, Universii Tunku

More information

Lead Lag Relationships between Futures and Spot Prices

Lead Lag Relationships between Futures and Spot Prices Working Paper No. 2/02 Lead Lag Relaionships beween Fuures and Spo Prices by Frank Asche Ale G. Guormsen SNF-projec No. 7220: Gassmarkeder, menneskelig kapial og selskapssraegier The projec is financed

More information

THE IMPACT OF UNEMPLOYMENT RATE ON THE ROMANIAN SHADOW ECONOMY: AN EMPIRICAL INVESTIGATION USING GRANGER CAUSALITY ANALYSIS

THE IMPACT OF UNEMPLOYMENT RATE ON THE ROMANIAN SHADOW ECONOMY: AN EMPIRICAL INVESTIGATION USING GRANGER CAUSALITY ANALYSIS Adriana AnaMaria ALEXANDRU, PhD Deparmen of Saisics and Economerics E-mail: adrianaalexandru@yahoo.com Professor Ion DOBRE, PhD Deparmen of Economic Cyberneics E-mail: dobrerio@ase.ro The Buchares Academy

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

Shocks Do SVAR Models Justify Discarding the Technology Shock-Driven Real Business Cycle Hypothesis? Abstract

Shocks Do SVAR Models Justify Discarding the Technology Shock-Driven Real Business Cycle Hypothesis? Abstract Shocks Do SVAR Models Jusify Discarding he Technology Shock-Driven Real Business Cycle Hypohesis? Hyeon-seung Huh School of Economics Yonsei Universiy Republic of Korea hshuh@yonsei.ac.kr David Kim School

More information

Causal Relationship between Macro-Economic Indicators and Stock Market in India

Causal Relationship between Macro-Economic Indicators and Stock Market in India Asian Journal of Finance & Accouning Causal Relaionship beween Macro-Economic Indicaors and Sock Marke in India Dr. Naliniprava ripahy Associae Professor (Finance), Indian Insiue of Managemen Shillong

More information

Investigation of the effect of the degree of openness of the economy on real effective exchange rate Volatility: case study (the Iran economy)

Investigation of the effect of the degree of openness of the economy on real effective exchange rate Volatility: case study (the Iran economy) saqartvelos mecnierebata erovnuli akademiis moambe,. 9, #2, 2015 BULLETIN OF THE GEORGIAN NATIONAL ACADEMY OF SCIENCES, vols. 9, no. 2, 2015 Economy Invesigaion of he effec of he degree of openness of

More information

Applied Econometrics and International Development. AEID. Vol. 4-3 (2004)

Applied Econometrics and International Development. AEID. Vol. 4-3 (2004) Applied Economerics and Inernaional Developmen. AEID. Vol. 4-3 (2004) HUMAN CAPITAL, TECHNOLOGY DIFFUSION AND ECONOMIC GROWTH IN LOW-TO-MIDDLE INCOME COUNTRY: A TIME SERIES PERSPECTIVE OF GUATEMALA, 950-200

More information

The Relation between Price Changes and Trading Volume: A Study in Indian Stock Market

The Relation between Price Changes and Trading Volume: A Study in Indian Stock Market Inerdisciplinary Journal of esearch in Business ol. 1, Issue. 7, July 011(pp.81-95) The elaion beween Price Changes and Trading olume: A Sudy in Indian Sock Marke Dr. Naliniprava Tripahy Associae Professor

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

Uni Rodeo and Economic Loss Analysis

Uni Rodeo and Economic Loss Analysis Do Propery-Casualy Insurance Underwriing Margins Have Uni Roos? Sco E. Harringon* Moore School of Business Universiy of Souh Carolina Columbia, SC 98 harringon@moore.sc.edu (83) 777-495 Tong Yu College

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

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy*

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy* CUADERNOS DE ECONOMÍA, VOL. 47 (MAYO), PP. 3-13, 2010 The Asymmeric Effecs of Oil Shocks on an Oil-exporing Economy* Omar Mendoza Cenral Bank of Venezuela David Vera Ken Sae Universiy We esimae he effecs

More information

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective

Idealistic characteristics of Islamic Azad University masters - Islamshahr Branch from Students Perspective Available online a www.pelagiaresearchlibrary.com European Journal Experimenal Biology, 202, 2 (5):88789 ISSN: 2248 925 CODEN (USA): EJEBAU Idealisic characerisics Islamic Azad Universiy masers Islamshahr

More information

Sensitivity of Stock Market Indices to Oil Prices: Evidence from Manufacturing Sub-Sectors in Turkey

Sensitivity of Stock Market Indices to Oil Prices: Evidence from Manufacturing Sub-Sectors in Turkey Received: 21 May 2011; Acceped: 05 May 2012. UDC 338.516:665,6 (560) DOI: 10.2298/PAN1204463E Original scienific paper Ibrahim Halil Eksi Faculy of Economics and Adminisraive Sciences, Kilis 7 Aralik Universiy,

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

Volatility in Returns of Islamic and Commercial Banks in Pakistan

Volatility in Returns of Islamic and Commercial Banks in Pakistan Volailiy in Reurns of Islamic and Commercial Banks in Pakisan Muhammad Iqbal Non-Linear Time Series Analysis Prof. Rober Kuns Deparmen of Economic, Universiy of Vienna, Vienna, Ausria Inroducion Islamic

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

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

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

A Note on the Impact of Options on Stock Return Volatility. Nicolas P.B. Bollen

A Note on the Impact of Options on Stock Return Volatility. Nicolas P.B. Bollen A Noe on he Impac of Opions on Sock Reurn Volailiy Nicolas P.B. Bollen ABSTRACT This paper measures he impac of opion inroducions on he reurn variance of underlying socks. Pas research generally finds

More information

Stock Market and Real Interest Rate of ASEAN Countries: Are they Cointegrated?

Stock Market and Real Interest Rate of ASEAN Countries: Are they Cointegrated? American Inernaional Journal of Conemporary Research Vol. 2 No. 11; November 2012 Sock Marke and Real Ineres Rae of ASEAN Counries: Are hey Coinegraed? Suhal Kusairi; Nur Azura Sanusi Faculy of Managemen

More information

ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES

ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES Michal Czerwonko **** Nabil Khoury* Sylianos Perrakis** Marko Savor*** This version May 2010 JEL CODE: G14, G15 KEYWORDS:

More information

Revisiting the Dollar-Euro Permanent Equilibrium Exchange Rate: Evidence from Multivariate Unobserved Components Models

Revisiting the Dollar-Euro Permanent Equilibrium Exchange Rate: Evidence from Multivariate Unobserved Components Models Revisiing he Dollar-Euro Permanen Equilibrium Exchange Rae: Evidence from Mulivariae Unobserved Componens Models Xiaoshan Chen * and Ronald MacDonald Deparmen of Economics Universiy of Glasgow Adam Smih

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

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

A Probability Density Function for Google s stocks

A Probability Density Function for Google s stocks A Probabiliy Densiy Funcion for Google s socks V.Dorobanu Physics Deparmen, Poliehnica Universiy of Timisoara, Romania Absrac. I is an approach o inroduce he Fokker Planck equaion as an ineresing naural

More information

Applied Econometrics and International Development Vol. 10-2 (2010) mail: idiluz@yeditepe.edu.tr

Applied Econometrics and International Development Vol. 10-2 (2010) mail: idiluz@yeditepe.edu.tr Applied Economerics and Inernaional Developmen Vol. 10-2 (2010) DETERMINANTS OF CURRENT ACCOUNT: THE RELATION BETWEEN INTERNAL AND EXTERNAL BALANCES IN TURKEY UZ, Idil 1 Absrac This paper considers he

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

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

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 US Tech Pulse, stock prices, and exchange rate dynamics: Evidence from Asian developing countries

The US Tech Pulse, stock prices, and exchange rate dynamics: Evidence from Asian developing countries The US Tech Pulse, sock prices, and exchange rae dynamics: Evidence from Asian developing counries Akihiro Kubo Graduae School of Economics, Osaka Ciy Universiy, 3-3-138 Sugimoo, Sumiyoshi-ku, Osaka 558-8585,

More information

THE NEW MARKET EFFECT ON RETURN AND VOLATILITY OF SPANISH STOCK SECTOR INDEXES

THE NEW MARKET EFFECT ON RETURN AND VOLATILITY OF SPANISH STOCK SECTOR INDEXES THE NEW MARKET EFFECT ON RETURN AND VOLATILITY OF SPANISH STOCK SECTOR INDEXES Juan Ángel Lafuene Universidad Jaume I Unidad Predeparamenal de Finanzas y Conabilidad Campus del Riu Sec. 1080, Casellón

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

The Impact of International Oil Price Fluctuation on China s Economy

The Impact of International Oil Price Fluctuation on China s Economy Available online a www.sciencedirec.com Energ Procedia 5 (2011) 1360 1364 IACEED2010 The Impac of Inernaional Oil Price Flucuaion on China s Econom Zhang Qianqian School of Economics and Managemen, Wuhan

More information

Long Run Purchasing Power Parity: Cassel or Balassa-Samuelson?

Long Run Purchasing Power Parity: Cassel or Balassa-Samuelson? Long Run Purchasing Power Pariy: Cassel or Balassa-Samuelson? David H. Papell and Ruxandra Prodan Universiy of Houson November 003 We use long-horizon real exchange rae daa for 6 indusrialized counries

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

Oil Price Fluctuations and Firm Performance in an Emerging Market: Assessing Volatility and Asymmetric Effect

Oil Price Fluctuations and Firm Performance in an Emerging Market: Assessing Volatility and Asymmetric Effect Journal of Economics, Business and Managemen, Vol., No. 4, November 203 Oil Price Flucuaions and Firm Performance in an Emerging Marke: Assessing Volailiy and Asymmeric Effec Hawai Janor, Aisyah Abdul-Rahman,

More information

Price and Income Elasticity of Australian Retail Finance: An Autoregressive Distributed Lag (ARDL) Approach

Price and Income Elasticity of Australian Retail Finance: An Autoregressive Distributed Lag (ARDL) Approach Ausralasian Accouning Business and Finance Journal Volume 8 Issue 1 Aricle 7 Price and Income Elasiciy of Ausralian Reail Finance: An Auoregressive Disribued Lag (ARDL) Approach Helen Higgs Griffih Universiy,

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

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

ESTIMATE OF POTENTIAL GROSS DOMESTIC PRODUCT USING THE PRODUCTION FUNCTION METHOD

ESTIMATE OF POTENTIAL GROSS DOMESTIC PRODUCT USING THE PRODUCTION FUNCTION METHOD Economeric Modelling Deparmen Igea Vrbanc June 2006 ESTIMATE OF POTENTIAL GROSS DOMESTIC PRODUCT USING THE PRODUCTION FUNCTION METHOD CONTENTS SUMMARY 1. INTRODUCTION 2. ESTIMATE OF THE PRODUCTION FUNCTION

More information

Random Walk of Security Prices: Empirical Evidence from KSE, LSE, and ISE

Random Walk of Security Prices: Empirical Evidence from KSE, LSE, and ISE andom Walk of Securiy Prices: Empirical Evidence from KSE, LSE, and ISE Yasir Kamal and Dr. Kashif-Ur-ehman * SZABIST Islamabad, Pakisan Absrac: Previously securiy marke research had been focused mainly

More information

Applied Econometrics and International Development Vol.7-1 (2007)

Applied Econometrics and International Development Vol.7-1 (2007) Applied Economerics and Inernaional Developmen Vol.7- (7) THE INFLUENCE OF INTERNATIONAL STOCK MARKETS AND MACROECONOMIC VARIABLES ON THE THAI STOCK MARKET CHANCHARAT, Surachai *, VALADKHANI, Abbas HAVIE,

More information

WORKING PAPER SERIES STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MEASURING INTERNATIONAL FINANCIAL TRANSMISSION NO.

WORKING PAPER SERIES STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MEASURING INTERNATIONAL FINANCIAL TRANSMISSION NO. WORKING PAPER SERIES NO. 452 / MARCH 25 STOCKS, BONDS, MONEY MARKETS AND EXCHANGE RATES MSURING INTERNATIONAL FINANCIAL TRANSMISSION by Michael Ehrmann, Marcel Frazscher and Robero Rigobon WORKING PAPER

More information

The Aggregate Demand for Private Health Insurance Coverage in the U.S.

The Aggregate Demand for Private Health Insurance Coverage in the U.S. Universiy of Connecicu DigialCommons@UConn Economics Working Papers Deparmen of Economics 10-1-2005 The Aggregae Demand for Privae Healh Insurance Coverage in he U.S. Carmelo Giaccoo Universiy of Connecicu

More information

International Business & Economics Research Journal March 2007 Volume 6, Number 3

International Business & Economics Research Journal March 2007 Volume 6, Number 3 Weak Form Efficiency In Indian Sock Markes Rakesh Gupa, (E-mail: r.gupa@cqu.edu.au), Cenral Queensland Universiy, Ausralia Parikshi K. Basu, (E-mail: pbasu@csu.edu.au), Charles Sur Universiy, Ausralia

More information

The Relationship Between Poverty and Economic Growth Revisited

The Relationship Between Poverty and Economic Growth Revisited Hofsra Universiy From he SelecedWorks of Lonnie K. Sevans Spring March, 2008 The Relaionship Beween Povery and Economic Growh Revisied Lonnie K. Sevans, Hofsra Universiy David N. Sessions, Hofsra Universiy

More information

Interest rates, house prices and the purchasing power for housing 1

Interest rates, house prices and the purchasing power for housing 1 Enhr Conference 2011 5-8 July, Toulouse Ineres raes, house prices and he purchasing power for housing 1 Frank Vasmans Cenre for Economic Sudies, Universiy of Leuven (K.U.Leuven) e-mail: Frank.Vasmans@econ.kuleuven.ac.be

More information

When Do TIPS Prices Adjust to Inflation Information?

When Do TIPS Prices Adjust to Inflation Information? When Do TIPS Prices Adjus o Inflaion Informaion? Quenin C. Chu a, *, Deborah N. Piman b, Linda Q. Yu c Augus 15, 2009 a Deparmen of Finance, Insurance, and Real Esae. The Fogelman College of Business and

More information

Modeling Tourist Arrivals Using Time Series Analysis: Evidence From Australia

Modeling Tourist Arrivals Using Time Series Analysis: Evidence From Australia Journal of Mahemaics and Saisics 8 (3): 348-360, 2012 ISSN 1549-3644 2012 Science Publicaions Modeling Touris Arrivals Using Time Series Analysis: Evidence From Ausralia 1 Gurudeo AnandTularam, 2 Vicor

More information

Dynamic linkages between Thai and international stock markets

Dynamic linkages between Thai and international stock markets Universiy of Wollongong Research Online Faculy of Commerce - Papers (Archive) Faculy of Business 2007 Dynamic linkages beween Thai and inernaional sock markes Abbas Valadkhani Universiy of Wollongong,

More information

Trend and Cycle in the Euro-Area: A Permanent-Transitory Decomposition Using a Cointegrated VAR Model

Trend and Cycle in the Euro-Area: A Permanent-Transitory Decomposition Using a Cointegrated VAR Model Viereljahrshefe zur Wirschafsforschung 7. Jahrgang, Hef 3/2 S. 352 363 Trend and Cycle in he Euro-Area: A Permanen-Transiory Decomposiion Using a Coinegraed VAR Model By Chrisian Schumacher* Summary This

More information

Government Revenue Forecasting in Nepal

Government Revenue Forecasting in Nepal Governmen Revenue Forecasing in Nepal T. P. Koirala, Ph.D.* Absrac This paper aemps o idenify appropriae mehods for governmen revenues forecasing based on ime series forecasing. I have uilized level daa

More information