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The response of real exchange rates to various economic shocks.


I. Introduction

Substantial fluctuations in real exchange rates Real exchange rates

Exchange rates that have been adjusted for the inflation differential between two countries.
, i.e., deviations from purchasing power parity Purchasing power parity

The notion that the ratio between domestic and foreign price levels should equal the equilibrium exchange rate between domestic and foreign currencies.
 (PPP (Point-to-Point Protocol) The most popular method for transporting IP packets over a serial link between the user and the ISP. Developed in 1994 by the IETF and superseding the SLIP protocol, PPP establishes the session between the user's computer and the ISP using ), which closely mirror movements in nominal rates, have been one of the most notable international economic events since the breakdown of the Bretton Woods system The Bretton Woods system of international monetary management established the rules for commercial and financial relations among the world's major industrial states. The Bretton Woods system was the first example of a fully negotiated monetary order intended to govern monetary . Dornbusch's disequilibrium disequilibrium /dis·equi·lib·ri·um/ (dis-e?kwi-lib´re-um) dysequilibrium.

linkage disequilibrium
 theory [9], which presumes different speeds of adjustment in assets and goods markets, offers an explanation for temporary deviations from PPP only. Models assuming PPP as a long-run relationship have not been successful in interpreting the movements of the real exchange rates. Although, studies conducted for countries experiencing high or hyper-inflation provide evidence favoring favoring

an animal is said to be favoring a leg when it avoids putting all of its weight on the limb. A part of being lame in a limb.
 PPP [42; 30; 29], the empirical evidence on PPP for industrialized in·dus·tri·al·ize  
v. in·dus·tri·al·ized, in·dus·tri·al·iz·ing, in·dus·tri·al·iz·es

v.tr.
1. To develop industry in (a country or society, for example).

2.
, low inflation countries is not generally favorable fa·vor·a·ble  
adj.
1. Advantageous; helpful: favorable winds.

2. Encouraging; propitious: a favorable diagnosis.

3.
.(1) This is consistent with the view that PPP may hold better in high-inflation countries where the disturbances to their economies are mostly monetary in origin [31,123-24], but PPP may not hold well when the real disturbances, which change equilibrium relative prices, dominate. Statistical evidence indicates that the real exchange rates of many countries are likely to be nonstationary or have long memory. That is, changes in the real values of many currencies tend to persist for very long period of time. This persistence (1) In a CRT, the time a phosphor dot remains illuminated after being energized. Long-persistence phosphors reduce flicker, but generate ghost-like images that linger on screen for a fraction of a second.  implies that fluctuations in the real exchange rates are largely due to long-lasting effect of real disturbances. After revealing that "PPP does not hold as a long-run concept" for several exchange rates, Flynn and Boucher [12, 121] suggest that "One possible explanation . . . is that there are time-varying real factors that are omitted from the PPP relationship."

There are several well-established reasons why the real exchange rates may change in response to real disturbances. In the first place, permanent exogenous Exogenous

Describes facts outside the control of the firm. Converse of endogenous.
 shocks to the tradable sector of the economy call for changes in competitiveness. For instance, a rise in the real price of oil will worsen wors·en  
tr. & intr.v. wors·ened, wors·en·ing, wors·ens
To make or become worse.


worsen
Verb

to make or become worse

worsening adjn
 the balance of trade position of a net oil-importing country and, therefore, call for a real depreciation of the currency of the country in order to improve its competitive position [32]. Second, when countries are growing at different rates, "productivity bias" will typically result in an appreciation of the faster-growing country's currency in real terms [4]. It is also argued that fiscal variables might be important in explaining the fluctuations in real exchange rates [23].

Although we expect that the real factors listed above may have influences on the real exchange rates, the questions of how significant the influences are and whether the influences are persistent in the long run have not been well addressed. In the theoretical literature, the determination of the nominal and real exchange rates has been extensively studied, but there have been only a limited number of efforts at empirically studying the sources of fluctuations in the real exchange rates [15; 2; 34; 43].

The present paper offers an investigation of the sources of movements of the real exchange rates. The study focuses on the stochastic By guesswork; by chance; using or containing random values.

stochastic - probabilistic
 trend movements of the real exchange rates. Since most of the relevant variables are nonstationary, which we will verify later, it seems appropriate to employ some recent advances in time series analysis, including the cointegration tests and the common stochastic trend approach. These new econometric e·con·o·met·rics  
n. (used with a sing. verb)
Application of mathematical and statistical techniques to economics in the study of problems, the analysis of data, and the development and testing of theories and models.
 techniques are applied to deal with the problem of nonstationarity in the data series and to test how real exchange rates react to changes in real variables, such as the world real price of oil, the productivity differentials, and the domestic and foreign fiscal variables, as well as to changes in nominal variables, such as the differentials of monetary bases. By including a monetary variable in the model, we may empirically test the hypothesis of the long-run neutrality of money In economics, neutrality of money is the idea that a change in the stock of money affects only nominal variables in the economy such as prices, wages and exchange rates, having no effect on real variables like GDP, employment, and consumption. , rather than assuming it holds. If the results verify that money is neutral in the long run, it may suggest limited effectiveness of the monetary policy designed to affect real economic activities.

The model developed in the study is applied to the real yen-dollar rate ([RER RER Regione Emilia-Romagna
RER Rough Endoplasmic Reticulum
RER Respiratory Exchange Ratio
RER Real Exchange Rate
RER Réseau Express Régional (French commuter rail in Paris)
RER Replication Error
RER Rental Equipment Register
.sub.[yen]/$]) and the real markka-dollar rate ([RER.sub.FM/$]). The former is the relative real value of the two major currencies, while the latter is the real value of the currency of a small open economy, Finland, relative to the U.S. dollar. Discussions about the possible differences and similarities of the two rates in their response to various shocks will be given in the next section. Choosing these two rates may allow us to show the general applicability of the method employed in this study under different circumstances CIRCUMSTANCES, evidence. The particulars which accompany a fact.
     2. The facts proved are either possible or impossible, ordinary and probable, or extraordinary and improbable, recent or ancient; they may have happened near us, or afar off; they are public or
 and provide more insights to our understanding of the real exchange rate movements.

The issue of what cause fluctuations in the yen-dollar rate has drawn much attention. Ohno [34] studied the mechanism of long-run mean reversion Mean Reversion

A strategy that involves purchasing an underperforming stock or another type of security and holding the position until the market rebounds.

Notes:
 of the real yen-dollar rate by using the vector autoregressive model, but he did not take care of the possible problem of nonstationarity in the variables in his study. Lastrapes [26] offered an investigation of the sources of fluctuations in real and nominal exchange rates Nominal exchange rate

The actual foreign exchange quotation in contrast to the real exchange rate, which has been adjusted for changes in purchasing power.
 using only information contained in the exchange rates and price indices. His study led to the conclusion that "fluctuations over the current flexible rate period in real and nominal exchange rates are due primarily to real shocks" [26, 538] but did not explain what kind of real shocks are important. Yoshikawa [43] carefully examined the relative importance of different real factors in affecting the long-run trend of the nominal yen-dollar rate. Our study is different from Yoshikawa's by (a) focusing on the real yen-dollar rate, (b) applying some new methods in time series analysis to the investigation and (c) including the fiscal variables in the real factors, which may influence the movement of the real exchange rate, in the study. In contrast to the relatively rich literature of the yen-dollar rate, the study of the Finnish exchange rate is rather scarce. Our study may help to fill this gap in the literature.

The remaining part of the paper is organized as follows. Section II discusses some theoretical issues of the study. Section III lays out the methodology employed. In section IV, we apply the empirical model to the two real exchange rates. The results are reported and analyzed an·a·lyze  
tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es
1. To examine methodically by separating into parts and studying their interrelations.

2. Chemistry To make a chemical analysis of.

3.
 in the same section. The last section gives conclusions of this study.

II. Theoretical Issues

In this study, five variables are considered to have influence on the bilateral real exchange rates. They are the world real price of oil, the domestic and U.S. government consumption spending/ GDP GDP (guanosine diphosphate): see guanine.  ratios, the productivity differential and monetary differential between the two countries. We now briefly demonstrate how these variables may affect the movement of the real exchange rate.

The real exchange rate (RER) between two currencies is measured in terms of overall price levels,

RER = [e.sub.d/f] + [p.sup.f] - [p.sup.d] (1)

where [e.sub.d/f] is the log of nominal exchange rate (domestic currency price of foreign exchange). [p.sup.d] and [p.sup.f] are the logs of price indices of the two countries that encompass both tradable and non-tradable sectors. We then express the exchange-rate-adjusted relative price of foreign and domestic tradable goods as

[Mathematical Expression A group of characters or symbols representing a quantity or an operation. See arithmetic expression.  Omitted]

where [Mathematical Expression Omitted] and [Mathematical Expression Omitted] are the logs of domestic and foreign prices of tradable goods respectively. We assume

[Mathematical Expression Omitted],

[Mathematical Expression Omitted],

where [Phi]'s are the share parameters of tradable goods. [Mathematical Expression Omitted] and [Mathematical Expression Omitted] are the logs of domestic and foreign prices of non-tradable goods respectively. Substituting (2), (3a), and (3b) into (1), we get

[Mathematical Expression Omitted].

Therefore, if [[Phi].sup.d] is similar to [[Phi].sup.f], a rise in the relative price of domestic tradable, [Mathematical Expression Omitted], by a bigger proportion than the change in the relative price of foreign tradable [Mathematical Expression Omitted], would cause a rise in the real exchange rate measured by (1). Moreover, home and foreign traded goods are likely imperfect imperfect: see tense.  substitutes. If an exogenous shock results in higher exchange-rate-adjusted prices of foreign tradable products relative to the prices of domestic tradable goods (i.e., a higher [Mathematical Expression Omitted]), a real depreciation of the home currency (i.e., a rise in RER) would occur.

Differential of Productivity Growth

Balassa [4] first noted the systematic tendency for productivity to grow more rapidly in tradable than non-tradable sectors, and for this differential to be greater in faster-growing countries. The relative price of non-traded commodity in terms of traded Terms of trade

The weighted average of a nation's export prices relative to its import prices.
 goods will thus be higher in the faster-growing country than in the others. Therefore, if one measures the real exchange rate by multiplying mul·ti·ply 1  
v. mul·ti·plied, mul·ti·ply·ing, mul·ti·plies

v.tr.
1. To increase the amount, number, or degree of.

2. Mathematics To perform multiplication on.
 the nominal exchange rate by the ratio of the two countries' price indices that encompass both tradable and non-tradable sectors, the currency of the faster-growing country will appear to have appreciated even if the prices of tradable goods would be equalized in the two countries through international exchanges. That is, a country having a faster productivity growth would experience a lower [Mathematical Expression Omitted]. This may lead to a real appreciation of the home currency, a lower RER.

World Real Price of Oil

The link between the price of oil or energy and exchange rate dynamics has been noted by Krugman [24], McGuirk [32], Yoshikawa [43], and a number of other researchers. The influence of the oil price on the bilateral real exchange rate relies on the difference of the two relevant countries in their dependence on imported oil. Japan and Finland are more heavily dependent on imported oil than the U.S. is. A real oil price hike may increase the prices of tradables relative to non-tradables, [Mathematical Expression Omitted], in Japan and Finland by a bigger proportion than that in the U.S., [Mathematical Expression Omitted], and thus cause a real depreciation of their currencies against the dollar. In addition, in order to improve their competitiveness when the oil price shock worsens their balance of trade positions, Japan and Finland tend to raise the nominal exchange rates, [e.sub.d/f], by a greater proportion than the changes in the prices of domestic tradable products relative to foreign tradables, thus a higher [Mathematical Expression Omitted] in equations (2) and (4). This may prompt a further real depreciation of their currencies.

Domestic and Foreign Government Spendings Government spending or government expenditure consists of government purchases, which can be financed by seigniorage, taxes, or government borrowing. It is considered to be one of the major components of gross domestic product. (2)

Ahmed [2] and Koray and Chan [23] show that changes in government spending may affect the real exchange rate or the terms of trade. The sign of the effect depends on whether the rise is in the spending on tradables or non-tradables. High domestic government spending on non-traded goods and services In economics, economic output is divided into physical goods and intangible services. Consumption of goods and services is assumed to produce utility (unless the "good" is a "bad"). It is often used when referring to a Goods and Services Tax.  may raise the relative price of non-traded commodity and thus has the same effect of a rise in tradable goods productivity, i.e., an appreciation of the real exchange rate. Besides, if home and foreign traded goods are imperfect substitutes, an increase in domestic government spending may put upward pressure on the prices of home-traded goods relative to those of foreign-traded goods. A lower [Mathematical Expression Omitted], and consequently a real appreciation of the home currency, is likely a result. The effects of a higher foreign government spending should be just the opposite.

Monetary Differentials

The theoretical ground of monetary influence on real exchange rates is based on the well-known overshooting model The Dornbusch Overshooting Model or Exchange rate overshooting, first established by economist Rudi Dornbusch, the key insight of the model is that lags in some parts of the economy can induce additional volatility in others to compensate.  of Dornbusch [9]. According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 this model, when the domestic money supply grows faster than the foreign money supply, the nominal exchange rate may deviate from the position corresponding to PPP because of sluggish response of the price variables. The slow adjustment of the price variables increases the real money balance and therefore causes interest rates to fall below their equilibrium levels In meteorology, the equilibrium level (EL), or level of neutral buoyancy (LNB), is the height at which a rising parcel of air is at a temperature of equal warmth to it.  to raise the demand for money. As a consequence, the interest rate parity Interest Rate Parity

A theory that the interest rate differential between two countries is equal to the differential between the forward exchange rate and the spot exchange rate.

Notes:
This relationship must hold if there are to be no arbitrage opportunities.
 condition requires an overshooting Overshooting

The tendency of a pool of MBS to reflect an especially high rate of prepayments the first time it crosses the threshold for refinancing, specially if two or more years have passed since the date of issue without the weighted average coupon of the pool crossing the
 exchange rate. An overshooting [e.sub.d/f] together with a slow adjustment of price levels generates a change in [Mathematical Expression Omitted], and thus a change in the real exchange rate. The theory suggests that money could have only a temporary influence rather than long-term impact on the real exchange rate. When prices catch up after the disturbance DISTURBANCE, torts. A wrong done to an incorporeal hereditament, by hindering or disquieting the owner in the enjoyment of it. Finch. L. 187; 3 Bl. Com. 235; 1 Swift's Dig. 522; Com. Dig. Action upon the case for a disturbance, Pleader, 3 I 6; 1 Serg. & Rawle, 298.  occurs, the real exchange rate will move back to the original position. We would like to empirically confirm this hypothesis of the long-run neutrality of money.

In sum, we may describe the real exchange rate as a function of the world real price of oil (Poil), the domestic and foreign government spending (G and USG (UNIX Systems Group) The division within Novell that was responsible for UnixWare. See USL.  respectively), the productivity differential (Y), and the monetary differential (M). That is,

RER = F(Poil, G, USG, Y, M). (5)

Expression (5) is somewhat ad hoc For this purpose. Meaning "to this" in Latin, it refers to dealing with special situations as they occur rather than functions that are repeated on a regular basis. See ad hoc query and ad hoc mode. , but it incorporates most of the arguments in the literature regarding the sources of movements of the real exchange rates. One may argue the possibility of missing some other important variables in this expression. However, the purpose of this study is to explore a long-term relationship between the real exchange rate and the relevant explanatory ex·plan·a·to·ry  
adj.
Serving or intended to explain: an explanatory paragraph.



ex·plan
 variables and then to study the relative importance of different variables in their contributions to the fluctuations of the real exchange rate based on that explored long-term relationship. If we can find the existence of a stable long-run relationship among the variables in our model, that could be viewed as an indication that there is no serious problem of missing important variables.

The influences of the variables on the right hand side of equation (5) could be different or similar on the two real exchange rates in the study. The reasons are listed as follows.

(1) Finland is a small open economy. If we define an openness index as the ratio of tradable goods (the sum of exports and imports) to GDP, the average index of Finland over the last twenty years TWENTY YEARS. The lapse of twenty years raises a presumption of certain facts, and after such a time, the party against whom the presumption has been raised, will be required to prove a negative to establish his rights.
     2.
 is about 0.5, which is much greater than the indices of Japan and the U.S., 0.21 and 0.17 respectively. Therefore, for Finland, its [[Phi].sup.d] in equation (4), the share parameters of traded goods, is largely greater than [[Phi].sup.f]. Accordingly, a change [Mathematical Expression Omitted] caused by changes in the domestic government spending or in the differential of productivity growth would have less impact on the real markka-dollar rate than on the real yen-dollar rate, while the influence of the U.S. government spending is expected to be more important on the real markka-dollar rate than on the real yen-dollar rate.

(2) With no crude oil of their own, Finland and Japan have a heavier dependence on imported oil than the U.S. has. Both real exchange rates in the study are expected to be significantly affected by the changes in the world real price of oil. However, since Finland's imported oil mainly came from the former Soviet Union under processing the trade agreement between the two countries, Soviet oil partly insulated in·su·late  
tr.v. in·su·lat·ed, in·su·lat·ing, in·su·lates
1. To cause to be in a detached or isolated position. See Synonyms at isolate.

2.
 Finland from the oil price rises of the 1970s. The effect of the real oil price might be smaller on the real markka-dollar rate than on the real yen-dollar rate.(3)

(3) The exchange rate systems chosen by Finland and Japan were different until 1992. According to the International Financial Statistics of the International Monetary Fund (IMF IMF

See: International Monetary Fund


IMF

See International Monetary Fund (IMF).
), the Finnish markka The markka (Finnish) or mark (Swedish) was the currency of Finland from 1860 until February 28, 2002, when it ceased to be legal tender and was replaced by the euro (€), introduced on January 1.  was characterized char·ac·ter·ize  
tr.v. character·ized, character·iz·ing, character·iz·es
1. To describe the qualities or peculiarities of: characterized the warden as ruthless.

2.
 as the currency pegged peg  
n.
1.
a. A small cylindrical or tapered pin, as of wood, used to fasten things or plug a hole.

b. A similar pin forming a projection that may be used as a support or boundary marker.

2.
 to a basket of currencies, whereas the Japanese yen “Yen” redirects here. For the other use, see Yen (disambiguation).

“JPY” redirects here. For the Australian singer with the same moniker, see John Paul Young.
 and the U.S. dollar have been freely float. It is known that a pegged exchange rate Pegged exchange rate

Exchange rate whose value is pegged to another currency's value or to a unit of account.
 system, different than a strictly fixed rate system, allows for changes in exchange rates when economic circumstances warrant such changes, but it requests more government interventions, mostly monetary interventions, in the foreign exchange market. Through a study of the real markka-dollar rate and the real yen-dollar rate, we would be able to see whether the two real rates under two different nominal exchange rate regimes behave differently in response to various economic shocks and whether the hypothesis of the long-run neutrality of money still holds even if the central bank of a country frequently intervenes the foreign exchange market to keep the nominal exchange rate within some boundaries.

III. Econometric Methodology

Significant developments in time series analysis have strongly influenced research in applied economics over the last decade. Vector autoregression Vector autoregression (VAR) is an econometric model used to capture the evolution and the interdependencies between multiple time series, generalizing the univariate AR models.  (VAR) methodology has been widely applied to address the questions of elasticity or responsiveness by means of variance decomposition decomposition /de·com·po·si·tion/ (de-kom?pah-zish´un) the separation of compound bodies into their constituent principles.

de·com·po·si·tion
n.
1.
 or impulse response In simple terms, the impulse response of a system is its output when presented with a very brief signal, an impulse. While an impulse is a difficult concept to imagine, and an impossible thing in reality, it represents the limit case of a pulse made infinitely short in time  analysis. However, as shown by Stock [39], Phillips [36], and Engle and Granger [11], simple VARs based on differenced data fail to provide an adequate explanation for the behavior of a group of integrated variables when those variables are cointegrated. Here cointegration means that among a group of integrated variables, certain linear combinations can be stationary Stationary can mean:
  • Fixed in position, or mode: immobile.
  • Unchanging in condition or character.
  • In statistics and probability: a stationary process.
  • In mathematics: a stationary point.
  • In mathematics: a stationary set.
. The variables being cointegrated do not drift too far apart from one another and there is a long-term equilibrium relationship among them. Stock and Watson [40] demonstrate that cointegrated variables are driven by common trends. That is, for a set of n integrated variables, if they share r cointegrating relationships, there must exist k = n - r stochastic trends driving the co-movements of the cointegrated variables. Recently, King, Plosser, Stock, and Watson [22], hereafter In the future.

The term hereafter is always used to indicate a future time—to the exclusion of both the past and present—in legal documents, statutes, and other similar papers.
 referred to as KPSW, provided a method to measure the response of time series variables to disturbances to the common trends that are thought to be underlying important economic variables.

If there is only one cointegrating relationship among the n variables in the study and therefore there are k = n - 1 common trends, applying the approach suggested by KPSW [22], the structural model studied in this paper could be written as:

[Mathematical Expression Omitted]

where [X.sub.t] is a vector of k variables that might explain the movement of the real exchange rate. [1 [[Beta].sub.x]] represents the coefficients of the normalized cointegrating vector which indicates a stable long-run relationship between [RER.sub.t] and [X.sub.t]. 0 is a (k x 1) vector of zeros. [I.sub.k] is an identity matrix with k dimensions. [[Pi].sub.t] is a (k x k) lower triangular matrix In the mathematical discipline of linear algebra, a triangular matrix is a special kind of square matrix where the entries below or above the main diagonal are zero. Because matrix equations with triangular matrices are easy to solve they are very important in numerical analysis.  with ones on the diagonal. [[Tau].sub.t] is a k-dimensional vector of random walks that serve as common trends driving the co-movements of the real exchange rate and [X.sub.t]. They are the stochastic trends in the permanent components of the corresponding variables. [Mu] is a vector of the coefficients of the deterministic 1. (probability) deterministic - Describes a system whose time evolution can be predicted exactly.

Contrast probabilistic.
2. (algorithm) deterministic - Describes an algorithm in which the correct next step depends only on the current state.
 trend, t, and [[Epsilon 1. (language) EPSILON - A macro language with high level features including strings and lists, developed by A.P. Ershov at Novosibirsk in 1967. EPSILON was used to implement ALGOL 68 on the M-220. ].sub.t] is a vector of the usual error terms. The reduced form In social science and statistics, particularlly econometrics, a reduced form equation is a method of dealing with endogeneity. A reduced form equation is defined by James Stock & Mark Watson (2007) in the following way:  of common trend representation that corresponds to equation (6) is:

[Mathematical Expression Omitted].

The matrix [Mathematical Expression Omitted] is called the factor loading matrix which could be used to identify the common trends of the cointegrated system. The structure defined by equation (7) satisfies the necessary and sufficient conditions
This article discusses only the formal meanings of necessary and sufficient. For the causal'' meanings see causation.
In logic, the words necessity and sufficiency refer to the implicational relationships between statements.
 for the identification of a unique vector in the cointegration space. When there is only one common trend, the only identifying assumption needed to analyze the dynamics of the system is that the permanent shock is uncorrelated with the transitory TRANSITORY. That which lasts but a short time, as transitory facts that which may be laid in different places, as a transitory action.  shocks.

However, when there are more than one common trend, i.e., k [greater than] 1, the second assumption that the permanent shocks are mutually uncorrelated and the third assumption that the factor loading matrix is lower triangular are required to achieve identification [22].

We begin our investigation by examining the order of integration for the variables in the study. Once the variables are confirmed to be integrated of order one, or I(1) for short, the cointegration tests developed by Johansen [18] and Johansen and Juselius [20] are employed to determine the number of cointegrating vectors among the variables. Since the number of common trends, k, equals the number of integrated variables in the system minus the number of cointegrating vectors, r, k could be inferred once r is determined.

Define a vector [W.sub.t] = [[RER.sub.t] [X.sub.t]][prime] which contains n variables. If all of n variables are I(1) processes, then a vector error correction model (VECM) can be written as

[Delta][W.sub.t] = [summation summation n. the final argument of an attorney at the close of a trial in which he/she attempts to convince the judge and/or jury of the virtues of the client's case. (See: closing argument)  of] [[Phi].sub.i][Delta][W.sub.t-i] + [Phi] [W.sub.t-1] + [v.sub.t] (8)

where [v.sub.t] is a vector white noise process and the matrix [Phi] conveys the long-run information contained in the data. If the rank of [Phi] is r, where r [less than or equal to] n - 1, [Phi] can be decomposed de·com·pose  
v. de·com·posed, de·com·pos·ing, de·com·pos·es

v.tr.
1. To separate into components or basic elements.

2. To cause to rot.

v.intr.
1.
 into two n x r matrices, [Alpha] and [Beta], such that [Phi] = [Alpha][Beta][prime]. The matrix [Beta] consists of r linear, cointegrating vectors while [Alpha] can be interpreted as a matrix of vector error-correction parameters.

The Johansen approach involves the likelihood ratio tests for the number of cointegrating relationships, r, and maximum likelihood estimates of cointegrating vectors, [Beta]. If the evidence indicates only one cointegrating vector, it implies that [RER.sub.t] and [X.sub.t] share a long-term equilibrium relationship and there are k(= n - 1) common trends driving the co-movements of [RER.sub.t] and [X.sub.t], as it is in equation (6). The estimated cointegrating vector, [Beta], could tell us what the long-run relationship between [RER.sub.t] and [X.sub.t] is like. By testing the significance of the [Beta]-coefficients, we would know whether the variables enter the cointegrating relationship significantly. The vector of the error-correction coefficients, [Alpha], shows the short-run adjustment of the variables to the past errors. We have [Alpha] = [[[Alpha].sub.rer] [[Alpha].sub.x]][prime] where [[Alpha].sub.x] has a dimension of 1 x (n - 1) and the subscript (1) In word processing and scientific notation, a digit or symbol that appears below the line; for example, H2O, the symbol for water. Contrast with superscript.

(2) In programming, a method for referencing data in a table.
 of each coefficient coefficient /co·ef·fi·cient/ (ko?ah-fish´int)
1. an expression of the change or effect produced by variation in certain factors, or of the ratio between two different quantities.

2.
 denotes the variable that adjusts to deviations from the long-term relationship. The significance of the [Alpha]-coefficients provides information of the weak exogeneity of the variables in the system.(4) An insignificant [[Alpha].sub.h] suggests that the variable h is weakly weak·ly  
adj. weak·li·er, weak·li·est
Delicate in constitution; frail or sickly.

adv.
1. With little physical strength or force.

2. With little strength of character.
 exogenous. It drives the co-movements of the variables in the cointegrated system. On the other hand, a significant [[Alpha].sub.j] implies that the variable j endogenously en·dog·e·nous  
adj.
1. Produced or growing from within.

2. Originating or produced within an organism, tissue, or cell: endogenous secretions.
 reacts to the past errors (deviations from the cointegrating relationship) and adjusts to restore the long-term relationship.

We then use the multivariate The use of multiple variables in a forecasting model.  approach of KPSW [22] to get a decomposition of the variables in the system into a permanent/trend and a stationary/cyclical component. Briefly, KPSW define the permanent component of the vector [W.sub.t] as

[Mathematical Expression Omitted]

where the elements of [W.sub.0] are the values of the variables in [Mathematical Expression Omitted] at period 0, which are proxied by the initial observations of the actual [Mathematical Expression Omitted] represents the common trends of the system, where [Mathematical Expression Omitted] are the innovations in the permanent component of the variables. In order to satisfy the assumption that the permanent shocks are mutually uncorrelated, which implies the exogeneity of the common trends in the model, the innovations in the permanent components are orthogonalized and the corresponding factor loadings are rotated rotated

turned around; pivoted.


rotated tibia
see rotated tibia.
 [14]. The matrix A equals the factor loading matrix in equation (7) after rotation (see Appendix m KPSW [22], and Hoffman and Rasche [14] for a sophisticated derivation derivation, in grammar: see inflection.  of [Mathematical Expression Omitted] and steps how to estimate [[Mu].sup.*], A, and [Mathematical Expression Omitted] based on the estimated cointegration relation and VECM). Once we obtain estimated [[Mu].sup.*], A, and [[Tau].sub.t], following the steps similar to the standard procedure of the impulse response analysis and variance decomposition, we may shock [[Tau].sub.t] to study the dynamic responses of the variables to the shocks to different common trends. Then we decompose de·com·pose  
v. de·com·posed, de·com·pos·ing, de·com·pos·es

v.tr.
1. To separate into components or basic elements.

2. To cause to rot.

v.intr.
1.
 the forecast-error variance attributed to the different permanent shocks.(5) Finally, we define an equilibrium real exchange rate as the permanent/trend component of the actual rate. Through equation (9) we may also obtain the estimates of the unobservable equilibrium rates.

IV. Data and Empirical Results

Data

Quarterly data are collected for Finland, Japan, and the U.S. The data are obtained from the International Financial Statistics (IFS) of the IMF, the OECD OECD: see Organization for Economic Cooperation and Development.  Main Economic Indicators Economic indicators

The key statistics of the economy that reveal the direction the economy is heading in; for example, the unemployment rate and the inflation rate.
, and Annual Statistical Bulletin published by the Organization of Petroleum Exporting Countries Organization of Petroleum Exporting Countries (OPEC), multinational organization (est. 1960, formally constituted 1961) that coordinates petroleum policies and economic aid among oil-producing nations. . The sample period runs from the first quarter of 1973 to the second quarter of 1993. The real exchange rate is measured by [e.sub.d/f] + [p.sup.f] - [p.sup.d], as defined in the previous section. [e.sub.d/f] is the log of the nominal exchange rate (the domestic currency price of a dollar). [p.sup.d] and [p.sup.f] are the logs of the domestic and foreign overall price levels, measured by the GDP (or GNP GNP

See: Gross National Product
) deflators. Poil is the log of the world real price of oil, proxied by the crude oil price index of the United Arab Emirates United Arab Emirates, federation of sheikhdoms (2005 est. pop. 2,563,000), c.30,000 sq mi (77,700 sq km), SE Arabia, on the Persian Gulf and the Gulf of Oman.  deflated de·flate  
v. de·flat·ed, de·flat·ing, de·flates

v.tr.
1.
a. To release contained air or gas from.

b. To collapse by releasing contained air or gas.

2.
 by the world non-fuel price index. G and USG are the logs of the ratios of government consumption spending to GDP of the home country and the U.S. respectively. We calculate the productivity differential of the home country and the U.S., Y, by the log of the ratio of the productivity of the two countries, log([Y.sup.d]/[Y.sup.us]), where [Y.sup.d] and [Y.sup.us] are constructed by real GDP Real GDP

This inflation-adjusted measure that reflects the value of all goods and services produced in a given year, expressed in base-year prices. Often referred to as "constant-price", "inflation-corrected" GDP or "constant dollar GDP".
 divided by the employment index. The differential of the money supplies, M, is measured by the difference between the logs of the monetary variables of the home country and the U. S. We employ a monetary base measure, listed on line 14 of the IFS data tape, to represent the monetary variable. Changes in the monetary bases generally reflect actions taken by the central banks This is a list of central banks.

Contents A B C D E F G H I J K L M N O P Q R S T U V W Y Z
 to alter reserves of the banking system in their attempt to change monetary aggregates. Using other monetary measures, such as M1, would be more likely to confuse con·fuse  
v. con·fused, con·fus·ing, con·fus·es

v.tr.
1.
a. To cause to be unable to think with clarity or act with intelligence or understanding; throw off.

b.
 unforeseen movements in money demand with the policy actions of the central banks.

Tests of Order of Integration

The empirical work starts by examining the order of integration for the variables in the study. A well-known conclusion drawn from the standard unit root tests, such as the augmented Dickey-Fuller (ADF (1) (Application Development Facility) An IBM programmer-oriented mainframe application generator that runs under IMS.

(2) (Automatic Document Feeder) A paper stacker that feeds one sheet of paper at a time into the unit.
) tests [7; 37], is that many aggregate economic time series contain a unit root. That is, they are nonstationary and integrated of order one, or I(1) for short. However, these tests are based on a null hypothesis null hypothesis,
n theoretical assumption that a given therapy will have results not statistically different from another treatment.

null hypothesis,
n
 of a unit root and seek rejection against a stationary alternative. It [TABULAR tab·u·lar
adj.
1. Having a plane surface; flat.

2. Organized as a table or list.

3. Calculated by means of a table.



tabular

resembling a table.
 DATA FOR TABLE I OMITTED] is important to note that the way in which classical hypothesis testing hypothesis testing

In statistics, a method for testing how accurately a mathematical model based on one set of data predicts the nature of other data sets generated by the same process.
 is implemented ensures the acceptance of the null hypothesis unless there is strong evidence against it. Therefore, the common failure to reject a unit root may be simply due to the standard unit root tests having low power against stable autoregressive alternatives with roots near unity (see DeJong et al. [6] for more details). In order to decide whether economic series are stationary or integrated, a more complete investigation shall be carried out by performing tests of the null hypothesis of integration as well as tests of the null hypothesis of stationarity, and then drawing the conclusions based on the combined results. For this purpose, we apply both the ADF tests, with the null A character that is all 0 bits. Also written as "NUL," it is the first character in the ASCII and EBCDIC data codes. In hex, it displays and prints as 00; in decimal, it may appear as a single zero in a chart of codes, but displays and prints as a blank space.  of integration, and the tests of Kwiatkowski, Phillips, Schmidt, and Shin shin (shin) the prominent anterior edge of the tibia or the leg.

saber shin  marked anterior convexity of the tibia, seen in congenital syphilis and in yaws.
 [25] (called KPSS KPSS Kamu Personeli Secme Sinavi (Turkey)
KPSS Kommunisticheskaya Partiya Sovetskogo Soyuza (Soviet Communist Party)
KPSS KAO Professional Salon Service GmbH (Germany) 
 tests thereafter), with the null of stationarity, in our study.(6) The KPSS approach is based on a Lagrange Multiplier multiplier

In economics, a numerical coefficient showing the effect of a change in one economic variable on another. One macroeconomic multiplier, the autonomous expenditures multiplier, relates the impact of a change in total national investment on the nation's total
 score testing principle and assumes the univariate series can be decomposed into a deterministic trend, a random walk and a stationary error. The KPSS test statistic statistic,
n a value or number that describes a series of quantitative observations or measures; a value calculated from a sample.


statistic

a numerical value calculated from a number of observations in order to summarize them.
 [[Eta].sub.[Mu]] is computed based on residuals from a regression with an intercept intercept

in mathematical terms the points at which a curve cuts the two axes of a graph.
 but no time trend. When a time trend is included in the initial regression, the test statistic is denoted by [[Eta].sub.[Tau]]. Under the null hypothesis of the series being stationary, KPSS show that both [[Eta].sub.[Mu]] and [[Eta].sub.[Tau]] are asymptotically functions of a Brownian bridge A Brownian bridge is a continuous-time stochastic process whose probability distribution is the conditional probability distribution of a Wiener process B(t) (a mathematical model of Brownian motion) given the condition that B(0) = B  and they provide tables of critical values.

We apply the ADF tests and KPSS tests to the level and the first difference of the variables.(7) The results are reported in Table I. For the level of the variables, we find failure to reject the null by the ADF tests and rejection by the KPSS tests. This appears to be a strong indication of [TABULAR DATA FOR TABLE II OMITTED] integration. For the first difference of the variables, the ADF statistics reject the null of a unit root, while the KPSS statistics fail to reject the null of stationarity.(8) This is viewed as strong evidence that the first differences are stationary and therefore we may conclude that all the variables in the study are nonstationary series and they are integrated of the same order.

Cointegration Tests

Table II presents the results from the Johansen cointegration tests. The trace statistics, which are used to determine the number of cointegrating vectors, are listed in columns 1 to 6. The statistics in line 2 and line 6 suggest that there exists one cointegrating relationship between the variables in equation (5) for both real exchange rates.(9) Columns 7 to 12 report the estimated parameters of the cointegrating vectors. The numbers below the parameters are the asymptotic t-statistics.

The results show that the real oil price, the U.S. government spending, and the productivity differential are significant in the cointegrating relationship with the real markka-dollar rate, but the Finnish government spending and the differential of monetary bases are not. For the real yen-dollar rate, all the variables enter the cointegrating relationship significantly except the monetary variable. The signs of the significant [Beta]-coefficients are as expected. A rise in the real oil price is followed by a real depreciation of the home currency against the dollar. A faster growth in the productivity trend of the home country leads to an appreciation in the real exchange rate against the dollar. High U.S. government spending, assuming mostly on U.S. products especially on U.S. non-traded goods, may have the effects on the two real exchange rates similar to those of a rise in the real oil price, resulting in a real depreciation of the currencies of Finland and Japan against the U.S. dollar. The coefficient of domestic government spending, [[Beta].sub.g], is significant for Japan but not for Finland. This is in line with the argument made in section II. That is, for a small open economy with a big share parameter (1) Any value passed to a program by the user or by another program in order to customize the program for a particular purpose. A parameter may be anything; for example, a file name, a coordinate, a range of values, a money amount or a code of some kind.  of traded goods, [[Phi].sup.d], a change in its own government spending may not have much impact on the real value of its currency. In no case, the differential of money supplies is found to be significant.(10) The results imply that the monetary variables do not share a long-term relationship with the real exchange rates no matter whether the country is practicing flexible or pegged exchange rates. Therefore there is no persistent overshooting effect of a monetary shock.

We would like to point out that the results indicate there is no long-lasting monetary impact on the trend movement of the real exchange rate, and thus verities the hypothesis of the long-run neutrality of money. Yet they do not preclude pre·clude  
tr.v. pre·clud·ed, pre·clud·ing, pre·cludes
1. To make impossible, as by action taken in advance; prevent. See Synonyms at prevent.

2.
 the possibility of an overshooting effect on the real exchange rate in the short run. Rather they imply that the monetary shocks have only short-lived effects.

Since our study focuses on the trend movements of the real exchange rates, the variables that are found to be insignificant in the long-term relationships are dropped from the further analysis. Hence, the relevant vectors and matrices in the reduced forms of common trend representations of the models for the two real exchange rates, corresponding to equation (7), become:

[X.sub.t] = ([Poil.sub.t], [USG.sub.t], [Y.sub.t])[prime]; [[Tau].sub.t] = ([[Tau].sub.poil,t], [[Tau].sub.usg,t], [[Tau].sub.y,t])[prime]; A = 4 x 3 matrix (10)

for the real markka-dollar rate, and

[X.sub.t] = ([Poil.sub.t], [USG.sub.t], [G.sub.t], [Y.sub.t])[prime]; [[Tau].sub.t] = ([[Tau].sub.poil,t], [[Tau].sub.usg,t], [[Tau].sub.g,t], [[Tau].sub.y,t])[prime]; A = 5 x 4 matrix (110)

for the real yen-dollar rate.

We then conduct the cointegration tests only for the variables included in (10) and (11). The results are given in lines 4 and 8 of Table II. The test statistics again show the existence of a cointegrating vector between the real exchange rate and the relevant variables in both cases, and all the remaining variables enter the cointegrating relationships significantly.

Having obtained the cointegrating vectors, we test the weak exogeneity of the variables in the cointegrated system. The estimated error-correction coefficients for the model of the real markka-dollar rate are ([[Alpha].sub.rer], [[Alpha].sub.poil], [[Alpha].sub.usg], [[Alpha].sub.y]) = (-0.13, 0.20, 0. 11, 0.01) with the t-statistics equal to -2.84, 1.76, 1.01, and 0.32, respectively. These results suggest that Poil, USG, and Y are weakly exogenous in the cointegrated system with the real markka-dollar rate to be endogenous endogenous /en·dog·e·nous/ (en-doj´e-nus) produced within or caused by factors within the organism.

en·dog·e·nous
adj.
1. Originating or produced within an organism, tissue, or cell.
. For the model of the real yen-dollar rate, the estimated error-correction coefficients are ([[Alpha].sub.rer], [[Alpha].sub.poil], [[Alpha].sub.g], [[Alpha].sub.usg], [[Alpha].sub.y]) = (-0.25, 0.36, 0.01, -0.01, -0.02) with the t-statistics equal to -2.91, 1.56, 0.51, -0.40, and -1.12, respectively. The results support the weak exogeneity of Poil, G, USG, and Y, while the real yen-dollar rate is relatively endogenous.

Impulse Responses and Variance Decompositions

As there are more than one common trend in the models, different ordering of the trends may affect the results of variance decompositions and impulse responses if the common trends are not absolutely uncorrelated. Following the practice of Sims [38] and KPSW [22], the presumably pre·sum·a·ble  
adj.
That can be presumed or taken for granted; reasonable as a supposition: presumable causes of the disaster.
 exogenous trend is ordered first followed by relatively endogenous trends. Therefore, the trends are ordered as [[Tau].sub.poil], [[Tau].sub.usg], [[Tau].sub.y] for the real markka-dollar rate, and [[Tau].sub.poil], [[Tau].sub.usg], [[Tau].sub.g], [[Tau].sub.y] for the real yen-dollar rate. We then change the ordering of [[Tau].sub.poil] and [[Tau].sub.usg] to test the sensitivity of the results. The impulse responses of the real markka-dollar rate to various shocks are plotted in Figure 1 and those of the real yen-dollar rate are plotted in Figure 2. The results show the long-lasting effects of the real shocks on the real exchange rates. The variance decompositions are presented in Panel A of Tables III and IV which could be used to analyze the relative importance of the different real factors in the models in influencing the trend movements of the real exchange rates. It is found that changes in the real oil price trend explain a substantial portion of the forecast error variance in the real exchange rates, 29 percent of the variance in the real markka-dollar rate and 32 percent of variance in the real yen-dollar rate in the first quarter after the shock occurs. The proportions increase to 51 percent and 52 percent respectively in one year horizon. Shocks to the trends of productivity differential explain about 15 percent and 20 percent of the variances in the forecast errors of [RER.sub.FM/$] and [RER.sub.[yen]/$] respectively in the first quarter, but the proportions decline over time. The proportions of the forecast error variances resulting from a shock to the U.S. government spending are 8 percent and 2 percent for [RER.sub.FM/$ and [RER.sub.[yen]/$] respectively in the first quarter. The proportions rise to 18 percent and 7 percent respectively in a two year horizon. The influence of the Japanese government spending on the forecast error variance of the real yen-dollar rate is 4 percent in the first quarter and rises to 12 percent in a two year horizon. Together, the real factors explain about 51 percent and 60 percent of the error variances in the real markka-dollar rate and the real yen-dollar rate respectively in the first quarter and 85 percent and 93 percent respectively in a three year horizon.

These results partly, but not very strongly, support the arguments made in section II. Changes in the differential of productivity growth may have less impact on the real markka-dollar rate than on the real yen-dollar rate, while the influence of the U.S. government spending seems to be stronger on the real markka-dollar rate than on the real yen-dollar rate. The effect of the real oil price shock on the real markka-dollar rate is only slightly smaller than that on the real yen-dollar rate. This may show that importing oil from the former Soviet Union did not much isolate isolate /iso·late/ (i´sah-lat)
1. to separate from others.

2. a group of individuals prevented by geographic, genetic, ecologic, social, or artificial barriers from interbreeding with others of their kind.
 the real markka-dollar rate from the world oil price shocks.

The sensitivity of the results is tested by changing the ordering of the shocks to the trends of the real oil price and the U.S. government spending. The results reported in Panel B of Table III and Table IV indicate no substantial difference between the variance decompositions before and after changing the ordering. The evidence suggests that changes in the real oil price trend seem to have an important and robust effect on the trend movements of the real exchange rates, and the government spending shocks also have a notable long-term impact on the variations of the real exchange rates.
Table III. Forecast-Error Variance Decompositions for the Real
Markka-Dollar Rate


Panel A. Ordering of the trends: [[Tau].sub.poil], [[Tau].sub.usg],
[[Tau].sub.y]


                  Fraction of the Forecast-Error Variance of the
                      Real Markka-Dollar Rate Attributed to:


               World Real Oil      U.S. Government      Productivity
Horizon          Price Shock        Spending Shock          Shock


1                   28.89                7.50               14.64
4                   50.33               10.18                8.04
8                   56.52               18.16                4.14
12                  59.14               23.84                2.08
16                  58.38               27.13                2.32
20                  58.02               28.97                2.47
24                  58.41               29.93                2.56
[infinity]          64.34               32.85                2.80


Panel B. Ordering of the trends: [[Tau].sub.usg], [[Tau].sub.poil],
[[Tau].sub.y]


                   Fraction of the Forecast-Error Variance of the
                       Real Markka-Dollar Rate Attributed to:


               U.S. Government     World Real Oil       Productivity
Horizon         Spending Shock       Price Shock            Shock


1                    9.48               26.91               14.64
4                   12.17               48.34                8.04
8                   21.02               53.96                4.14
12                  26.24               56.74                2.08
16                  29.85               55.66                2.32
20                  31.89               55.11                2.47
24                  32.78               55.55                2.56
[infinity]          37.88               59.32                2.80


Finally, we define an equilibrium real exchange rate as the permanent/trend component of the actual real exchange rate, expressed by equation (9). Following the KPSW method briefly described in section III, the equilibrium real markka-dollar rate and real yen-dollar rate are estimated. Table V reports the estimated factor loading matrices, i.e., the two A matrices in (10) and (11), which have been rotated after the innovations in [[Tau].sub.t] are orthogonalized. The estimated equilibrium rates are plotted in Figure 3 along with the corresponding actual rates (indexed by dividing both rates by the average actual real rates of 1985). It can be seen that, although the actual rates deviate from the estimated equilibrium values frequently, the fluctuations of the actual real exchange rates broadly coincide with the movements of the estimated equilibrium rates. The equilibrium rates estimated by our models seem to well explain the changes in the real exchange rates in the 1970s and the 1980s, but not sufficient to capture the variations of the actual real rates in the 1990s. This could be interpreted either to indicate the limited usefulness of the approach employed here to estimate the equilibrium rates for a long period when the coefficients in the factor loading matrix are assumed constant for the entire period, or to imply the possible existence [TABULAR DATA FOR TABLE IV OMITTED] of some factors other than the variables in our model influencing the trend movements of the real exchange rates in the 1990s.
Table V. Estimated Factor Loading Matrices after Orthogonalization
and Rotation


Corresponding to Equation (7): [[RER.sub.t] [X.sub.t]][prime] =
A[[Tau].sub.t] + [[Mu].sub.*]t + [Mathematical Expression Omitted]


1. For the Real Markka-Dollar Rate: [X.sub.t] = ([Poil.sub.t],
[USG.sub.t], [Y.sub.t])[prime]; [[Tau].sub.t] = ([[Tau].sub.poil,t],
[[Tau].sub.usg,t], [[Tau].sub.y,t])[prime]


                        0.32          2.59         -0.89
                        1.00         -0.01         -0.03
Estimated A =
                        0.01          0.93         -0.30
                       -0.01          0.24          1.11


2. For the Real Yen-Dollar Rate: [X.sub.t] = ([Poil.sub.t],
[USG.sub.t], [G.sub.t], [Y.sub.t])[prime]; [[Tau].sub.t] =
[[Tau].sub.poil,t], [[Tau].sub.usg,t], [[Tau].sub.g,t],
[[Tau].sub.y,t])[prime]


                        0.40          1.29         -1.37       -1.29
                        1.00         -0.03          0.02       -0.08
Estimated A =           0.04          0.88          0.10       -0.36
                        0.08          0.18          0.91        0.34
                       -0.01          0.45         -0.35        1.29


V. Conclusions

This paper offers an investigation of the sources of the trend movements of the real exchange rates. Some recent advances in time series analysis, including the cointegration tests, the vector error correction model, and the common stochastic trend approach with variance decomposition, are employed to investigate the long-run equilibrium relationship regarding the determination of the real exchange rate and the relative importance of different shocks in affecting the changes of the real exchange rate. The empirical model studied in this paper incorporates most of the arguments in the literature concerning the sources of movements of the real exchange rates. The model is applied to the real markka-dollar rate and the real yen-dollar rate. The tests are conducted to show how the two real exchange rates react to changes in the variables such as the world real price of oil, the domestic and foreign fiscal variables, the differentials of productivity growth, and the monetary differentials.

The evidence from the cointegration tests indicates the existence of a stable long-run relationship between the real exchange rates and the real variables, with the expected signs, but not the monetary variables. The results are consistent with the view that changes in real variables have a significant and persistent influence on the variation of the real exchange rate while the monetary disturbances have only short-lived effects. Such a result implies the ineffectiveness of the monetary policy designed to alter the long-term trend of the real exchange rate for the purpose of affecting the real economic activities.

The broad coincidence in the fluctuations of the actual real exchange rates in the 1970s and the 1980s with the movements of the estimated equilibrium rates shows that the trend movements of the two real exchange rates during that period seem to be well explained by the weakly exogenous real factors in our model. However, the model does not seem to be adequate to describe the behavior of the two real exchange rates in the 1990s. Further research should be conducted to study the possible existence of some other factors that may affect the trend movements of the real exchange rates in recent years.

Comparing the influences of the different real factors, the variance decompositions show that changes in the trend of the world real oil price have the most important and robust effects on the trend movements of the two real exchange rates in the study. The government spending of the home country is found to be more influential on the real value of the home currency for a relatively large economy than for a small open economy. The U.S. government spending also has a notable long-term impact on the real dollar value of the other currencies, while the effect of the productivity differential is relatively minor in the long run. These findings suggest that we give considerable attention to oil price shocks in future analyses of the trend movements of real exchange rates for countries having a heavy dependence on imported oil. At the same time, the influence of fiscal variables should not be neglected.

1. For example, studies by Baillie and Selover [3], Taylor [41], Layton and Stark [27], Mark [28], Corbae and Ouliaris [5], and Flynn and Boucher [12] do not favor PPP. On the other hand, Abuaf and Jorion [1], Kim [21], and Diebold, Husted, and Rush [8] provide evidence supporting PPP.

2. Readers may argue that the government budget deficit is probably a more appropriate fiscal variable. There are some existing studies focusing on the effects of budget deficits on exchange rates, for example, Hutchison and Throop [16], and Nakibullah [33]. However, the quarterly data of fiscal deficits of Finland and Japan are not available. Besides, the unit root tests indicate that the U.S. budget deficit is likely a stationary variable. Since a stationary variable would not be able to help explain the nonstationary trend movements of the real exchange rates, we choose a measure of government spending, which is found to be nonstationary, instead of the budget deficit.

3. It would be ideal if we study the real exchange rate of a small open economy like Norway which is less dependent on imported oil. Unfortunately, the study requires the quarterly data for a long period. They are not available for Norway or other similar economies.

4. For the concept of weak exogeneity, see Engle, Hendry, and Richard [10], Hylleberg and Mizon [17], and Johansen [19].

5. The author is grateful to Dennis Hoffman for his generosity Generosity
See also Aid, Organizational; Kindness.

Abbé Constantin

self-sacrificing priest; curé of Longueral. [Fr. Lit.: The Abbé Constantin, Walsh Modern, 105]

Amelia

takes interest in Paul. [Br. Lit.
 of sharing the computer program of the KPSW approach which is employed here.

6. Because the ADF tests are now well known, the descriptions of the tests are omitted here.

7. The lag lengths in the ADF tests are chosen based on the criterion that they are long enough to ensure the residuals to be white noise. The Ljung-Box Q-statistics are computed to test the properties of the residual series and are available from the author upon request. The KPSS test statistics are obtained based on a Newey-West adjustment with four lags and there is no notable change in the test statistics when we lengthen length·en  
tr. & intr.v. length·ened, length·en·ing, length·ens
To make or become longer.



lengthen·er n.
 the lags.

8. For the first difference of the variables, the test statistics associated with the model with a time trend are not reported because there is no significant time trend in the first difference of the variables.

9. The lag lengths L in equation (8) are chosen on the basis of the Akaike Information Criterion Akaike's information criterion, developed by Hirotsugu Akaike under the name of "an information criterion" (AIC) in 1971 and proposed in Akaike (1974), is a measure of the goodness of fit of an estimated statistical model. It is grounded in the concept of entropy.  (AIC AIC Association des Infermières Canadiennes. ). The computed Ljung-Box Q-statistics, available from the author by request, fail to reject the null hypothesis that the residuals from equation (8) are white noise.

10. For the real markka-dollar rate, we have also tried an alternative monetary measure, the differential of international reserves, to capture the effects of central bank interventions Central bank intervention

The buying or selling of currency, foreign or domestic, by central banks in order to influence market conditions or exchange rate movements.
 in the foreign exchange market. This alternative measure of the monetar} differential is found to be insignificant in the cointegrating relationship. The results are available upon request.

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4. Balassa, Bela, "The Purchasing Power Parity Doctrine: A Reappraisal." Journal of Political Economy, December 1964, 584-96.

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a neurotoxic war gas similar to organophosphorus insecticides but considerably more toxic, as demonstrated in the Tokyo subway massacre in 1995.
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In mathematics, use of a function or formula to derive a solution or make a prediction. Unlike approximation, it has precise connotations. In statistics, for example, it connotes the careful selection and testing of a function called an estimator.
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Study of the entire economy in terms of the total amount of goods and services produced, total income earned, level of employment of productive resources, and general behaviour of prices.
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New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
: John Wiley John Wiley may refer to:
  • John Wiley & Sons, publishing company
  • John C. Wiley, American ambassador
  • John D. Wiley, Chancellor of the University of Wisconsin-Madison
  • John M. Wiley (1846–1912), U.S.
, 1976.

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See also symbolic inference, type inference.
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adj.
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Cambridge, Massachusetts is a city in the Greater Boston area of Massachusetts, United States.
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  • Pyotr Schmidt, a Russian revolutionary, circa 1905
  • Peter Schmidt (swimmer), a former Canadian swimmer and world record holder
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Myles was also known as the Miller, and has been regarded as the inventor of the mill.
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Zi


for i
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38. Sims, Christopher A., "Macroeconomics and Reality." Econometrica, January 1980, 1-48.

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41. Taylor, Mark P., "An Empirical Examination of Long-Run Purchasing Power Parity Using Cointegration Techniques." Applied Economics, October 1988, 1369-81.

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