CESifo Working Paper Series

Size: px
Start display at page:

Download "CESifo Working Paper Series"

Transcription

1 CESfo Workng Paper Seres THE MIIMUM IFLATIO RATE FOR EUROLAD Hans-Werner Snn Mchael Reutter* Workng Paper o. 377 December 2000 CESfo Poschngerstr Munch Germany Phone: +49 (89) /1425 Fax: +49 (89)

2 CESfo Workng Paper o. 377 December 2000 THE MIIMUM IFLATIO RATE FOR EUROLAD Abstract As a result of the Balassa effect relatve prces change rapdly between and wthn the euro countres. Thus t s mpossble to fnd a common monetary polcy that wll result n prce stablty n all countres. Based on emprcal estmates of the Balassa model, the paper calculates a mnmum aggregate nflaton rate whch s compatble wth the requrement that no country face a deflaton. Ths mnmum aggeragate nflaton rate s 0.94% n the euro-11 countres and 1.13% n an extended Europe whch ncorporates the east European countres. Keywords: Inflaton target, Balassa-Samuelson effect, ECB JEL Classfcaton: E31, E52, E58 Hans-Werner Snn CESfo Poschngerstr Munch Germany emal: SI@cesfo.de Mchael Reutter CESfo Schackstr Munch Germany

3 1. Introducton What s the European Central Bank s (ECB) approprate nflaton target? Many observers argue that what used to be Europe s most stable currency, the deutschmark, should serve as the benchmark for the euro. The nflaton rate n Euroland should be as low as t was n Germany, because only then would the euro be able to replace the deutschmark and successfully compete wth the dollar. Ths paper contrasts ths vew by pontng to the dfferences between Euroland and Germany. Euroland s bgger and more dverse than Germany, and for the tme beng substantal relatve prce changes have to be accounted for. These relatve prce changes requre an nflaton rate for Euroland that s hgher than the one approprate for any sngle European country f the rsk of local deflaton s to be avoded. If, say, Ireland needs a prce ncrease relatve to Germany, then t makes lttle sense to prescrbe Germany s prevous dea of prce stablty to the average European prce ndex, because t mght requre deflaton for Germany or at least a dangerously low nflaton rate. Thus, the Bundesbank s goals should not be taken over by the ECB on a one-to-one bass. In ths paper we try to calculate the mnmum average nflaton rate for Euroland that prevents deflaton n any one of ts members. We do not clam that the ECB should target at ths mnmum nflaton rate; however, we argue that the mnmum nflaton rate s a specal component n the calculaton of the nflaton target that comes n addton to the usual arguments used n the closed economy context. It s a matter of fact that the sngle European countres have not, n the past, amed at prce stablty n the strct sense of the word, and they may have been wse n not dong so. There are at least four economc reasons why a sngle country should am at a postve measured nflaton rate. - There may be stuatons where a negatve real nterest rate s requred to get the economy gong (Summers 1991). However, when the nflaton rate s zero, negatve real nterest rates are mpossble, as negatve real nterest rates would then requre negatve nomnal nterest rates, but negatve nomnal nterest rates are excluded by the lqudty trap. The recent example of the Japanese recesson has demonstrated the valdty of ths concern. - In lght of nomnal prce rgdtes some nflaton s needed to allow for a declne of relatve prces and to provde the economy wth the necessary flexblty to accommodate structural change (Akerlof, Dckens and Perry 1996). Expermental studes (Fehr and Falk 1999) as well as ntervews (Kahnemann, Knetsch and Thaler 1986, Agell and Lundborg 1995, Bewley 1995, 1999) have demonstrated the mportance of such rgdtes. 2

4 - An nflaton tax on the holdng of real money balances should be part of an optmal tax system because ts dstortons balance wth the dstortons of other taxes (Phelps 1973) at the margn. - The measured nflaton rate may overestmate the true nflaton rate by between 0.5 and 2 percentage ponts, because the avalable statstcs count prce ncreases for qualty mprovements as nflaton. Ths effect has been frequently emphassed by Alan Greenspan (1998) and others (Boskn et al. 1996, Moulton 1996, Shapro and Wlcox 1996). All of these reasons for allowng for some degree of measured nflaton n each sngle European country wll reman vald n the future, but they are augmented by an addtonal reason that results from the need to allow for relatve prce changes between the European countres, and ths s what we analyse n ths paper. Our approach s based on the Balassa-Samuelson effect. 1 There are traded goods and non-traded goods, and there are advanced and less advanced countres. Traded goods have the same prce everywhere, but the prces of non-traded goods may dffer between the countres. Labour productvty n the traded goods sectors of the less advanced countres tends to grow exceptonally fast, drvng up wages n these countres. The wage ncrease translates nto an ncrease n the prce of non-traded goods relatve to the prce of traded goods and also to an ncrease n the average prce level of these countres relatve to the average prce level n the more advanced countres. Thus, a stable aggregate prce level for all countres taken together requres a deflaton n the more advanced countres, and a constancy of the more advanced countres prce level mples that there s nflaton n the aggregate. 2 The Balassa-Samuelson effect s an emprcal regularty rather than a theoretcal necessty. It was observed n less developed countres and explans why these countres have undervalued currences f seen from a comprehensve purchasng power party perspectve. Whle there are no less developed countres accordng to the usual defnton n Euroland, we fnd that the Balassa-Samuelson effect has nevertheless been very strong n prevous years. Some countres dsplay very large dfferences n productvty growth between the two sectors, others do not. We argue that these dfferences are lkely to result n a dvergence of the natonal nflaton rates of up to 2.7 percentage ponts and estmate a requred mnmum Euroland nflaton rate n the order of 1%. Inflaton n Euroland should therefore not be 1 Balassa (1964) and Samuelson (1964). 2 Although the nfluence of the Balassa-Samuelson effect on nflaton dfferentals n a monetary unon s acknowledged by the ECB, the ECB does not nfer any consequences for monetary polcy from ths fact (see European Central Bank, 1999). 3

5 compared wth the prevous nflaton n the deutschmark zone wthout allowng for such a mark-up that captures the prevalng dfferences n the European productvty growth rates. 2. Some Basc Arthmetc In ths secton we set up a two sector model for the area of a currency unon. Assume there are = 1,..., n countres whch are members of a currency unon. All countres have two sectors, one produces a tradable manufacturng good, the other produces a non-tradable good. Tradable goods have the same prces n all countres: 3 T T p = p = 1,..., n. (1) The prces of non-tradables, p, by contrast, can dffer between the countres. Let T y and y ndcate the margnal products of labour n the tradng and non-tradng sectors of country. Internal competton and free mgraton of labour between the two sectors mply that y p = w = y p, (2) T T where w s the common wage rate of country. Let a hat ndcate growth rates. Then t follows from (1) and (2) that the prce of country s non-traded goods grows at the rate pˆ ˆ ˆ ˆ T T = p + y y ; (3).e., t s gven by the rate of ncrease n the common nternatonal prce of the traded goods plus the dfference between country s productvty growth rates of the traded and non-traded sectors. Equaton (3) reveals already the basc mechansm explored n ths paper. If the ntersectoral growth dfference s hgher n some countres than n others, the prces of nontraded goods wll have to grow faster n these countres, and accordngly the nflaton rates of these countres wll have to be hgher than that n other countres. If deflaton n any one of the countres s to be avoded, the aggregate nflaton rate for all countres taken together wll 3 All varables depend on tme, t, but the tme ndex s omtted for the sake of brevty. Unless otherwse stated, all varables of an equaton hold for any arbtrarly gven pont n tme. 4

6 have to be hgher the more dverse the countres are n terms of ther ntersectoral growth dfferences as measured by yˆ yˆ. T To explore ths further, let us smplfy by assumng that aggregate prce ndces can be wrtten as geometrc means of the respectve sub-ndces. Then the nflaton rate of country, π, s gven by π ˆ pˆ (4) T ( 1 α ) p + α where α s the share n value added produced by country s sector of non-traded goods, and 1 α s the share n value added produced by ts sector of traded goods. Smlarly, the aggregate nflaton rate of all countres, π, s gven by n n π Σ β π, β =1 Σ =1 = 1, (5) where β s country s share n aggregate value added. Insertng (3) nto (4) we obtan T T π = pˆ +α ( yˆ yˆ ). (6) Equaton (6) reveals that country s nflaton rate equals the rate of ncrease n the prce of traded goods plus the share n value added of the sector of non-traded goods tmes the excess productvty growth of the sector of traded goods. If none of the n countres s allowed to experence a deflaton, π 0 =1,..., n, (7) t s obvously necessary that pˆ T T α ( yˆ yˆ ) =1,..., n. (8) Ths nequalty gves a lower bound for the rate of ncrease n the prce of non-traded goods. If productvty growth n the sector of traded goods exceeds that n the sector of non-traded goods n all countres, the rght-hand sde of nequalty (8) s negatve ndcatng that a 5

7 reducton of the common prce of traded goods s compatble wth the condton that there be no aggregate deflaton n any of the countres. If, on the other hand, there happens to be a country where productvty growth s hgher n the sector of non-traded goods than n the sector of traded goods, the rght-hand sde of the nequalty s postve and t follows that the prce of traded goods has to ncrease f a deflaton s to be avoded. Ths has strong mplcatons for the aggregate nflaton rate of all countres. From (5) and (6) t follows that the aggregate nflaton rate s gven by π = pˆ T n + Σβ α = 1 ( yˆ T yˆ ). (9) Let πmn denote the mnmum aggregate nflaton rate compatble wth the requrement that no sngle country wll face a deflaton. It s easy to show that (9) and (8) mply π mn n = Σ β α = 1 ( yˆ T yˆ ) mn = 1,..., n T [ α ( yˆ yˆ )]. (10) Ths equaton wll serve as the bass of our emprcal estmates. It gves precse meanng to the ntuton reported n the ntroducton. To nterpret the equaton, suppose frst that there s one mature country whose manufacturng sector enjoys no partcular productvty gans relatve to the sector of nontraded goods and whch therefore experences no change n relatve prces, whle the relatve prce of non-tradables s rsng n all other countres. In ths case, the prce of traded goods cannot fall wthout generatng a deflaton n the mature country. It follows that the aggregate prce level must rse so as the accommodate for the requred ncreases n the relatve prces of non-traded goods n the other countres that result from the productvty ncreases n the traded-good sectors; ths s reflected by the frst term on the rght-hand sde of the equaton. Suppose next that even the most mature country experences some extra productvty growth n the sector of traded goods. In ths case the prce of traded goods can fall wthout mplyng a deflaton n ths country because t s compensated for wth an ncrease n the prced of non-traded goods. The no-deflaton constrant s relaxed, and the relatve prce of non-traded goods can ncrease n all countres wthout mplyng as much nflaton as before, because the prce of traded goods s fallng. 6

8 3. Emprcal Results for Euroland In 1999, the frst year of the currency unon, the nflaton dfferentals between countres n the euro area were qute substantal. In Fgure 1 we plot the nflaton rates of the 10 major countres aganst the output gap, accordng to OECD defnton. As can be seen, the state of the busness cycle delvers only a partal explanaton for the dfferentals. Large resduals reman whch pont at the mportance of other nfluences such as the Balassa-Samuelson effect dscussed above. If the Balassa-Samuelson effect s robust, a postve mnmum nflaton rate on average s obvously necessary to prevent deflaton n any one country. Fgure 1: Inflaton Rates and Output Gap n Inflaton Rate Italy Ireland Span Portugal etherlands Fnland Belgum France Germany Austra Output Gap 1999 Source: Monthly Reports of the German Bundesbank, February 2000 and OECD Statstcal Compendum, Economc Outlook. Legend: Inflaton rates are annual HICP nflaton n percent. Output gap accordng to OECD methods. Fndng the mnmum aggregate nflaton rate s dffcult snce, naturally, the avalable data stem from a tme where nether a common currency nor a fxed exchange rate prevaled and snce t s not clear how traded and non-traded goods should be dstngushed emprcally. Even the most local good s tradable when toursm and labour mgraton are taken nto account. Our decson of how to separate the sectors was drven manly by data avalablty. To construct a complete sample for all members of the currency unon, we had to restrct the sector of tradable goods to agrculture and manufacturng and to defne the remander as the 7

9 sector of non-tradable goods. on-tradables accordng to our defnton nclude constructon, servces, electrcty, gas and water supply. 4 We consder two sample perods, and In the frst perod we have data from all countres except Luxembourg, whch s of neglgble sze. We hope that ths perod s suffcently long to elmnate the role of busness cycles. To check the valdty of ths hope we repeat our calculatons wth the second, much longer perod for the subset of those sx countres for whch data were avalable. Table 1: Growth Rates of Labour Productvtes and Value Added Prces Country Labour Productvty Value Added Prces Dfference (1) (2) (3) (4) (5) (6) Traded on-traded Traded on-traded Productvty* Prces** Austra 3.21 (2.70) 1.07 (0.90) 1.38 (1.95) 3.41 (4.17) 2.14 (1.80) 2.03 (2.22) Belgum 3.07 (3.99) 1.74 (1.35) 1.62 (2.16) 3.35 (4.40) 1.33 (2.64) 1.73 (2.24) Germany 1.90 (1.72) 1.55 (1.27) 1.71 (2.51) 3.25 (3.49) 0.34 (0.46) 1.54 (0.98) Span Fnland 5.98 (4.95) 1.88 (1.73) 1.62 (3.74) 4.45 (6.46) 4.10 (3.22) 2.84 (2.72) France 3.01 (2.98) 0.97 (1.09) 1.20 (4.54) 2.98 (6.01) 2.04 (1.89) 1.77 (1.47) Italy 3.79 (4.26) 1.50 (1.13) 3.34 (7.17) 5.79 (9.87) 2.29 (3.14) 2.44 (2.70) etherlands Portugal Ireland * Traded mnus non-traded ** on-traded mnus traded otes: The numbers are arthmetc means of the annual growth rates for the perod and, n parentheses, for the perod Data for Germany refer to West Germany untl The sector of traded goods comprses agrculture and manufacturng, the sector of non-traded goods the remander. Labour productvty s defned as value added dvded by employment. Employment, nomnal value added and real value added are taken from the OECD Internatonal Sectoral Database and the OECD atonal Accounts. The excepton s Ireland for whch data on nomnal value added and employment were suppled by the Federal Statstcal Offce of Germany. Growth n Irsh real value added was proxed for the manufacturng sector by usng the ndex of ndustral producton from the OECD Economc Outlook. Irsh agrculture data were taken from the OECD Economc Accounts on Agrculture. In a frst step, we calculate the growth rates of labour productvty, equatng the growth of margnal and average labour productvtes. The results of ths calculaton are reported n table 1. As expected we fnd that productvtes grow faster n the sectors of traded goods than n the respectve natonal sectors of non-traded goods. Ths holds true for all countres n our sample. A formal statstcal test frmly rejects (p-value < 0.01) the null hypotheses that, across the countres, the productvty growth rates of the two sectors are dentcal. 4 Ths s n lne wth the usual practce n the emprcal lterature that tests the Balassa-Samuelson hypothess. See Canzoner, Cumby and Dba (1999). 8

10 Table 1 reveals a rather large nternatonal varance n the ntersectoral productvty growth dfferentals (column 5), ndcatng a potentally mportant role of the Balassa-Samuelson effect. The two extremes are marked by Germany and Ireland. Whle Germany experenced a productvty lead of the sector of traded goods over the sector of non-traded goods of only 0.34%, the lead was a remarkable 4.23% n Ireland over the sample perod. Gven that Germany had a much hgher labour productvty than Ireland and that Ireland has become a full member of the EU, t s plausble to observe a rapd catchng-up process. As the numbers n parentheses show, a longer sample does not produce substantally dfferent results. The choce of sample length mples a trade-off between smoothng short run fluctuatons (long sample) and keepng track of persstent changes (short sample). We use the short sample results for our subsequent calculatons. The growth rates of the sector-specfc prces gven n the same table mrror the productvty fgures. As expected, n all countres the prces of non-traded goods grew faster than the prces of traded goods. Accordngly, the hypothess that the cross-country averages of the rates of prce ncrease of tradables and non-tradables are dentcal s rejected at the fve percent level. When dfferent countres are compared, there s a rather close correlaton between the ntersectoral dfferences n productvty growth rates and the ntersectoral dfferences n prce changes, especally for the long sample. Ths s documented n columns 5 and 6 of table 1. We conclude that the Balassa-Samuelson effect s ndeed an mportant drvng force behnd the observed relatve prce changes n Europe. 5 We therefore proceed wth our model and derve the mnmum nflaton rates gven n equatons (6) and (10). The results of the calculatons are reported n the frst column of table 3 (see further below). The column reports the respectve natonal mnmum nflaton rates n the euro area and ther GDP-weghted averages. Ths average, 0.94%, s the mnmum nflaton rate of the euro-11 countres whch we sought. The crtcal country s Germany. Germany has an ntersectoral productvty growth dfferental of only 0.34%, whch s substantally below the dfferental of 4.23% n Ireland. To prevent Germany from experencng a general deflaton, the prce level of manufacturng goods throughout the euro area must not fall by more than 0.26% per year. Gven the hgh rates of prce ncrease for non-tradables n the countres catchng up, n partcular Fnland, Ireland, Italy and Span, ths mples an aggregate mnmum nflaton rate for all sectors and countres of roughly one percent. Ths aggregate mnmum nflaton rate s an average of very dfferent natonal rates. When Germany s GDP deflator s taken to reman constant n the 5 Ths s also confrmed by econometrc studes (see Canzoner, Cumby and Dba, 1999). 9

11 calculatons, Fnland needs an nflaton rate of 2.74%, and Ireland needs one of 2.35%. Ths shows how meanngless the attempt to stablse the prce level n all countres would be. Comparng the nflaton predctons based on our productvty comparsons wth the actual nflaton rates n 1999 (see Fgure 1), we dentfy two outlers. One s Portugal, whch has a much hgher nflaton rate than we should expect from ts rather low productvty dfferental. The other s Fnland, whch s far below the top poston n the nflaton rank that our productvty results predct. The explanaton of the hgh Portuguese nflaton rate can be sought n the extraordnary expanson of aggregate demand resultng from generous EU subsdes. Portugal takes the second rank after Israel among all OECD countres wth regard to the surplus of mports over exports at 13% of GDP (Snn and Westermann, 2000). Fnland, on the other hand, was ht by a very serous recesson n the early 1990s. One of the effects of ths recesson was a strong ncrease n unemployment and excess capactes, whch made a subsequent growth wth very low nflaton rates possble (Honkapohja and Koskela 1999). The other countres, however, have nflaton rates that are roughly n lne wth our predctons. Clearly, we cannot expect that our predctons are very precse for any partcular year, but the broad rankng of countres and, more mportantly, the dsperson n nflaton rates s roughly n lne wth our model. If nflaton rate dfferentals are below productvty dfferentals, the reason may, among other thngs, be found n nadequate monetary polces of the (see also Secton 5, Conclusons). In general, there s a noteworthy dfference n the nflaton rates predcted for the euro countres. Seven out of eleven countres wll need an nflaton rate whch s more than 1.3 percentage ponts above the rate approprate for Germany. We do not know what the latter really s. Germany s average nflaton rate over the perod was 2.5%. If we assume that ths rate wll contnue to be approprate for Germany, then the seven countres wll need an nflaton rate of at least 3.8%, and the average Euroland nflaton rate wll have to be about 3.5%. If, on the other hand, we accept the Bundesbank s long standng goal of keepng the nflaton rate at 1.5%, the average Euroland nflaton rate wll have to be 2.5%. Both fgures are above the 2% target announced by the ECB and mght therefore lead to a reconsderaton of ths target. It s clear from the Balassa-Samuelson model that t would be false to mpose the ECB target on each sngle member country. Accordng to our calculatons, fast growng countres lke Span, Ireland or Fnland have mnmum nflaton rates of 1.5%, 2.4% and 2.7%. If the ECB adopted a GDP nflaton target of 1.5% for Germany t would have to tolerate that the nflaton rates of these countres approach 3.0%, 3.9% and 4.2%, respectvely. Such rates 10

12 would not be a sgn of an unsound economc polcy but could well be the natural mplcaton of the Balassa-Samuelson effect Our calculatons are rather senstve wth regard to the lowest ntersectoral dfference n productvty growth rates that one fnds among the countres consdered. The lower the lowest country s ntersectoral dfference n productvty growth, the lower s the relatve prce ncrease of non-traded goods n ths country and the lower the common nternatonal deflaton rate of traded goods whch s compatble wth prce stablty n ths country. As mentoned, the crtcal country s Germany n ths regard where the dfference n productvty growth s only 0.34%, accordng to our estmate. Germany s the country wth the hghest per capta GDP among the countres consdered. Thus t s plausble that t has the lowest rate of productvty growth n the manufacturng sector and the lowest lead n productvty growth over the sector of non-tradables. Over the sample perod, the German nflaton dfferental s larger than the productvty dfferental. Ths fact could be taken to mply that the relatve prce effect predcted by the Balassa-Samuelson model leads to an overstatement of the mnmum nflaton rate for Europe. ote, however, that the sample perod covers the tme after German unfcaton where the huge artfcal wage ncrease n east Germany mpled a rapd prce ncrease of non-traded goods n east Germany whch wll not be repeated n the future. Our productvty based estmates are free from ths dstorton and may therefore better predct the mnmum nflaton rate than a calculaton based on prces would have done. It s confrmng to see that before unfcaton, durng the perod , the average ntersectoral nflaton dfferental happened to be exactly equal to the 0.34% productvty dfferental on whch our calculatons are based. If we used ths number for the German ntersectoral nflaton dfferental and added the other countres actual nflaton dfferentals over the whole perod, as reported n table 1, a mnmum nflaton rate of 0.87% would emerge. Ths s rather close to our Balassa-Samuelson estmate of 0.94% and strengthens the confdence n our result. 4. Expandng the Monetary Unon Euroland may expand n the future. The frst new country to jon wll be Greece. The UK s lkely to have a general poll on membershp n the year 2002 after the next electon, and f the UK jons t s possble that Denmark and Sweden wll reconsder. The next step could be the enlargement of Euroland towards eastern Europe. By 2004, the frst fve east European countres may have joned the EU, and shortly thereafter another fve eastern countres may 11

13 become EU members. Also, Turkey, Cyprus and Malta are watng n lne. Of course, membershp n Euroland wll not automatcally follow EU membershp, but t s lkely to do so n the foreseeable future. Thus t may be useful to extend our analyss by ncorporatng alternatve extenson scenaros. We frst consder the ncluson of Greece, the UK, Denmark and Sweden. Table 2 shows the ntersectoral dfferences n productvty growth n these four countres. Obvously, the Brtsh and Dansh values are qute smlar to those of the other member countres, but Greece and Sweden have rather hgh values that even exceed those of Ireland. Table 2: EU Enlargement Country Labour Productvty Dfference Traded ontraded Denmark UK Greece Sweden Turkey Poland Hungary Czech Republc Estona Slovena otes: The numbers are arthmetc means of the annual growth rates. The traded sector comprses agrculture and manufacturng. The sector of non-traded goods s the remander. Labour productvty s defned as value added dvded by employment. The sample s from for Denmark, UK, Sweden and Turkey, from for Greece, from for Poland and Hungary, from for the Czech Republc, from for Estona, and from for Slovena. Data sources are the OECD Economc Outlook, World Bank Development Indcators, OECD atonal Accounts, OECD Annual Labour Force Statstcs, the Federal Statstcal Offce n Germany, IMF country reports and the Slovenan Economc Mrror. The expanson of EMU membershp leads to a further ncrease n the requred mnmum nflaton rate for Europe as s shown n table 3, second column. The average euro-15 nflaton rate that would prevent a deflaton n Germany s now 1.05%. The countres wth the hghest mnmum nflaton rates would be Sweden and Greece wth 3.64% and 4.26% respectvely. The UK would experence rather low mnmum nflaton, below the EU average, whle Denmark would be n the mddle feld of all countres. In a second step t can be envsaged that a number of further countres from eastern and south-eastern Europe become members of the currency unon. We therefore extended the calculatons to Poland, Hungary, the Czech Republc, Estona, Slovena and Turkey, omttng 12

14 Cyprus, Bulgara, Romana, Lthuana, Latva, Malta, and the Slovak Republc due to data problems. Labour productvty growth n these countres s also gven n table 2. As expected we observe rather hgh ntersectoral growth dfferences n all of the transton states, but agan the pattern s not homogeneous across the countres. Whle Turkey surprsngly has an ntersectoral growth dfference lke the western European countres, Hungary has one above 10%. Table 3: Countres Ranked by Mnmum Inflaton Rates Compatble wth the Absence of Deflaton n any one Country EU 11 EU 15 EU 21 Euro area 0.94 Euro area 1.05 Euro area 1.13 Germany 0.00 Germany 0.00 Germany 0.00 Belgum 0.80 UK 0.71 Turkey 0.09 Portugal 0.82 Belgum 0.80 UK 0.71 France 1.34 Portugal 0.82 Belgum 0.80 Austra 1.42 France 1.34 Portugal 0.82 etherlands 1.43 Denmark 1.39 France 1.34 Italy 1.49 Austra 1.42 Denmark 1.39 Span 1.53 etherlands 1.43 Austra 1.42 Ireland 2.35 Italy 1.49 etherlands 1.43 Fnland 2.74 Span 1.53 Italy 1.49 Ireland 2.35 Span 1.53 Fnland 2.74 Ireland 2.35 Sweden 3.64 Fnland 2.74 Greece 4.26 Czech Rep Slovena 3.38 Sweden 3.64 Estona 4.06 Poland 4.16 Greece 4.26 Hungary 6.86 otes: Mnmum nflaton rates mpled by by equatons (6) and (10) based on the estmatons of productvty dfferences between traded and non-traded sectors reported n tables 1 and 2. The table reports three dfferent estmates for dfferent sets of countres. All estmatons exclude Luxembourg. The weghts of the sectors and countres were based on value added shares n As s shown n table 3, column 3, the ncluson of these countres n the monetary unon would produce another ncrease n the mnmum aggregate nflaton rate from 1.05 to 1.13 %. Ths s not a dramatc change n lght of the hgh predcted nflaton rates n the order of 3-4% for most of the transton countres. The bgger the unon, the smaller the weght that a sngle country has. If the transton economes do not grow at a rate substantally above the EU average, they wll not have an mportant mpact on the average nflaton rate n Euroland n the foreseeable future. 13

15 5. Conclusons In ths artcle we have argued that the prevous nflaton targets of the Bundesbank should not be adopted by the European Central Bank because Europe s dversty n natonal productvty growth rates mples substantal relatve prce changes among the dfferent countres. To allow for these changes wthout causng any one country to deflate, the common monetary polcy has to be looser than the prevous German one. We fnd that the ECB has to tolerate roughly one addtonal percentage pont of nflaton n the aggregate beyond what had been consdered approprate for Germany alone. The Bundesbank tradtonally had amed at an nflaton rate of 1.5% to accommodate for Germany s nternal structural change. If ths target remans vald for Germany wthn the European currency unon, the euro-11 countres need an aggregate nflaton target of about 2.5% or more. Ths has sgnfcant mplcatons for some of the fast growng economes lke Span, Ireland or Fnland. If these countres nflaton rates le far outsde the range whch the Bundesbank would have tolerated n Germany, there s no reason to complan. Rates of 3%, 3.9% and 4.2%, respectvely, would be natural mplcatons of the Balassa-Samuelson effect, ndcatng, n fact, natural changes n relatve prces rather than a dangerous weakenng of the euro. The stuaton wll not change sgnfcantly f, at some stage, the new EU members n eastern Europe also jon the monetary unon. The mnmum European nflaton rate necessary to prevent deflaton n any one country wll ncrease slghtly but reman n the neghbourhood of 1%. However, countres lke Sweden, Poland or Hungary wll then need nflaton rates of 3.6%, 4.2% and 6.9%, or f the Bundesbank s 1.5% rule remans vald for Germany, even rates of between 5% and 8%. Our predctons of Europe s future changes n relatve prces are based on the Balassa- Samuelson model. Other models for a predcton of relatve prce changes are concevable, ncludng smple extrapolatons of prevous prce changes or sophstcated general equlbrum models of the European economy. We do not want to argue that the Balassa-Samuelson model s the only reasonable approach to the problem we consdered. However, we beleve that there s a systematc dfference among the European countres whch can better be detected by lookng at the productvty fgures rather than the prce changes drectly. Smply extrapolatng prevous prce changes runs the rsk of ncorporatng the effects of nadequate monetary polces n the past. If European monetary polces were too tght under Germany s monetary leadershp, as some authors ncludng Solow (2000) have argued, and f some nflaton s 14

16 necessary to allow for relatve prce changes to occur, as the emprcal approaches cted n the ntroducton have shown, then t makes lttle sense to use the relatve prce changes of the past to derve approprate nflaton targets for the future. Such an approach would run the rsk of severely underestmatng the necessary changes n relatve prces and hence the mnmum nflaton rate for Europe. In the ntroducton we summarsed several arguments for why very low nflaton rates mght be harmful for an economy. If the ECB does not ncrease ts current target of two percentage ponts, Germany may have to lve wth a measured natonal nflaton rate of only one percent. If the measurement error n connecton wth overlooked qualty mprovements s taken nto account, ths may mply that the actual German consumer prce ndex wll stay constant or even shrnk. Ths would be a dangerous stuaton, because Germany s rgd labour markets are especally prone to suffer from downward nomnal wage rgdtes ponted out by Akerlof, Dckens and Perry (1996). Cyclcal downturns mght turn out to be even more harmful to employment than they were n the past. Of course, the damage to Germany should be weghed aganst the possble advantages of havng low nflaton n Ireland or Fnland. However, as long as the evdence of economc costs of moderate nflaton rates remans as weak as t s, we conclude from our analyss that the ECB should tolerate a substantally hgher nflaton rate n Europe than the Bundesbank used to n Germany. 15

17 References Agell, Jonas, and Per Lundborg (1995), Theores of Pay and Unemployment: Survey Evdence from Swedsh Manufacturng Frms, Scandnavan Journal of Economcs 97, pp Akerlof, George A., Wllam T. Dckens, and George L. Perry (1996), The Macroeconomcs of Low Inflaton, Brookngs Papers on Economc Actvty 1, pp Balassa, Bela (1964), The Purchasng Power Party Doctrne: A Reapprasal, Journal of Poltcal Economy 72, pp Bewley, Truman F. (1995), A Depressed Labor Market as Explaned by Partcpants, Amercan Economc Revew 85, pp Bewley, Truman F. (1999), Why Wages Don't Fall Durng a Recesson, Cambrdge, Mass.: Harvard Unversty Press. Boskn, Mchael J., Ellen R. Dulberger, Robert J. Gordon, Zv Grlches, and Dale W. Jorgenson (1996), Toward a More Accurate Measure of the Cost of Lvng (The Boskn Commsson Report), Fnal Report to the Senate Fnance Commttee. Canzoner, Matthew B., Robert E. Cumby, and Behzad Dba (1999), Relatve Labor Productvty and the Real Exchange Rate n the Long Run: Evdence for a Panel of OECD Countres, Journal of Internatonal Economcs 47, pp European Central Bank (1999), Inflaton Dfferentals n a Monetary Unon, Monthly Bulletn October 1999, pp Fehr, Ernst, and Armn Falk (1999), Wage Rgdtes n a Compettve Incomplete Contract Market: An Expermental Investgaton, Journal of Poltcal Economy 107, pp Greenspan, Alan (1998), Remarks at the Annual Meetng of the Amercan Economc Assocaton and the Amercan Fnance Assocaton, Chcago, Illnos, January 3, Avalable at: Honkapohja, Seppo, and Erkk Koskela (1999), Fnland's Depresson: A Tale of Bad Luck and Bad Polces, Economc Polcy 29, pp Kahnemann, Danel, Jack L. Knetsch, and Rchard Thaler (1986), Farness as a Constrant on Proft Seekng: Enttlements n the Market, Amercan Economc Revew 76, pp Moulton, Brent R. (1996), Bas n the Consumer Prce Index: What s the Evdence?, Journal of Economc Perspectves 10, pp Phelps, Edmund (1973), Inflaton n the Theory of Publc Fnance, Swedsh Journal of Economcs 75, pp

18 Samuelson, Paul A. (1964), Theoretcal otes on Trade Problems, Revew of Economcs and Statstcs 23, pp Snn, Hans-Werner, and Frank Westermann (2000), Two Mezzogornos, CESfo Workng Paper o Shapro, Matthew D., and Davd W. Wlcox (1996), Msmeasurement n the Consumer Prce Index: An Evaluaton, n: Ben S. Bernanke and Julo Rotemberg (eds), BER Macroeconomcs Annual, Cambrdge, Mass.: MIT Press, pp Solow, Robert (2000), Unemployment n the Unted States and n Europe: A Contrast and the Reasons, CESfo Workng Paper o Summers, Larry (1991), How Should Long-term Monetary Polcy be Determned?, Journal of Money, Credt and Bankng 23, pp

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy 4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* Luísa Farnha** 1. INTRODUCTION The rapd growth n Portuguese households ndebtedness n the past few years ncreased the concerns that debt

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

More information

How To Calculate The Accountng Perod Of Nequalty

How To Calculate The Accountng Perod Of Nequalty Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

DEFINING %COMPLETE IN MICROSOFT PROJECT CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond Mke Hawkns Alexander Klemm THE INSTITUTE FOR FISCAL STUIES WP04/11 STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond (IFS and Unversty

More information

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity Trade Adjustment Productvty n Large Crses Gta Gopnath Department of Economcs Harvard Unversty NBER Brent Neman Booth School of Busness Unversty of Chcago NBER Onlne Appendx May 2013 Appendx A: Dervaton

More information

SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME

SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME August 7 - August 12, 2006 n Baden-Baden, Germany SPECIALIZED DAY TRADING - A NEW VIEW ON AN OLD GAME Vladmr Šmovć 1, and Vladmr Šmovć 2, PhD 1 Faculty of Electrcal Engneerng and Computng, Unska 3, 10000

More information

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative.

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative. Queston roblem Set 3 a) We are asked how people wll react, f the nterest rate on bonds s negatve. When

More information

Analysis of Premium Liabilities for Australian Lines of Business

Analysis of Premium Liabilities for Australian Lines of Business Summary of Analyss of Premum Labltes for Australan Lnes of Busness Emly Tao Honours Research Paper, The Unversty of Melbourne Emly Tao Acknowledgements I am grateful to the Australan Prudental Regulaton

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

On the Optimal Control of a Cascade of Hydro-Electric Power Stations

On the Optimal Control of a Cascade of Hydro-Electric Power Stations On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;

More information

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.

More information

1. Measuring association using correlation and regression

1. Measuring association using correlation and regression How to measure assocaton I: Correlaton. 1. Measurng assocaton usng correlaton and regresson We often would lke to know how one varable, such as a mother's weght, s related to another varable, such as a

More information

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall SP 2005-02 August 2005 Staff Paper Department of Appled Economcs and Management Cornell Unversty, Ithaca, New York 14853-7801 USA Farm Savngs Accounts: Examnng Income Varablty, Elgblty, and Benefts Brent

More information

17 Capital tax competition

17 Capital tax competition 17 Captal tax competton 17.1 Introducton Governments would lke to tax a varety of transactons that ncreasngly appear to be moble across jursdctonal boundares. Ths creates one obvous problem: tax base flght.

More information

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000 Problem Set 5 Solutons 1 MIT s consderng buldng a new car park near Kendall Square. o unversty funds are avalable (overhead rates are under pressure and the new faclty would have to pay for tself from

More information

An Empirical Study of Search Engine Advertising Effectiveness

An Empirical Study of Search Engine Advertising Effectiveness An Emprcal Study of Search Engne Advertsng Effectveness Sanjog Msra, Smon School of Busness Unversty of Rochester Edeal Pnker, Smon School of Busness Unversty of Rochester Alan Rmm-Kaufman, Rmm-Kaufman

More information

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments MARCH 211 C.D. Howe Insttute WORKING PAPER FISCAL AND TAX COMPETITIVENESS The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Provncal Governments Bev Dahlby Ergete Ferede

More information

Lecture 3: Force of Interest, Real Interest Rate, Annuity

Lecture 3: Force of Interest, Real Interest Rate, Annuity Lecture 3: Force of Interest, Real Interest Rate, Annuty Goals: Study contnuous compoundng and force of nterest Dscuss real nterest rate Learn annuty-mmedate, and ts present value Study annuty-due, and

More information

The Current Employment Statistics (CES) survey,

The Current Employment Statistics (CES) survey, Busness Brths and Deaths Impact of busness brths and deaths n the payroll survey The CES probablty-based sample redesgn accounts for most busness brth employment through the mputaton of busness deaths,

More information

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Canadan Provncal Governments Bev Dahlby a and Ergete Ferede b a Department of Economcs, Unversty of Alberta, Edmonton,

More information

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds Investment Management and Fnancal Innovatons, Volume 10, Issue 3, 2013 Ahmed F. Salhn (Egypt) The mpact of hard dscount control mechansm on the dscount volatlty of UK closed-end funds Abstract The mpact

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIIOUS AFFILIATION AND PARTICIPATION Danny Cohen-Zada Department of Economcs, Ben-uron Unversty, Beer-Sheva 84105, Israel Wllam Sander Department of Economcs, DePaul

More information

Macro Factors and Volatility of Treasury Bond Returns

Macro Factors and Volatility of Treasury Bond Returns Macro Factors and Volatlty of Treasury Bond Returns Jngzh Huang Department of Fnance Smeal Colleage of Busness Pennsylvana State Unversty Unversty Park, PA 16802, U.S.A. Le Lu School of Fnance Shangha

More information

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank.

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank. Margnal Beneft Incdence Analyss Usng a Sngle Cross-secton of Data Mohamed Ihsan Ajwad and uentn Wodon World Bank August 200 Abstract In a recent paper, Lanjouw and Ravallon proposed an attractve and smple

More information

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets)

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets) Hgh Correlaton between et Promoter Score and the Development of Consumers' Wllngness to Pay (Emprcal Evdence from European Moble Marets Ths paper shows that the correlaton between the et Promoter Score

More information

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE Samy Ben Naceur ERF Research Fellow Department of Fnance Unversté Lbre de Tuns Avenue Khéreddne Pacha, 002 Tuns Emal : sbennaceur@eudoramal.com

More information

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment A research and educaton ntatve at the MT Sloan School of Management Understandng the mpact of Marketng Actons n Tradtonal Channels on the nternet: Evdence from a Large Scale Feld Experment Paper 216 Erc

More information

Leveraged Firms, Patent Licensing, and Limited Liability

Leveraged Firms, Patent Licensing, and Limited Liability Leveraged Frms, Patent Lcensng, and Lmted Lablty Kuang-Cheng Andy Wang Socal Scence Dvson Center for General Educaton Chang Gung Unversty and Y-Je Wang Department of Economcs Natonal Dong Hwa Unversty

More information

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1.

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1. HIGHER DOCTORATE DEGREES SUMMARY OF PRINCIPAL CHANGES General changes None Secton 3.2 Refer to text (Amendments to verson 03.0, UPR AS02 are shown n talcs.) 1 INTRODUCTION 1.1 The Unversty may award Hgher

More information

Recurrence. 1 Definitions and main statements

Recurrence. 1 Definitions and main statements Recurrence 1 Defntons and man statements Let X n, n = 0, 1, 2,... be a MC wth the state space S = (1, 2,...), transton probabltes p j = P {X n+1 = j X n = }, and the transton matrx P = (p j ),j S def.

More information

Lecture 3: Annuity. Study annuities whose payments form a geometric progression or a arithmetic progression.

Lecture 3: Annuity. Study annuities whose payments form a geometric progression or a arithmetic progression. Lecture 3: Annuty Goals: Learn contnuous annuty and perpetuty. Study annutes whose payments form a geometrc progresson or a arthmetc progresson. Dscuss yeld rates. Introduce Amortzaton Suggested Textbook

More information

How Large are the Gains from Economic Integration? Theory and Evidence from U.S. Agriculture, 1880-2002

How Large are the Gains from Economic Integration? Theory and Evidence from U.S. Agriculture, 1880-2002 How Large are the Gans from Economc Integraton? Theory and Evdence from U.S. Agrculture, 1880-2002 Arnaud Costnot MIT and NBER Dave Donaldson MIT, NBER and CIFAR PRELIMINARY AND INCOMPLETE August 15, 2011

More information

Depreciation of Business R&D Capital

Depreciation of Business R&D Capital Deprecaton of Busness R&D Captal U.S. Bureau of Economc Analyss Abstract R&D deprecaton rates are crtcal to calculatng the rates of return to R&D nvestments and captal servce costs, whch are mportant for

More information

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts Power-of-wo Polces for Sngle- Warehouse Mult-Retaler Inventory Systems wth Order Frequency Dscounts José A. Ventura Pennsylvana State Unversty (USA) Yale. Herer echnon Israel Insttute of echnology (Israel)

More information

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently.

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently. Corporate Polces & Procedures Human Resources - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 26/10/12 09/09/09 3 years Immedately Authorsaton:

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120 Kel Insttute for World Economcs Duesternbrooker Weg 45 Kel (Germany) Kel Workng Paper No. Path Dependences n enture Captal Markets by Andrea Schertler July The responsblty for the contents of the workng

More information

Calculation of Sampling Weights

Calculation of Sampling Weights Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample

More information

Analysis of Demand for Broadcastingng servces

Analysis of Demand for Broadcastingng servces Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura * Norhro Kasuga ** Ako Tor *** Abstract In ths paper, we wll conduct an analyss from an emprcal perspectve concernng broadcastng demand behavor and

More information

HARVARD John M. Olin Center for Law, Economics, and Business

HARVARD John M. Olin Center for Law, Economics, and Business HARVARD John M. Oln Center for Law, Economcs, and Busness ISSN 1045-6333 ASYMMETRIC INFORMATION AND LEARNING IN THE AUTOMOBILE INSURANCE MARKET Alma Cohen Dscusson Paper No. 371 6/2002 Harvard Law School

More information

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets Searchng and Swtchng: Emprcal estmates of consumer behavour n regulated markets Catherne Waddams Prce Centre for Competton Polcy, Unversty of East Angla Catherne Webster Centre for Competton Polcy, Unversty

More information

Nordea G10 Alpha Carry Index

Nordea G10 Alpha Carry Index Nordea G10 Alpha Carry Index Index Rules v1.1 Verson as of 10/10/2013 1 (6) Page 1 Index Descrpton The G10 Alpha Carry Index, the Index, follows the development of a rule based strategy whch nvests and

More information

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

Returns to Experience in Mozambique: A Nonparametric Regression Approach Returns to Experence n Mozambque: A Nonparametrc Regresson Approach Joel Muzma Conference Paper nº 27 Conferênca Inaugural do IESE Desafos para a nvestgação socal e económca em Moçambque 19 de Setembro

More information

ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET *

ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET * ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET * Amy Fnkelsten Harvard Unversty and NBER James Poterba MIT and NBER * We are grateful to Jeffrey Brown, Perre-Andre

More information

Clay House Case Study and Comparison of Two Behemoths ofEC term

Clay House Case Study and Comparison of Two Behemoths ofEC term Drk Schoenmaker (Netherlands), Thjs Bosch (Netherlands) Is the home bas n equtes and bonds declnng n Europe? Abstract Fnance theory suggests that nvestors should hold an nternatonally dversfed portfolo.

More information

World Economic Vulnerability Monitor (WEVUM) Trade shock analysis

World Economic Vulnerability Monitor (WEVUM) Trade shock analysis World Economc Vulnerablty Montor (WEVUM) Trade shock analyss Measurng the mpact of the global shocks on trade balances va prce and demand effects Alex Izureta and Rob Vos UN DESA 1. Non-techncal descrpton

More information

George S. Ford, PhD Thomas M. Koutsky, Esq. Lawrence J. Spiwak, Esq. (July 2007)

George S. Ford, PhD Thomas M. Koutsky, Esq. Lawrence J. Spiwak, Esq. (July 2007) PHOENIX CENTER POLICY PAPER SERIES Phoenx Center Polcy Paper Number 29: The Broadband Performance Index: A Polcy-Relevant Method of Comparng Broadband Adopton Among Countres George S. Ford, PhD Thomas

More information

Beating the Odds: Arbitrage and Wining Strategies in the Football Betting Market

Beating the Odds: Arbitrage and Wining Strategies in the Football Betting Market Beatng the Odds: Arbtrage and Wnng Strateges n the Football Bettng Market NIKOLAOS VLASTAKIS, GEORGE DOTSIS and RAPHAEL N. MARKELLOS* ABSTRACT We examne the potental for generatng postve returns from wagerng

More information

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..

More information

Wage inequality and returns to schooling in Europe: a semi-parametric approach using EU-SILC data

Wage inequality and returns to schooling in Europe: a semi-parametric approach using EU-SILC data MPRA Munch Personal RePEc Archve Wage nequalty and returns to schoolng n Europe: a sem-parametrc approach usng EU-SILC data Marco Bagett and Sergo Sccchtano Unversty La Sapenza Rome, Mnstry of Economc

More information

The Investor Recognition Hypothesis:

The Investor Recognition Hypothesis: The Investor Recognton Hypothess: the New Zealand Penny Stocks Danel JP Cha, Department of Accountng and Fnance, onash Unversty, Clayton 3168, elbourne, Australa, and Danel FS Cho, Department of Fnance,

More information

Gender differences in revealed risk taking: evidence from mutual fund investors

Gender differences in revealed risk taking: evidence from mutual fund investors Economcs Letters 76 (2002) 151 158 www.elsever.com/ locate/ econbase Gender dfferences n revealed rsk takng: evdence from mutual fund nvestors a b c, * Peggy D. Dwyer, James H. Glkeson, John A. Lst a Unversty

More information

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy Fnancal Tme Seres Analyss Patrck McSharry patrck@mcsharry.net www.mcsharry.net Trnty Term 2014 Mathematcal Insttute Unversty of Oxford Course outlne 1. Data analyss, probablty, correlatons, vsualsaton

More information

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework Journal of Economcs and Econometrcs Vol. 55, No.2, 202 pp. 78-93 SSN 2032-9652 E-SSN 2032-9660 Structural Estmaton of Varety Gans from Trade ntegraton n a Heterogeneous Frms Framework VCTOR RVAS ABSTRACT

More information

Section 5.4 Annuities, Present Value, and Amortization

Section 5.4 Annuities, Present Value, and Amortization Secton 5.4 Annutes, Present Value, and Amortzaton Present Value In Secton 5.2, we saw that the present value of A dollars at nterest rate per perod for n perods s the amount that must be deposted today

More information

Joe Pimbley, unpublished, 2005. Yield Curve Calculations

Joe Pimbley, unpublished, 2005. Yield Curve Calculations Joe Pmbley, unpublshed, 005. Yeld Curve Calculatons Background: Everythng s dscount factors Yeld curve calculatons nclude valuaton of forward rate agreements (FRAs), swaps, nterest rate optons, and forward

More information

Chapter 7: Answers to Questions and Problems

Chapter 7: Answers to Questions and Problems 19. Based on the nformaton contaned n Table 7-3 of the text, the food and apparel ndustres are most compettve and therefore probably represent the best match for the expertse of these managers. Chapter

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo

More information

SIMPLE LINEAR CORRELATION

SIMPLE LINEAR CORRELATION SIMPLE LINEAR CORRELATION Smple lnear correlaton s a measure of the degree to whch two varables vary together, or a measure of the ntensty of the assocaton between two varables. Correlaton often s abused.

More information

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS by Mchael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY

More information

Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001

Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001 Proceedngs of the Annual Meetng of the Amercan Statstcal Assocaton, August 5-9, 2001 LIST-ASSISTED SAMPLING: THE EFFECT OF TELEPHONE SYSTEM CHANGES ON DESIGN 1 Clyde Tucker, Bureau of Labor Statstcs James

More information

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country WP/12/17 The Eastern Carbbean Currency Unon: Would a Fscal Insurance Mechansm Mtgate Natonal Income Shocks? Antono Lemus and Paul Cashn 2012 Internatonal Monetary Fund WP/12/17 IMF Workng Paper Mddle East

More information

IN THE UNITED STATES THIS REPORT IS AVAILABLE ONLY TO PERSONS WHO HAVE RECEIVED THE PROPER OPTION RISK DISCLOSURE DOCUMENTS.

IN THE UNITED STATES THIS REPORT IS AVAILABLE ONLY TO PERSONS WHO HAVE RECEIVED THE PROPER OPTION RISK DISCLOSURE DOCUMENTS. http://mm.pmorgan.com European Equty Dervatves Strategy 4 May 005 N THE UNTED STATES THS REPORT S AVALABLE ONLY TO PERSONS WHO HAVE RECEVED THE PROPER OPTON RS DSCLOSURE DOCUMENTS. Correlaton Vehcles Technques

More information

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence Bank Credt Condtons and ther Influence on Productvty Growth: Company-level Evdence Rebecca Rley*, Chara Rosazza Bondbene* and Garry Young** *Natonal Insttute of Economc and Socal Research & Centre For

More information

Return decomposing of absolute-performance multi-asset class portfolios. Working Paper - Nummer: 16

Return decomposing of absolute-performance multi-asset class portfolios. Working Paper - Nummer: 16 Return decomposng of absolute-performance mult-asset class portfolos Workng Paper - Nummer: 16 2007 by Dr. Stefan J. Illmer und Wolfgang Marty; n: Fnancal Markets and Portfolo Management; March 2007; Volume

More information

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Ignaco Fuentes and Teresa Sastre Banco de España Banco de España Servco de Estudos ocumento de Trabajo n.º 9924 MERGERS AN

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL

More information

Forecasting the Direction and Strength of Stock Market Movement

Forecasting the Direction and Strength of Stock Market Movement Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems

More information

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error Intra-year Cash Flow Patterns: A Smple Soluton for an Unnecessary Apprasal Error By C. Donald Wggns (Professor of Accountng and Fnance, the Unversty of North Florda), B. Perry Woodsde (Assocate Professor

More information

Criminal Justice System on Crime *

Criminal Justice System on Crime * On the Impact of the NSW Crmnal Justce System on Crme * Dr Vasls Sarafds, Dscplne of Operatons Management and Econometrcs Unversty of Sydney * Ths presentaton s based on jont work wth Rchard Kelaher 1

More information

Multiple-Period Attribution: Residuals and Compounding

Multiple-Period Attribution: Residuals and Compounding Multple-Perod Attrbuton: Resduals and Compoundng Our revewer gave these authors full marks for dealng wth an ssue that performance measurers and vendors often regard as propretary nformaton. In 1994, Dens

More information

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations The DAX and the Dollar: The Economc Exchange Rate Exposure of German Corporatons Martn Glaum *, Marko Brunner **, Holger Hmmel *** Ths paper examnes the economc exposure of German corporatons to changes

More information

Start me up: The Effectiveness of a Self-Employment Programme for Needy Unemployed People in Germany*

Start me up: The Effectiveness of a Self-Employment Programme for Needy Unemployed People in Germany* Start me up: The Effectveness of a Self-Employment Programme for Needy Unemployed People n Germany* Joachm Wolff Anton Nvorozhkn Date: 22/10/2008 Abstract In recent years actvaton of means-tested unemployment

More information

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model Testng for mperfect competton on EU depost and loan markets wth Bresnahan s market power model J.A. Bkker 1 February 2003 Research Seres Supervson no. 52 Secton Bankng and Supervsory Strateges, Drectorate

More information

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS?

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? Fernando Comran, Unversty of San Francsco, School of Management, 2130 Fulton Street, CA 94117, Unted States, fcomran@usfca.edu Tatana Fedyk,

More information

Abteilung für Stadt- und Regionalentwicklung Department of Urban and Regional Development

Abteilung für Stadt- und Regionalentwicklung Department of Urban and Regional Development Abtelung für Stadt- und Regonalentwcklung Department of Urban and Regonal Development Gunther Maer, Alexander Kaufmann The Development of Computer Networks Frst Results from a Mcroeconomc Model SRE-Dscusson

More information

Evolution of Internet Infrastructure in the 21 st century: The Role of Private Interconnection Agreements

Evolution of Internet Infrastructure in the 21 st century: The Role of Private Interconnection Agreements Evoluton of Internet Infrastructure n the 21 st century: The Role of Prvate Interconnecton Agreements Rajv Dewan*, Marshall Fremer, and Pavan Gundepud {dewan, fremer, gundepudpa}@ssb.rochester.edu Smon

More information

CHAPTER 14 MORE ABOUT REGRESSION

CHAPTER 14 MORE ABOUT REGRESSION CHAPTER 14 MORE ABOUT REGRESSION We learned n Chapter 5 that often a straght lne descrbes the pattern of a relatonshp between two quanttatve varables. For nstance, n Example 5.1 we explored the relatonshp

More information

Internet Job Search and Unemployment Durations

Internet Job Search and Unemployment Durations Internet Job Search and Unemployment Duratons Peter Kuhn Department of Economcs Unversty of Calforna, Santa Barbara Santa Barbara CA 93106 805 893 3666 pjkuhn@econ.ucsb.edu Mkal Skuterud Famly and Labour

More information

Transaction Costs and Strategic Trading of German Investment Management Firms: Empirical Evidence from European Stock Markets

Transaction Costs and Strategic Trading of German Investment Management Firms: Empirical Evidence from European Stock Markets Transacton Costs and Strategc Tradng of German Investment Management Frms: Emprcal Evdence from European Stock Markets Lutz Johannng* Endowed Char for Asset Management European Busness School Schloß Rechartshausen

More information

Management Quality, Financial and Investment Policies, and. Asymmetric Information

Management Quality, Financial and Investment Policies, and. Asymmetric Information Management Qualty, Fnancal and Investment Polces, and Asymmetrc Informaton Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: December 2007 * Professor of Fnance, Carroll School

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

Section 5.3 Annuities, Future Value, and Sinking Funds

Section 5.3 Annuities, Future Value, and Sinking Funds Secton 5.3 Annutes, Future Value, and Snkng Funds Ordnary Annutes A sequence of equal payments made at equal perods of tme s called an annuty. The tme between payments s the payment perod, and the tme

More information

Is There A Tradeoff between Employer-Provided Health Insurance and Wages?

Is There A Tradeoff between Employer-Provided Health Insurance and Wages? Is There A Tradeoff between Employer-Provded Health Insurance and Wages? Lye Zhu, Southern Methodst Unversty October 2005 Abstract Though most of the lterature n health nsurance and the labor market assumes

More information

Evaluating credit risk models: A critique and a new proposal

Evaluating credit risk models: A critique and a new proposal Evaluatng credt rsk models: A crtque and a new proposal Hergen Frerchs* Gunter Löffler Unversty of Frankfurt (Man) February 14, 2001 Abstract Evaluatng the qualty of credt portfolo rsk models s an mportant

More information

The Application of Fractional Brownian Motion in Option Pricing

The Application of Fractional Brownian Motion in Option Pricing Vol. 0, No. (05), pp. 73-8 http://dx.do.org/0.457/jmue.05.0..6 The Applcaton of Fractonal Brownan Moton n Opton Prcng Qng-xn Zhou School of Basc Scence,arbn Unversty of Commerce,arbn zhouqngxn98@6.com

More information

7.5. Present Value of an Annuity. Investigate

7.5. Present Value of an Annuity. Investigate 7.5 Present Value of an Annuty Owen and Anna are approachng retrement and are puttng ther fnances n order. They have worked hard and nvested ther earnngs so that they now have a large amount of money on

More information

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW.

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. Lucía Isabel García Cebrán Departamento de Economía y Dreccón de Empresas Unversdad de Zaragoza Gran Vía, 2 50.005 Zaragoza (Span) Phone: 976-76-10-00

More information

Chapter 11 Practice Problems Answers

Chapter 11 Practice Problems Answers Chapter 11 Practce Problems Answers 1. Would you be more wllng to lend to a frend f she put all of her lfe savngs nto her busness than you would f she had not done so? Why? Ths problem s ntended to make

More information

Why Do Cities Matter? Local Growth and Aggregate Growth

Why Do Cities Matter? Local Growth and Aggregate Growth Why Do Ctes Matter? Local Growth and Aggregate Growth Chang-Ta Hseh Unversty of Chcago Enrco Morett Unversty of Calforna, Berkeley Aprl 2015 Abstract. We study how growth of ctes determnes the growth of

More information

Finn Roar Aune, Hanne Marit Dalen and Cathrine Hagem

Finn Roar Aune, Hanne Marit Dalen and Cathrine Hagem Dscusson Papers No. 630, September 2010 Statstcs Norway, Research Department Fnn Roar Aune, Hanne Mart Dalen and Cathrne Hagem Implementng the EU renewable target through green certfcate markets Abstract:

More information

14.74 Lecture 5: Health (2)

14.74 Lecture 5: Health (2) 14.74 Lecture 5: Health (2) Esther Duflo February 17, 2004 1 Possble Interventons Last tme we dscussed possble nterventons. Let s take one: provdng ron supplements to people, for example. From the data,

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119 Kel Insttute for World Economcs Duesternbrooker Weg 120 24105 Kel (Germany) Kel Workng Paper No. 1119 Under What Condtons Do Venture Captal Markets Emerge? by Andrea Schertler July 2002 The responsblty

More information

Transition Matrix Models of Consumer Credit Ratings

Transition Matrix Models of Consumer Credit Ratings Transton Matrx Models of Consumer Credt Ratngs Abstract Although the corporate credt rsk lterature has many studes modellng the change n the credt rsk of corporate bonds over tme, there s far less analyss

More information

The Journal of Applied Business Research January/February 2010 Volume 26, Number 1

The Journal of Applied Business Research January/February 2010 Volume 26, Number 1 Product Dversfcaton In Compettve R&D-Intensve Frms: An Emprcal Study Of The Computer Software Industry C. Catherne Chang, Elon Unversty, USA ABSTRACT Ths paper studes the effect of dversfcaton nto dfferent

More information