MARGINAL INTRA-INDUSTRY TRADE: TOWARDS A MEASURE OF NON-DISRUPTIVE TRADE EXPANSION

Size: px
Start display at page:

Download "MARGINAL INTRA-INDUSTRY TRADE: TOWARDS A MEASURE OF NON-DISRUPTIVE TRADE EXPANSION"

Transcription

1 MARGINAL INTRA-INDUSTRY TRADE: TOWARDS A MEASURE OF NON-DISRUPTIVE TRADE EXPANSION Publshed n Fronters of Research on Intra-Industry Trade, edted by P.J. Lloyd and Hyun-Hoon Lee. Palgrave-Macmllan, 2002 Marus Brülhart Ecole des HEC Unversty of Lausanne CH Lausanne Swtzerland (Marus.Brulhart@hec.unl.ch) 1. Introducton When Verdoorn (1960) found that the formaton of a customs unon among the Benelux countres had stmulated large two-way trade flows of smlar products, and Drèze (1961) dscovered the same phenomenon n the fledglng sx-naton EEC, economsts took note because of one man reason: adjustment costs. Instead of nter-sectoral specalsaton accordng to countres comparatve advantage, the natonal economes seemed to preserve ther broad ndustral structures and to specalse predomnantly at the ntra-sectoral level. A smooth adjustment hypothess (SAH) soon became frmly rooted n economc thnkng, accordng to whch ntra-ndustry trade (IIT) expanson generally entals lower adjustment costs than nter-ndustry trade. In tme, the early conjectures on the shape of emergng trade patterns were confrmed by a number of hgh-profle studes such as those of Grubel and Lloyd (1975), Greenaway and Mlner (1986), Greenaway and Hne (1991) and OECD (1994). These emprcal studes have wthout excepton uncovered a secular ncrease n the share of ntra-ndustry flows n trade among developng as well as developed economes, and many scholars have cted ths fact as

2 a powerful force for attenuatng trade-nduced economc frctons wthn and between countres durng the past half-century. The choce of IIT measure used n emprcal work, however, has untl recently been guded not so much by ts relevance for factor-market adjustment but rather by ts sgnfcance for the theory of nternatonal trade. Snce trade theory conssts to the most part of statc models, the statc Grubel-Lloyd ndex of IIT has been by far the most wdely employed measure. Hgh statc IIT s dffcult to reconcle wth the predctons of neoclasscal trade theory, and ts dscovery has therefore drven the development of the new trade theory, whch can accommodate the exstence of IIT. For that reason, measures of statc IIT can be a useful gauge of the determnants of trade flows. However, Hamlton and Knest (1991) have ponted out n a semnal contrbuton that, n the context of adjustment, dynamc measures of IIT may be more nformatve than statc measures. They proposed an ndex of margnal IIT (MIIT) to be used n studes of the SAH. A number of authors have snce proposed dfferent measures of MIIT, and some emprcal tests of the SAH have been carred out. Ths contrbuton provdes a survey of that growng lterature. The survey s organsed as follows. Secton 2 provdes some theoretcal background to the SAH. In Secton 3 I brefly revew the propertes of the most wdely used measure of IIT, the Grubel-Lloyd ndex. Secton 4 presents some alternatve measures whch capture changes n IIT but not MIIT n the strct sense. An overvew of MIIT measures s gven n Secton 5. Secton 6 s dedcated to a specal class of MIIT measures, namely those that combne nformaton on the symmetry of trade changes wth nformaton on a country s sectoral trade performance. In Secton 7 I conclude wth some generalsatons and suggestons for future research. 2. The Smooth Adjustment Hypothess Adjustment costs arse from temporary neffcences when markets fal to clear nstantaneously n the wake of a change of demand or supply condtons. More specfcally, the adjustment costs that are normally studed n the context of trade expanson are those 2

3 welfare losses that arse n labour markets from temporary unemployment due to factor-prce rgdty or from costs ncurred through job search, re-locaton and re-tranng. Trade per se cannot be called a cause for adjustment costs. The sze and pattern of trade flows are not exogenous. Rather, they are shaped by underlyng factor endowments, demand patterns, technologes, ncome levels and polcy regmes of the tradng countres. The concept of trade-nduced changes therefore mplctly alludes to ulteror causes whch are manfested n the structure of trade flows. Ths concepton s easest to grasp n a settng of trade lberalsaton. There, any change that can be tracked to the change n the trade-polcy regme s defned as trade-nduced. The models of the new trade theory are consstent wth the smooth adjustment hypothess. Krugman (1981, p. 970), n a general equlbrum model consderng only prce adjustments (changes n relatve wages), found a one-for-one relatonshp between smlarty of factor endowments and ntra- ndustry trade, whch he nterpreted as a vndcaton [...] that ntrandustry trade poses fewer adjustment problems than nter-ndustry trade. Ths result effectvely stems from the fact that all the nfluental models explanng IIT through scale economes and monopolstc competton assume the products of an ndustry to be perfectly homogenous n terms of quanttatve and qualtatve factor requrements. Intra-ndustry adjustment costs are thus elmnated smply by assumpton. Unfortunately, the ndustry concept whch underles the emprcal measurement of IIT does not contan only goods wth perfectly dentcal producton requrements. For the analyss of emprcally observed IIT, there are three concevable reasons why IIT mght ental smaller labour-market adjustment costs than nter-ndustry trade: 1. the moblty of labour across frms and occupatons mght be greater wthn ndustres than between ndustres, 2. relatve wages mght be more flexble wthn ndustres than between ndustres, or 3. other producton factors mght be more moble wthn than between ndustres. The frst hypothess has much ntutve appeal. If one defnes IIT as the exchange of goods wth smlar producton requrements, then t s mpled that labour requrements are more smlar wthn ndustres than between ndustres. If the sklls acqured by the workers and managers of a contractng frm can be appled wthout much re-tranng n an expandng frm 3

4 of the same ndustry, then labour moblty may well be hgher wthn ndustres than between them. If specalsaton occurs nsde frms, then workers can smply be transferred from one department to another. Where ndustres are spatally concentrated, labour s lkely more moble wthn than between ndustres. The problem s that one cannot assume a pror that the statstcal product categores underlyng emprcal calculatons of IIT actually correspond to ths defnton of ndustres. The second hypothess relates to ntra-ndustry specfc-factors model where asymmetrc trade shocks across producers n one ndustry, combned wth short-term mmoblty of workers, wll result n temporary unemployment f wages are not flexble across producers. The man mpedments to wage flexblty are mnmum-wage legslaton and contractual wage agreements at the ndustry level. Snce such constrants generally apply at the level of the entre economy or of ndvdual ndustres, they mght actually be expected to allow greater wage flexblty between ndustres than wthn them. If wage nflexblty through ndustrywde centralsed barganng s the domnant cause of adjustment problems, then adjustment would be greater when trade shocks are ntra-ndustry than when trade alters the relatve compettveness among ndustres. The thrd hypothess, lke the frst, s plausble f we assume that ndustres are delneated accordng to supply-sde substtutablty of goods. In the specfc-factors model t s normally assumed that all producton factors except labour are non-transferable among products. If we relax ths assumpton and allow for ncreasng moblty of the complementary factors(s), then smaller wage adjustments wll be needed to restore labour-market equlbrum. Hence, the thrd hypothess offsets to some extent the caveat provded by the second hypothess. In sum, whle the SAH has not yet been rgorously embedded n a fully specfed theoretcal model, exstng trade theory does supply some arguments n ts favour. 1 Ultmately, however, the homogenety and adaptablty of ndustres defned n trade statstcs can only be determned through emprcal nvestgaton. Ths secton has been concerned wth the effect on an asymmetrc demand shock between or wthn ndustres on labour-market adjustment. The man focus of ths survey, however, s on how to measure the relevant degree of (a)symmetry of trade-nduced shocks n emprcal work. 4

5 3. Statc IIT: The Grubel-Lloyd Index By far the most wdely used measure of IIT s due to Grubel and Lloyd (1975), who suggested the followng formula: GL X M = 1, (1) ( X + M ) where X and M refer to a country s exports and mports of goods contaned n ndustry n one partcular year. Ths measure takes values between zero and one and ncreases n IIT. Furthermore, Grubel and Lloyd (1975) have represented the summary IIT ndex calculated over several ndustres as a trade-weghted (rather than smple arthmetc) average of the ndustry ndces: n GL = w GL = = 1 X + M ) GL ( X + M ) n = 1 ( n = 1 n = 1 = 1 = 1 n X M. (2) ( X + M ) Equvalent to ths defnton s the followng formula: GL = n = 1 ( X M ) 2* mn, n ( X + M ) = 1. (3) The GL ndex can be calculated for a country s world-wde trade or for a subset of trade partners, as well as for total merchandse trade or for a subset of ndustres. The statstcal propertes and lmtatons of the GL ndex have been carefully scrutnsed n the lterature. An authortatve survey can be found n Greenaway and Mlner (1986). I wll therefore gve only a bref summary of the four man measurement ssues. 1. Categorcal aggregaton. As seen above, the defnton of an ndustry central to the SAH and probably the most contentous ssue n appled IIT research. Grubel and Lloyd (1975, p. 86), have defned IIT as trade n dfferentated products whch are close substtutes. Over 5

6 tme, t has become generally accepted that the relevant crteron s substtutablty n producton (rather than n consumpton), snce ths s the aspect of ndustres that (a) dstngushes IIT from comparatve-advantage based trade and (b) les at the heart of the lnk between IIT and factor-market adjustment. Whlst statstcal product classfcatons are nevtably mperfect n ths respect, they are nevertheless largely guded by the correct crteron,.e. an effort to group together goods wth smlar nput requrements. 2 Ths stll leaves open the queston about the most approprate level of statstcal aggregaton for the calculaton of IIT ndces. Whlst the majorty of emprcal studes use data at the 3-dgt level, ths choce s mostly motvated by expedency rather than any a pror reason for favourng that level of aggregaton. 2. Adjustment for overall trade mbalance. The upper bound of a country s mean GL ndex s negatvely related to the share of the overall trade surplus or defct n total trade. Hence, mbalance n the trade account wll tend to bas the GL ndex downwards. Adjustment methods have therefore been suggested, wth the one brought forward by Aquno (1978) havng been most wdely used. The Aquno ndex s defned as follows: GL A Xˆ ˆ M = 1, (4) ( Xˆ + Mˆ ) where M = M * ({ X + M }/ 2 M ) and X = X * ({ X + M }/ 2 X ) ˆ = expected mports, ˆ = expected exports. The ratonale for such adjustment measures has been questoned on the grounds that vsble trade mbalances, both blateral and multlateral, may well be compatble wth balance of payments equlbrum (Greenaway and Mlner, 1986; Kol and Mennes, 1989; Vona, 1991). Gven the dffculty n estmatng equlbrum trade mbalances, the professonal consensus has been to work wth unadjusted GL ndces. 3. Scale nvarance. The GL ndex for an ndvdual ndustry s not related to the absolute sze of mports and exports n that sector, nor ndeed to the sze of the ndustry n terms of domestc producton or consumpton. What matters for studes of trade-nduced adjustment s not only the structure of trade flows, whch s captured by the GL ndex, but also the degree 6

7 of openness of ndvdual sectors. In regresson analyss t s therefore advsable to nteract the GL ndex wth a measure of sectoral trade openness or smple trade volumes. 4. Statc nature. The GL ndex refers to the pattern of trade n one year. In the context of structural adjustment, however, t s the structure of changes n trade patterns whch s mportant. Ths nsght, attrbutable to Hamlton and Knest (1991), has motvated the development of measures of margnal IIT (MIIT) and thus provdes the key ssue for ths survey Quas-Dynamc Measures: Changes n IIT Some measures have been developed that are nether statc nor measures of MIIT n the strct sense. These quas-dynamc measures take account of trade flows n two dfferent years, but, as I shall argue below, they may not present the most approprate gauge of trade patterns n the adjustment context. Frst-Dfferenced GL Indces Pror to the ntroducton of the MIIT concept, the evaluaton of IIT changes over tme was confned to the comparson of GL ndces for dfferent tme perods, where M X M X GL = GLt GLt n = 1 1, (5) ( M + X ) M + X t ( ) t n s the frst-dfference operator, t s the end year, and n s the number of years separatng the base and end years. 4 The nature and lmtatons of ths approach to measurng IIT are best llustrated n a smple dagram. Fgure 1A plots one country s mports and exports of one partcular ndustry (). 5 All ponts along any ray from the orgn share the same GL ndex, snce they represent equal sectoral mport-export proportons. The GL ndex equals 1 along the 45 degree lne, and zero along ether of the axes. 7

8 * FIGURE 1 ABOUT HERE * Assume that P represents the sectoral trade balance n the base year (t-n). In ths ntal year, home-country mports n ndustry exceed exports by a rato of 3:1. The ndustry thus exhbts a GL ndex of Assume further that the GL ndex s hgher n the end year (t). In Fgure 1A, both ponts Q1 and Q2, ft ths scenaro, snce they both correspond to a sectoral GL ndex of 0.8. Both a move from P to Q1 and a move from P to Q2 would thus show up as an ncrease n the GL ndex from 0.5 to 0.8. However, the pattern of trade change s qute dfferent between the two scenaros. Consder, frst, a shft from P to Q1. Q1 les n a 45- degree angle to the north-east of P. Exports and mports of have thus ncreased at the same absolute rate, and both countres (assumng there are only two) have captured an equal share of the ncreased volume of trade n ths sector. If ths pattern appears for other ndustres as well, then the adjustment process s ntra-ndustry, snce all countres share equally n the growth (or declne) of all these sectors. Now consder a move from P to Q2. In ths scenaro, the amount of home country exports has declned whle mports have ncreased. If ths pattern appears also n other ndustres - wth the home country not necessarly always on the losng sde - the adjustment process s nter-ndustry. A rse n the GL ndex can thus hde both a process of ntra- and nter-ndustry trade change. Thus, the juxtaposton of correspondng GL ndces for dfferent perods conveys some nformaton on the structure of trade n each of these tme perods, but t does not allow conclusons on the structure of the change n trade flows. 7 Ths, however, s not to say that ntertemporal analyss of correspondng GL ndces s useless or msleadng n tself. If the am of the analyss s comparatve statc, meanng that what s sought s a comparson of the structure of trade at dfferent ponts (years) n tme, then the comparson of GL ndces may well be adequate. It s only when the am of the analyss s dynamc n nature, meanng that the structure of the change n tradng patterns s to be scrutnsed, that the comparson of GL ndces s nadequate. Snce smple logc suggests that the costs of adjustment depend on the latter rather than on the former, an alternatve measurement method s warranted. 8

9 The Greenaway-Hne-Mlner-Ellott Measure Greenaway et al. (1994) have suggested the followng measure: GHME = [( X + M) X M ] t [( X + M) X M ] t n, (6) or: GHME = [( X + M) X M ]. (7) The GHME measure fundamentally dffers from the GL ndex n that t reports IIT n absolute values rather than as a rato. Ths feature can be desrable because t facltates the scalng of IIT relatve to gross trade levels, producton or sales n a partcular ndustry; whch n turn s useful for the econometrc analyss of the forces that determne structural adjustment. The drawback n ths s that the unscaled GHME measure says nothng about the proporton of (margnal) ntra- relatve to nter-ndustry trade and t lacks the presentatonal appeal of a smple bounded ndex. Hence, ts rason d être rests upon the fact that t can be related to correspondng levels of gross trade or real output (Greenaway et al., 1994, p. 424). 8 The GHME measure belongs to the quas-dynamc class, snce t corresponds to the dfference n the amounts of IIT n two perods, and t therefore shares lmtatons of the GL ndex for the assessment of the structure of change n tradng patterns. Hamlton and Knest s (1991) nsght on the GL ndex thus also apples to the GHME measure. Assume, for nstance, that over the perod of nvestgaton a partcular sector experences a shft from a trade defct to balanced trade whle exports reman unchanged. The GHME measure wll show a postve value of twce the ncrease n exports, even though ths s an obvous case of nter-ndustry adjustment, because the ncrease n exports s not matched by any correspondng ncrease n mports. Ths can be seen n Fgure 1B, whch gves a mappng of so-ghme contours: the nter-ndustry trade change represented by a change from P to Q2 n Fgure 1A would yeld a postve value of the GHME measure. 9

10 The Dxon-Menon Measures Dxon and Menon (1997) have developed two alternatve quas-dynamc measures. The frst measure captures base-year weghted percentage growth of IIT: IIT [( X + M ) X M ] DM = GL t n * 100, (8) [( X + M ) X M ] t n and the second measure captures the base-year weghted percentage growth of net trade: X M DM NT = ( 1 GL t n ) * 100. (9) X M t n These measures can take values from 100 to nfnty. An appealng feature s that these two measures add up to the percentage growth n total trade of the relevant ndustry. However, the Dxon-Menon measures belong to the quas-dynamc class, because they cannot consstently separate MIIT from margnal nter-ndustry trade. For llustraton, suppose agan that over the perod of nvestgaton a partcular sector experences a shft from a trade defct to balanced trade whle exports reman unchanged. DM IIT (DM NT ) wll yeld a postve (negatve) value, even though ths s an obvous case of nter-ndustry adjustment. A mappng of so-dm IIT contours looks dentcal to the one derved from the GHME measure (Fgure 1B): the nter-ndustry trade change represented by a change from P to Q2 n Fgure 1A would yeld a postve value of the DM IIT. 9 To summarse, the quas-dynamc measures are representatons of the change n the share or the amount of matched trade between two years, usng dfferent scalng yardstcks. They can thus be useful for an analyss of the evoluton of IIT over tme. However, these measures do not consstently relate to the degree of matchedness n trade changes,.e. they do not capture MIIT n the strct sense. 5. Margnal IIT: Matched Trade Changes Measures of MIIT quantfy the degree of ntra-sectoral symmetry of trade changes. Hence, they are computed from frst dfferences n exports and mports, X and M, that s they can 10

11 be unrelated to the level of trade or of IIT n ether the base of end perod. In a nutshell, MIIT s about the mportance of IIT n trade changes, and not about the change n IIT. The Hamlton-Knest Index The frst measure of MIIT was proposed by Hamlton and Knest (1991): HK = { X M M X for M > X = 0 for X > M = 0 (10) 1 for X = M > 0 undefned for M < 0 or X < 0. Ths measure s related strctly to the structure of the change n tradng patterns nformaton on levels of exports or mports s not requred. Hence, the HK ndex can be mapped onto a plane that s defned by X and M (Fgure 2A). The possblty of such a mappng s what dstngushes MIIT measures from IIT and quas-miit. * FIGURE 2 ABOUT HERE * Ths ndex, however, has some mportant lmtatons. Greenaway et al. (1994) have hghlghted that the fact of the HK ndex beng undefned when ether X or M has decreased can lead to a non-random omsson of a sgnfcant number of statstcal observatons and therefore to potentally msleadng results. Furthermore, Hamlton and Knest (1991) have nterpreted any stuaton where ther ndex s undefned as representng an ncrease n exports and a decrease n mports (or vce versa), whch ndcates nter-ndustry trade. Yet, the HK ndex s also undefned where both mports and exports have decreased (the bottom left quadrant of Fgure 2A), a stuaton n whch the matched decreases should be recorded as MIIT. 11

12 A Grubel-Lloyd Style Measure of MIIT The followng ndex s derved n Brülhart (1994): B A X M =1. (11) X + M Ths ndex, lke the GL coeffcent, vares between 0 and 1, where 0 ndcates margnal trade n the partcular ndustry to be completely of the nter-ndustry type, and 1 represents margnal trade to be entrely of the ntra-ndustry type. The man appeal of the B A ndex les n the fact that t reveals the structure of the change n mport and export flows, smlar to the HK ndex. Yet, unlke the latter measure, the B A coeffcent s defned n all cases and shares many famlar statstcal propertes of the GL ndex. Ths can be seen n the mappng gven n Fgure 2B. Olveras and Terra (1997) have shown that the statstcal propertes of the B A ndex dffer from those of the GL ndex n two partcular respects. Frst, ths ndex s not subject to an rsng downward bas as the level of statstcal dsaggregaton s ncreased. Second, there s no functonal relatonshp between the B A ndex for a certan perod and the B A ndces of consttuent sub-perods. Note that B A can be summed, lke the GL ndex, across ndustres of the same level of statstcal dsaggregaton by applyng the followng formula for a weghted average: B A tot = k = 1 w B A, where w = k = 1 X + M ( X + M ) and where B A tot s the weghted average of MIIT over all ndustres of the economy or over all the sub-ndustres of an ndustry, denoted by...k. (12) Extensons to the MIIT Index Several authors have put forward amended versons of the B A ndex, whch are talored to partcular underlyng assumptons on the nature of the adjustment problem. 12

13 Lloyd (1998) has argued that t may be useful n certan contexts to ncorporate local sales of foregn afflates ( nternatonal producton ) n an analyss of trade flows. He suggested that the B A ndex could be computed for ˆ j X = X and M ˆ = j= 1,2 j M j= 1,2, where agan denotes the ndustry, and j stands for the mode of supply. If a partcular flow s a cross-border mport or export n the tradtonal sense then j=1; and when we look at local sales of foregn afflates then j=2. Ths ndex could be useful for a study of the adjustment mplcatons of globalsaton n a broader sense, snce t can be decomposed nto the separate contrbutons to MIIT of changes n nternatonal goods trade and of changes n the pattern of nternatonal producton. 10 Another varant of the MIIT ndex was developed by Thom and McDowell (1999) to take account of the ncreasng fragmentaton of nternatonal producton: TM X M 1, (13) L X + M = L l= 1 l l= 1 l where l denotes sub-ndustres of. The TM ndex s bounded between zero and one, but t dffers from B A tot aggregated over sub-ndustres j of (equaton 12). The ratonale underlyng the TM ndex s that offsettng net trade changes across subsectors should be counted as MIIT f those subsectors are vertcally lnked. Ths s best llustrated wth a smple example. Assume that country A ncreases ts exports and reduces ts mports of fnshed watches vs-à-vs country B, and that A smultaneously reduces ts exports and ncreases ts mports of watch components. Furthermore, suppose that the two trade changes are of equal sze. If we apply the B A ndex to the ndustres fnshed watches and components separately, we dagnose zero MIIT. On the other hand, f we defne fnshed watches plus components as an ndustry, then the B A ndex s undefned, snce we observe zero aggregate trade change. The TM ndex, however, wll return a value of 1,.e. perfect MIIT, snce the two net changes at sub-ndustry level offset each other perfectly. In an applcaton to data on trade between the EU and some Eastern European countres, Thom and McDowell (1999) have found ther ndex to return sgnfcantly hgher values on average than B A. 13

14 The valdty of the TA ndex hnges on the approprate defnton of ndustres and subndustres. If one had a classfcaton wth sub-ndustres defned accordng to the stages of producton of the ndustry s fnal product, then the TA ndex provdes an elegant measure of the nternatonal fragmentaton process of producton. In the face of the untdy exstng statstcal classfcaton schemes, however, t s dffcult to state a pror whch mght be the approprate level of aggregaton, and whether one should prefer the TM or B A ndces. Annccharco and Qunter (2000) have suggested a thrd extenson of the MIIT ndex. They propose that the ndex should take a negatve sgn when the matched trade change s negatve, so that the ndex would range from 1 to 1: AQ = { -B A f M < 0 and X <0, B A otherwse. (14) Ths touches on an mportant pont. Underlyng the B A ndex s the mplct assumpton that the quantty of producton factors dsplaced by a one unt ncrease n mports (decrease n mports) s dentcal to the quantty of producton factors requred for a one unt ncrease n exports (decrease n mports). One corollary s that a matched ncrease n mports and exports has a zero net effect on factor demand at the ndustry level, and lkewse for a matched decrease n mports and exports. 11 Unless we are n the context of multple regresson, where one can control for trade-ndependent changes n sectoral demand and productvty, we may plausbly assume that matched expanson of trade wll be assocated wth growng sectors, whlst matched contracton of trade would be ndcatve of sectors that are n general declne. Hence, unless we can control for non-trade determnants of structural change, t appears plausble that the adjustment mplcatons of matched trade expanson dffer from those entaled by matched trade contracton, and the transformed ndex suggested by Annccharco and Qunter (2000) may well be nformatve n descrptve studes. Unscaled MIIT Measures There are undenable advantages n a smple bounded ndex for presentaton and nterpretaton. Yet, as ponted out by Greenaway et al. (1994), t can be useful n certan applcatons to have gross measures of MIIT, or to scale MIIT to producton varables. For that reason, the followng measure has been suggested by Brülhart (1994): 14

15 B C ( X + M ) X M =, (15) whch s strctly non-negatve and can be scaled even at the dsaggregated ndustry level, lke the GHME measure: B C V C B =, V (16) where V s any relevant scalng varable. Fgure 2C presents a mappng of so-b C contours n the trade-change space. Menon and Dxon (1997) have proposed a smlar measure. Instead of capturng absolute values of sectorally matched trade changes, lke B C, thers s a measure of unmatched changes n trade : MD UMCIT MD UMCIT MD UMCIT = X M. (17) and B C are closely related, as B C shows the absolute magntude of MIIT and shows the absolute magntude of margnal nter-ndustry trade. The relatve propertes of MD UMCIT and B C are easly grasped through a comparson of ther respectve mappngs n Fgures 2D and 2C. Absolute values of MIIT, such as B C and MD UMCIT, are dffcult to nterpret n solaton, snce they gve no ndcaton of the proporton between ntra- and nter-ndustry trade, whch, after all, s central to the defnton of the very concept of IIT and MIIT. Therefore, t mght be approprate for studes nvestgatng MIIT and adjustment to use a two-stage approach, where MIIT s expressed both n relaton to margnal nter-ndustry trade and n relaton to other scalng varables. 6. Margnal IIT and Sectoral Performance As noted above, a latent assumpton underlyng the basc MIIT ndex s that the adjustment costs of a net mprovement n a sectoral trade balance are dentcal to those of a net deteroraton n that sectoral trade balance. In other words, an addtonal mllon dollars of net 15

16 exports wll create a number of jobs that s equal to the number of jobs that would have been destroyed by an addtonal mllon dollars of net mports n that ndustry, and the adjustment costs of a job lost and of a job created are equal. In a labour market wth unemployment and on-the-job learnng, the assumed symmetry of adjustment costs between job creaton and job destructon s clearly unrealstc. MIIT ndces have therefore been developed to take account of the asymmetry between net mport growth and net export growth. For those reasons, the followng ndex was put forward n Brülhart (1994): B B where X M =, (18) X + M B B B A = 1. (19) Ths coeffcent can take values rangng between -1 and 1. It s two-dmensonal, contanng nformaton about both the proporton of MIIT and country-specfc sectoral performance. Frst, the closer B s to zero, the hgher s MIIT. B s equal to zero where margnal trade n the partcular ndustry s entrely of the ntra-ndustry type, whereas at both -1 and 1 t represents margnal trade to be entrely of the nter-ndustry type. Second, sectoral performance s defned as the change n exports and mports n relaton to each other, wth exports representng good domestc performance and mports reflectng weak domestc performance n a partcular sector. Thus defned, B B s drectly related to sectoral performance. When B > 0, X was > M. The opposte holds for B < 0. A mappng of B nto the trade-change plane s gven n Fgure 4A. * FIGURE 4 ABOUT HERE * Unlke the B A ndex, B cannot be aggregated meanngfully across ndustres, except where the Bs of all sub-ndustres have the same sgn. Snce hgh margnal nter-ndustry trade s expressed by values close to ether -1 or 1, the weghted average of two sub-ndustres mght yeld a value close to zero (hgh MIIT) even where hgh margnal nter-ndustry trade prevals n both of them. Therefore, B B cannot be used for summary statstcs resultng from calculatons at a dsaggregated level. 16

17 A related measure has been proposed by Azhar and Ellott (2001): X M AE =. (20) 2(max[ X, M ]) Ths ndex also ranges from 1 to 1, and t s negatve (postve) f the sectoral trade balance has deterorated (mproved) over the relevant tme nterval. The dfference les n the data range where X and M have opposte sgns,.e. where there s no MIIT. The B B ndex returns a value of 1 or 1 for all confguratons wthn that data range. The AE ndex, however, dfferentates between the relatve szes of opposng net trade changes. Ths means that the AE ndex provdes further detal n a data range where B always returns one of ts polar values. Ths addtonal nformaton conveyed by the AE ndex does not come at a cost, snce the nformaton contaned n B (-1,1), whch s the same data range as that for whch B A (0,1], s fully contaned n AE (-0.5,0.5). Hence, the nformaton conveyed by B s a subset of that gven by the AE ndex. The apparent advantage of the AE ndex also presents ts man dffculty: t s not clear how one should nterpret dfferent confguratons of pure margnal nter- ndustry trade,.e. what to nfer from dfferent ndex values n the ranges (-1,- 0.5) and (0.5, 1). There s no ready nterpretaton for ndex values n those ntervals. 7. Some Conjectures: Whch Measure s Best? The SAH has undenable ntutve appeal and s frmly establshed n the canon of nternatonal economcs. 12 As ths survey of measurement ssues shows, however, the seemngly straghtforward hypothess s mred n ambguty once one tres to defne t rgorously. I have argued that a measure of MIIT,.e. one that reflects the degree of ntrasectoral (a)symmetry n trade changes, should be preferred to statc or quas-dynamc measures of IIT when one seeks nformaton on the lkely mplcatons of trade changes for factor-market adjustment. Unfortunately, the ambguty does not stop here. There are now a number of dfferent measures whch capture dfferent aspects of the structure of trade changes. The problem s, of 17

18 course, that no one-dmensonal measure can ever fully descrbe the three-dmensonal dstrbuton of adjustment costs over the trade-change plane. Take, for example, the hypothetcal mappng of trade-nduced adjustment costs gven n Fgure 5. That partcular map of so-adjustment contours assumes that adjustment costs rse monotoncally as one moves away from the orgn of the Cartesan space,.e. as the combned sze of trade changes ncrease; but that ths rse does not occur at the same rate dependng on the drecton n whch one departs from the orgn. The debate about whch MIIT measure to use bols down to the queston about whch s the most mportant drecton of skewness n ths dstrbuton, departng from one that s symmetrc around the orgn. * FIGURE 5 ABOUT HERE * Fgure 5 s based on the followng lnear model of adjustment costs (AC) n a certan ndustry ( subscrpts mpled): AC= α X M + β( X M) + γ( X + M ), wth (21a) α>0, β<0, (21b) (21c) α > β, (21d) γ>0. (21e) The model (21a) s farly general, ts man restrcton beng that of lnearty - whch could be easly relaxed by addng non-lnear terms. The four restrctons that are then mposed on ths model to generate the mappng of Fgure 5 are rooted n assumptons that have been made, mostly mplctly, n the MIIT lterature. Restrcton (21b) reflects the assumpton that adjustment costs ncrease n the absolute amount of unmatched trade change, (21c) that export expanson (contracton) causes lower (hgher) adjustment costs than mport expanson 18

19 (contracton), (21d) that for gven volumes of trade changes adjustment costs are mnmsed where changes n mports and exports are of equal sze, and (21e) that a adjustment costs ncrease n the absolute amount of total trade change. Estmaton of a model lke (21a) mght shed some lght on the debate about the most approprate measure of low-adjustment-cost trade change. One could assess the valdty of the SAH assumptons by testng restrctons (21b-e). In partcular, the relevance of MIIT would be confrmed f the estmated α were sgnfcant, snce ths would ndcate that the degree of matchedness of trade changes wthn sectors matters for adjustment costs, as the varable X M s the Menon-Dxon (1997) measure of margnal nter-ndustry trade (MD UMCIT ). The relevance of the Grubel-Lloyd-style MIIT ndex (B A ) would be confrmed f α were large relatve to γ. Smlarly, a sgnfcant estmated β would ndcate that sectoral trade performance matters for adjustment costs, and that ndces such as B B of Brülhart (1994) or the Azhar-Ellott (2001) ndex are mportant. There s some emprcal evdence to support the clam that MIIT s relevant to labour-market adjustment costs, derved from a specfcaton that s smlar that n equaton (21a) (Brülhart, 2000). 13 However, ths queston stll deserves to be explored further. Two major challenges need to be addressed. Frst, explct estmaton of factor-market adjustment costs, rather than measures of structural change that are merely assumed to relate to the adjustment costs, has only recently begun to be appled to ths context (Haynes, Upward and Wrght, 2000; and Wrght, Haynes and Upward, 2001). Second, there stll does not exst a formal theoretcal model that can generate margnal ntra- and nter-ndustry trade, and thus serve as a base for the specfcaton of emprcal models. The choce of control varables n such exercses therefore stll lacks a coherent theoretcal base. 19

20 Bblography Annccharco, Barbara and Qunter, Benamno (2000) Aggregated Measures of Intra- Industry Trade: A Crtcal Comparson. Mmeo, CEIS Unversty of Rome Tor Vergata. Aquno, Antono (1978) Intra-Industry Trade and Intra-Industry Specalsaton as Concurrent Sources of Internatonal Trade n Manufactures. Weltwrtschaftlches Archv, vol. 114, pp Azhar, Abdul K., Ellott, Robert J.R. and Mlner, Chrs (1998) Statc and Dynamc Measurement of IIT and Adjustment: A Geometrc Reapprasal. Weltwrtschaftlches Archv, vol. 134, pp Azhar, Abdul K. and Ellott, Robert J.R. (2001) A Note on the Measurement of Trade- Induced Adjustment. Mmeo, Unversty of Manchester. Balassa, Bela (1985) Intra-Industry Specalsaton. European Economc Revew, vol. 30, pp Balassa, Bela and Bauwens, Luc (1987) Intra-Industry Specalsaton n a Mult-Country and Mult-Industry Framework. Economc Journal, vol. 97, pp Brülhart, Marus (1994) Margnal Intra-Industry Trade: Measurement and Relevance for the Pattern of Industral Adjustment. Weltwrtschaftlches Archv, vol. 130, pp Brülhart, Marus (1999) Margnal Intra-Industry Trade and Trade-Induced Adjustment: A Survey. In: Brülhart, M. and Hne, R.C., Intra-Industry Trade and Adjustment: The European Experence. Macmllan, London. Brülhart, Marus (2000) Dynamcs of Intrandustry Trade and Labor-Market Adjustment. Revew of Internatonal Economcs, vol. 8, pp Brülhart, Marus and Ellott, Robert (1998) Adjustment to the European Sngle Market: Inferences from Intra-Industry Trade Patterns. Journal of Economc Studes, vol. 25., pp Brülhart, Marus and Hne, Robert C. (1998) Intra-Industry Trade and Adjustment: The European Experence. Macmllan, London. Chrstodoulou, Mara (1992) Intra-Industry Trade n Agrofood Sectors: The Case of the EEC Meat Market. Appled Economcs, vol. 24, pp Dxon, Peter B. and Menon, Jayant (1995) Measures of Intra-Industry Trade as Indcators of Factor Market Dsrupton. Economc Record, vol. 73, pp

21 Drèze, Jacques (1961) Les exportatons ntra-c.e.e. en 1958 et la poston Belge. Recherches Économques de Louvan, vol. 27, pp Ellott, Robert J.R.; Greenaway, Davd and Hne, Robert C. (2000) Tests for Factor Homogenety and Industry Classfcaton. Weltwrtschaftlches Archv, forthcomng. Ether, Wlfred (1982) Natonal and Internatonal Returns to Scale n the Modern Theory of Internatonal Trade. Amercan Economc Revew, vol. 72, pp Greenaway, Davd and Hne, Robert C. (1991) Intra-Industry Specalzaton, Trade Expanson and Adjustment n the European Economc Space. Journal of Common Market Studes, vol. 24, pp Greenaway, Davd; Hne, Robert C.; Mlner, Chrs and Ellott, Robert (1994) Adjustment and the Measurement of Margnal Intra-Industry Trade. Weltwrtschaftlches Archv, vol. 130, pp Greenaway, Davd; Lloyd, Peter and Mlner, Chrs (1998) Intra-ndustry FDI and Trade Flows: New Measures of Globalsaton of Producton. GLM Research Paper, No. 98/5, Centre for Research on Globalsaton and Labour Markets, Unversty of Nottngham. Greenaway, Davd and Mlner, Chrs (1986) The Economcs of Intra-Industry Trade. Oxford, Basl Blackwell. Grubel, Herbert and Lloyd, Peter J. (1975) Intra-Industry Trade. Macmllan, London. Hamlton, Clve and Knest, Paul (1991) Trade Lberalsaton, Structural Adjustment and Intra-Industry Trade: A Note. Weltwrtschaftlches Archv, vol. 12, pp Haynes, Mchelle; Upward, Rchard and Wrght, Peter (2000) Smooth and Stcky Adjustment: A Comparatve Analyss of the US and UK. Revew of Internatonal Economcs, vol. 8, pp Kol, Jacob and Mennes, L.B.M. (1989) Correctons for Trade Imbalance: A Survey. Weltwrtschaftlches Archv, vol. 125, pp Krugman, Paul (1981) Intrandustry Specalzaton and the Gans from Trade. Journal of Poltcal Economy, vol. 89, pp Lttle, Jane Sneddon (1996) U.S. Regonal Trade wth Canada durng the Transton to Free Trade. New England Economc Revew, January 1996, pp Lloyd, Peter J. (1998) Globalsaton, Internatonal Factor Movements and Market Adjustments. CREDIT Research Paper, No. 98/7, Unversty of Nottngham. Lovely, Mary and Nelson, Doug (2000) On the Economc Relatonshp Between Margnal Intra-Industry Trade and Labour Adjustment n a Dvson of Labour Model. Revew of Internatonal Economcs, vol. 8, pp

22 Menon, Jayant and Dxon, Peter B. (1997) Intra-Industry versus Inter-Industry Trade: Relevance for Adjustment Costs. Weltwrtschaftlches Archv, vol. 133, pp OECD (1994) The OECD Jobs Study (Part I: Labour Market Trends and Underlyng Forces of Change). Pars. Olveras, Joaquín and Terra, Inés (1997) Margnal Intra-Industry Trade Index: The Perod and Aggregaton Choce. Weltwrtschaftlches Archv, vol. 133., pp Shelburne, Robert L. (1993) Changng Trade Patterns and the Intra-Industry Trade Index: A Note. Weltwrtschaftlches Archv, vol. 129, pp Thom, Rodney and McDowell, Moore (1999) Measurng Margnal Intra-Industry Trade. Weltwrtschaftlches Archv, vol. 135, pp Verdoorn, P.J. (1960) The Intra-Block Trade of Benelux. In: Robnson, E.A.G. (ed.) Economc Consequences of the Sze of Natons. Macmllan, London. Vona, Stefano (1991) On the Measurement of Intra-Industry Trade. Weltwrtschaftlches Archv, vol. 127, pp Wrght, Peter; Haynes, Mchelle and Upward, Rchard (2001) Estmatng the Wage Costs of Inter- and Intra-Sectoral Adjustment. CEPR Dscusson Paper, No

23 Fgure 1: Measures of IIT and Quas-MIIT (A) Grubel-Lloyd (1975) (B) Greenaway, Hne, Mlner, Ellott (1994) Dxon and Menon (1997): DM IIT Note: contour values depend on startng pont 23

24 Fgure 2: MIIT Measures (A) Hamlton and Knest (1991) (B) Brülhart (1994): A ndex (C) Brülhart (1994): C measure (D) Menon and Dxon (1997): UMCIT 24

25 Fgure 3: Measures of MIIT and Sectoral Performance (A) Brülhart (1994): B ndex (B) Azhar and Ellott (2001) Fgure 4: A Hypothetcal Map of Adjustment Costs and Trade Changes 25

26 Abstract: Economsts conventonally assume that ntra-ndustry trade (IIT) entals relatvely smooth factor-market adjustment to trade lberalsaton. However, the approprate defnton of IIT n the adjustment context contnues to be a matter of debate. A consensus s emergng that, n the context of adjustment, one should use measures that are based on margnal IIT, and a range of measures have been developed. These measures capture the degree of symmetry of changes n exports and mports at the sector level. In ths paper I gve a crtcal overvew of these measures. 1 Lovely and Nelson (2000) have explored changes n IIT n an Ether (1982) trade model. In that model, trade lberalsaton can yeld both changes n countres relatve specalsaton and changes n the sze of ndustres at the world level. In the conventonal understandng of the SAH, the latter effect s subsumed nto the ceters parbus assumpton, but the Lovely-Nelson (2000) analyss hghlghts the mportance of controllng for world - wde structural change - be t nduced by trade lberalsaton, technology or taste changes n emprcal analyses of the relatonshp between (M)IIT and factor-market adjustment. 2 In the lst of fve smlarty crtera used by the experts n charge of the thrd revson of the SITC code, for nstance, the frst prncple was the nature of the merchandse and the materals used n ts producton, whle the uses of the product only ranked thrd (Unted Natons, 1986, p. v). Evdence n favour of reasonable homogenety of statstcal sectors n terms of factor requrements has been found by Ellott, Greenaway and Hne (2000). Some researchers, ncludng Aquno (1978), Balassa (1985), Balassa and Bauwens (1987) and Chrstodoulou (1992), have re-arranged trade data nto groups that would seem more approprate n the IIT context. 3 A note on termnology. I refer to the GL ndex as a statc measure, and to MIIT as a dynamc concept. The GL ndex s calculated on the bass of cross-border flows of goods and s thus not a statc measure n the strctest sense. Yet, statc IIT n the sense of the GL ndex contrasts wth dynamc measures of MIIT snce the latter relate to the change n these flows between two dfferent years. 4 Industry subscrpts are mpled. Ths wll also be the case for all subsequent equatons, unless stated otherwse. 5 Ths graphcal representaton s orgnally due to Shelburne (1993) and has been developed as the trade box by Azhar, Mlner and Ellott (1998). 6 If the (constant) slope of a ray s defned as S = M / X, then the GL ndex on any pont along a partcular ray s gven by: GL = ( 1 S /{ 1 + S} ) 1. 7 These consderatons are supported by emprcal evdence n Lttle (1996, p. 16), who observed that regons wth rsng IIT tended to experence a relatvely large shft n the composton of ther exports, mports, or both. By contrast, regons wth declnes n IIT faced somewhat less structural change. These results suggest the need to re-examne the conventonal wsdom that ncreasng IIT automatcally smoothes adjustment to trade lberalsaton. 8 Greenaway et al. (1994) also ponted out the mportance of usng deflated trade values for the calculaton of M and X. Ths s true for all measures whch use frst dfferences of trade flows, hence t apples to all the MIIT measures dscussed below. 9 Note also that the frst measure s undefned f base-year IIT s zero, and the second measure s undefned where base-year net trade s zero. 10 Greenaway, Lloyd and Mlner (1998) have appled ths defnton of extended trade to compute GL ndces for the US and fve of ts major tradng partners. They found that two-way foregn-owned producton s sgnfcantly larger than arms -length IIT. 11 Another mplcaton s that the magntude of adjustment costs s unaffected by whether net trade changes are postve or negatve. Ths assumpton s relaxed n Secton For a lst of references to the SAH n the recent lterature, see Brülhart (1999). 13 The exercse of Brülhart (2000), whch s conducted on Irsh data and where adjustment costs are proxed by plant-level job turnover rates, ncludes among the ndependent varables the MIIT ndex (B A ) and a measure of trade ntensty ((X+M)/output). It does not consder measures of sectoral trade performance.

5. Market Structure and International Trade. Consider the role of economies of scale and market structure in generating intra-industry trade.

5. Market Structure and International Trade. Consider the role of economies of scale and market structure in generating intra-industry trade. Rose-Hulman Insttute of Technology GL458, Internatonal Trade & Globalzaton / K. Chrst 5. Market Structure and Internatonal Trade Learnng Objectves 5. Market Structure and Internatonal Trade Consder the

More information

>1 indicates country i has a comparative advantage in production of j; the greater the index, the stronger the advantage. RCA 1 ij

>1 indicates country i has a comparative advantage in production of j; the greater the index, the stronger the advantage. RCA 1 ij 69 APPENDIX 1 RCA Indces In the followng we present some maor RCA ndces reported n the lterature. For addtonal varants and other RCA ndces, Memedovc (1994) and Vollrath (1991) provde more thorough revews.

More information

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments Real Exchange Rate Fluctuatons, Wage Stckness and Markup Adjustments Yothn Jnjarak and Kanda Nakno Nanyang Technologcal Unversty and Purdue Unversty January 2009 Abstract Motvated by emprcal evdence on

More information

Elements of Economic Analysis II Lecture VI: Industry Supply

Elements of Economic Analysis II Lecture VI: Industry Supply Elements of Economc Analyss II Lecture VI: Industry Supply Ka Hao Yang 10/12/2017 In the prevous lecture, we analyzed the frm s supply decson usng a set of smple graphcal analyses. In fact, the dscusson

More information

Price and Quantity Competition Revisited. Abstract

Price and Quantity Competition Revisited. Abstract rce and uantty Competton Revsted X. Henry Wang Unversty of Mssour - Columba Abstract By enlargng the parameter space orgnally consdered by Sngh and Vves (984 to allow for a wder range of cost asymmetry,

More information

UNIVERSITY OF NOTTINGHAM

UNIVERSITY OF NOTTINGHAM UNIVERSITY OF NOTTINGHAM SCHOOL OF ECONOMICS DISCUSSION PAPER 99/28 Welfare Analyss n a Cournot Game wth a Publc Good by Indraneel Dasgupta School of Economcs, Unversty of Nottngham, Nottngham NG7 2RD,

More information

MgtOp 215 Chapter 13 Dr. Ahn

MgtOp 215 Chapter 13 Dr. Ahn MgtOp 5 Chapter 3 Dr Ahn Consder two random varables X and Y wth,,, In order to study the relatonshp between the two random varables, we need a numercal measure that descrbes the relatonshp The covarance

More information

2) In the medium-run/long-run, a decrease in the budget deficit will produce:

2) In the medium-run/long-run, a decrease in the budget deficit will produce: 4.02 Quz 2 Solutons Fall 2004 Multple-Choce Questons ) Consder the wage-settng and prce-settng equatons we studed n class. Suppose the markup, µ, equals 0.25, and F(u,z) = -u. What s the natural rate of

More information

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS QUESTIONS 9.1. (a) In a log-log model the dependent and all explanatory varables are n the logarthmc form. (b) In the log-ln model the dependent varable

More information

Domestic Savings and International Capital Flows

Domestic Savings and International Capital Flows Domestc Savngs and Internatonal Captal Flows Martn Feldsten and Charles Horoka The Economc Journal, June 1980 Presented by Mchael Mbate and Chrstoph Schnke Introducton The 2 Vews of Internatonal Captal

More information

Welfare Aspects in the Realignment of Commercial Framework. between Japan and China

Welfare Aspects in the Realignment of Commercial Framework. between Japan and China Prepared for the 13 th INFORUM World Conference n Huangshan, Chna, July 3 9, 2005 Welfare Aspects n the Realgnment of Commercal Framework between Japan and Chna Toshak Hasegawa Chuo Unversty, Japan Introducton

More information

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates Secton on Survey Research Methods An Applcaton of Alternatve Weghtng Matrx Collapsng Approaches for Improvng Sample Estmates Lnda Tompkns 1, Jay J. Km 2 1 Centers for Dsease Control and Preventon, atonal

More information

Quiz 2 Answers PART I

Quiz 2 Answers PART I Quz 2 nswers PRT I 1) False, captal ccumulaton alone wll not sustan growth n output per worker n the long run due to dmnshng margnal returns to captal as more and more captal s added to a gven number of

More information

The Effects of Industrial Structure Change on Economic Growth in China Based on LMDI Decomposition Approach

The Effects of Industrial Structure Change on Economic Growth in China Based on LMDI Decomposition Approach 216 Internatonal Conference on Mathematcal, Computatonal and Statstcal Scences and Engneerng (MCSSE 216) ISBN: 978-1-6595-96- he Effects of Industral Structure Change on Economc Growth n Chna Based on

More information

Evaluating Performance

Evaluating Performance 5 Chapter Evaluatng Performance In Ths Chapter Dollar-Weghted Rate of Return Tme-Weghted Rate of Return Income Rate of Return Prncpal Rate of Return Daly Returns MPT Statstcs 5- Measurng Rates of Return

More information

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS North Amercan Journal of Fnance and Bankng Research Vol. 4. No. 4. 010. THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS Central Connectcut State Unversty, USA. E-mal: BelloZ@mal.ccsu.edu ABSTRACT I nvestgated

More information

Notes are not permitted in this examination. Do not turn over until you are told to do so by the Invigilator.

Notes are not permitted in this examination. Do not turn over until you are told to do so by the Invigilator. UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 2016-17 BANKING ECONOMETRICS ECO-7014A Tme allowed: 2 HOURS Answer ALL FOUR questons. Queston 1 carres a weght of 30%; queston 2 carres

More information

Spurious Seasonal Patterns and Excess Smoothness in the BLS Local Area Unemployment Statistics

Spurious Seasonal Patterns and Excess Smoothness in the BLS Local Area Unemployment Statistics Spurous Seasonal Patterns and Excess Smoothness n the BLS Local Area Unemployment Statstcs Keth R. Phllps and Janguo Wang Federal Reserve Bank of Dallas Research Department Workng Paper 1305 September

More information

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu Rasng Food Prces and Welfare Change: A Smple Calbraton Xaohua Yu Professor of Agrcultural Economcs Courant Research Centre Poverty, Equty and Growth Unversty of Göttngen CRC-PEG, Wlhelm-weber-Str. 2 3773

More information

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers II. Random Varables Random varables operate n much the same way as the outcomes or events n some arbtrary sample space the dstncton s that random varables are smply outcomes that are represented numercally.

More information

Tests for Two Correlations

Tests for Two Correlations PASS Sample Sze Software Chapter 805 Tests for Two Correlatons Introducton The correlaton coeffcent (or correlaton), ρ, s a popular parameter for descrbng the strength of the assocaton between two varables.

More information

Quiz on Deterministic part of course October 22, 2002

Quiz on Deterministic part of course October 22, 2002 Engneerng ystems Analyss for Desgn Quz on Determnstc part of course October 22, 2002 Ths s a closed book exercse. You may use calculators Grade Tables There are 90 ponts possble for the regular test, or

More information

ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE)

ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE) ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE) May 17, 2016 15:30 Frst famly name: Name: DNI/ID: Moble: Second famly Name: GECO/GADE: Instructor: E-mal: Queston 1 A B C Blank Queston 2 A B C Blank Queston

More information

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics Lmted Dependent Varable Models: Tobt an Plla N 1 CDS Mphl Econometrcs Introducton Lmted Dependent Varable Models: Truncaton and Censorng Maddala, G. 1983. Lmted Dependent and Qualtatve Varables n Econometrcs.

More information

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households Prvate Provson - contrast so-called frst-best outcome of Lndahl equlbrum wth case of prvate provson through voluntary contrbutons of households - need to make an assumpton about how each household expects

More information

Consumption Based Asset Pricing

Consumption Based Asset Pricing Consumpton Based Asset Prcng Mchael Bar Aprl 25, 208 Contents Introducton 2 Model 2. Prcng rsk-free asset............................... 3 2.2 Prcng rsky assets................................ 4 2.3 Bubbles......................................

More information

Interregional Trade, Industrial Location and. Import Infrastructure*

Interregional Trade, Industrial Location and. Import Infrastructure* Interregonal Trade, Industral Locaton and Import Infrastructure* Toru Kkuch (Kobe Unversty) and Kazumch Iwasa (Kyoto Unversty)** Abstract The purpose of ths study s to llustrate, wth a smple two-regon,

More information

Agglomeration or Dispersion? Industrial Specialization and Geographic Concentration in NAFTA

Agglomeration or Dispersion? Industrial Specialization and Geographic Concentration in NAFTA Journal of Internatonal Economc Studes (2006), No.20, 89 102 2005 The Insttute of Comparatve Economc, Studes, Hose Unversty Agglomeraton or Dsperson? Industral Specalzaton and Geographc Concentraton n

More information

Fall 2017 Social Sciences 7418 University of Wisconsin-Madison Problem Set 3 Answers

Fall 2017 Social Sciences 7418 University of Wisconsin-Madison Problem Set 3 Answers ublc Affars 854 enze D. Chnn Fall 07 Socal Scences 748 Unversty of Wsconsn-adson roblem Set 3 Answers Due n Lecture on Wednesday, November st. " Box n" your answers to the algebrac questons.. Fscal polcy

More information

Random Variables. b 2.

Random Variables. b 2. Random Varables Generally the object of an nvestgators nterest s not necessarly the acton n the sample space but rather some functon of t. Techncally a real valued functon or mappng whose doman s the sample

More information

Volume 31, Issue 3. Consistency of the proposed additive measures of revealed comparative advantage

Volume 31, Issue 3. Consistency of the proposed additive measures of revealed comparative advantage Volume 31, Issue 3 Consstency of the proposed addtve measures of revealed comparatve advantage Ufuk gunes Bebek Unversty of Kent Abstract The recently proposed addtve measures of revealed comparatve advantage

More information

People s Republic of China s export threat to ASEAN: Competition in the US and Japanese markets

People s Republic of China s export threat to ASEAN: Competition in the US and Japanese markets ADB Insttute Dscusson Paper No. 2 People s Republc of Chna s export threat to ASEAN: Competton n the US and Japanese markets John Wess and Gao Shanwen Asan Development Bank Insttute January 2003 John Wess

More information

occurrence of a larger storm than our culvert or bridge is barely capable of handling? (what is The main question is: What is the possibility of

occurrence of a larger storm than our culvert or bridge is barely capable of handling? (what is The main question is: What is the possibility of Module 8: Probablty and Statstcal Methods n Water Resources Engneerng Bob Ptt Unversty of Alabama Tuscaloosa, AL Flow data are avalable from numerous USGS operated flow recordng statons. Data s usually

More information

Measures of Spread IQR and Deviation. For exam X, calculate the mean, median and mode. For exam Y, calculate the mean, median and mode.

Measures of Spread IQR and Deviation. For exam X, calculate the mean, median and mode. For exam Y, calculate the mean, median and mode. Part 4 Measures of Spread IQR and Devaton In Part we learned how the three measures of center offer dfferent ways of provdng us wth a sngle representatve value for a data set. However, consder the followng

More information

Tests for Two Ordered Categorical Variables

Tests for Two Ordered Categorical Variables Chapter 253 Tests for Two Ordered Categorcal Varables Introducton Ths module computes power and sample sze for tests of ordered categorcal data such as Lkert scale data. Assumng proportonal odds, such

More information

Microeconomics: BSc Year One Extending Choice Theory

Microeconomics: BSc Year One Extending Choice Theory mcroeconomcs notes from http://www.economc-truth.co.uk by Tm Mller Mcroeconomcs: BSc Year One Extendng Choce Theory Consumers, obvously, mostly have a choce of more than two goods; and to fnd the favourable

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 A LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 C LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

Solution of periodic review inventory model with general constrains

Solution of periodic review inventory model with general constrains Soluton of perodc revew nventory model wth general constrans Soluton of perodc revew nventory model wth general constrans Prof Dr J Benkő SZIU Gödöllő Summary Reasons for presence of nventory (stock of

More information

Bilateral Trade Flows and Nontraded Goods

Bilateral Trade Flows and Nontraded Goods Blateral Trade Flos and Nontraded Goods Yh-mng Ln Department of Appled Economcs, Natonal Chay Unversty, Taan, R.O.C. Emal: yxl173@mal.ncyu.edu.t Abstract Ths paper develops a monopolstc competton model

More information

ISE High Income Index Methodology

ISE High Income Index Methodology ISE Hgh Income Index Methodology Index Descrpton The ISE Hgh Income Index s desgned to track the returns and ncome of the top 30 U.S lsted Closed-End Funds. Index Calculaton The ISE Hgh Income Index s

More information

Capability Analysis. Chapter 255. Introduction. Capability Analysis

Capability Analysis. Chapter 255. Introduction. Capability Analysis Chapter 55 Introducton Ths procedure summarzes the performance of a process based on user-specfed specfcaton lmts. The observed performance as well as the performance relatve to the Normal dstrbuton are

More information

Chapter 3 Student Lecture Notes 3-1

Chapter 3 Student Lecture Notes 3-1 Chapter 3 Student Lecture otes 3-1 Busness Statstcs: A Decson-Makng Approach 6 th Edton Chapter 3 Descrbng Data Usng umercal Measures 005 Prentce-Hall, Inc. Chap 3-1 Chapter Goals After completng ths chapter,

More information

Spatial Variations in Covariates on Marriage and Marital Fertility: Geographically Weighted Regression Analyses in Japan

Spatial Variations in Covariates on Marriage and Marital Fertility: Geographically Weighted Regression Analyses in Japan Spatal Varatons n Covarates on Marrage and Martal Fertlty: Geographcally Weghted Regresson Analyses n Japan Kenj Kamata (Natonal Insttute of Populaton and Socal Securty Research) Abstract (134) To understand

More information

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes Chapter 0 Makng Choces: The Method, MARR, and Multple Attrbutes INEN 303 Sergy Butenko Industral & Systems Engneerng Texas A&M Unversty Comparng Mutually Exclusve Alternatves by Dfferent Evaluaton Methods

More information

A Comparison of Statistical Methods in Interrupted Time Series Analysis to Estimate an Intervention Effect

A Comparison of Statistical Methods in Interrupted Time Series Analysis to Estimate an Intervention Effect Transport and Road Safety (TARS) Research Joanna Wang A Comparson of Statstcal Methods n Interrupted Tme Seres Analyss to Estmate an Interventon Effect Research Fellow at Transport & Road Safety (TARS)

More information

3: Central Limit Theorem, Systematic Errors

3: Central Limit Theorem, Systematic Errors 3: Central Lmt Theorem, Systematc Errors 1 Errors 1.1 Central Lmt Theorem Ths theorem s of prme mportance when measurng physcal quanttes because usually the mperfectons n the measurements are due to several

More information

Labor Market Transitions in Peru

Labor Market Transitions in Peru Labor Market Transtons n Peru Javer Herrera* Davd Rosas Shady** *IRD and INEI, E-mal: jherrera@ne.gob.pe ** IADB, E-mal: davdro@adb.org The Issue U s one of the major ssues n Peru However: - The U rate

More information

Volume 29, Issue 1. Wage Subsidy and Sector-Specific Unemployment: A New Economic Geography Approach

Volume 29, Issue 1. Wage Subsidy and Sector-Specific Unemployment: A New Economic Geography Approach Volume 29, Issue Wage Subsdy and Sector-Specfc Unemployment: A New Economc Geography Approach Yenhuang Chen Chnese Culture Unversty Lhong Zhao Chna HuanQu Contractng & Engneerng Corporaton Abstract Ths

More information

Creating a zero coupon curve by bootstrapping with cubic splines.

Creating a zero coupon curve by bootstrapping with cubic splines. MMA 708 Analytcal Fnance II Creatng a zero coupon curve by bootstrappng wth cubc splnes. erg Gryshkevych Professor: Jan R. M. Röman 0.2.200 Dvson of Appled Mathematcs chool of Educaton, Culture and Communcaton

More information

Problems to be discussed at the 5 th seminar Suggested solutions

Problems to be discussed at the 5 th seminar Suggested solutions ECON4260 Behavoral Economcs Problems to be dscussed at the 5 th semnar Suggested solutons Problem 1 a) Consder an ultmatum game n whch the proposer gets, ntally, 100 NOK. Assume that both the proposer

More information

Mode is the value which occurs most frequency. The mode may not exist, and even if it does, it may not be unique.

Mode is the value which occurs most frequency. The mode may not exist, and even if it does, it may not be unique. 1.7.4 Mode Mode s the value whch occurs most frequency. The mode may not exst, and even f t does, t may not be unque. For ungrouped data, we smply count the largest frequency of the gven value. If all

More information

EDC Introduction

EDC Introduction .0 Introducton EDC3 In the last set of notes (EDC), we saw how to use penalty factors n solvng the EDC problem wth losses. In ths set of notes, we want to address two closely related ssues. What are, exactly,

More information

Equilibrium in Prediction Markets with Buyers and Sellers

Equilibrium in Prediction Markets with Buyers and Sellers Equlbrum n Predcton Markets wth Buyers and Sellers Shpra Agrawal Nmrod Megddo Benamn Armbruster Abstract Predcton markets wth buyers and sellers of contracts on multple outcomes are shown to have unque

More information

Which of the following provides the most reasonable approximation to the least squares regression line? (a) y=50+10x (b) Y=50+x (d) Y=1+50x

Which of the following provides the most reasonable approximation to the least squares regression line? (a) y=50+10x (b) Y=50+x (d) Y=1+50x Whch of the followng provdes the most reasonable approxmaton to the least squares regresson lne? (a) y=50+10x (b) Y=50+x (c) Y=10+50x (d) Y=1+50x (e) Y=10+x In smple lnear regresson the model that s begn

More information

Political Economy and Trade Policy

Political Economy and Trade Policy Poltcal Economy and Trade Polcy Motvaton When asked why no free trade?, most nternatonal economsts respond t must be poltcs In representatve democraces, trade polcy shaped not only by general electorate,

More information

Monetary Tightening Cycles and the Predictability of Economic Activity. by Tobias Adrian and Arturo Estrella * October 2006.

Monetary Tightening Cycles and the Predictability of Economic Activity. by Tobias Adrian and Arturo Estrella * October 2006. Monetary Tghtenng Cycles and the Predctablty of Economc Actvty by Tobas Adran and Arturo Estrella * October 2006 Abstract Ten out of thrteen monetary tghtenng cycles snce 1955 were followed by ncreases

More information

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME Vesna Radonć Đogatovć, Valentna Radočć Unversty of Belgrade Faculty of Transport and Traffc Engneerng Belgrade, Serba

More information

FRAGMENTATION, PRODUCTIVITY AND RELATIVE WAGES IN THE UK: A GENERAL EQUILIBRIUM APPROACH * Alexander Hijzen. University of Nottingham

FRAGMENTATION, PRODUCTIVITY AND RELATIVE WAGES IN THE UK: A GENERAL EQUILIBRIUM APPROACH * Alexander Hijzen. University of Nottingham FRAGMENTATION, PRODUCTIVITY AND RELATIVE WAGES IN THE UK: A GENERAL EQUILIBRIUM APPROACH Alexander Hjzen Unversty of Nottngham Abstract Feenstra and Hanson (1999) propose a two-stop method to analyse the

More information

Online Appendix for Merger Review for Markets with Buyer Power

Online Appendix for Merger Review for Markets with Buyer Power Onlne Appendx for Merger Revew for Markets wth Buyer Power Smon Loertscher Lesle M. Marx July 23, 2018 Introducton In ths appendx we extend the framework of Loertscher and Marx (forthcomng) to allow two

More information

Forecasts in Times of Crises

Forecasts in Times of Crises Forecasts n Tmes of Crses Aprl 2017 Chars Chrstofdes IMF Davd J. Kuenzel Wesleyan Unversty Theo S. Echer Unversty of Washngton Chrs Papageorgou IMF 1 Macroeconomc forecasts suffer from three sources of

More information

The Mack-Method and Analysis of Variability. Erasmus Gerigk

The Mack-Method and Analysis of Variability. Erasmus Gerigk The Mac-Method and Analyss of Varablty Erasmus Gerg ontents/outlne Introducton Revew of two reservng recpes: Incremental Loss-Rato Method han-ladder Method Mac s model assumptons and estmatng varablty

More information

OCR Statistics 1 Working with data. Section 2: Measures of location

OCR Statistics 1 Working with data. Section 2: Measures of location OCR Statstcs 1 Workng wth data Secton 2: Measures of locaton Notes and Examples These notes have sub-sectons on: The medan Estmatng the medan from grouped data The mean Estmatng the mean from grouped data

More information

Session 2 Trade indicators for evaluating the potential impacts of an FTA

Session 2 Trade indicators for evaluating the potential impacts of an FTA ARTNeT- GIZ Capacty Buldng Worshop Practcal tools for Impact Assessment of Free Trade Agreements 23-27 January 2017, Bango Sesson 2 Trade ndcators for evaluatng the potental mpacts of an FTA Dr. Wtada

More information

OPERATIONS RESEARCH. Game Theory

OPERATIONS RESEARCH. Game Theory OPERATIONS RESEARCH Chapter 2 Game Theory Prof. Bbhas C. Gr Department of Mathematcs Jadavpur Unversty Kolkata, Inda Emal: bcgr.umath@gmal.com 1.0 Introducton Game theory was developed for decson makng

More information

CANADA I. BASIC "T3ICAT0RS

CANADA I. BASIC T3ICAT0RS Trade Development Summary September 1953 CANADA I. BASIC "T3ICAT0RS (a) Producton The rate of ncrease n ndustral producton s not losng any of ts momentum, and output durng the frst four months of the year

More information

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics Unversty of Illnos Fall 08 ECE 586GT: Problem Set : Problems and Solutons Unqueness of Nash equlbra, zero sum games, evolutonary dynamcs Due: Tuesday, Sept. 5, at begnnng of class Readng: Course notes,

More information

EXAMINATIONS OF THE HONG KONG STATISTICAL SOCIETY

EXAMINATIONS OF THE HONG KONG STATISTICAL SOCIETY EXAMINATIONS OF THE HONG KONG STATISTICAL SOCIETY HIGHER CERTIFICATE IN STATISTICS, 2013 MODULE 7 : Tme seres and ndex numbers Tme allowed: One and a half hours Canddates should answer THREE questons.

More information

Lecture Note 2 Time Value of Money

Lecture Note 2 Time Value of Money Seg250 Management Prncples for Engneerng Managers Lecture ote 2 Tme Value of Money Department of Systems Engneerng and Engneerng Management The Chnese Unversty of Hong Kong Interest: The Cost of Money

More information

Measuring Comparative Advantage: A Ricardian Approach

Measuring Comparative Advantage: A Ricardian Approach Measurng Comparatve Advantage: A Rcardan Approach Johannes Moenus Unversty of Redlands Prelmnary, please do not cte comments hghly apprecated 06/12/2006 ABSTRACT In ths paper, we derve and compare several

More information

Problem Set 6 Finance 1,

Problem Set 6 Finance 1, Carnege Mellon Unversty Graduate School of Industral Admnstraton Chrs Telmer Wnter 2006 Problem Set 6 Fnance, 47-720. (representatve agent constructon) Consder the followng two-perod, two-agent economy.

More information

UNIVERSITY OF VICTORIA Midterm June 6, 2018 Solutions

UNIVERSITY OF VICTORIA Midterm June 6, 2018 Solutions UIVERSITY OF VICTORIA Mdterm June 6, 08 Solutons Econ 45 Summer A0 08 age AME: STUDET UMBER: V00 Course ame & o. Descrptve Statstcs and robablty Economcs 45 Secton(s) A0 CR: 3067 Instructor: Betty Johnson

More information

Finance 402: Problem Set 1 Solutions

Finance 402: Problem Set 1 Solutions Fnance 402: Problem Set 1 Solutons Note: Where approprate, the fnal answer for each problem s gven n bold talcs for those not nterested n the dscusson of the soluton. 1. The annual coupon rate s 6%. A

More information

Macroeconomic Theory and Policy

Macroeconomic Theory and Policy ECO 209 Macroeconomc Theory and Polcy Lecture 7: The Open Economy wth Fxed Exchange Rates Gustavo Indart Slde 1 Open Economy under Fxed Exchange Rates Let s consder an open economy wth no captal moblty

More information

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost Tamkang Journal of Scence and Engneerng, Vol. 9, No 1, pp. 19 23 (2006) 19 Economc Desgn of Short-Run CSP-1 Plan Under Lnear Inspecton Cost Chung-Ho Chen 1 * and Chao-Yu Chou 2 1 Department of Industral

More information

Asset Management. Country Allocation and Mutual Fund Returns

Asset Management. Country Allocation and Mutual Fund Returns Country Allocaton and Mutual Fund Returns By Dr. Lela Heckman, Senor Managng Drector and Dr. John Mulln, Managng Drector Bear Stearns Asset Management Bear Stearns Actve Country Equty Executve Summary

More information

Intra-Industry Trade: The Pakistan Experience

Intra-Industry Trade: The Pakistan Experience Shahbaz & Letao, Internatonal Journal of Appled Economcs, 7(1), March 2010, 18-27 18 Intra-Industry Trade: The Pakstan Experence Muhammad Shahbaz a, and Nuno Carlos Letão b COMSATS Insttute of Informaton

More information

Risk and Return: The Security Markets Line

Risk and Return: The Security Markets Line FIN 614 Rsk and Return 3: Markets Professor Robert B.H. Hauswald Kogod School of Busness, AU 1/25/2011 Rsk and Return: Markets Robert B.H. Hauswald 1 Rsk and Return: The Securty Markets Lne From securtes

More information

Xiaoli Lu VA Cooperative Studies Program, Perry Point, MD

Xiaoli Lu VA Cooperative Studies Program, Perry Point, MD A SAS Program to Construct Smultaneous Confdence Intervals for Relatve Rsk Xaol Lu VA Cooperatve Studes Program, Perry Pont, MD ABSTRACT Assessng adverse effects s crtcal n any clncal tral or nterventonal

More information

Understanding price volatility in electricity markets

Understanding price volatility in electricity markets Proceedngs of the 33rd Hawa Internatonal Conference on System Scences - 2 Understandng prce volatlty n electrcty markets Fernando L. Alvarado, The Unversty of Wsconsn Rajesh Rajaraman, Chrstensen Assocates

More information

ECO 209Y MACROECONOMIC THEORY AND POLICY LECTURE 8: THE OPEN ECONOMY WITH FIXED EXCHANGE RATES

ECO 209Y MACROECONOMIC THEORY AND POLICY LECTURE 8: THE OPEN ECONOMY WITH FIXED EXCHANGE RATES ECO 209 MACROECONOMIC THEOR AND POLIC LECTURE 8: THE OPEN ECONOM WITH FIXED EXCHANGE RATES Gustavo Indart Slde 1 OPEN ECONOM UNDER FIXED EXCHANGE RATES Let s consder an open economy wth no captal moblty

More information

Clearing Notice SIX x-clear Ltd

Clearing Notice SIX x-clear Ltd Clearng Notce SIX x-clear Ltd 1.0 Overvew Changes to margn and default fund model arrangements SIX x-clear ( x-clear ) s closely montorng the CCP envronment n Europe as well as the needs of ts Members.

More information

Homework 4 Answer Key

Homework 4 Answer Key Economcs 141 UCSC Professor Kletzer Sprng 2017 Homework 4 Answer Key 1. Use producton functon and MPK dagrams to examne Turkey and the EU. Assume that Turkey and the EU have dfferent producton functons

More information

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019 5-45/65: Desgn & Analyss of Algorthms January, 09 Lecture #3: Amortzed Analyss last changed: January 8, 09 Introducton In ths lecture we dscuss a useful form of analyss, called amortzed analyss, for problems

More information

Quality Choice: Effects of Trade, Transportation Cost, and Relative Country Size. 1

Quality Choice: Effects of Trade, Transportation Cost, and Relative Country Size. 1 Qualty Choce: Effects of Trade, Transportaton Cost, and Relatve Country Sze. 1 (Prelmnary draft. Please, do not cte) Volodymyr Lugovskyy (Georga Insttute of Technology) Alexandre Skba (The Unversty of

More information

TRADE IN THE EUROPEAN MARKETS

TRADE IN THE EUROPEAN MARKETS Delh Busness Revew X Vol. 11, No. 2 (July - December 2010) THE POSITION OF CZECH AND SLOVAK AGRO-FOOD TRADE IN THE EUROPEAN MARKETS Peter Belk* Artan Qnet** SLOVAKIA and Czech Republc went through a long-term

More information

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto Taxaton and Externaltes - Much recent dscusson of polcy towards externaltes, e.g., global warmng debate/kyoto - Increasng share of tax revenue from envronmental taxaton 6 percent n OECD - Envronmental

More information

/ Computational Genomics. Normalization

/ Computational Genomics. Normalization 0-80 /02-70 Computatonal Genomcs Normalzaton Gene Expresson Analyss Model Computatonal nformaton fuson Bologcal regulatory networks Pattern Recognton Data Analyss clusterng, classfcaton normalzaton, mss.

More information

OECD DEVELOPMENT CENTRE

OECD DEVELOPMENT CENTRE OECD DEVELOPMENT CENTRE Workng Paper No. 114 (Formerly Techncal Paper No. 114) VERTICAL INTRA-INDUSTRY TRADE BETWEEN CHINA AND OECD COUNTRIES by Lsbeth Hellvn Research programme on: Reform and Growth of

More information

International Trade Theory (1/2008) Chulalongkorn University Lecture 5 the Heckscher-Ohlin Model (part II) Kornkarun Cheewatrakoolpong, Ph.D.

International Trade Theory (1/2008) Chulalongkorn University Lecture 5 the Heckscher-Ohlin Model (part II) Kornkarun Cheewatrakoolpong, Ph.D. Internatonal rade heory (1/2008) Chulalongkorn Unversty ecture 5 the Heckscher-Ohln Model (part II) ornkarun Cheeatrakoolpong, Ph.D. he logc - ake { a1, a1, a2, a2} as constant and manpulate the full employment

More information

Highlights of the Macroprudential Report for June 2018

Highlights of the Macroprudential Report for June 2018 Hghlghts of the Macroprudental Report for June 2018 October 2018 FINANCIAL STABILITY DEPARTMENT Preface Bank of Jamaca frequently conducts assessments of the reslence and strength of the fnancal system.

More information

Module Contact: Dr P Moffatt, ECO Copyright of the University of East Anglia Version 2

Module Contact: Dr P Moffatt, ECO Copyright of the University of East Anglia Version 2 UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 2012-13 FINANCIAL ECONOMETRICS ECO-M017 Tme allowed: 2 hours Answer ALL FOUR questons. Queston 1 carres a weght of 25%; Queston 2 carres

More information

Volume 30, Issue 1. Partial privatization in price-setting mixed duopoly. Kazuhiro Ohnishi Institute for Basic Economic Science, Japan

Volume 30, Issue 1. Partial privatization in price-setting mixed duopoly. Kazuhiro Ohnishi Institute for Basic Economic Science, Japan Volume 3, Issue 1 Partal prvatzaton n prce-settng mxed duopoly Kazuhro Ohnsh Insttute for Basc Economc Scence, Japan Abstract Ths paper nvestgates a prce-settng mxed model nvolvng a prvate frm and a publc

More information

Work, Offers, and Take-Up: Decomposing the Source of Recent Declines in Employer- Sponsored Insurance

Work, Offers, and Take-Up: Decomposing the Source of Recent Declines in Employer- Sponsored Insurance Work, Offers, and Take-Up: Decomposng the Source of Recent Declnes n Employer- Sponsored Insurance Lnda J. Blumberg and John Holahan The Natonal Bureau of Economc Research (NBER) determned that a recesson

More information

Trade Costs and Intra-Industry Trade

Trade Costs and Intra-Industry Trade Trade Costs and Intra-Industry Trade Jeffrey H. Bergstrand Department of Fnance Mendoza School of Busness Unversty of Notre Dame Notre Dame, IN 46556 USA E-mal: Bergstrand.1@nd.edu Peter Egger Department

More information

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id #

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id # Money, Bankng, and Fnancal Markets (Econ 353) Mdterm Examnaton I June 27, 2005 Name Unv. Id # Note: Each multple-choce queston s worth 4 ponts. Problems 20, 21, and 22 carry 10, 8, and 10 ponts, respectvely.

More information

Appendix - Normally Distributed Admissible Choices are Optimal

Appendix - Normally Distributed Admissible Choices are Optimal Appendx - Normally Dstrbuted Admssble Choces are Optmal James N. Bodurtha, Jr. McDonough School of Busness Georgetown Unversty and Q Shen Stafford Partners Aprl 994 latest revson September 00 Abstract

More information

Notes on experimental uncertainties and their propagation

Notes on experimental uncertainties and their propagation Ed Eyler 003 otes on epermental uncertantes and ther propagaton These notes are not ntended as a complete set of lecture notes, but nstead as an enumeraton of some of the key statstcal deas needed to obtan

More information

Intra-industry trade for agri-food products in the enlarged European Union. Imre Fertő 1

Intra-industry trade for agri-food products in the enlarged European Union. Imre Fertő 1 Intra-ndustry trade for agr-food products n the enlarged European Unon Imre Fertő 1 1 Insttute of Economcs, Centre for Economc and Regonal Studes, Hungaran Academy of Scences (emal: ferto.mre@krtk.mta.hu)

More information

On Theories Explaining the Success of the Gravity Equation

On Theories Explaining the Success of the Gravity Equation On Theores Explanng the Success of the Gravty Equaton Smon J. Evenett World Trade Insttute and Centre for Economc Polcy Research Wolfgang Keller Unversty of Texas, Natonal Bureau of Economc Research, and

More information