NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley

Size: px
Start display at page:

Download "NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley"

Transcription

1 NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS Yan Dong John Whalley Workng Paper NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambrdge, MA Aprl 2009 We thank the Center for Internatonal Governance Innovaton (CIGI) and the Academc Development Fund, Unversty of Western Ontaro for fnancal support. The vews expressed heren are those of the author(s) and do not necessarly reflect the vews of the Natonal Bureau of Economc Research. NBER workng papers are crculated for dscusson and comment purposes. They have not been peerrevewed or been subject to the revew by the NBER Board of Drectors that accompanes offcal NBER publcatons by Yan Dong and John Whalley. All rghts reserved. Short sectons of text, not to exceed two paragraphs, may be quoted wthout explct permsson provded that full credt, ncludng notce, s gven to the source.

2 Carbon Motvated Regonal Trade Arrangements: Analytcs and Smulatons Yan Dong and John Whalley NBER Workng Paper No Aprl 2009 JEL No. F13,Q54 ABSTRACT Ths paper presents both analytcs and numercal smulaton results relevant to proposals for carbon motvated regonal trade agreements summarzed n Dong & Whalley(2008). Unlke tradtonal regonal trade agreements, by lowng tarffs on partcpant s low carbon emsson and settng penaltes on outsders to force them to jon such agreements, carbon motvated regonal trade agreements reflect an effectve mergng of trade and clmate change regmes, and are rsng n profle as part of the post 2012 Copenhagen UNFCC negotaton. By addng country energy extracton cost functons, we develop a mult-regon general equlbrum structure wth endogenously determned energy supply. We calbrate our model to busness as usual scenaros for the perod Our results show that carbon motvated regonal agreements can reduce global emssons, but the effect s very small and even wth penalty mechansms used, the effects are stll small. Ths supports the basc dea n our prevous polcy paper that trade polcy s lkely to be a relatvely mnor consderaton n clmate change contanment. Yan Dong Insttute of World Economcs and Poltcs Chnese Academy of Socal Scences 15th Floor of CASS Buldng No.5 Janguomen Ne Avenue Bejng, Chna, dongyan@cass.org.cn John Whalley Department of Economcs Socal Scence Centre Unversty of Western Ontaro London, Ontaro N6A 5C2 CANADA and NBER jwhalley@uwo.ca

3 1. Introducton Ths paper presents both analytcs and numercal smulaton results relevant to recent debate on carbon motvated regonal trade agreements (see Chatham House (2007) and Dong & Whalley (2008)). Proposals whch crculate nclude explctly lowerng or elmnatng tarffs among partes to a regonal agreement on low carbon ntensve and products used n low carbon technologes,border adjustments on trade wth partes outsde the area based on dfferental emssons content of, and the use of trade sanctons aganst countres outsde the area to enforce complance wth emssons reducton targets set for them. Such proposals reflect an effectve mergng of trade and clmate change regmes, and are rsng n profle as part of the post 2012 Copenhagen UNFCC negotatons (See Walsh & Whalley (2008), and Lockwood & Whalley(2008)). Here we dscuss carbon motvated regonal agreements n terms smlar to customs unon and regonal trade agreements based lterature (See Vner(1950)). We note that agreements wth lower wthn-regon barrers on low carbon ntensve products need not reduce emssons globally f emssons ntenstes of producton dffer sharply wthn and nsde the regon. Ths reflects the dfferental mpact of trade creaton and trade dverson on emssons. We also note that unlke conventonal customs unon lterature the welfare effects of a regonal agreement now also nclude welfare mpacts on clmate change from emssons changes. We use a mult-regon general equlbrum structure n whch countres produce commodtes of varyng emssons ntenstes usng substtutable fossl fuel based energy and non-energy nputs. Commodtes are dfferentated by country of orgn followng Armngton (1969). Preferences are defned over both consumpton of and clmate change, wth lower utlty from hgher global temperature change. Unlke n conventonal trade models n whch there s a fxed endowment of factor nputs for each country, here we model energy supply globally as ntegrated wth a sngle global market and prce, and there beng a supply functon for each country reflectng ncreasng extracton costs. We do not separately dfferentate - 3 -

4 between fossl and non fossl fuels, but n a further model extenson we could do so. We model the extracton cost functon n constant elastcty form to yeld a specfcaton consstent wth alternatve values of the supply elastcty of energy. We then treat emssons n each country as fxed coeffcent n energy use, and n ths way ncorporate endogenety of emssons levels. Global emssons levels can thus rse or fall under any gven regonal trade agreement. Ths dffers from other equlbrum structures, (see OECD(1993),Bhattacharyya(1996) and Wng(2004) ) n whch the energy endowment s fxed (perfectly nelastc supply). We next turn to numercal smulaton, and usng a number of data sources construct a benchmark global equlbrum data set based on data for Ths covers producton, consumpton and trade for each of a number of regons (US, EU, Chna, ROW) whch we then project forward usng average growth rates for the perod In our statc equlbrum model we thus treat the thrty year perod as a sngle perod. The data set also contans estmates of energy use by sector and emssons for 2006 whch are growth rate projected forward for perod We calbrate our model to ths data set usng lterature based estmates of key elastctes. Results from our analyss support the conjecture made verbally n our prevous polcy paper (see Dong & Whalley (2008) ) that carbon motvated trade polces such as carbon free trade areas can only have a relatvely small role n reducng carbon emssons. Carbon motvated regonal agreements may ncrease world welfare, but the effects on partcpatng countres may be negatve or postve, when wth penaltes, the effect of carbon motvated trade polces on carbon emssons s stll small. Though the carbon motvated regonal agreements wll have larger effects wth emssons of hgh and low emssons ntenstes countres nvolved, the effects are stll small

5 2. Relevant Lterature and Model Structure 2.1 Lterature Revew Dscusson of both the form and mpact of carbon free trade agreements s related to the long studed customs unon ssue orgnally analyzed by Vner (1950). Vner, the ntator of subsequent customs unon lterature, ponted out that regonal trade agreements do not necessarly result n gans to members, even though blateral tarffs are elmnated by the agreement. He developed what later became known as the trade creaton trade dverson approach to regonal trade agreements to help understand ths ambguty. Followng Vner s work, for many years trade creatng regonal agreements were seen as good, and trade dvertng regonal agreements were seen as bad. Vner s work was also the drvng force behnd later lterature that subsequently sought to set out the condtons under whch regonal trade agreements would ether mprove or worsen welfare. Ths work was stll based on trade creaton trade dverson consderatons, but Meade (1955), Lpsey(1957) and others dscovered that preference consderatons also enter n tryng to make such determnatons. Ths was to lead to Lpsey and Lancaster s (1956) characterzaton of the general theory of the second best, confrmaton that no general customs unon results were possble. Dssatsfacton wth the trade creaton trade dverson dchotomy resulted n Lpsey (1970), Kemp(1969), Rezman(1979) and others tryng to develop other approaches that would yeld clear propostons. The approach known as the terms of trade-volume of trade approach became popular, under whch the mpact of a regonal trade agreement can be summarzed by ts effects on both terms of trade (prces) and trade volumes. Most tradtonal lterature on regonal trade agreements falls nto the tradtonal Vneran framework. In Dong & Whalley(2008), we proposed three dfferent forms of possble carbon motvated regonal trade arrangements. One s regonal trade agreements wth varyng types of trade preferences towards low carbon ntensve products, low carbon new technologes and nputs to low carbon processes beng used to stmulate trade (and - 5 -

6 hence consumpton) n low carbon ntensve products. In ths way they are desgned to contrbute drectly to emssons reducton through changed trade patterns. A second type focuses on the ant-compettve effects on domestc producers when sgnfcant jont emssons reducton commtments are made whch others do not follow. Such commtments rase costs for domestc producers and whether there should be offsets for these relatve cost effects compared to thrd country producers operatng outsde of such arrangements s an ssue, as well as the form they should take. The perceved need for border tax adjustments had already arsen n Europe who saw themselves as gong father and faster on emssons reductons than partner countres. A thrd type of arrangement could be where countres enter nto free trade or other regonal trade agreements and use jont and dscrmnatory carbon motvated trade barrers aganst thrd partes as a way of pressurng countres to jon ther jont envronmental agreement. Ths form of trade arrangement s smlar to that contaned n the Montreal Protocol of Ths paper follows Dong & Whalley (2008), and numercally evaluates the economc effects of type one and type three carbon free trade areas n that paper. In ther smplest form, carbon free trade areas would nvolve free trade n low carbon contanng products among countres jontly commttng to sgnfcant emssons reductons or renewable commtments, and also wth external trade barrers aganst thrd countres that do not follow. Dscusson of both ther form and mpact s related to the long studed customs unon ssue orgnally analyzed by Vner(1950), but now there are also mpacts of carbon prcng/reducton polces on emssons va endogenous energy supply. The paper focuses on two departures from Vneran form, one ncludes clmate change effects n utlty, and the other changes tradtonal free trade areas and Customs Unons to carbon motvated free trade areas and Customs Unons. In carbon free trade agreements, tradtonal zero-tarffs on all changes to structural preferental trade polces settng hgh tarffs on hgh carbon ntensve products and zero tarffs on low carbon ntensve. We also consder a new form of carbon motvated Customs Unons of only settng zero tarffs on low carbon ntensve

7 We argue that agreements wth lower wthn regon barrers on low carbon ntensve products need not reduce emssons globally f emssons ntenstes of producton dffer sharply wthn and outsde the regon. Ths reflects the dfferental mpact of trade creaton and trade dverson on emssons. We also note that unlke conventonal customs unon lterature the welfare effects of a regonal agreement also nclude welfare mpacts on clmate change from emssons changes. 2.2 The Model We present our carbon free trade area model n algebrac form. In ts smplest form, there are three regons, =1,2,3,where regons 1 and 2 form a carbon free trade agreement, although n emprcal mplementaton we can consder more regons. There are two, j=1,2, n producton, good 1 has hgh energy ntensty, and good 2 has low energy ntensty. The model specfes two factors, N a non-energy nput, whch s mmoble across countres, but moble across sectors wthn a country, and E an energy nput whch s moble across both countres and sectors. On the producton sde, we consder a two sectors (a hgh emsson good and a low emssons good), two factors (energy and non energy nputs) structure. We assume producton s CES. The producton functon for each good n each country can be wrtten as Y j = Φ [ a j σ j 1 σ j 1 σ j 1/ σ j σ j 1/ σ j σ j σ j 1 j1 Ej + aj 2 N j ] =country, j=sector (1) where Yj s the output of good j produced n country, pe s the prce of energy, σ j s the elastcty of substtuton between the two nputs. We assume that energy s moble across countres, so that the energy prce n each country (the world prce) s the same. pn s the prce of the non-energy nput n country, prces are P j. Frst order condtons mply the followng: 1 σj 1 σj 1 σj j j j j1 E j1 E j 2 N σj 1 σ j E = Y Φ a p [ a p + a p ] (2) 1 σj 1 σj 1 σj j j j j 2 N j1 E j 2 N σj 1 σ j N = Y Φ a p [ a p + a p ] (3) 1 1 σj 1 σj j j j1 E j2 N 1 1 σj P =Φ [ a p + a p ] (4) - 7 -

8 Unlke tradtonal general equlbrum models whch use a fxed endowment of energy, here, by ntroducng an extracton cost functon for each country nto the model, energy supply now s endogenously determned. The extracton cost functon can be wrtten as K = F + (5) B 3 ( Q ) = B 1 B 2Q where K s the extracton cost n country, and Q s energy extracton n country. We assume the energy market s perfectly compettve, and from the frst-order condtons for the extracton cost functon, we get p and the energy supply elastcty s dk df ( Q ) = = = B B Q (6) B 3 1 E 2 3 dq dq = dk K EQ = 1 B 3 (7) dq Q Dvdng the extracton cost functon by the energy prce, we can calculate the resources that are used n energy extracton. The utlty functon s B 3 K B 1+ B2Q R = = (8) p p E E 1 σ1 1 1 σ1 1 σ1 σ1 σ1 σ1 σ1 σ1 1 C ΔT β U = U( RX, Δ T) = [ γh H + γ L L ] ( ) (9) C Ths utlty functon follows Ca, Rezman & Whalley (2009). RX s composte consumpton, Δ T s temperature change. In ths specfcaton,c can be thought of as the global temperature change at whch all economc actvty ceases (say, 20 ). In ths case, as Δ T approaches C, utlty goes to zero. In ths form, as Δ T goes to zero, there s no welfare mpact of temperature change. For the fnal good demand functons, RX s a two level nested CES functon. Each regon s assumed to maxmze utlty by frst choosng among hgh and low - 8 -

9 emsson, and each regon then chooses usng among domestc and the other country at a second level. RX = f ( X, X, L X, X ) (10) r 2r Each of the four regons maxmzes top level utlty subject to a budget constrant. I s ncome n country. P j X j = j I (11) ncome ncludes non-energy ncome, energy ncome, tarff revenue, and transfers from abroad (fnancng net mport and net energy mport). I = p W + [ p Q K ] + R + TR (12) N N E For country, pn s the prce of non-energy nput, WN s the non-energy endowment, K s the extracton cost of energy, and Q s energy extracton n country. R s tarff revenue, and TR are exogenous transfers between countres (net mport plus net energy mport). These can be zero, but ncorporatng them allows calbraton to unbalanced trade data. tarff) as Fgure 1 shows the structure of two level nested CES utlty functons used. For each good j produced n country, we can defne the seller s prce (net of p j, and allow each country to mpose tarffs at rate t j ( country s tarff on good j mported from country ) on each mported good. Tarffs are set to zero for exports. Internal (gross of tarff ) prces for good j produced n country are thus P = [1 + t ] P (13) j ' j j - 9 -

10 Fgure 1 : Two Level Nested CES Utlty Functons Used for Each Country DEMAND Fnal Demand Functons In each regon, a 2 level CES functonal form s used CES Herarchy Hgh-emsson Consumpton Low-emsson Temperature change D M 1 M 2 M 3 D M 1 M 2 M 3 Level 1 Substtuton between hgh and low emsson composte Level 2 Substtuton between domestc and mport Temperature change n physcal form s assumed to be a functon of energy consumpton, e b ΔT = g( Ej ) = a( Ej ) + c (14) In equlbrum, and factor markets clear. Goods market clearng mples: X j = Y j =1,2,3, j =1,2 (15) Non-energy s only moble across sectors wthn regons and mmoble across regons, so each regon s non-energy consumpton equals ts non-energy endowment. The non-energy clearng condton s: N j = WN =1,2,3 (16) j Energy s moble across countres and so global energy consumpton equals global energy extracton. The energy clearng condton s: j = j E Q =1,2,3 (17)

11 3. Data and Parameterzaton We buld a model compatble benchmark general equlbrum data set whch we use n calbraton. Our base case assumes a sngle 30 year perod, forward projectng a busness as usual scenaro for trade, producton, and consumpton data (as well as energy use) for a 2 good (energy / non energy ntensve), 2 factor (energy nputs, other nputs) structure for 4 regons (Chna, US, EU, ROW). We forward project 2006 data usng average growth rates, for the perod In Table 1-1 GDP data s from the World Bank s WDI database. The hghemsson sector reflects manufacturng ndustry. The low-emsson sector ncludes servce and agrcultural sectors. For Table 1-2, trade data s taken from the UNCOMTRADE database, F.o.b. export values as reported by exportng countres are used. Snce data on EU s exports to Chna and US n 2006 were not avalable at the tme of model executon, we use the mport data of Chna and the US from the EU nstead. Snce Chna s growth rates s hgh relatve to other regons,to keep trade balance n the data, we use Chna s growth rate for Chna s mports and exports, whle for other data, we use the mport country s growth rate n our projectons, tarff data s from the WTO Statstcal Database. In Table 1-3, energy data for 2005 s calculated from IEA energy statstcs. The unt of account of the IEA statstcs data s thousand of tonnes of ol equvalent, whch we adjust to bllon US dollars, (1 toe=7.33 barrel of ol equvalent, ol prce (average)=$ 50.64/per barrel). In 2005, the energy balances for world were crude ol mports of Ktoe, whle exports were Ktoe, comparable wth world crude ol trade balance. The extracton cost s calculated usng the IEA trade balance table. In the data presented n Table 1-4, adjustments are made to consumpton by calculatng GDP mnus exports. There are also some small dfferences n classfcatons between the underlyng consumpton, producton and tarff rate data. Table 1-5 gves energy consumpton data from IEA statstcs

12 Table 1 Data Sources n Model Calbraton Table GDP by Sector by Regon (Bllon $) Chna EU-27 US ROW Hgh Low Hgh Low Hgh Low Hgh Low GDP by sector GDP Source: World Bank s WDI database Table Blateral Trade Data (Bllon $) Exports by (Bllon $) Chna EU-27 US ROW World Imports by Chna EU-27 US ROW World Hgh Low Total Hgh Low Total Hgh Low Total Hgh Low Total Hgh Low Total Source: UNCOMTRADE database Extracton Table Energy Balance Data (Bllon $) Import Export Net Import Extracton cost Consumpton Hgh emsson sector nput Low Emsson sector nput Chna Eu US ROW World Source: IEA energy statstcs

13 Table 1-4 : Consumpton of Domestc Goods ( ) (Bllon $) Consumpton of domestc Hgh energy ntensty Low energy ntensty Chna EU US ROW Table 1-5 Energy Consumpton (Bllon US $) Year Chna EU-27 US ROW World Source: Internatonal Energy Agency: Key World Energy Statstcs, As for elastctes, n the central case, model analyses elastcty parameters are used as follows: for all countres the producton elastcty s 0.5, the extracton / energy supply elastcty s 0.5, the consumpton elastcty, that s the substtuton elastcty between hgh and low emsson n consumpton s equal to 0.5, and the trade elastcty,that s the substtuton elastcty between domestc and mported s equal to 2. The substtuton elastctes between domestc and mported commodtes follows the rule of two, as dscussed n Hertel al. (2009). Ths rule was frst proposed by Jomn et al.(1991) and later tested by Lu, Arndt,and Hertel(2002) n a back-castng exercse wth a smplfed verson of the GTAP model. The model Global 2100 uses a captal and labour nest aganst energy wth a substtuton elastcty of 0.4 (see Manne and Rchels, 1992), Kemfert(1998) studed the case of Germany, and the substtuton elastctes n all sectors between composte of captal and labor, tradng off aganst energy was We thus use the settng of 0.5 as the substtuton elastcty between energy and non-energy nputs

14 Usng the data for 2006,2036, and 2056 n table 1-5, and assumng the temperature change at these three ponts to be 0,2, and 5 respectvely, we can solve for the values of parameters a,b,and c n equaton (14) as b 0 = a ( ) + c 2 b = a ( ) + c b 5 = a ( ) + c Solvng these equatons for the parameters a,b,and c yelds values of , and 0. Substtutng these values n the temperature equaton yelds ΔT = g( E j ) = 0.001( Ej ) (18) Assumng a temperature change ΔT of 5 between 2006 and 2056 (consstent wth Stern(2002)), Table 2 reports the calbrated preference parameters n equaton (9) under alternatve damage assumptons. If we assumed half temperature change, at these three ponts to be 0,1, and 2.5 respectvely, we can solve for the values of parameters a,b,and c, , and 0. If we double temperature change, temperature change at these three ponts wll be 0,4, and 10 respectvely, and the values of parameters a,b,and c are , , and 0. The specfcaton C can be thought of the global temperature change at whch all economc actvty ceases (say 20 ). In ths case, as ΔT approaches C utlty goes to zero. In ths form, as ΔT goes to zero there s no welfare mpact of temperature change. As dscussed n Ca et al.(2009), the share parameter β reflects the assumed severty of damage from temperature change, whch we later (n Table 7) calbrate to varous damage estmates from busness as usual global temperature change scenaros reported by Stern(2006) and Mendelson(2007). Table 2 also reports remanng parameter values n producton, preferences and extracton cost functons generated by calbraton. These are ndependent of the assumed utlty damage due to temperature change

15 Table 2 Calbrated Parameters under Alternatve Damage Assumptons A. Assumed Changes n Preference Parameters Assumed Utlty Loss Utlty Relatve to No damage β 1% % % % % % % % B. Parameters n CES producton functons technology coeffcent shares on energy shares on non-energy hgh emsson Chna EU US ROW low emsson hgh emsson low emsson hgh emsson low emsson hgh emsson low emsson C. Parameters n Nested CES Utlty functons Chna EU US ROW Shares of consumpton of hgh emsson domestc and mport Chna-H EU-H US-H ROW-H Shares of consumpton of low emsson domestc and mport Chna-L EU-L US-L ROW-L Chna EU US ROW Shares of hgh and low emsson composte hgh emsson low emsson hgh emsson low emsson hgh emsson low emsson hgh emsson low emsson D. Parameters n Extracton functons Constant Parameter Coeffcent parameter

16 4. Model Experments and Results for Carbon Motvated Regonal Trade Agreements We have used our calbrated model to smulate the mpacts of carbon motvated regonal trade agreements on emssons and welfare. Followng Dong & Whalley (2008), we analyze the frst type of carbon motvated regonal agreement (lower tarffs on low carbon ntensve ) and the thrd types of carbon motvated regonal agreements(added penaltes on thrd partes). Results are presented n Table 3 to Table 8. These experments confrmed the conjectures n our prevous polcy paper (see Dong & Whalley (2008)), that whle carbon motvated regonal agreements can reduce global carbon emssons, the effect on carbon emssons s small. Carbon motvated regonal agreements may ncrease world welfare, but the effects on partcpatng countres may be negatve or postve. When we consder thrd party penaltes, the effects of carbon motvated trade polces on carbon emssons are stll small. Even though carbon motvated regonal agreements wll have larger effects on emssons when hgh and low emssons countres are nvolved compared to more unform emssons levels, the effects are stll small. In Tables 3,4,5, usng central case model specfcatons, we analyze four groupngs of regonal trade agreements, these are EU-US, EU-Chna, US-Chna, and EU-US-Chna. In each group, there are two sub forms. One s carbon free trade agreements, whch elmnates nteror tarffs on low carbon ntensve, and keep tarffs on hgh carbon ntensve unchanged. The other s carbon motvated customs unons, besdes wthn regon tarff reductons as n carbon free trade agreements, we assume a common 5% external tarff on low carbon motvated. Totally we analyze eght knds of carbon motvated regonal trade agreements n our central case analyses. Table 3 reports the mpacts of carbon motvated trade arrangements on welfare and emssons. Most carbon motvated trade arrangements wll reduce global emssons, but the effect s small. In Table 3-1, the global emssons are reduced n seven cases; the excepton beng n the US-Chna carbon CU case. The bggest reducton s from a EU-US-Chna carbon FTA, % (very small change), and smallest reducton s from a EU-US carbon FTA, %, Snce Chna has much

17 hgher emssons ntensty than the EU or the US, the carbon FTAs that nvolve Chna wll have larger effects. We can also compare carbon FTAs and carbon CUs. In case 1 and case 4, EU-US, EU-US-Chna, snce Chna and ROW are respectvely outsde the agreement and both of these two regons have a hgher emsson ntensty than the nsders (measured n average emssons ntensty across sectors), carbon CUs has more mpact than carbon FTAs n these two scenaros. In cases 2 and 3, EU-Chna, US-Chna, the outsde countres have lower emssons levels than nsders (average level). In ths case carbon FTAs have more mpacts on emssons than a carbon CU. A carbon CU has a larger role than a carbon FTA n reducng carbon emssons when the outsder has hgher emsson ntensty than nsders. Table 3-1 also reports separate effects on country s emssons. The EU ncreases emssons n most cases, snce EU s carbon ntensty s low, and ncreased trade ncreases producton n other member countres who have a relatve hgher carbon ntensty. For Chna, partcpatng n the carbon free trade areas wll decrease Chna s carbon emssons, such that EU-Chna carbon FTA, US-Chna carbon FTA, EU-US-Chna FTA wll decrease Chna s emssons %, %, %. For US, n most cases, partcpatng n carbon FTAs and CUs wll reduce t s carbon emssons. In Table 3-2, for welfare analyss, we use Hcksan CV and EV measures capturng the effects of temperature change. ΔU U U CV = = C ΔT C ΔT C C β 0 β ( ) ( ) (19) ΔU U U EV = = C ΔT C ΔT C C β 1 β ( ) ( ) (20) In Table 3-2, snce the temperature change s small, ΔT0 Δ T1, and CV and EV measures from equatons (19) and (20) are smlar. We only focus on the CV measure. For the global economy, n most cases (except a US-Chna carbon FTA), carbon motvated regonal trade agreements are welfare mprovng. And comparng carbon FTA and CU, n case 1, snce the outsder has hgher carbon emssons, the total welfare ncrease s small, for a EU-US FTA, when reducng the tarff on outsder s low carbon to a 5% CET, A EU-US CU however, seems to mprove global

18 welfare more. In cases 2,3 and 4, the hgh emsson country Chna s nvolved n the carbon arrangement, so a carbon CU s more powerful than carbon FTAs n ncreasng global welfare. For nsders, n EU-US FTA/CU, EU-Chna FTA/CU, EU-US-Chna FTA/EU, the EU wll beneft most from these arrangements, n US-Chna CU, Chna wll beneft most. For outsders, n all cases, outsders ncrease welfare n carbon FTAs, but lose n a carbon CU. Table 3-1 Impacts of Carbon Motvated Trade Agreements on Emssons(Energy Use) (% Change Based on 2006 Data) Carbon FTA/CU % Change n Emssons Chna EU US Row Total 1 EU-US FTA % % % % % EU-US CU ( 5 % CET) % % % % % 2 EU-Chna FTA % % % % % EU-Chna CU( 5 % CET) % % % % % 3 US-Chna FTA % % % % % US-Chna CU (5 % CET) % % % % % 4 EU-US-Chna FTA % % % % % EU-US-Chna CU ( 5 % CET) % % % % %

19 Table 3-2 Impacts of Carbon Motvated Trade Agreements on Welfare ( n bllon $) Carbon FTA Change n Welfare by Regon (CV) Change n Welfare by Regon (EV) Chna EU US Row Total Chna EU US Row Total EU-US FTA EU-US CU ( 5 % CET) EU-Chna FTA EU-Chna CU( 5 % CET) US-Chna FTA US-Chna CU (5 % CET) EU-US-Chna FTA EU-US-Chna CU ( 5 % CET)

20 In Table 4, we compare the welfare effects of carbon based regonal trade agreements and tradtonal trade agreements, also calbratng a non clmate change tradtonal trade model to the same trade, producton and consumpton data for Ths allows us to compare the welfare mpacts of smlar tarff arrangements wth and wthout clmate change consderatons. There are four country cases where the sgn change from a negatve CV (n tradtonal carbon regonal agreements) to a postve CV (n carbon based regonal agreement). The four cases are: n EU-US FTA, the welfare of EU, and total welfare, n US-Chna CU, the welfare of US and n EU-US-Chna CU, the welfare of Chna. That suggests carbon motvated regonal trade agreements ncrease welfare for partcpatng countres over conventonal regonal agreements. In Table 4, comparng mpacts on total welfare, n most cases, carbon motvated regonal trade agreements reduce welfare compared to tradtonal regonal trade agreements. In the 6 cases(all except EU-US FTA/ CU),snce these carbon regonal trade agreements have no tarff preferences towards hgh energy ntensve, whch wll reduce the consumpton of such knd of, the negatve consumpton effect s bgger than the postve temperature effect, so the total welfare effect s negatve. In Table 4, we also consder the welfare change of ndvdual countres, and for the ROW. All 8 cases show welfare reductons under a carbon regonal trade agreements compared to tradtonal trade agreements whch means that carbon motvated regonal trade agreements offer more ncentves for the outsders to jon envronmental trade agreements. For Chna, only under a EU-US FTA/CU does Chna s welfare reduce under carbon free trade agreements. For EU, as an outsder the EU faces losses n US-Chna carbon regonal trade agreements compared to tradtonal trade agreements. But when consderng US, there s some change n EU-US FTA/EU cases where the US loses n carbon agreements compared to tradtonal agreements

21 Table 4 Comparng Conventonal CU / FTA Analyss and Carbon Based Regonal Trade Agreement Analyss(bllon $) Carbon FTA/CU Carbon Based Regonal Agreement Analyss : Change n Welfare by Regon (CV) Conventonal Regonal Agreements Analyss : Change n Welfare by Regon (EV) Chna EU US Row Total Chna EU US Row Total EU-US FTA EU-US CU ( 5 % CET) EU-Chna FTA EU-Chna CU( 5 % CET) US-Chna FTA US-Chna CU (5 % CET) EU-US-Chna FTA EU-US-Chna CU ( 5 % CET)

22 In Table 5, we analyze the mpacts of carbon based regonal trade agreements on trade flows and producton. In nearly all eght cases, carbon FTA/CU wll ncrease nsder s mports, except n the case of EU-Chna carbon FTA for Chna, and the EU-US-Chna FTA for Chna. For outsders the results are that carbon FTAs wll ncrease outsder s mports, but a carbon CU (5% CET) wll reduce outsder s mports. Table 5 also reports the mpacts on producton n nearly all cases. Chna, US, Row ncrease low energy ntensve, producton, and reduce hgh energy ntensve producton, except n an EU-US FTA(Chna producton), a US-Chna CU (Chna,ROW Producton), a EU-Chna FTA(US producton). As for the EU, except for US-Chna a FTA/CU ncreases low energy ntensve producton, and reduces hgh energy ntensve producton. In all other cases,the EU reduces low energy ntensve producton and ncreases hgh energy ntensve producton. That means that hgh emsson countres wll tend to produce more low energy ntensve, and less hgh energy ntensve, no matter whether they are outsders or nsders. For a low emsson country (EU), when t s an outsder, t wll tend to produce more low energy ntensve, and less hgh energy ntensve, and when t s an nsder, vce versa. That means f carbon regonal trade agreements are sgned between hgh emsson countres, t wll be more forceful n reducng carbon emssons

23 Table 5 Impacts of Carbon Based Regonal Trade Agreements on Trade Flows and Producton % Change n Value of Imports Emssons ntensve good % Change n Producton Emssons non ntensve good Chna EU US Row Chna EU US Row Chna EU US Row EU-US FTA % % % % % % % % % % % % EU-US CU ( 5 % CET) % % % % % % % % % % % % EU-Chna FTA % % % % % % % % % % % % EU-Chna CU( 5 % CET) % % % % % % % % % % % % US-Chna FTA % % % % % % % % % % % % US-Chna CU (5 % CET) % % % % % % % % % % % % EU-US-Chna FTA % % % % % % % % % % % % EU-US-Chna CU (5 % CET) % % % % % % % % % % % %

24 In Table 6-1, we report senstvty results for elastctes and other key model parameters for carbon based regonal trade agreements analyss. If we choose the case of a EU-US-Chna carbon FTA, decreasng trade elastctes ncreases the global emssons mpact of the agreement. The outsder ncreases emssons, and for the nsder, Chna emssons ncreases, whle EU and US reduce emssons. Decreasng producton elastctes, all nsders wll reduce emssons, but for outsders, the result s not clear. Reducng extracton elastctes, all regons ncrease emssons. Wth a combned reducton of trade elastctes, producton elastctes and extractons elastctes together, total emssons ncrease, and outsders stll ncrease emssons, and for the nsders, EU and US emssons fall whle the Chna ncreases emssons. In Table 6-2, when consderng welfare nputs, lower trade elastctes wll ncrease all regons welfare mpacts, and a fall n producton elastctes ncreases the welfare of EU,US and ROW and decreases the welfare of the Chna and total welfare. Also a fall n extracton elastctes wll ncrease the welfare of EU, US, Row, and decrease the welfare of the Chna and total welfare. Wth a combned reducton of trade elastctes, producton elastctes and extractons elastctes together, all regons welfare mpacts of trade agreements wll ncrease. Table 6-1 Senstvty of Carbon Based Regonal Trade Agreements Analyss to Elastctes and Other Key Model Parameters (% change based on 2005 data) EU-US-Chna FTA % Change n emssons Chna EU US Row Total 1. Base Case ( Table 3-1) trade elastctes n all regons % % % % % 3 Half trade elastctes n all regons % % % % % 4 Double producton substtuton elastctes n all regons % % % % % 5 Half producton substtuton elastctes n all regons % % % % % 6 Double the extractons elastctes n all regons % % % % % 7 Half the extractons elastctes n all regons % % % % % 8 2,4, and 6 together % % % % % 9 3,5,and 7 together % % % % %

25 Table 6-2 Senstvty of Carbon Based Regonal Trade Agreements Analyss to Elastctes and Other Key Model Parameters (bllon $) EU-US-Chna FTA CV EV Chna EU US Row Total Chna EU US Row Total 1 Base Case ( Table 3-2) trade elastctes n all regons Half trade elastctes n all regons Double producton substtuton elastctes n all regons Half producton substtuton elastctes n all regons Double the extractons elastctes n all regons Half the extractons elastctes n all regons ,4, and 6 together ,5,and 7 together

26 Table 7 Senstvty of Results to Key Parameters n the Envronmental Component of Modelng Structure (bllon $) EU-US-Chna FTA (CV) EU- Chna FTA( CV) Chna EU US Row Total Chna EU US Row Total 1 Base Case ( Table 3-2) 2 Halve damage estmated to calbrate preferences towards temperature change 3 Double damage estmated to calbrate preferences towards temperature change Halve temperature change for BAU scenaro Double temperature change for BAU scenaro

27 Table 7 reports senstvty analyss of key parameters n the envronmental component of the modelng structure. We choose two cases, EU-US-Chna FTA and EU-Chna FTA, both cases show that f we ncrease damage cost estmates, the welfare mpacts wll ncrease. And also f we ncrease temperature change,the welfare mpacts of agreements wll ncrease wth ncreasng temperature change. In Table 8,we analyze the mpacts of carbon based regonal trade agreements on emssons and welfare wth trade penaltes on thrd partes. Results show that ncreasng penaltes on outsders effectvely decreases the emssons of outsders, but ncrease the emsson of nsders, and also ncrease the world total emssons. The EU-US FTA nvolves zero tarff on low emsson, ncreasng domestc producton (and consumpton) of hgh emsson. Imports from Chna of hgh emsson fall, and emssons rse n the EU and the US. Interestngly, there are peaks for the mpled emssons reducton as a functon of external penalty rates, suggestng an optmal external tarff n terms of maxmzng emssons reducton. Table 8 Impacts on Emssons of Carbon Based Regonal Trade Agreements wth Penaltes (bllon $) EU-US FTA % Change n Emssons Chna EU US Row Total 1 FTA wthout penalty % % % % % 2 15% external rate on hgh emsson % % % % % 3 30% external rate on hgh emsson % % % % % 4 50% external rate on hgh emsson % % % % % 5 100% external rate on hgh emsson % % % % % 6 150% external rate on hgh emsson % % % % % 7 200% external rate on hgh emsson % % % % % 8 15% external rate on all % % % % % 9 30% external rate on all % % % % % 10 50% external rate on all % % % % % % external rate on all % % % % % % external rate on all % % % % % % external rate on all % % % % %

28 5. Concludng Remarks We buld on an earler polcy pece by Dong & Whalley(2008) and develop a mult-regon general equlbrum model calbrated to a sngle perod data set reflectng a busness as usual scenaro between 2006 and We use ths to evaluate the mpacts of both carbon motvated free trade agreements and customs unons on trade, emssons and welfare. Our results confrm the wdely held vew that as a mechansm for reducng carbon emssons trade polcy would seem to only offer quanttatvely small and ndrect effects, snce t s economc growth more so than trade and ts composton that seemngly fuels growng emssons. Results from model analyss show that carbon motvated trade arrangements may reduce global carbon emssons. And as conjectured by Dong & Whalley(2008), the effect of such agreements on emssons are relatvely small comparng carbon FTAs and carbon CU, carbon CUs seem more powerful than carbon FTAs n terms of emssons mpacts when outsders have hgher emsson ntenstes than nsders. For welfare analyss, most carbon RTAs are welfare mprovng. When ncludng hgh emsson countres n the agreements, carbon based CUs are more effectve than carbon FTAs. Comparng carbon RTAs to tradtonal RTAs, snce carbon RTAs do not elmnate tarffs on hgh emsson, the negatve consumpton effect s bgger than the postve temperature effects, so the total welfare effect s negatve. Carbon RTAs also gve a much bgger ncentve than tradtonal RTAs for the outsder to jon agreements. In most cases, carbon based RTAs wll ncrease nsder s mports, For outsders, the mpacts on mports are unclear: carbon based RTAs wll ncrease the producton of low energy ntensve, and reduce the producton of hgh energy ntensve ; Fnally even wth trade penaltes on thrd partes there are stll not large effects n terms of carbon emssons reductons As the global debate on a new Post 2012 clmate change regme moves forward to the 2009 Copenhagen UNFCCC negotaton, trade and clmate ssues wll lkely lnk promnently. These results seemngly support the general argument that as a way of addressng clmate change, trade polcy has only small mpacts

29 References Bhattacharyya, S.C.(1996) Appled General Equlbrum Models for Energy Studes: A Survey, Energy Economcs,Vol18 (1996),pp Ca,Y,Z, R.Rezman and J. Whalley(2009) Internatonal Trade and the Negotablty of Global Clmate Change Agreements, NBER Workng Paper No.14711, Issued n Feb Chatham House (2007) Changng Clmates: Interdependences on Energy and Clmate Securty for Chna and Europe, Antony Froggatt, Bernce Lee, Chatham House Report. Cooke,R.(2007) The elastcty of ol producton and consumpton, Energy Bulletn, Archved Mar Dong,Y. & J. Whalley (2008) Carbon, Trade Polcy, and Carbon Free Trade Areas, NBER Workng Paper No.14431, Issued n October Hertel, T., R. McDougall, B.Narayanan and A.H. Aguar(2009) GTAP 7 Data Base Documentaton - Chapter 14: Behavoral Parameters, access at Jomn, P., J.F. Zetsch, R. McDougall, A. Welsh, S. Brown, J.Hambley and J. Kelly(1991) SALTER: A General Equlbrum Model of the World Economy, Vol. 1. Model Structure, Data Base, and Parameters. Canberra, Australa: Industry Commsson. Kemfert,C.(1998) Estmated Substtuton Elastctes of a Nested CES Producton Functon Approach for Germany. Energy Economcs 20 3, pp Kemp M. and H. Wan (1976) An Elementary Proposton Concernng the Formaton of Customs Unons. Journal of Internatonal Economcs 6,pp Lpsey,R.G. & Kelvn Lancaster(1956) The General Theory of Second Best, The Revew of Economc Studes, Vol. 24, No. 1. ( ), pp Lpsey, R. G. (1957) The Theory of Customs Unons: Trade Dverson and Welfare, Economca 24, pp Lpsey, R. G. (1970), The Theory of Customs Unons: A General Equlbrum Analyss. London: Wedenfeld and Ncholson. Lu, J., Y. Surry, B. Dmaranan and T. Hertel(1998) CDE Calbraton, Chapter 21 n Robert McDougall, Azz Elbehr, and Truong P. Truong. Global Trade, Assstance and Protecton: The GTAP 4 Data Base, Center for Global Trade Analyss, Purdue Unversty, West Lafayette, Indana

30 Lockwood B. & J. Whalley (2008) Carbon Motvated Border Tax Adjustments: Old Wne n Green Bottles? NBER Workng Paper No , Issued n May Manne, A. S. and R. G. Rchels(1999) The Kyoto Protocol: A Cost-Effectve Strategy for Meetng Envronmental Objectves? n The Costs of the Kyoto Protocol: A Mult-Model Evaluaton, John Weyant (ed.), Specal Issue of The Energy Journal. Meade, J.E.(1955) The Theory of Customs Unons. North Holland, Amsterdam. Mendelsohn, Robert, O.(2006) A Crtque of the Stern Report, Regulaton.(Wnter ), pp OECD(1993) GREEN: The Techncal Reference Manual, Economcs Department, OECD Pars, October, Rezman, R. (1979), A 3x3 Model of Customs Unons. Journal of Internatonal Economcs 9,pp Stern,N. (2006) Stern Revew on the Economcs of Clmate Change. (Cambrdge Unv Press, Cambrdge, UK). Vner J. (1950) The Customs Unon Issue, New York: Carnege Endowment for Internatonal Peace. Walsh, S. & J. Whalley (2008) The Global Negotatng Framework for Clmate Change Mtgaton, paper prepared at CESfo conference n Vence July 2008 on European Global Envronmental Negotatons. Wng, I. S.(2004) Computable General Equlbrum Models and Ther Use n Economy-Wde Polcy Analyss, MIT Techncal Note No. 6, September

Numerical General Equilibrium Analysis of China s. Impacts from Possible Mega Trade Deals

Numerical General Equilibrium Analysis of China s. Impacts from Possible Mega Trade Deals Numercal General Equlbrum Analyss of Chna s Impacts from Possble Mega Trade Deals Chundng L a, b, c a Insttute of World Economcs and Poltcs, Chnese Academy of Socal Scences; b Department of Economcs, Western

More information

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

Addendum to: Importing Skill-Biased Technology

Addendum to: Importing Skill-Biased Technology Addendum to: Importng Skll-Based Technology Arel Bursten UCLA and NBER Javer Cravno UCLA August 202 Jonathan Vogel Columba and NBER Abstract Ths Addendum derves the results dscussed n secton 3.3 of our

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

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

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

Industry export competitiveness and optimal quantitative strategies for international emissions trading

Industry export competitiveness and optimal quantitative strategies for international emissions trading Envronmental Economcs, Volume 5, Issue 4, 04 Tsung-Chen Lee (Tawan) Industry export compettveness and optmal quanttatve strateges for nternatonal emssons tradng Abstract Ths paper analyzes how quanttatve

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

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

Asia-Pacific Research and Training Network on Trade. Working Paper Series, No. 81, July 2010. Truong P. Truong

Asia-Pacific Research and Training Network on Trade. Working Paper Series, No. 81, July 2010. Truong P. Truong Asa-Pacfc Research and Tranng Network on Trade Workng Paper Seres, No. 8, July 00 Revew of Analytcal Tools for Assessng Trade and Clmate Change Lnkages By Truong P. Truong Truong P. Truong s Honorary Professor

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

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions Internatonal Journal of u-and e-servce, Scence and Technology Vol.7, No.4 (04), pp.3-4 http://dx.do.org/0.457/junnesst.04.7.4. The Prcng Strategy of the Manufacturer wth Dual Channel under Multple Compettons

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

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

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

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

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

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

Pricing Model of Cloud Computing Service with Partial Multihoming

Pricing Model of Cloud Computing Service with Partial Multihoming Prcng Model of Cloud Computng Servce wth Partal Multhomng Zhang Ru 1 Tang Bng-yong 1 1.Glorous Sun School of Busness and Managment Donghua Unversty Shangha 251 Chna E-mal:ru528369@mal.dhu.edu.cn Abstract

More information

FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay *

FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay * Vol. 48, No. 1 (May, 2011), 1-37 FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equlbrum analyss appled to Uruguay * Carmen Estrades ** María Inés Terra ** As n other Latn Amercan countres,

More information

NBER WORKING PAPER SERIES CHINA AND THE TPP: A NUMERICAL SIMULATION ASSESSMENT OF THE EFFECTS INVOLVED. Chunding Li John Whalley

NBER WORKING PAPER SERIES CHINA AND THE TPP: A NUMERICAL SIMULATION ASSESSMENT OF THE EFFECTS INVOLVED. Chunding Li John Whalley NBER WORKING PAPER SERIES CHINA AND THE TPP: A NUMERICAL SIMULATION ASSESSMENT OF THE EFFECTS INVOLVED Chundng L John Whalley Workng Paper 18090 http://www.nber.org/papers/w18090 NATIONAL BUREAU OF ECONOMIC

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

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

SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN

SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN Oscar Bajo Antono Gómez D.T.2005/03 SIMULATING THE EFFECTS OF THE EUROPEAN SINGLE MARKET: A CGE ANALYSIS FOR SPAIN * Oscar

More information

PhD dissertation. A Dynamic General Equilibrium Analysis of Jordan s Trade Liberalisation

PhD dissertation. A Dynamic General Equilibrium Analysis of Jordan s Trade Liberalisation PhD dssertaton A Dynamc General Equlbrum Analyss of Jordan s Trade Lberalsaton Omar Ferabol Eultzstraße 2 09112 Chemntz emal: omar.ferabol@wrtschaft.tu-chemntz.de PhD supervsor: Prof. Dr. Bernd Lucke Referee:

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

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

energies ISSN 1996-1073 www.mdpi.com/journal/energies

energies ISSN 1996-1073 www.mdpi.com/journal/energies Energes 2013, 6, 3444-3465; do:10.3390/en6073444 Artcle OPEN ACCESS energes ISSN 1996-1073 www.mdp.com/journal/energes Comparson and Analyss of Macro Energy Scenaros n Chna and a Decomposton-Based Approach

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

Dynamics of Toursm Demand Models in Japan

Dynamics of Toursm Demand Models in Japan hort-run and ong-run structural nternatonal toursm demand modelng based on Dynamc AID model -An emprcal research n Japan- Atsush KOIKE a, Dasuke YOHINO b a Graduate chool of Engneerng, Kobe Unversty, Kobe,

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

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

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008 Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn

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

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

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence 1 st Internatonal Symposum on Imprecse Probabltes and Ther Applcatons, Ghent, Belgum, 29 June 2 July 1999 How Sets of Coherent Probabltes May Serve as Models for Degrees of Incoherence Mar J. Schervsh

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

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

Winners and Losers in a Free Trade Area between The United States and MERCOSUR

Winners and Losers in a Free Trade Area between The United States and MERCOSUR Wnners and Losers n a Free Trade rea between The Unted States and MERCOSUR Marcel Vallant lvaro Ons Resumen Este documento consdera una eventual zona de lbre comerco entre los EU y el MERCOSUR con el propósto

More information

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households ÖSTERREICHISCHES INSTITUT FÜR WIRTSCHAFTSFORSCHUNG WORKING PAPERS The Impact of Technologcal Change and Lfestyles on the Energy Demand of Households A Combnaton of Aggregate and Indvdual Household Analyss

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

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

An Interest-Oriented Network Evolution Mechanism for Online Communities

An Interest-Oriented Network Evolution Mechanism for Online Communities An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne

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

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

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

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

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

Health Insurance and Household Savings

Health Insurance and Household Savings Health Insurance and Household Savngs Mnchung Hsu Job Market Paper Last Updated: November, 2006 Abstract Recent emprcal studes have documented a puzzlng pattern of household savngs n the U.S.: households

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

How To Understand The Results Of The German Meris Cloud And Water Vapour Product

How To Understand The Results Of The German Meris Cloud And Water Vapour Product Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller

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

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

The Cost of Food Self-Sufficiency and Agricultural Protection in South Korea

The Cost of Food Self-Sufficiency and Agricultural Protection in South Korea The Cost of Food Self-Suffcency and Agrcultural Protecton n South Korea John C. Beghn (Iowa State Unversty) beghn@astate.edu Jean-Chrstophe Bureau (INA P-G and Iowa State Unversty) Sung Joon Park* (Bank

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

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

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

Gravity, Bilateral Agreements, and Trade Diversion in the Americas*

Gravity, Bilateral Agreements, and Trade Diversion in the Americas* Cuadernos de Economía, Vol. 46 (Mayo), pp. 3-31, 2009 Gravty, Blateral Agreements, and Trade Dverson n the Amercas* Raymond Robertson Macalester College Anton Estevadeordal Inter-Amercan Development Bank

More information

Feasibility of Using Discriminate Pricing Schemes for Energy Trading in Smart Grid

Feasibility of Using Discriminate Pricing Schemes for Energy Trading in Smart Grid Feasblty of Usng Dscrmnate Prcng Schemes for Energy Tradng n Smart Grd Wayes Tushar, Chau Yuen, Bo Cha, Davd B. Smth, and H. Vncent Poor Sngapore Unversty of Technology and Desgn, Sngapore 138682. Emal:

More information

IMPACT ANALYSIS OF A CELLULAR PHONE

IMPACT ANALYSIS OF A CELLULAR PHONE 4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng

More information

LIFETIME INCOME OPTIONS

LIFETIME INCOME OPTIONS LIFETIME INCOME OPTIONS May 2011 by: Marca S. Wagner, Esq. The Wagner Law Group A Professonal Corporaton 99 Summer Street, 13 th Floor Boston, MA 02110 Tel: (617) 357-5200 Fax: (617) 357-5250 www.ersa-lawyers.com

More information

Tuition Fee Loan application notes

Tuition Fee Loan application notes Tuton Fee Loan applcaton notes for new part-tme EU students 2012/13 About these notes These notes should be read along wth your Tuton Fee Loan applcaton form. The notes are splt nto three parts: Part 1

More information

Labor Supply. Where we re going:

Labor Supply. Where we re going: Labor Supply Where we re gong: I m gong to spend about 4 lectures talkng about labor supply. Along the way, I m gong to ntroduce some econometrc ssues and tools that we commonly use. Today s lecture and

More information

Waste to Energy System in Shanghai City

Waste to Energy System in Shanghai City Waste to Energy System n Shangha Cty Group of Envronmental Systems, Department of Envronmental Studes M2 46876 Ya-Y Zhang 1. Introducton In the past ffteen years, the economcs of Chna has mantaned contnuously

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

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

A Secure Password-Authenticated Key Agreement Using Smart Cards

A Secure Password-Authenticated Key Agreement Using Smart Cards A Secure Password-Authentcated Key Agreement Usng Smart Cards Ka Chan 1, Wen-Chung Kuo 2 and Jn-Chou Cheng 3 1 Department of Computer and Informaton Scence, R.O.C. Mltary Academy, Kaohsung 83059, Tawan,

More information

Fiscal Impact of Trade Liberalization: The Case of Syria 1

Fiscal Impact of Trade Liberalization: The Case of Syria 1 Fscal Impact of Trade Lberalzaton: The Case of Syra by Bernd Lucke Unversty of Hamburg von-melle-park 5 D-2046 Hamburg Germany emal: lucke@hermes.econ.un-hamburg.de March 200 Research Team: Prof. Dr. Bernd

More information

Abstract. Keywords: Credit constraints, Double-hurdle, hybrid maize, adoption, Malawi

Abstract. Keywords: Credit constraints, Double-hurdle, hybrid maize, adoption, Malawi The Impact of Access to Credt on the Adopton of hybrd maze n Malaw: An Emprcal test of an Agrcultural Household Model under credt market falure Frankln Smtowe 1, Manfred Zeller 2 and Alexander Phr 3 Abstract

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

Trivial lump sum R5.0

Trivial lump sum R5.0 Optons form Once you have flled n ths form, please return t wth your orgnal brth certfcate to: Premer PO Box 2067 Croydon CR90 9ND. Fll n ths form usng BLOCK CAPITALS and black nk. Mark all answers wth

More information

Follow links for Class Use and other Permissions. For more information send email to: permissions@pupress.princeton.edu

Follow links for Class Use and other Permissions. For more information send email to: permissions@pupress.princeton.edu COPYRIGHT NOTICE: Jord Galí: Monetary Polcy, Inflaton, and the Busness Cycle s publshed by Prnceton Unversty Press and copyrghted, 28, by Prnceton Unversty Press. All rghts reserved. No part of ths book

More information

The Second Generation Model: Data, Parameters, and Implementation

The Second Generation Model: Data, Parameters, and Implementation PNNL-15431 The Second Generaton Model: Data, Parameters, and Implementaton Ronald D. Sands 1 Allen A. Fawcett 2 October 2005 Prepared for the Unted States Envronmental Protecton Agency under Contracts

More information

Capacity Reservation for Time-Sensitive Service Providers: An Application in Seaport Management

Capacity Reservation for Time-Sensitive Service Providers: An Application in Seaport Management Capacty Reservaton for Tme-Senstve Servce Provders: An Applcaton n Seaport Management L. Jeff Hong Department of Industral Engneerng and Logstcs Management The Hong Kong Unversty of Scence and Technology

More information

A global view of managing water resources in Tunisia

A global view of managing water resources in Tunisia OCP Polcy Center Conference seres A global vew of managng water resources n Tunsa Jamel Chahed & Mustapha Besbes & Abdelkader Hamdane 11-13 June 2014 Tunsan water resources Average ranfall Pluval water

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

Capacity-building and training

Capacity-building and training 92 Toolkt to Combat Traffckng n Persons Tool 2.14 Capacty-buldng and tranng Overvew Ths tool provdes references to tranng programmes and materals. For more tranng materals, refer also to Tool 9.18. Capacty-buldng

More information

Elements of Advanced International Trade 1

Elements of Advanced International Trade 1 Elements of Advanced Internatonal Trade 1 Treb Allen 2 and Costas Arkolaks 3 January 2015 [New verson: prelmnary] 1 Ths set of notes and the homeworks accomodatng them s a collecton of materal desgned

More information

AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE

AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE AN APPOINTMENT ORDER OUTPATIENT SCHEDULING SYSTEM THAT IMPROVES OUTPATIENT EXPERIENCE Yu-L Huang Industral Engneerng Department New Mexco State Unversty Las Cruces, New Mexco 88003, U.S.A. Abstract Patent

More information

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background:

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background: SPEE Recommended Evaluaton Practce #6 efnton of eclne Curve Parameters Background: The producton hstores of ol and gas wells can be analyzed to estmate reserves and future ol and gas producton rates and

More information

When Network Effect Meets Congestion Effect: Leveraging Social Services for Wireless Services

When Network Effect Meets Congestion Effect: Leveraging Social Services for Wireless Services When Network Effect Meets Congeston Effect: Leveragng Socal Servces for Wreless Servces aowen Gong School of Electrcal, Computer and Energy Engeerng Arzona State Unversty Tempe, AZ 8587, USA xgong9@asuedu

More information

DISCUSSION PAPER. Is There a Rationale for Output-Based Rebating of Environmental Levies? Alain L. Bernard, Carolyn Fischer, and Alan Fox

DISCUSSION PAPER. Is There a Rationale for Output-Based Rebating of Environmental Levies? Alain L. Bernard, Carolyn Fischer, and Alan Fox DISCUSSION PAPER October 00; revsed October 006 RFF DP 0-3 REV Is There a Ratonale for Output-Based Rebatng of Envronmental Leves? Alan L. Bernard, Carolyn Fscher, and Alan Fox 66 P St. NW Washngton, DC

More information

Credit Limit Optimization (CLO) for Credit Cards

Credit Limit Optimization (CLO) for Credit Cards Credt Lmt Optmzaton (CLO) for Credt Cards Vay S. Desa CSCC IX, Ednburgh September 8, 2005 Copyrght 2003, SAS Insttute Inc. All rghts reserved. SAS Propretary Agenda Background Tradtonal approaches to credt

More information

Modelling the World Oil Market Assessment of a Quarterly Econometric Model

Modelling the World Oil Market Assessment of a Quarterly Econometric Model Modellng the World Ol Market Assessment of a Quarterly Econometrc Model Stéphane Dées a1, Pavlos Karadeloglou a, Robert Kaufmann b, Marcelo Sánchez a a European Central Bank b CEES, Boston Unversty May

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

Activity Scheduling for Cost-Time Investment Optimization in Project Management

Activity Scheduling for Cost-Time Investment Optimization in Project Management PROJECT MANAGEMENT 4 th Internatonal Conference on Industral Engneerng and Industral Management XIV Congreso de Ingenería de Organzacón Donosta- San Sebastán, September 8 th -10 th 010 Actvty Schedulng

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

Growth and Poverty Reduction in

Growth and Poverty Reduction in The Trade-Off Among Carbon Emssons, Economc Growth and Poverty Reducton n Inda VIJAY PRAKASH OJHA Rajv Gandh Insttute for Contemporary Studes (RGICS) New Delh, Inda August 2005 South Asan Network for Development

More information

Implications of WTO Tariff Reductions for EU and US Dairy Policy

Implications of WTO Tariff Reductions for EU and US Dairy Policy Workng Paper Implcatons of WTO Tarff Reductons for EU and US Dary Polcy Mrana Pac Davd Blandford Kenneth Baley March 2009 IATRC Workng Paper #09-1 Internatonal Agrcultural Trade Research Consortum Implcatons

More information

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression

A Novel Methodology of Working Capital Management for Large. Public Constructions by Using Fuzzy S-curve Regression Novel Methodology of Workng Captal Management for Large Publc Constructons by Usng Fuzzy S-curve Regresson Cheng-Wu Chen, Morrs H. L. Wang and Tng-Ya Hseh Department of Cvl Engneerng, Natonal Central Unversty,

More information

Quantity-setting Oligopolies in Complementary Input Markets - the Case of Iron Ore and Coking Coal

Quantity-setting Oligopolies in Complementary Input Markets - the Case of Iron Ore and Coking Coal Quantty-settng Olgopoles n Complementary Input Markets - the Case of Iron Ore and Cokng Coal AUTHORS Harald Heckng Tmo Panke EWI Workng Paper No. 14/06 February 2014 Insttute of Energy Economcs at the

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

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

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

Extending Probabilistic Dynamic Epistemic Logic

Extending Probabilistic Dynamic Epistemic Logic Extendng Probablstc Dynamc Epstemc Logc Joshua Sack May 29, 2008 Probablty Space Defnton A probablty space s a tuple (S, A, µ), where 1 S s a set called the sample space. 2 A P(S) s a σ-algebra: a set

More information

Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System

Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System Determnng the Market Potental of Lvestock and Poultry n the Phlppnes: An Applcaton of the Almost Ideal Demand System Apolnares, R.J.V., Dgal, L.N., and J.M.P. Sarmento ABSTRACT Estmatng demand especally

More information

The Effects of Increasing Openness and Integration to the MERCOSUR on the Uruguayan Labour Market: A CGE Modeling Analysis 1.

The Effects of Increasing Openness and Integration to the MERCOSUR on the Uruguayan Labour Market: A CGE Modeling Analysis 1. The Effects of Increasng Openness and Integraton to the MERCOSUR on the Uruguayan Labour Market: A CGE Modelng Analyss 1. María Inés Terra 2, Marsa Buchel 2, Slva Laens 3, Carmen Estrades 2 November 2005

More information

Ring structure of splines on triangulations

Ring structure of splines on triangulations www.oeaw.ac.at Rng structure of splnes on trangulatons N. Vllamzar RICAM-Report 2014-48 www.rcam.oeaw.ac.at RING STRUCTURE OF SPLINES ON TRIANGULATIONS NELLY VILLAMIZAR Introducton For a trangulated regon

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

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application Internatonal Journal of mart Grd and lean Energy Performance Analyss of Energy onsumpton of martphone Runnng Moble Hotspot Applcaton Yun on hung a chool of Electronc Engneerng, oongsl Unversty, 511 angdo-dong,

More information