Optimal Devaluations

Size: px
Start display at page:

Download "Optimal Devaluations"

Transcription

1 USC FBE MACROECONOMICS AND INTERNATIONAL FINANCE WORKSHOP preened by Juan Pablo Nicolini FRIDAY, Feb. 24, :30 pm 5:00 pm, Room: HOH-601K Opimal Devaluaion Conanino Hevia Univeriy of Chicago Juan Pablo Nicolini Univeridad Di Tella February 2005 Abrac We analyze opimal fical, moneary and exchange rae policy in a imple mall open econonomy model wih price eing fricion. We perform our analyi in he radiion of opimal dynamic Ramey problem. We characerize opimal allocaion and he governmen policie ha implemen he opimal allocaion. INTRODUCTION The purpoe of hi paper i o provide a heoreical framework o characerize opimal fical, moneary and exchange rae policy in a mall open economy model wih varying degree of price eing rericion. The conribuion of hi paper i o carry on he analyi following he dynamic Ramey lieraure. Thu, he mapping from policie o allocaion i derived from a fully ariculaed dynamic general equilibrium moneary model wih axe. An imporan conequence of hi approach i ha we can joinly udy opimal fical and moneary policy. In addiion, he explici inroducion of preference provide a naural welfare crieria o evaluae policie. PRELIMINARY AND INCOMPLETE 1

2 We conider a model in which a fracion of firm i rericed o e price one period in advance and characerize he opimal cyclical properie of he Ramey oluion. For hi economy, we fir exend reul derived in Correia, Nicolini and Tele (2001a) and how ha he e of implemenable allocaion i independen of he price eing rericion. Thu, he opimal allocaion under icky price i he ame a he opimal allocaion under flexible price. We hen how ha he cyclical properie of opimal hor run moneary policy depend on he naure of he hock driving he cycle. In ummary, if he boom i caued by a hock o he echnology of final good (non-radable), opimal moneary policy mu be procyclical and a devaluaion mu follow; if i i driven by a echnology hock o inermediae good (radeable), opimal moneary policy i counercyclical and he exchange rae mu decreae. Finally, if he boom i induced by an inernaional erm of rade hock, opimal moneary policy i procyclical and he exchange rae depend on he ource of he erm of rade hock: if i i driven by a decreae in he price of imporable, heexchangeraemuberevalued,whileifiidrivenbyanincreaeinhepriceof exporable, he exchange rae mu be devalued. Anoher remarkable reul i ha neiher he opimal allocaion nor he policy ha implemen i depend on he degree of price ickine. There i an exenive lieraure ha udie opimal moneary and exchange rae policie and characerize i in erm of i cyclical properie. Obviouly, hee properie do depend on he mapping from policie o allocaion ha i derived form he paricular model ued and on he welfare crierion ued. Mo of he lieraure ha ued reduced form model no explicily derived from preference and echnologie. Our reul differ form mo of he lieraure, omeime becaue of he paricular model we ue, omeime becaue of he welfare crieria ued. The model we analyze i very imple. A uch, i ha a lea wo weaknee we wan o dicu. Fir, a mo of he modern lieraure, we impoe ad-hoc reric- 2

3 ion on he price eing proce, inead of modelling he price eing deciion and deriving he opimal price eing rule. Thu, we ake a a fundamenal parameer he fracion of firm ha can adju price wihin he period. Therefore, he model i ubjec o he Luca criique, and hi raie doub of i uefulne for policy analyi. We do no view hi a a ignifican problem, ince we how ha boh he opimal allocaion and he opimal policy are independen of ha aumed fundamenal parameer. Thu, poenial change in he parameer due o change in policy will no aler our concluion regarding opimal policy. Second, a model a imple a hi one i no able o replicae he evidence of open economie, paricularly a he buine cycle frequency we will be focuing on. Why performing opimal policy exercie in model ha are no able o mach he daa?. Thi i indeed a eriou horcoming, bu here doe no eem o be obviouly beer choice available. We wen ahead wih he analyi, depie hi iue, for wo reaon: fir, we hope ha he inuiion we unravel here will prove ueful o underand he working of moneary and fical policy in model ha can replicae oberved paern for aggregae variable a buine cycle frequencie, if hee do exhibi price ickine. Second, we wan o explore he implicaion of price eing rericion for he conduc of opimal fical and moneary policy in open economie, above and beyond he empirical relevance of hi rericion in explaining real ime dynamic. Since many ime policy advice i offered baed on he alleged working of model wih icky price, clarifying he way hee model work wa, for u, a naural queion o raie. The characerizaion of opimal moneary and exchange rae policie i an old ime queion. There alo eem o be a cerain conenu wih repec o he way he nominal exchange rae ough o be managed given hock uch a governmen pending, real exchange rae or produciviy hock. On he oher hand, hee queion have only very recenly ared being addreed in general equilibrium dynamic mod- 3

4 el. The policy implicaion derived form he model we analyze are a odd wih he convenional widom many ime. In addiion, ome of hoe policy implicaion do no appear robu o mall change in he environmen. Our fir, very imple approximaion ugge ha general equilibrium economic doe no eem o uppor he convenional widom in all dimenion. THE MODEL We conider a mall-open moneary economy model wih icky price populaed by a repreenaive houehold which derive uiliy from a non-radeable final good and leiure. There i a coninuum of producer of non-radeable inermediae good indexed by i [0, 1], which are ued in he producion of he final good, and firm ha produce a radeable inpu. Each firm i in he non-radeable inermediae ecor i monopoliic compeiive and we aume ha a fracion α [0, 1] of hem i exogenouly conrained o e price in period condiional on he informaion available a mo up o period 1 (i.e. hey e price one period in advance). The re of he firmbehavecompeiively. Time i dicree and denoe he ae of he economy in period, whichbelong o a finie e of even S. =( 0, 1,..., ) i he hiory of even up o and including period andwedenoebyπ ( ) he probabiliy a of period 0 of he hiory condiional on a given iniial even 0. Noe ha hi formulaion allow for arbirary ochaic procee. The governmen iue a complee e of one period nominal bond coningen on he hiorie +1. Specifically, a bond indexed by he hiory +1 pay one uni of domeic currency condiional on +1 and zero oherwie, which co Q ( +1 ) uni of domeic currency. We denoe by Q ( τ ) hepriceofoneuniofdomeiccurrency in τ in uni of currency a,whereq( τ ) Q ( τ τ 1 ) Q ( τ 1 τ 2 )...Q ( +1 ). We alo aume ha here i an inernaional credi marke where one period ae 4

5 coningen ecuriie denominaed and priced in foreign currency are raded a a price Q ( +1 ). An analogou definiion for Q ( τ ) hold. Throughou he paper a upercrip i ued o denoe any foreign variable. The commodiie in hi economy are a non-radeable finalgood,labor,aconinuum of non-radeable inermediae good and wo radeable inermediae inpu. The domeic economy i able o produce only one of he radeable inpu and he oher mu be necearily impored. Even hough boh inpu can be impored from abroad, o avoid confuion le u agree o call he former he home inpu and he laer he foreign inpu. Each commodiy a period i indexed by he parial hiory,ohecommodiy pace i he e of coningen equence whoe h componen i a funcion of. A i uually aumed in he opimal axaion lieraure, he governmen ha o finance an exogenou equence of expendiure g ( ) which doe no generae uiliy o he houehold. The e of policy inrumen alo belong o he pace of pace of coningen equence. Moneary policy coni of rule for he ock of money M ( ) and he nominal exchange rae beween domeic and foreign currency ε ( ). Fical policy coni of linear ax rae on labor τ n ( ), axe on dividend τ d ( ) and linear axe on he receip from foreign ecuriie τ ( ). The inroducion of axe on foreign ecuriie i ueful for wo reaon: fir, i roughly capure he idea of axing inernaional capial flow and econd, hey urn ou o be imporan for he implemenaion of he Ramey allocaion (laer on we dicu he conequence of eliminaing hoe axe). Moreover, ince axaion of dividend i equivalen o lump-um axe, any opimal policy will have τ d ( 1 )=1. To make he problem inereing, we aume ha he proceed from he dividend axe are no enough o 1 Taxing dividend more han 100% i no feaible ince we aume ha firm can produce zero in he period where τ d ( ) > 1 (or e an infinie price) and we focu in equilibria where all good are produced. 5

6 finance he equence of governmen conumpion g ( ) and hence, he governmen mu ue diorionary inrumen o finance he remaining par of i expendiure. A governmen policy i defined a Ω {M,ε,τ n,τ }, where we ue he compac noaion x o denoe he coningen equence {x ( )} for any variable x. Preference are decribed by he expeced uiliy funcion: X X β u c,n π (1) =0 where 0 <β<1, c ( ) and n ( ) are conumpion and labor a repecively. We inroduce a cah-in-advance conrain for purchae of he final good c ( ): of he oal value of final good raded, we aume, a in Ireland (1996), ha a ochaic fracion 1/v ( ) of i ha o be paid wih currency and he remaining fracion can be acquired wih credi o be cleared a he beginning of he nex period. We follow he iming ued in Luca (1984) where each ime period i divided ino wo nonoverlapping rading eion. Specifically, a he beginning of period every agen oberve he curren ae and he governmen announce he amoun of money ha will be inroduced ino he economy or wihdrawn from i during he curren period. The fir eion coni of rading in ecuriie. A he beginning of he eion all previou deb and rade credi are honored and firm diribue he previou period dividend, if any. The ecuriie ha are raded aferward include: domeic and inernaional one period nominal ae coningen bond, domeic currency and hare in he non-radeable inermediae good firm dividend. In he econd rading eion, exchange of good, inpu and producion aciviie are carried ou. The houehold pli ino a worker-hopper pair. The worker ell labor o he firm and he hopper acquire he houehold planned conumpion for he curren period, paying a fracion 1/v ( ) wih he currency acquired in he previou rading eion and he remaining par i purchaed in exchange for claim o be honored in he ecuriie marke eion of he following period. Worker and oher 6

7 eller of inermediae good iue rade credi which are alo eled a omorrow ecuriie rading eion. Finally, we aume ha he marke for foreign currency i open during he whole period. The cah in advance conrain faced by he houehold i P ( ) c ( ) v ( ) M (2) where P ( ) i he price of he final good in period. The ubindex in he price level i no redundan, ince ome firm e price condiional on he informaion available a period 1. We inerpre v ( ) a a velociy hock. Since boh he e of domeic bond and he e of foreign bond pan he e of ae S, we aume, wihou lo of generaliy, ha houehold only hold domeic bond. A he beginning of he period, afer all deb and rade credi are honored and houehold oberve he curren ae, he ecuriie rading eion open and houehold chooe currency M ( ) and one period domeic bond B ( +1 ),ubjec o he wealh conrain M + X B +1 Q +1, W, (3) +1 where W ( ) i he amoun of nominal wealh afer deb and rade credi are honored. 2 Nominal wealh evolve according o W +1 = M + B +1 + W n 1 τ n P c. (4) The houehold problem i o maximize (1), by choice of c ( ), n ( ), M ( ) and B ( +1 ) ubjec o (2), (3), (4) and an arbirarily large negaive lower bound for B ( +1 ) /P ( ). The fir order condiion for he houehold can be ummarized in 2 Since we have aumed ha here i full axaion of dividend, we can diregard rade in he inermediae good firm hare. 7

8 he following equaion u n ( ) u c ( ) = W ( ) (1 τ n ( )) v ( ) P ( ) (R ( ) 1+v ( )) (5) βu c ( +1 ) π ( +1 ) u c ( ) = P +1 ( +1 ) P ( ) Q ( +1 ) R ( ) v ( ) R ( +1 ) 1+v ( +1 ) R ( +1 ) v ( +1 ) R ( ) 1+v ( ) (6) and he cah-in-advance conrain (2), where u c ( ) and u n ( ) denoe he marginal uiliy of conumpion and labor in period, hiory,andwherer( ) h P i 1 Q +1 (+1 ) i he nominal inere rae beween period and +1. Final good a period are produced from he coninuum of non-radeable inermediae good wih he conan reurn o cale echnology y Z 1 = y θ θ 1 θ 1 i, θ ; θ>1 (7) 0 where y ( ) denoe he final good, y (i, ) he inermediae inpu of variey i and θ i he elaiciy of ubiuion beween inermediae good. Since inermediae good producer are monopoliic compeiive firm, exience of an equilibrium require θ>1. Final good producer chooe inpu y (i, ) and oupu y ( ) o maximize P y Z 1 0 p i, y i, di ubjec o he producion funcion (7), where p (i, ) denoe he price of he inermediae good of ype i in period. Thi problem give he demand funcion y d i, P ( θ ) = y. (8) p (i, ) The zero profi condiion deermine he equilibrium price P ( ) a he following funcion of p (i, ): P Z 1 = p i, 1 θ di 0 8 1/(1 θ)

9 Theechnologyoproduceheinermediaegoodi [0, 1] i he conan reurn o cale producion funcion y i, = F n y i,,x i,,h i,,z y (9) where n y (i, ) i labor, x (i, ) denoe he home inpu, h (i, ) he foreign inpu and z y ( ) i an aggregae produciviy hock common acro varieie i [0, 1] aifying F/ z y > 0. The inroducion of he wo ype of radeable inermediae good i done in order o analyze how he opimal policy repond o erm of rade hock defined a d ( ) p x ( ) /p h ( ) where p x ( ) and p h ( ) denoe he price in foreign currency of he home-produced radeable inermediae good and foreign inermediae good repecively. To deermine a nominal exchange rae, we aume ha all inernaional exchange of good are carried ou in foreign currency. The domeic price in local currency of each radeable good are denoed by p x ( ) and p h ( ) repecively. We find i convenien o idealize he exience of inermediarie carrying ou all he inernaional exchange of radeable inermediae good. The aumpion ha hoe inermediarie demand foreign currency o impor good, or receive foreign currency when hey ell expor abroad doe no have oher effec han deermining a nominal exchange rae. Since he inermediary aciviy coni mainly of ranporing he inermediae inpu from he dock o he firm or vicevera, abence of arbirage opporuniie implie he purchaing power pariy (PPP) condiion p x = ε p x (10) p h = ε p h. Oupu of he home-produced radeable inermediae good i given by he linear producion funcion X = z x n x 9

10 where z x ( ) i a echnology hock and n x ( ) i labor. Compeiive pricing enure ha he value of he marginal produc equal he nominal wage rae, W ( ), p x z x = W. (11) Inwhafollow,iiconvenienocharacerizeheunicoofproducionofany non-radeable inermediae good firm i. Thi co minimizaion problem i given by min Wn y + p x x + p h h n y,x,h ubjec o F (n y,x,h,z y )=1. Since he echnology i conan reurn o cale, he uni co funcion i increaing, homogeneou of degree one and concave in he inpu price, and decreaing in z y. The homogeneiy of degree one of he uni co funcion implie ha i can be wrien a Wϕ µ px W, p x p h,z y W p x However, uing he equilibrium condiion (11) and ha he PPP condiion (10) imply p x ( ) /p h ( )=p x ( ) /p h ( )=d ( ), he uni co funcion become W φ z x,z y,d where φ ( ), defined a µ φ (z x,z y,d ) ϕ 1, 1 1, z x z x d,z y, depend only on he exogenou hock and aifie φ/ z x < 0, φ/ z y < 0, φ/ d < 0 and (z x φ) / z x > 0. We will find i convenien o ue he horer noaion φ ( ) inead of φ (z x ( ),z y ( ),d ( )). Moreover, he conan reurn o cale aumpion implie ha he inpu raio are he ame acro all non-radeable inermediae good firm, hu for all i [0, 1] x (i, ) n y (i, ) = κ x and h (i, ) n y (i, ) = κ h. (12) 10

11 I follow, hen, ha where y i, = n y i, F, (13) F F 1,κ x,κ h,z y iheameforallypei [0, 1]. The indury rucure in he non-radeable inermediae good ecor i monopoliic compeiion a in Dixi and Sigliz (1977). A menioned above, we inroduce price ickine by auming ha he firm in he inerval i [0,α] are conrained o e price a period condiional on he informaion available up o period 1. Equivalenly, we can hink of hoe firm, called icky firm, a eing price one period in advance. The remaining fracion of firm, called flexible firm, i allowed o e price a condiional on all he informaion available a ha period. We now conider he problem of he inermediae good firm. Sricly peaking, full axaion of dividend imply ha he pricing and producion deciion of he firm are indeerminae. We find i convenien, inead, o hink of each firm maximizing aferax dividend for τ d j < 1, and hen conidering he limiing economy a lim j τ d j =1 for all. Flexible firm face he aic opimizaion problem of maximizing nominal dividend max p i, W φ y d i, p (i, ) ubjec o he demand funcion (8). The opimal pricing rule deermine he price a a conan mark-up over he marginal co, p fl p i, = θ θ 1 W φ for i (α, 1]. (14) Sicky firm e price a period condiional on informaion available up o period 1. Sincep (i, 1 ) doe no depend on he new informaion available a period, i could be he cae ha along he equence τ d j < 1 for ome j, hefirm run negaive 11

12 dividend if forced o aify all he demand, o i will be opimal o produce zero. On he oher hand, if he price i higher han he marginal co, demand deermine producion. For any finie price p (i, 1 ), here will be poiive demand of ha variey, hence exience of equilibrium wih finie price require poiive producion of each ype. Throughou we aume ha hock are ufficienly mall o ha icky firm produce poiive quaniie. A icky price firm chooe he period price condiional on informaion a 1. I problem i max p (i, 1 ) X Q 1 p i, 1 W φ y d i, where y d (i, )=p (i, 1 ) θ P ( ) θ y ( ). The pricing rule i p 1 p i, 1 = θ X ψ W φ (15) θ 1 where ψ Q ( 1 ) P θ ( ) y ( ) P Q ( 1 ) P θ ( ) y ( ) Inead of eing a conan mark-up over he marginal co a he flexible firm do, icky firm e a conan mark-up over a weighed average of he marginal co acro all ae. We now decribe he aggregae conrain of he economy wih he re of he world. The rade balance meaured in uni of he home-produced inermediae good i defined a TB = X Z 1 0 x i, di p h ( ) p x ( ) Z 1 0 h i, di, (16) where X ( ) R 1 x (i, 0 ) di areheneexporofhehomeproducedinermediae good and p h( ) R 1 h (i, p x ( ) 0 ) di denoe he impor of foreign inermediae inpu meaured in uni of he home-produced inermediae good. 12

13 The equaion ha deermine he evoluion of he counry ne foreign ae a period, in foreign currency, i given by X B +1 Q +1 = B + p x TB +1 where B ( ) denoe he ne holding of foreign ecuriie of he economy a a whole. Solving he previou equaion aring from period 0 forward and focuing on bounded real allocaion, we obain he economy foreign ecor feaibiliy conrain, 0=B 0 + X X =0 p x TB Q 0 where B 0 i he iniial holding of foreign ae. Auming ha foreign ecuriie are priced by rik neural inveor we obain Q +1 = β p x ( ) p x ( +1 ) π +1 where i wa aumed ha foreign inveor have he ame dicoun facor β a domeic houehold. Thu, he foreign ecor conrain become X X β TB =0 π = B 0 p 0 (17) Abence of arbirage opporuniie beween domeic and foreign bond imply Q +1 = Q ( +1 ) ε ( ) (1 τ ( +1 )) ε ( +1 ). (18) Final good marke-clearing i given by c + g = y (19) and marke clearing in he labor marke require n = n x + 13 Z 1 0 n y i, di. (20)

14 An allocaion ℵ and a price yem P are coningen equence ℵ = {c, n, M, B, B, n x, n y (i), x (i), h (i), X, y d (i)} and P = {Q, Q, p x, p m, p (i), W } for i [0, 1]. Given a governmen policy Ω, an allocaion ℵ and a price yem P are an equilibrium if (i) houehold olve heir uiliy maximizaion problem; (ii) hepriceofhehome inpu aifie he compeiive pricing equaion (11); (iii) final good producer olve heir maximizaion problem; (iv) inermediae good producer ac opimally, ha i, (12) hold for all i [0, 1] and hey follow he pricing rule (14) if i (α, 1] and (15) if i [0,α]; (v) he final good and inpu marke clearing condiion (19), (20) are aified; (vi) he economy-wide feaibiliy conrain (17) hold; and (vii) he no-arbirage condiion (18) and (10) hold. 3 EQUILIBRIUM ALLOCATIONS: NECESSARY CONDITIONS An allocaion rule ℵ (Ω) i he equilibrium mapping from he e of policie Ω ino allocaion (which of coure, can be empy). The Ramey problem coni chooing a policy Ω uch ha he reuling allocaion rule ℵ (Ω) maximize he houehold uiliy among he e of equilibrium allocaion induced by he policy Ω. Theraegy we follow below coni in deriving a e of neceary condiion ha an equilibrium allocaion ℵ (Ω) ha o aify. We hen proceed o maximize he uiliy of he houehold ubjec o he e of allocaion derived from he neceary condiion. Since hoe condiion need no be ufficien for an equilibrium, he obained allocaion olve a relaxed problem ha may no be implemenable a an equilibrium. We hen how ha he allocaion i an equilibrium in our environmen and hence, i i indeed he opimal Ramey allocaion. For he re of he paper, we aume ha B 0 =0 and B0 =0, o ha here i no iniial wealh o ax. 3 By Walra Law, he budge conrain of he governmen, implici in he previou equaion, i alo aified. 14

15 The nex propoiion ake derive he neceary condiion ha an equilibrium allocaion ha o aify: Propoiion 1: If an equilibrium exi for a given policy Ω, hen he equilibrium allocaion ℵ (Ω) aifie he following hree condiion: i) Feaibiliy, c + g = F h αn y θ 1 θ +(1 α) n fl y i θ 1 θ θ 1 θ (21) where F ( ) wa defined in (13). ii) Curren accoun uainabiliy, where and iii) X X β TB π =0 (22) =0 TB = z x h n αn y =0 Proof: In he appendix. +(1 α) n fl y F φ i X X β uc c + u n n π =0 (23) Condiion iii) follow from he houehold ineremporal budge conrain and i include he opimizaion problem of all he agen in he economy. Inereingly, noe ha neiher i), ii) nor iii) include he velociy hock v ( ). Thi implie ha he (relaxed) opimal allocaion will be independen of i, in paricular, moneary policy will repond o accommodae any change in v ( ). Correia, Nicolini and Tele (2004) go one ep furher and prove, in a cloed economy verion of hi model, ha in fac, he previou condiion are ufficien o characerize all allocaion ha any planner wih preference increaing in c and decreaing in n would chooe. 15

16 Remark: Uing andard argumen (ee for example, Chari, Chriiano and Kehoe 199X) i can be hown ha wih he available policy inrumen, i), ii) and iii) above are neceary and ufficien condiion for an equilibrium allocaion in a flexible price economy. In oher word, an equilibrium wih flexible price aify hoe condiion and converely, if an allocaion aifie i), ii) and iii) above, hen here are price and governmen policie which implemen ha allocaion a an equilibrium wih flexible price. THE RAMSEY PROBLEM We aume ha here i a commimen echnology hrough which he governmen bind ielf forever o a paricular policy Ω choen a period 0. Alo, he governmen i able o make raional foreca abou fuure acion and price, in paricular, he governmen know he allocaion rule ℵ (Ω) mapping policie o allocaion. The relaxed Ramey problem i o maximize (1), by choice of ª c, n, n x,n y,n fl y, ubjec o he neceary condiion (21), (22) and (23). The fir order condiion of hi problem imply, afer ome algebra, u c 1+λ + λ u cc ( ) c ( ) + λu u c ( nc n = ηz x φ (24) ) u n 1+λ + λ u nn ( ) n ( ) + λu cn c = ηz x (25) u n ( ) n y = n fl y where λ i he Lagrange muliplier on (23) and η i he muliplier on (22). Since n y ( )=n fl y ( )=n y ( ), feaibiliy can be wrien a c + g = n y F. (26) Equaion (24), (25) and (26) ogeher wih conrain (22) and (23) compleely 16

17 characerize he relaxed Ramey allocaion, where he rade balance become TB = z x h n n y F φ i. (27) Specifically, equaion (24) and (25) can be ued o olve for conumpion and labor a a funcion of he muliplier λ and η. Thenwecanue(26)andhelabormarke clearing condiion o olve for n y ( ) and n x ( ) a a funcion of λ and η. A hi poin he allocaion i expreed a a funcion of he muliplier. The preen value conrain (22) and (23) can be ued o find he value for η and λ. Since he e of equilibrium allocaion i included in he e of allocaion ha aify condiion i), ii) and iii) of Propoiion 1, i follow ha if he oucome of he relaxed Ramey problem can be implemened a an equilibrium allocaion, hen i i he opimal allocaion. We hen have, Propoiion 2: The relaxed Ramey allocaion can be implemened a an equilibrium wih icky price and hence i i, indeed, he Ramey allocaion. Proof: Inheappendix. p fl In he opimal allocaion y ( )=y fl ( ), hen i follow from (8) ha p ( 1 )= ( )=P ( ) for all. In oher word, he governmen undoe he price ickine by manipulaing policy inrumen o make he price level fully predicable one period in advance. Thi reul i reminicen o he Diamond and Mirrle (1971) precripion according o which i i no opimal o ax inermediae good. In fac, he differen price of he varieie i [0, 1] due o price ickine i iomorphic o an economy wih flexible price bu in which a ax on he firm i [0,α] i included. Undoing he price ickine i equivalen o eliminaing ha ax rae (ee Correia, Nicolini and Tele (2004) for a furher developmen of hi idea). Noe ha velociy hock v ( ) and he fracion of icky firm α in he economy are irrelevan for he Ramey allocaion. I alo follow from (24), (25), (26) and (27) 17

18 ha he Ramey allocaion c ( ), n x ( ), n y ( ), n ( ) and TB( ) a any only depend on he realizaion of he ochaic procee daed a period,a governmen purchae g ( ), produciviy hock z x ( ) and z y ( ), and he erm of rade hock d ( ) and no on he hiory of realizaion. Furher, governmen expendiure hock do no affec c ( ) nor n ( ). The proof follow direcly from he fac ha c ( ) and n ( ) canbeolvedaafuncionofhe hock z x ( ), z y ( ) and d ( ), and of he wo muliplier λ and η, which do no depend on he paricular realizaion of g ( ). Aume, for example, ha governmen expendiure increae: equaion (26) how ha in order o keep conumpion conan, he amoun of labor allocaed o he producion of final good ha o increae o mee he higher governmen expendiure. Equaion (27) how ha he rade balance decreae. In oher word, he availabiliy of inernaional credi allow he planner o inure all governmen expendiure hock hrough borrowing and lending. Of coure, more finalgoodhaveobeproduced,omorelaboriallocaedohe inermediae good ecor. Hence he rade balance decreae for wo reaon: fir, inermediae good firm demand more radeable inpu of boh ype and econd, a he ame ime he counry reduce he producion of he home inpu o allocae more labor o he producion of inermediae good and hence, o final good.. In wha follow we find i convenien o aume ha uiliy i eparable beween conumpion and labor, u (c, n) =U (c) V (n) where U 0 (c) > 0, U 00 (c) < 0, V 0 (n) > 0 and V 00 (n) > 0. The eparabiliy of conumpion and labor urn ou o be a convenien aumpion. In hi cae he fir order condiion wih repec o c ( ) and n ( ) become U 0 c µ 1+λ 1+ U 00 (c ( )) c ( ) = ηz U 0 (c ( x φ (28) )) V 0 n µ 1+λ 1+ V 00 (n ( )) n ( ) = ηz V 0 (n ( x (29) )) 18

19 We furher aume ha he lef ide of equaion (28) i decreaing in c ( ) and he lef ide of (29) i increaing in n ( ). 4 We now udy how he opimal allocaion change wih he differen hock. Sar wih a poiive hock o he inermediae good echnology z y ( ). I follow from equaion (28) and (29), and he fac ha φ ( ) i decreaing in z y ( ),hac( ) increae and n ( ) remain conan. The exac reallocaion of labor beween ecor and he change in he rade balance i indeerminae. A poiive hock o he erm of rade d ( )=p x ( ) /p h ( ), ha qualiaively he ame effec a a produciviy hock o he final good echnology. Indeed, boh work hrough a reducion in he marginal co of producion in he final good ecor. Apoiivehockohehomeinpuechnologyz x ( ) ha a differen effec. Equaion (28) implie ha n ( ) increae, and given ha z x ( ) φ ( ) i increaing in z x ( ), c ( ) decreae. No only labor i reallocaed from he inermediae good ecor o he radeable inpu ecor bu i i alo opimal o increae aggregae labor a a whole. The rade balance increae for wo reaon: inermediae good firm reduce he demand of radeable inpu and oal producion of he home inpu increae. Inuiively, he hock o he radeable ecor deermine when i i good ime o expor and when i i no. When he counry produciviy in he radeable ecor increae, i i opimal o allocae more labor o i, o reduce labor allocaed o he inermediae good ecor and hence, o reduce conumpion. Furher, ince conumpion and leiure are boh normal, leiure alo decreae. The nex able ummarize he reul. 4 If U 00 (C) C/U 0 (C) and V 00 (N) N/V 0 (N) are roughly conan, hi requiremen i aified. 19

20 c ( ) n ( ) n x ( ) n y ( ) z x ( ) + + z y ( ),d ( ) + =?? g ( ) = = + v ( ) = = = = DECENTRALIZATION We now udy he policy implicaion of he opimal allocaion. Queion uch a under wha circumance flexible exchange rae are uperior o fixed exchange rae or vice-vera follow from our analyi. A we howed in he proof of propoiion 2, here i an indeerminacy in he implemenaion of he Ramey allocaion. In paricular, here i an equilibrium which implemen he Ramey allocaion for any equence of inere rae R ( ). (I i raighforward o eliminae hi indeerminacy: by exending he model o incorporae a cah-credi good eing, a in Luca and Sokey (1983), he indeerminacy diappear.) InourcaeiiconvenienofocuonheequilibriumwhereR ( )=1 (i.e. he Friedman rule), ince i i he only equilibrium where he labor ax rae and he price level of he final good P ( 1 ) doe no depend on he velociy hock v ( ). A he Friedman rule houehold are indifferen abou wha level of money o chooe and he cah-in-advance ceae o bind. We focu on he equilibrium where, in fac, he cah in advance conrain hold a equaliy. In he proof of propoiion 2 we provide he decenralizaion for any equence of inere rae R ( ). Herewewriedownherelevanequaionwhenhegovernmen follow he rule R ( )=1for all. The equaion ha deermine he decenralizaion 20

21 of he Ramey allocaion if α>0 are given by, P 0 ( 1 )=p 0, P +1 = P X 1 β U 0 (c (+1 )) π (+1 ) U 0 (c ( )) +1 (30) M = P ( 1 ) c ( ) (31) v ( ) µ V 0 (n ( )) θ 1 1 τ n U 0 (c ( )) = ( ) (32) θ φ ( ) W = θ 1 θφ ( ) P 1 (33) The decenralizaion of he equilibrium i obained recurively a follow: Given he iniial price P 0 ( 1 )=p 0,hefir equaion i he condiion ha juifie he inere rae R ( )=1and deermine recurively he price of he final good. The cah in advance condiion (31) deermine he money upply a period ha juifie he price P ( 1 ) given he allocaion and he velociy hock. Then (32) pin down he labor ax rae, and (33) deermine he equilibrium wage rae. The price of he home inpu follow from he pricing equaion (11). Finally, he exchange rae and he domeic price of he foreign inpu follow from he PPP condiion (10). Noe ha even hough he final good price i icky, he re of he price (i.e. wage rae, exchange rae and price of inpu) do depend on he curren realizaion of he ae. Given he previou equilibrium price and policie, Q ( +1 ) follow from (6) and he ax on foreign bond i deermined from (18). SincevelociyhockareirrelevaninheRameyallocaion,hegovernmenaccommodae he money upply o eliminae any flucuaion in v ( ), a can be een in equaion (31). Noe, furher, ha he re of he policie and nominal price are alo independen of he velociy hock; in paricular, he exchange rae ε ( ) doe no vary wih v ( ). If we inerpre velociy hock a moneary hock (or LM hock), a in Lahiri and Vegh (2003), he previou reul i conien wih he view ha he exchange rae hould no repond o moneary hock. 21

22 We conider now a poiive hock o he inermediae good echnology z y ( ). The Ramey allocaion precribe increaing conumpion and leing he aggregae amoun of labor conan. Since he final good price P ( 1 ) i given, i follow from (31) ha he ock of money M ( ) increae. Furher, ince φ ( ) decreae wih z y ( ), i follow from (33) ha he nominal wage increae and hence, from (11) and (10)heinpupricep x ( ) and p h ( ) increae and he nominal exchange rae ε ( ) alo increae. Now aume ha here i an increae in he erm of rade d ( )=p x ( ) /p h ( ). The qualiaive effec on he opimal allocaion i, a hown in he previou ecion, idenical o a poiive hock o he final good echnology z y ( ),namely,c ( ) increae and n ( ) remainconan. Ainheprevioucae,heincreaeinc ( ) iaainedhroughanincreaeinheockofmoneym ( ), he nominal wage increae and he domeic price of he home inpu alo increae. The behavior of he exchange rae, however, depend on how he increae in he erm of rade i made: hrough an increae in p x ( ), a decline in p h ( ), or ome oher change uch ha he d ( ) increae. According o he PPP equaion (10) for good x, if he increae in he erm of rade i driven by an increae in p x ( ), he movemen in he exchange rae and he domeic price of he home inpu i indeerminae. If, however, he increae in he erm of rade i driven by a decline in he p h ( ), equaion (10) for he good h and he fac ha p x ( ) increae imply ha ε ( ) mu go up. The domeic price of he foreign inpu could eiher increae or decreae. Finally conider a poiive hock o he home inpu echnology z x ( ).Theoluion o he Ramey problem implie ha aggregae labor increae, and conumpion decreae. Since he price level remain conan, (31) implie ha he governmen wihdraw money from he economy. Since φ ( ) decreae wih z x ( ), (33) implie ha he nominal wage rae increae. Alo, he domeic price of he home inpu 22

23 decreae. To ee hi, noe ha from (33) and (11) we obain P 1 = θ θ 1 p x z x φ, hence, ince z x ( ) φ ( ) increae wih z x ( ), p x ( ) ha o decreae. Furher, from he PPP condiion (10) imply ha boh, he nominal exchange rae ε ( ) and he domeic price of he foreign inpu decline. A can be een from he previou analyi, he exchange rae implied by he opimal allocaion doe change in he preence of he real hock z y, z x, p x and p h. Thi concluion i alo conien wih he radiional view ha he exchange rae hould vary when real hock hi he economy. The following able ummarize he finding of hi ecion. M ( ) ε ( ) τ n ( ) z x ( )? z y ( ),d ( ) + +? g ( ) = = = v ( ) = = 23

24 Appendix Proofofpropoiion1: We now prove ha i), ii) and iii) have o be aified in any equilibrium. Condiion i) follow by uing (7) and (13) ino he neceary condiion (19). Condiion ii) follow from he definiion of equilibrium, and he equaliy for he rade balance follow from (12), (20) and by noing ha he co minimizaion problem of he inermediae good firm implie z x F φ = z x + κ x + κ h ( ) d ( ) We now how ha iii) i neceary. Ue (3) and (4) o obain he houehold ineremporal budge conrain X X Q ( 0 ) P c + M R 1 W 1 τ n n =0 R ( ) =0 Uing he cah in advance conrain (2) a equaliy and rearranging we find X X ½ Q 0= ( 0 ) P c R ( ) 1+v ( ) W 1 τ n n ¾ R ( ) v ( ) =0 Inroducing (5) and (6) ino he previou equaion we obain (23) QED. Proofofpropoiion2: We now prove ha here i an equilibrium which i conien wih he allocaion of he relaxed Ramey problem. Below we find a price yem P and a governmen policy Ω uch ha he propoed allocaion aifie condiion i) o vii) in he definiion of equilibrium. Aume fir ha α>0and pick an arbirary equence R ( ). The relaxed Ramey allocaion implie ha he price level i fully predicable and P ( 1 )=p fl ( 1 )= p ( 1 ).GivenP ( 1 ), equaion (14) deermine he nominal wage W = θ 1 θφ ( ) P 1 (A1) 24

25 hen (11) deermine p x ( ) and he PPP condiion (10) pin down he nominal exchange rae ε ( ) and he price p h ( ). Inroducing (A1) ino (5) we obain he labor ax rae τ n ( ) conien wih he houehold inraemporal condiion. Given any equence of price P ( 1 ) and he arbirary equence R ( ), he houehold condiion (6) can be ued o find he price Q ( +1 ),whicharegivenby Q +1 = βπ (+1 ) u c ( +1 ) R ( +1 ) v ( +1 ) P ( )[R( ) 1+v ( )] P +1 ( +1 )[R( +1 ) 1+v ( +1 )] u c ( ) R ( ) v ( ) (A2) We have he addiional rericion P +1 Q ( +1 )=1/R ( ) hahaobeaified. Summing he previou equaion over all +1 and rearranging we obain u c ( ) v ( ) P ( )[R( ) 1+v ( )] = X βπ ( +1 ) u c ( +1 ) R ( +1 ) v ( +1 ) P +1 ( +1 )[R( +1 ) 1+v ( +1 )] +1 (A3) When α>0, he price a depend on 1, hence he previou equaion can be wrien a P +1 = P 1 R ( ) 1+v ( ) u c ( ) v ( ) X βπ (+1 ) u c (+1 ) R (+1 ) v (+1 ) [R ( +1 ) 1+v ( +1 )] +1 (A4) Given P 0 ( 1 )=p 0, he allocaion and he arbirary equence R ( ), (A4) deermine he whole equence of price P ( 1 ) which juifie he equence R ( ).Furhermore, he price level P ( 1 ) can be juified by eing M ( ) according o M = c ( ) v ( ) P 1 (A5) Given he nominal exchange rae ε ( ) and he price Q ( +1 ) obained above, he arbirage condiion (18) pin down he ax on foreign bond τ ( ). Noe ha by conrucion, flexible and icky price firm will find i opimal o e p ( 1 )=p fl ( 1 )=P ( 1 ). Given c and g, ue (26) o obain n y ( ),he demand for inpu x (i, ) and h (i, ) follow from (12) and n x ( ) follow from he labor marke clearing condiion (20). The holding of domeic bond follow from 25

26 olving he houehold budge conrain a period forward: B = X X Q (j ) Pj j 1 c j + M j R j 1 W j n j 1 τ n j R ( j ) j j= and he holding of foreign bond follow from olving he economy-wide conrain aring from period forward: B = X X j z h x j n j n y j F j φ j i Q j p x j= j Since all he condiion of an equilibrium are aified, he relaxed Ramey allocaion i implemenable and herefore i i, indeed, he opimal allocaion. If α =0(i.e. in a flexible price economy), price need no be fully predicable. Beide he indeerminacy in he nominal inere rae R ( ), here i indeerminacy in he price level, ince any price equence P ( ) aifying (A3) i implemenable a an equilibrium, in paricular he one derived for he cae α>0. An eay way o eliminae he indeerminacy of he nominal inere rae R ( ),i by adding a credi good. The marginal rae of ubiuion beween cah and credi goodpindownheinererae,ahowninlucaandsokey(1983).qed. 26

27 REFERENCES [1] Adao, Bernardino, Iabel Correia and Pedro Tele, 2000, Gap and Triangle, mimeo. [2] Aiyagari S. R. and A. Braun, 1996, Some Exploraion ino Opimal Cyclical Moneary Policy, Working paper 565, Federal Reerve Bank of Minneapoli. [3] Carlrom, C. T. and T. Fuer, 1995, Inere Rae Rule v Money Growh Rule. A Welfare Comparion in a Cah-in-advance Economy, Journal of Moneary Economic. [4] Carlrom C. T. and T. Fuer, 1998, Price Level and Inere Rae Targeing in a model wih Sicky Price, mimeo, Federal Reerve Bank of Cleveland. [5] Chari, V.V., P.J. Kehoe and E. R. McGraan, Sicky Price Model of he Buine Cycle: Can he Conrac Muliplier Solve he Perience Problem?, Economerica, vol 68, n.5. [6] Dixi, Avinah, and J. Sigliz, 1977, Monopoliic Compeiion and Opimum Produc Diveriy., American Economic Review 67, 3 (June), [7] Chriiano, L., M. Eichenbaum and C. L. Evan, 1997, Sicky Price and Limied Paricipaion model of Money: A Comparion, European Economic Review, vol. 41, n. 6, [8] Correia, I., J. Nicolini and P. Tele. Opimal fical and moneary policy: equivalence reul Mimeo (2001). [9] Goodfriend, M., and R. G. King, 1997, The New Neoclaical Synhei and he Role of Moneary Policy, NBER Macroannual. [10] Ireland, P., 1996, The Role of Counercyclical Moneary Policy, Journal of Poliical Economy, vol.104,n.4. 27

28 [11] King, Rober G. and Alexander L. Wolman, 1998, Wha Should he Moneary Auhoriy do When Price are Sicky?, mimeo, Univeriy of Virginia. [12] Lahiri, A., R. Singh and C. Vegh, 2004, "Segmened Ae Marke and Opimal Exchange Rae Regime", mimeo. [13] Luca, Rober Jr, 1984, Money in a Theory of Finance, Carnegie-Rocheer erie on Public Policy 21. pp 9-46 [14] Luca, Rober Jr. and N.L. Sokey, 1983, Opimal fical and moneary policy in an economy wihou capial, Journal of moneary economic, 12. [15] F. P. Ramey, 1927, A Conribuion o he Theory of Taxaion, Economic Journal 37, [16] Roemberg J. and M. Woodford, 1998, Inere Rae Rule in an Eimaed Sicky Price Model, mimeo, Princeon Univeriy. 28

Macroeconomics 1. Ali Shourideh. Final Exam

Macroeconomics 1. Ali Shourideh. Final Exam 4780 - Macroeconomic 1 Ali Shourideh Final Exam Problem 1. A Model of On-he-Job Search Conider he following verion of he McCall earch model ha allow for on-he-job-earch. In paricular, uppoe ha ime i coninuou

More information

Lecture 26. Lucas and Stokey: Optimal Monetary and Fiscal Policy in an Economy without Capital (JME 1983) t t

Lecture 26. Lucas and Stokey: Optimal Monetary and Fiscal Policy in an Economy without Capital (JME 1983) t t Lecure 6. Luca and Sokey: Opimal Moneary and Fical Policy in an Economy wihou Capial (JME 983. A argued in Kydland and Preco (JPE 977, Opimal governmen policy i likely o be ime inconien. Fiher (JEDC 98

More information

Macroeconomic Theory Ph.D. Qualifying Examination Fall 2005 ANSWER EACH PART IN A SEPARATE BLUE BOOK. PART ONE: ANSWER IN BOOK 1 WEIGHT 1/3

Macroeconomic Theory Ph.D. Qualifying Examination Fall 2005 ANSWER EACH PART IN A SEPARATE BLUE BOOK. PART ONE: ANSWER IN BOOK 1 WEIGHT 1/3 Macroeconomic Theory Ph.D. Qualifying Examinaion Fall 2005 Comprehensive Examinaion UCLA Dep. of Economics You have 4 hours o complee he exam. There are hree pars o he exam. Answer all pars. Each par has

More information

Suggested Solutions to Midterm Exam Econ 511b (Part I), Spring 2004

Suggested Solutions to Midterm Exam Econ 511b (Part I), Spring 2004 Suggeed Soluion o Miderm Exam Econ 511b (Par I), Spring 2004 1. Conider a compeiive equilibrium neoclaical growh model populaed by idenical conumer whoe preference over conumpion ream are given by P β

More information

Investment-specific Technology Shocks, Neutral Technology Shocks and the Dunlop-Tarshis Observation: Theory and Evidence

Investment-specific Technology Shocks, Neutral Technology Shocks and the Dunlop-Tarshis Observation: Theory and Evidence Invemen-pecific Technology Shock, Neural Technology Shock and he Dunlop-Tarhi Obervaion: Theory and Evidence Moren O. Ravn, European Univeriy Iniue and he CEPR Saverio Simonelli, European Univeriy Iniue

More information

Lecture Notes 3: Quantitative Analysis in DSGE Models: New Keynesian Model

Lecture Notes 3: Quantitative Analysis in DSGE Models: New Keynesian Model Lecure Noes 3: Quaniaive Analysis in DSGE Models: New Keynesian Model Zhiwei Xu, Email: xuzhiwei@sju.edu.cn The moneary policy plays lile role in he basic moneary model wihou price sickiness. We now urn

More information

Notes on cointegration of real interest rates and real exchange rates. ρ (2)

Notes on cointegration of real interest rates and real exchange rates. ρ (2) Noe on coinegraion of real inere rae and real exchange rae Charle ngel, Univeriy of Wiconin Le me ar wih he obervaion ha while he lieraure (mo prominenly Meee and Rogoff (988) and dion and Paul (993))

More information

NECESSARY AND SUFFICIENT CONDITIONS FOR LATENT SEPARABILITY

NECESSARY AND SUFFICIENT CONDITIONS FOR LATENT SEPARABILITY NECESSARY AND SUFFICIENT CONDITIONS FOR LATENT SEPARABILITY Ian Crawford THE INSTITUTE FOR FISCAL STUDIES DEPARTMENT OF ECONOMICS, UCL cemmap working paper CWP02/04 Neceary and Sufficien Condiion for Laen

More information

Cooperative Ph.D. Program in School of Economic Sciences and Finance QUALIFYING EXAMINATION IN MACROECONOMICS. August 8, :45 a.m. to 1:00 p.m.

Cooperative Ph.D. Program in School of Economic Sciences and Finance QUALIFYING EXAMINATION IN MACROECONOMICS. August 8, :45 a.m. to 1:00 p.m. Cooperaive Ph.D. Program in School of Economic Sciences and Finance QUALIFYING EXAMINATION IN MACROECONOMICS Augus 8, 213 8:45 a.m. o 1: p.m. THERE ARE FIVE QUESTIONS ANSWER ANY FOUR OUT OF FIVE PROBLEMS.

More information

ANSWERS TO ODD NUMBERED EXERCISES IN CHAPTER

ANSWERS TO ODD NUMBERED EXERCISES IN CHAPTER John Riley 6 December 200 NWER TO ODD NUMBERED EXERCIE IN CHPTER 7 ecion 7 Exercie 7-: m m uppoe ˆ, m=,, M (a For M = 2, i i eay o how ha I implie I From I, for any probabiliy vecor ( p, p 2, 2 2 ˆ ( p,

More information

Economics 8105 Macroeconomic Theory Recitation 6

Economics 8105 Macroeconomic Theory Recitation 6 Economics 8105 Macroeconomic Theory Reciaion 6 Conor Ryan Ocober 11h, 2016 Ouline: Opimal Taxaion wih Governmen Invesmen 1 Governmen Expendiure in Producion In hese noes we will examine a model in which

More information

T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 2011 EXAMINATION

T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 2011 EXAMINATION ECON 841 T. J. HOLMES AND T. J. KEHOE INTERNATIONAL TRADE AND PAYMENTS THEORY FALL 211 EXAMINATION This exam has wo pars. Each par has wo quesions. Please answer one of he wo quesions in each par for a

More information

Algorithmic Discrete Mathematics 6. Exercise Sheet

Algorithmic Discrete Mathematics 6. Exercise Sheet Algorihmic Dicree Mahemaic. Exercie Shee Deparmen of Mahemaic SS 0 PD Dr. Ulf Lorenz 7. and 8. Juni 0 Dipl.-Mah. David Meffer Verion of June, 0 Groupwork Exercie G (Heap-Sor) Ue Heap-Sor wih a min-heap

More information

EECE 301 Signals & Systems Prof. Mark Fowler

EECE 301 Signals & Systems Prof. Mark Fowler EECE 31 Signal & Syem Prof. Mark Fowler Noe Se #27 C-T Syem: Laplace Tranform Power Tool for yem analyi Reading Aignmen: Secion 6.1 6.3 of Kamen and Heck 1/18 Coure Flow Diagram The arrow here how concepual

More information

E β t log (C t ) + M t M t 1. = Y t + B t 1 P t. B t 0 (3) v t = P tc t M t Question 1. Find the FOC s for an optimum in the agent s problem.

E β t log (C t ) + M t M t 1. = Y t + B t 1 P t. B t 0 (3) v t = P tc t M t Question 1. Find the FOC s for an optimum in the agent s problem. Noes, M. Krause.. Problem Se 9: Exercise on FTPL Same model as in paper and lecure, only ha one-period govenmen bonds are replaced by consols, which are bonds ha pay one dollar forever. I has curren marke

More information

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims Problem Se 5 Graduae Macro II, Spring 2017 The Universiy of Nore Dame Professor Sims Insrucions: You may consul wih oher members of he class, bu please make sure o urn in your own work. Where applicable,

More information

UNIVERSITY OF OSLO DEPARTMENT OF ECONOMICS

UNIVERSITY OF OSLO DEPARTMENT OF ECONOMICS UNIVERSITY OF OSLO DEPARTMENT OF ECONOMICS Exam: ECON4325 Moneary Policy Dae of exam: Tuesday, May 24, 206 Grades are given: June 4, 206 Time for exam: 2.30 p.m. 5.30 p.m. The problem se covers 5 pages

More information

Randomized Perfect Bipartite Matching

Randomized Perfect Bipartite Matching Inenive Algorihm Lecure 24 Randomized Perfec Biparie Maching Lecurer: Daniel A. Spielman April 9, 208 24. Inroducion We explain a randomized algorihm by Ahih Goel, Michael Kapralov and Sanjeev Khanna for

More information

International Business Cycle Models

International Business Cycle Models Inernaional Buine Cycle Model Sewon Hur January 19, 2015 Overview In hi lecure, we will cover variou inernaional buine cycle model Endowmen model wih complee marke and nancial auarky Cole and Obfeld 1991

More information

6.8 Laplace Transform: General Formulas

6.8 Laplace Transform: General Formulas 48 HAP. 6 Laplace Tranform 6.8 Laplace Tranform: General Formula Formula Name, ommen Sec. F() l{ f ()} e f () d f () l {F()} Definiion of Tranform Invere Tranform 6. l{af () bg()} al{f ()} bl{g()} Lineariy

More information

Sophisticated Monetary Policies. Andrew Atkeson. V.V. Chari. Patrick Kehoe

Sophisticated Monetary Policies. Andrew Atkeson. V.V. Chari. Patrick Kehoe Sophisicaed Moneary Policies Andrew Akeson UCLA V.V. Chari Universiy of Minnesoa Parick Kehoe Federal Reserve Bank of Minneapolis and Universiy of Minnesoa Barro, Lucas-Sokey Approach o Policy Solve Ramsey

More information

Introduction to Congestion Games

Introduction to Congestion Games Algorihmic Game Theory, Summer 2017 Inroducion o Congeion Game Lecure 1 (5 page) Inrucor: Thoma Keelheim In hi lecure, we ge o know congeion game, which will be our running example for many concep in game

More information

Problem Set If all directed edges in a network have distinct capacities, then there is a unique maximum flow.

Problem Set If all directed edges in a network have distinct capacities, then there is a unique maximum flow. CSE 202: Deign and Analyi of Algorihm Winer 2013 Problem Se 3 Inrucor: Kamalika Chaudhuri Due on: Tue. Feb 26, 2013 Inrucion For your proof, you may ue any lower bound, algorihm or daa rucure from he ex

More information

, the. L and the L. x x. max. i n. It is easy to show that these two norms satisfy the following relation: x x n x = (17.3) max

, the. L and the L. x x. max. i n. It is easy to show that these two norms satisfy the following relation: x x n x = (17.3) max ecure 8 7. Sabiliy Analyi For an n dimenional vecor R n, he and he vecor norm are defined a: = T = i n i (7.) I i eay o how ha hee wo norm aify he following relaion: n (7.) If a vecor i ime-dependen, hen

More information

CHAPTER 7: SECOND-ORDER CIRCUITS

CHAPTER 7: SECOND-ORDER CIRCUITS EEE5: CI RCUI T THEORY CHAPTER 7: SECOND-ORDER CIRCUITS 7. Inroducion Thi chaper conider circui wih wo orage elemen. Known a econd-order circui becaue heir repone are decribed by differenial equaion ha

More information

Laplace Transform. Inverse Laplace Transform. e st f(t)dt. (2)

Laplace Transform. Inverse Laplace Transform. e st f(t)dt. (2) Laplace Tranform Maoud Malek The Laplace ranform i an inegral ranform named in honor of mahemaician and aronomer Pierre-Simon Laplace, who ued he ranform in hi work on probabiliy heory. I i a powerful

More information

1 Answers to Final Exam, ECN 200E, Spring

1 Answers to Final Exam, ECN 200E, Spring 1 Answers o Final Exam, ECN 200E, Spring 2004 1. A good answer would include he following elemens: The equiy premium puzzle demonsraed ha wih sandard (i.e ime separable and consan relaive risk aversion)

More information

1 Motivation and Basic Definitions

1 Motivation and Basic Definitions CSCE : Deign and Analyi of Algorihm Noe on Max Flow Fall 20 (Baed on he preenaion in Chaper 26 of Inroducion o Algorihm, 3rd Ed. by Cormen, Leieron, Rive and Sein.) Moivaion and Baic Definiion Conider

More information

ARTIFICIAL INTELLIGENCE. Markov decision processes

ARTIFICIAL INTELLIGENCE. Markov decision processes INFOB2KI 2017-2018 Urech Univeriy The Neherland ARTIFICIAL INTELLIGENCE Markov deciion procee Lecurer: Silja Renooij Thee lide are par of he INFOB2KI Coure Noe available from www.c.uu.nl/doc/vakken/b2ki/chema.hml

More information

Economic Growth & Development: Part 4 Vertical Innovation Models. By Kiminori Matsuyama. Updated on , 11:01:54 AM

Economic Growth & Development: Part 4 Vertical Innovation Models. By Kiminori Matsuyama. Updated on , 11:01:54 AM Economic Growh & Developmen: Par 4 Verical Innovaion Models By Kiminori Masuyama Updaed on 20-04-4 :0:54 AM Page of 7 Inroducion In he previous models R&D develops producs ha are new ie imperfec subsiues

More information

Introduction to SLE Lecture Notes

Introduction to SLE Lecture Notes Inroducion o SLE Lecure Noe May 13, 16 - The goal of hi ecion i o find a ufficien condiion of λ for he hull K o be generaed by a imple cure. I urn ou if λ 1 < 4 hen K i generaed by a imple curve. We will

More information

Network Flows: Introduction & Maximum Flow

Network Flows: Introduction & Maximum Flow CSC 373 - lgorihm Deign, nalyi, and Complexiy Summer 2016 Lalla Mouaadid Nework Flow: Inroducion & Maximum Flow We now urn our aenion o anoher powerful algorihmic echnique: Local Search. In a local earch

More information

A New-Keynesian Model

A New-Keynesian Model Deparmen of Economics Universiy of Minnesoa Macroeconomic Theory Varadarajan V. Chari Spring 215 A New-Keynesian Model Prepared by Keyvan Eslami A New-Keynesian Model You were inroduced o a monopolisic

More information

Additional Methods for Solving DSGE Models

Additional Methods for Solving DSGE Models Addiional Mehod for Solving DSGE Model Karel Meren, Cornell Univeriy Reference King, R. G., Ploer, C. I. & Rebelo, S. T. (1988), Producion, growh and buine cycle: I. he baic neoclaical model, Journal of

More information

u(t) Figure 1. Open loop control system

u(t) Figure 1. Open loop control system Open loop conrol v cloed loop feedbac conrol The nex wo figure preen he rucure of open loop and feedbac conrol yem Figure how an open loop conrol yem whoe funcion i o caue he oupu y o follow he reference

More information

1) According to the article, what is the main reason investors in US government bonds grow less optimistic?

1) According to the article, what is the main reason investors in US government bonds grow less optimistic? 14.02 Quiz 3 Soluion Fall 2004 Muliple-Choice Queion 1) According o he aricle, wha i he main reaon inveor in US governmen bond grow le opimiic? A) They are concerned abou he decline (depreciaion) of he

More information

Final Exam Advanced Macroeconomics I

Final Exam Advanced Macroeconomics I Advanced Macroeconomics I WS 00/ Final Exam Advanced Macroeconomics I February 8, 0 Quesion (5%) An economy produces oupu according o α α Y = K (AL) of which a fracion s is invesed. echnology A is exogenous

More information

To become more mathematically correct, Circuit equations are Algebraic Differential equations. from KVL, KCL from the constitutive relationship

To become more mathematically correct, Circuit equations are Algebraic Differential equations. from KVL, KCL from the constitutive relationship Laplace Tranform (Lin & DeCarlo: Ch 3) ENSC30 Elecric Circui II The Laplace ranform i an inegral ranformaion. I ranform: f ( ) F( ) ime variable complex variable From Euler > Lagrange > Laplace. Hence,

More information

Chapter 7: Inverse-Response Systems

Chapter 7: Inverse-Response Systems Chaper 7: Invere-Repone Syem Normal Syem Invere-Repone Syem Baic Sar ou in he wrong direcion End up in he original eady-ae gain value Two or more yem wih differen magniude and cale in parallel Main yem

More information

Lecture Notes 5: Investment

Lecture Notes 5: Investment Lecure Noes 5: Invesmen Zhiwei Xu (xuzhiwei@sju.edu.cn) Invesmen decisions made by rms are one of he mos imporan behaviors in he economy. As he invesmen deermines how he capials accumulae along he ime,

More information

Problem Set #3: AK models

Problem Set #3: AK models Universiy of Warwick EC9A2 Advanced Macroeconomic Analysis Problem Se #3: AK models Jorge F. Chavez December 3, 2012 Problem 1 Consider a compeiive economy, in which he level of echnology, which is exernal

More information

( ) (, ) F K L = F, Y K N N N N. 8. Economic growth 8.1. Production function: Capital as production factor

( ) (, ) F K L = F, Y K N N N N. 8. Economic growth 8.1. Production function: Capital as production factor 8. Economic growh 8.. Producion funcion: Capial as producion facor Y = α N Y (, ) = F K N Diminishing marginal produciviy of capial and labor: (, ) F K L F K 2 ( K, L) K 2 (, ) F K L F L 2 ( K, L) L 2

More information

A Risk-Averse Insider and Asset Pricing in Continuous Time

A Risk-Averse Insider and Asset Pricing in Continuous Time Managemen Science and Financial Engineering Vol 9, No, May 3, pp-6 ISSN 87-43 EISSN 87-36 hp://dxdoiorg/7737/msfe39 3 KORMS A Rik-Avere Inider and Ae Pricing in oninuou Time Byung Hwa Lim Graduae School

More information

Problem 1 / 25 Problem 2 / 20 Problem 3 / 10 Problem 4 / 15 Problem 5 / 30 TOTAL / 100

Problem 1 / 25 Problem 2 / 20 Problem 3 / 10 Problem 4 / 15 Problem 5 / 30 TOTAL / 100 eparmen of Applied Economics Johns Hopkins Universiy Economics 602 Macroeconomic Theory and Policy Miderm Exam Suggesed Soluions Professor Sanjay hugh Fall 2008 NAME: The Exam has a oal of five (5) problems

More information

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles

Diebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles Diebold, Chaper 7 Francis X. Diebold, Elemens of Forecasing, 4h Ediion (Mason, Ohio: Cengage Learning, 006). Chaper 7. Characerizing Cycles Afer compleing his reading you should be able o: Define covariance

More information

18 Extensions of Maximum Flow

18 Extensions of Maximum Flow Who are you?" aid Lunkwill, riing angrily from hi ea. Wha do you wan?" I am Majikhie!" announced he older one. And I demand ha I am Vroomfondel!" houed he younger one. Majikhie urned on Vroomfondel. I

More information

A Dynamic Model of Economic Fluctuations

A Dynamic Model of Economic Fluctuations CHAPTER 15 A Dynamic Model of Economic Flucuaions Modified for ECON 2204 by Bob Murphy 2016 Worh Publishers, all righs reserved IN THIS CHAPTER, OU WILL LEARN: how o incorporae dynamics ino he AD-AS model

More information

MONOPOLISTIC COMPETITION IN A DSGE MODEL: PART II OCTOBER 4, 2011 BUILDING THE EQUILIBRIUM. p = 1. Dixit-Stiglitz Model

MONOPOLISTIC COMPETITION IN A DSGE MODEL: PART II OCTOBER 4, 2011 BUILDING THE EQUILIBRIUM. p = 1. Dixit-Stiglitz Model MONOPOLISTIC COMPETITION IN A DSGE MODEL: PART II OCTOBER 4, 211 Dixi-Sigliz Model BUILDING THE EQUILIBRIUM DS MODEL I or II Puing hings ogeher impose symmery across all i 1 pzf k( k, n) = r & 1 pzf n(

More information

Do R&D subsidies necessarily stimulate economic growth?

Do R&D subsidies necessarily stimulate economic growth? MPR Munich Peronal RePEc rchive Do R&D ubidie necearily imulae economic growh? Ping-ho Chen and Hun Chu and Ching-Chong Lai Deparmen of Economic, Naional Cheng Chi Univeriy, Taiwan, Deparmen of Economic,

More information

CSC 364S Notes University of Toronto, Spring, The networks we will consider are directed graphs, where each edge has associated with it

CSC 364S Notes University of Toronto, Spring, The networks we will consider are directed graphs, where each edge has associated with it CSC 36S Noe Univeriy of Torono, Spring, 2003 Flow Algorihm The nework we will conider are direced graph, where each edge ha aociaed wih i a nonnegaive capaciy. The inuiion i ha if edge (u; v) ha capaciy

More information

Explaining Total Factor Productivity. Ulrich Kohli University of Geneva December 2015

Explaining Total Factor Productivity. Ulrich Kohli University of Geneva December 2015 Explaining Toal Facor Produciviy Ulrich Kohli Universiy of Geneva December 2015 Needed: A Theory of Toal Facor Produciviy Edward C. Presco (1998) 2 1. Inroducion Toal Facor Produciviy (TFP) has become

More information

CHAPTER 7: UNCERTAINTY

CHAPTER 7: UNCERTAINTY Eenial Microeconomic - ecion 7-3, 7-4 CHPTER 7: UNCERTINTY Fir and econd order ochaic dominance 2 Mean preerving pread 8 Condiional ochaic Dominance 0 Monoone Likelihood Raio Propery 2 Coninuou diribuion

More information

Intermediate Macro In-Class Problems

Intermediate Macro In-Class Problems Inermediae Macro In-Class Problems Exploring Romer Model June 14, 016 Today we will explore he mechanisms of he simply Romer model by exploring how economies described by his model would reac o exogenous

More information

Policy regimes Theory

Policy regimes Theory Advanced Moneary Theory and Policy EPOS 2012/13 Policy regimes Theory Giovanni Di Barolomeo giovanni.dibarolomeo@uniroma1.i The moneary policy regime The simple model: x = - s (i - p e ) + x e + e D p

More information

Measurement with Minimal Theory Ellen R. McGrattan. Asset Prices, Liquidity, and Monetary Policy in the Search Theory of Money Ricardo Lagos

Measurement with Minimal Theory Ellen R. McGrattan. Asset Prices, Liquidity, and Monetary Policy in the Search Theory of Money Ricardo Lagos QUARTERLY REVIEW July 2010 Meauremen wih Minimal Theory Ellen R. McGraan Ae Price, Liquidiy, and Moneary Policy in he Search Theory of Money Ricardo Lago Quarerly Review vol.33, No. 1 ISSN 0271-5287 Thi

More information

Price of Stability and Introduction to Mechanism Design

Price of Stability and Introduction to Mechanism Design Algorihmic Game Theory Summer 2017, Week 5 ETH Zürich Price of Sabiliy and Inroducion o Mechanim Deign Paolo Penna Thi i he lecure where we ar deigning yem which involve elfih player. Roughly peaking,

More information

EE Control Systems LECTURE 2

EE Control Systems LECTURE 2 Copyrigh F.L. Lewi 999 All righ reerved EE 434 - Conrol Syem LECTURE REVIEW OF LAPLACE TRANSFORM LAPLACE TRANSFORM The Laplace ranform i very ueful in analyi and deign for yem ha are linear and ime-invarian

More information

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB Elecronic Companion EC.1. Proofs of Technical Lemmas and Theorems LEMMA 1. Le C(RB) be he oal cos incurred by he RB policy. Then we have, T L E[C(RB)] 3 E[Z RB ]. (EC.1) Proof of Lemma 1. Using he marginal

More information

The Residual Graph. 12 Augmenting Path Algorithms. Augmenting Path Algorithm. Augmenting Path Algorithm

The Residual Graph. 12 Augmenting Path Algorithms. Augmenting Path Algorithm. Augmenting Path Algorithm Augmening Pah Algorihm Greedy-algorihm: ar wih f (e) = everywhere find an - pah wih f (e) < c(e) on every edge augmen flow along he pah repea a long a poible The Reidual Graph From he graph G = (V, E,

More information

Generalized Orlicz Spaces and Wasserstein Distances for Convex-Concave Scale Functions

Generalized Orlicz Spaces and Wasserstein Distances for Convex-Concave Scale Functions Generalized Orlicz Space and Waerein Diance for Convex-Concave Scale Funcion Karl-Theodor Surm Abrac Given a ricly increaing, coninuou funcion ϑ : R + R +, baed on he co funcional ϑ (d(x, y dq(x, y, we

More information

Discussion Session 2 Constant Acceleration/Relative Motion Week 03

Discussion Session 2 Constant Acceleration/Relative Motion Week 03 PHYS 100 Dicuion Seion Conan Acceleraion/Relaive Moion Week 03 The Plan Today you will work wih your group explore he idea of reference frame (i.e. relaive moion) and moion wih conan acceleraion. You ll

More information

CS4445/9544 Analysis of Algorithms II Solution for Assignment 1

CS4445/9544 Analysis of Algorithms II Solution for Assignment 1 Conider he following flow nework CS444/944 Analyi of Algorihm II Soluion for Aignmen (0 mark) In he following nework a minimum cu ha capaciy 0 Eiher prove ha hi aemen i rue, or how ha i i fale Uing he

More information

Economics 6130 Cornell University Fall 2016 Macroeconomics, I - Part 2

Economics 6130 Cornell University Fall 2016 Macroeconomics, I - Part 2 Economics 6130 Cornell Universiy Fall 016 Macroeconomics, I - Par Problem Se # Soluions 1 Overlapping Generaions Consider he following OLG economy: -period lives. 1 commodiy per period, l = 1. Saionary

More information

The Residual Graph. 11 Augmenting Path Algorithms. Augmenting Path Algorithm. Augmenting Path Algorithm

The Residual Graph. 11 Augmenting Path Algorithms. Augmenting Path Algorithm. Augmenting Path Algorithm Augmening Pah Algorihm Greedy-algorihm: ar wih f (e) = everywhere find an - pah wih f (e) < c(e) on every edge augmen flow along he pah repea a long a poible The Reidual Graph From he graph G = (V, E,

More information

The general Solow model

The general Solow model The general Solow model Back o a closed economy In he basic Solow model: no growh in GDP per worker in seady sae This conradics he empirics for he Wesern world (sylized fac #5) In he general Solow model:

More information

Sustaining Ramsey plans in overlapping generations economies

Sustaining Ramsey plans in overlapping generations economies June 202 Suaining Ramey plan in overlapping generaion economie Juan C. Conea Univeria Auònoma de Barcelona and Barcelona GSE Begoña Domínguez Univeriy of Queenland ABSTRACT Thi paper udie he opimal fical

More information

Flow networks. Flow Networks. A flow on a network. Flow networks. The maximum-flow problem. Introduction to Algorithms, Lecture 22 December 5, 2001

Flow networks. Flow Networks. A flow on a network. Flow networks. The maximum-flow problem. Introduction to Algorithms, Lecture 22 December 5, 2001 CS 545 Flow Nework lon Efra Slide courey of Charle Leieron wih mall change by Carola Wenk Flow nework Definiion. flow nework i a direced graph G = (V, E) wih wo diinguihed verice: a ource and a ink. Each

More information

1. Consider a pure-exchange economy with stochastic endowments. The state of the economy

1. Consider a pure-exchange economy with stochastic endowments. The state of the economy Answer 4 of he following 5 quesions. 1. Consider a pure-exchange economy wih sochasic endowmens. The sae of he economy in period, 0,1,..., is he hisory of evens s ( s0, s1,..., s ). The iniial sae is given.

More information

Online Appendix to Solution Methods for Models with Rare Disasters

Online Appendix to Solution Methods for Models with Rare Disasters Online Appendix o Soluion Mehods for Models wih Rare Disasers Jesús Fernández-Villaverde and Oren Levinal In his Online Appendix, we presen he Euler condiions of he model, we develop he pricing Calvo block,

More information

Sample Final Exam (finals03) Covering Chapters 1-9 of Fundamentals of Signals & Systems

Sample Final Exam (finals03) Covering Chapters 1-9 of Fundamentals of Signals & Systems Sample Final Exam Covering Chaper 9 (final04) Sample Final Exam (final03) Covering Chaper 9 of Fundamenal of Signal & Syem Problem (0 mar) Conider he caual opamp circui iniially a re depiced below. I LI

More information

Midterm Exam. Macroeconomic Theory (ECON 8105) Larry Jones. Fall September 27th, Question 1: (55 points)

Midterm Exam. Macroeconomic Theory (ECON 8105) Larry Jones. Fall September 27th, Question 1: (55 points) Quesion 1: (55 poins) Macroeconomic Theory (ECON 8105) Larry Jones Fall 2016 Miderm Exam Sepember 27h, 2016 Consider an economy in which he represenaive consumer lives forever. There is a good in each

More information

Problem Set #1 - Answers

Problem Set #1 - Answers Fall Term 24 Page of 7. Use indifference curves and a curved ransformaion curve o illusrae a free rade equilibrium for a counry facing an exogenous inernaional price. Then show wha happens if ha exogenous

More information

Exercises, Part IV: THE LONG RUN

Exercises, Part IV: THE LONG RUN Exercie, Par IV: THE LOG RU 4. The olow Growh Model onider he olow rowh model wihou echnoloy prore and wih conan populaion. a) Define he eady ae condiion and repreen i raphically. b) how he effec of chane

More information

Vehicle Arrival Models : Headway

Vehicle Arrival Models : Headway Chaper 12 Vehicle Arrival Models : Headway 12.1 Inroducion Modelling arrival of vehicle a secion of road is an imporan sep in raffic flow modelling. I has imporan applicaion in raffic flow simulaion where

More information

Examples of Dynamic Programming Problems

Examples of Dynamic Programming Problems M.I.T. 5.450-Fall 00 Sloan School of Managemen Professor Leonid Kogan Examples of Dynamic Programming Problems Problem A given quaniy X of a single resource is o be allocaed opimally among N producion

More information

5.2 GRAPHICAL VELOCITY ANALYSIS Polygon Method

5.2 GRAPHICAL VELOCITY ANALYSIS Polygon Method ME 352 GRHICL VELCITY NLYSIS 52 GRHICL VELCITY NLYSIS olygon Mehod Velociy analyi form he hear of kinemaic and dynamic of mechanical yem Velociy analyi i uually performed following a poiion analyi; ie,

More information

The Brock-Mirman Stochastic Growth Model

The Brock-Mirman Stochastic Growth Model c December 3, 208, Chrisopher D. Carroll BrockMirman The Brock-Mirman Sochasic Growh Model Brock and Mirman (972) provided he firs opimizing growh model wih unpredicable (sochasic) shocks. The social planner

More information

Dealing with the Trilemma: Optimal Capital Controls with Fixed Exchange Rates

Dealing with the Trilemma: Optimal Capital Controls with Fixed Exchange Rates Dealing wih he Trilemma: Opimal Capial Conrols wih Fixed Exchange Raes by Emmanuel Farhi and Ivan Werning June 15 Ricardo Reis Columbia Universiy Porugal s challenge risk premium Porugal s challenge sudden

More information

Different assumptions in the literature: Wages/prices set one period in advance and last for one period

Different assumptions in the literature: Wages/prices set one period in advance and last for one period Øisein Røisland, 5.3.7 Lecure 8: Moneary policy in New Keynesian models: Inroducing nominal rigidiies Differen assumpions in he lieraure: Wages/prices se one period in advance and las for one period Saggering

More information

Solutions Problem Set 3 Macro II (14.452)

Solutions Problem Set 3 Macro II (14.452) Soluions Problem Se 3 Macro II (14.452) Francisco A. Gallego 04/27/2005 1 Q heory of invesmen in coninuous ime and no uncerainy Consider he in nie horizon model of a rm facing adjusmen coss o invesmen.

More information

Dynamics of Firms and Trade in General Equilibrium. Robert Dekle, Hyeok Jeong and Nobuhiro Kiyotaki USC, KDI School and Princeton

Dynamics of Firms and Trade in General Equilibrium. Robert Dekle, Hyeok Jeong and Nobuhiro Kiyotaki USC, KDI School and Princeton Dynamics of Firms and Trade in General Equilibrium Rober Dekle, Hyeok Jeong and Nobuhiro Kiyoaki USC, KDI School and Princeon real exchange rae.5 2 Figure. Aggregae Exchange Rae Disconnec in Japan 98 99

More information

Inventory Analysis and Management. Multi-Period Stochastic Models: Optimality of (s, S) Policy for K-Convex Objective Functions

Inventory Analysis and Management. Multi-Period Stochastic Models: Optimality of (s, S) Policy for K-Convex Objective Functions Muli-Period Sochasic Models: Opimali of (s, S) Polic for -Convex Objecive Funcions Consider a seing similar o he N-sage newsvendor problem excep ha now here is a fixed re-ordering cos (> 0) for each (re-)order.

More information

Lecture 19. RBC and Sunspot Equilibria

Lecture 19. RBC and Sunspot Equilibria Lecure 9. RBC and Sunspo Equilibria In radiional RBC models, business cycles are propagaed by real echnological shocks. Thus he main sory comes from he supply side. In 994, a collecion of papers were published

More information

1 Price Indexation and In ation Inertia

1 Price Indexation and In ation Inertia Lecures on Moneary Policy, In aion and he Business Cycle Moneary Policy Design: Exensions [0/05 Preliminary and Incomplee/Do No Circulae] Jordi Galí Price Indexaion and In aion Ineria. In aion Dynamics

More information

Physics 240: Worksheet 16 Name

Physics 240: Worksheet 16 Name Phyic 4: Workhee 16 Nae Non-unifor circular oion Each of hee proble involve non-unifor circular oion wih a conan α. (1) Obain each of he equaion of oion for non-unifor circular oion under a conan acceleraion,

More information

Admin MAX FLOW APPLICATIONS. Flow graph/networks. Flow constraints 4/30/13. CS lunch today Grading. in-flow = out-flow for every vertex (except s, t)

Admin MAX FLOW APPLICATIONS. Flow graph/networks. Flow constraints 4/30/13. CS lunch today Grading. in-flow = out-flow for every vertex (except s, t) /0/ dmin lunch oday rading MX LOW PPLIION 0, pring avid Kauchak low graph/nework low nework direced, weighed graph (V, ) poiive edge weigh indicaing he capaciy (generally, aume ineger) conain a ingle ource

More information

Stability in Distribution for Backward Uncertain Differential Equation

Stability in Distribution for Backward Uncertain Differential Equation Sabiliy in Diribuion for Backward Uncerain Differenial Equaion Yuhong Sheng 1, Dan A. Ralecu 2 1. College of Mahemaical and Syem Science, Xinjiang Univeriy, Urumqi 8346, China heng-yh12@mail.inghua.edu.cn

More information

Let. x y. denote a bivariate time series with zero mean.

Let. x y. denote a bivariate time series with zero mean. Linear Filer Le x y : T denoe a bivariae ime erie wih zero mean. Suppoe ha he ime erie {y : T} i conruced a follow: y a x The ime erie {y : T} i aid o be conruced from {x : T} by mean of a Linear Filer.

More information

The Goals of his Research To undersand financial crises wih a model of muliple seady sae equilibria To undersand he role of fiscal policy in resoring

The Goals of his Research To undersand financial crises wih a model of muliple seady sae equilibria To undersand he role of fiscal policy in resoring Fiscal Policy Can Reduce Unemploymen: Bu There is a Beer Alernaive Federal Reserve Bank of Alana January 9 h 2010 Roger E. A. Farmer Deparmen of Economics UCLA 1 The Goals of his Research To undersand

More information

Selfish Routing. Tim Roughgarden Cornell University. Includes joint work with Éva Tardos

Selfish Routing. Tim Roughgarden Cornell University. Includes joint work with Éva Tardos Selfih Rouing Tim Roughgarden Cornell Univeriy Include join work wih Éva Tardo 1 Which roue would you chooe? Example: one uni of raffic (e.g., car) wan o go from o delay = 1 hour (no congeion effec) long

More information

Seminar 5 Sustainability

Seminar 5 Sustainability Seminar 5 Susainabiliy Soluions Quesion : Hyperbolic Discouning -. Suppose a faher inheris a family forune of 0 million NOK an he wans o use some of i for himself (o be precise, he share ) bu also o beques

More information

Macroeconomics I, UPF Professor Antonio Ciccone SOLUTIONS PROBLEM SET 1

Macroeconomics I, UPF Professor Antonio Ciccone SOLUTIONS PROBLEM SET 1 Macroeconomics I, UPF Professor Anonio Ciccone SOUTIONS PROBEM SET. (from Romer Advanced Macroeconomics Chaper ) Basic properies of growh raes which will be used over and over again. Use he fac ha he growh

More information

Mon Apr 2: Laplace transform and initial value problems like we studied in Chapter 5

Mon Apr 2: Laplace transform and initial value problems like we studied in Chapter 5 Mah 225-4 Week 2 April 2-6 coninue.-.3; alo cover par of.4-.5, EP 7.6 Mon Apr 2:.-.3 Laplace ranform and iniial value problem like we udied in Chaper 5 Announcemen: Warm-up Exercie: Recall, The Laplace

More information

Fall 2015 Final Examination (200 pts)

Fall 2015 Final Examination (200 pts) Econ 501 Fall 2015 Final Examinaion (200 ps) S.L. Parene Neoclassical Growh Model (50 ps) 1. Derive he relaion beween he real ineres rae and he renal price of capial using a no-arbirage argumen under he

More information

Nontradable Goods and the Real Exchange Rate

Nontradable Goods and the Real Exchange Rate Nonradable Goods and e Real Excange Rae au Rabanal Inernaional Moneary Fund Vicene Tuesa CENTRUM Caólica Tis version: Augus 3, 22 Absrac Tis online appendix provides e equilibrium condiions of e model

More information

Fractional Ornstein-Uhlenbeck Bridge

Fractional Ornstein-Uhlenbeck Bridge WDS'1 Proceeding of Conribued Paper, Par I, 21 26, 21. ISBN 978-8-7378-139-2 MATFYZPRESS Fracional Ornein-Uhlenbeck Bridge J. Janák Charle Univeriy, Faculy of Mahemaic and Phyic, Prague, Czech Republic.

More information

TAX SMOOTHING IN FRICTIONAL LABOR MARKETS DECEMBER 4, 2014

TAX SMOOTHING IN FRICTIONAL LABOR MARKETS DECEMBER 4, 2014 TAX SMOOTHING IN FRICTIONAL LABOR MARKETS DECEMBER 4, 2014 Inroducion TAX SMOOTHING P P MRS = (1 τ n MPN Keep wedges (roughly he same size Period Q Period +1 Q Ramsey wans o keep hese wedges consan Resul

More information

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 6 SECTION 6.1: LIFE CYCLE CONSUMPTION AND WEALTH T 1. . Let ct. ) is a strictly concave function of c

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 6 SECTION 6.1: LIFE CYCLE CONSUMPTION AND WEALTH T 1. . Let ct. ) is a strictly concave function of c John Riley December 00 S O EVEN NUMBERED EXERCISES IN CHAPER 6 SECION 6: LIFE CYCLE CONSUMPION AND WEALH Eercise 6-: Opimal saving wih more han one commodiy A consumer has a period uiliy funcion δ u (

More information

Introduction to choice over time

Introduction to choice over time Microeconomic Theory -- Choice over ime Inroducion o choice over ime Individual choice Income and subsiuion effecs 7 Walrasian equilibrium ineres rae 9 pages John Riley Ocober 9, 08 Microeconomic Theory

More information

This work is distributed as a Discussion Paper by the STANFORD INSTITUTE FOR ECONOMIC POLICY RESEARCH. SIEPR Discussion Paper No.

This work is distributed as a Discussion Paper by the STANFORD INSTITUTE FOR ECONOMIC POLICY RESEARCH. SIEPR Discussion Paper No. Thi work i diribued a a Dicuion Paper by he STANFORD INSTITUTE FOR ECONOMIC POLICY RESEARCH SIEPR Dicuion Paper No. 06 12 Trade Co, Ae Marke Fricion and Rik Sharing: A Join Te By Doireann Fizgerald Sanford

More information