The University of Chicago Press is collaborating with JSTOR to digitize, preserve and extend access to Journal of Political Economy.

Size: px
Start display at page:

Download "The University of Chicago Press is collaborating with JSTOR to digitize, preserve and extend access to Journal of Political Economy."

Transcription

1 When Is the Government Spending Mutipier Large? Author(s): Lawrence Christiano, Martin Eichenbaum, Sergio Rebeo Source: Journa of Poitica Economy, Vo. 119, No. 1 (February 2011), pp Pubished by: The University of Chicago Press Stabe URL: Accessed: 08/09/ :22 Your use of the JSTOR archive indicates your acceptance of the Terms & Conditions of Use, avaiabe at. JSTOR is a not-for-profit service that heps schoars, researchers, and students discover, use, and buid upon a wide range of content in a trusted digita archive. We use information technoogy and toos to increase productivity and faciitate new forms of schoarship. For more information about JSTOR, pease contact support@jstor.org. The University of Chicago Press is coaborating with JSTOR to digitize, preserve and extend access to Journa of Poitica Economy.

2 When Is the Government Spending Mutipier Large? Lawrence Christiano Northwestern University and Nationa Bureau of Economic Research Martin Eichenbaum Northwestern University and Nationa Bureau of Economic Research Sergio Rebeo Northwestern University and Nationa Bureau of Economic Research We argue that the government-spending mutipier can be much arger than one when the zero ower bound on the nomina interest rate binds. The arger the fraction of government spending that occurs whie the nomina interest rate is zero, the arger the vaue of the mutipier. After providing intuition for these resuts, we investigate the size of the mutipier in a dynamic, stochastic, genera equiibrium mode. In this mode the mutipier effect is substantiay arger than one when the zero bound binds. Our mode is consistent with the behavior of key macro aggregates during the recent financia crisis. I. Introduction A cassic question in macroeconomics is, what is the size of the government-spending mutipier? There is a arge empirica iterature that grappes with this question. Authors such as Barro (1981) argue that the mutipier is around 0.8 whereas authors such as Ramey (2011) estimate We thank the editor, Monika Piazzesi, Rob Shimer, and two anonymous referees for their comments. [Journa of Poitica Economy, 2011, vo. 119, no. 1] 2011 by The University of Chicago. A rights reserved /2011/ $

3 government spending mutipier 79 the mutipier to be coser to There is aso a arge iterature that uses genera equiibrium modes to study the size of the governmentspending mutipier. In standard new-keynesian modes the governmentspending mutipier can be somewhat above or beow one depending on the exact specification of agents preferences (see Gai, López-Saido, and Vaés 2007; Monacei and Perotti 2008). In frictioness rea business cyce modes this mutipier is typicay ess than one (see, e.g., Aiyagari, Christiano, and Eichenbaum 1992; Baxter and King 1993; Ramey and Shapiro 1998; Burnside, Eichenbaum, and Fisher 2004; Ramey 2011). Viewed overa, it is hard to argue, on the basis of the iterature, that the government-spending mutipier is substantiay arger than one. In this paper we argue that the government-spending mutipier can be much arger than one when the nomina interest rate does not respond to an increase in government spending. We deveop this argument in a mode in which the mutipier is quite modest if the nomina interest rate is governed by a Tayor rue. When such a rue is operative, the nomina interest rate rises in response to an expansionary fisca poicy shock that puts upward pressure on output and infation. There is a natura scenario in which the nomina interest rate does not respond to an increase in government spending: when the zero ower bound on the nomina interest rate binds. We find that the mutipier is very arge in economies in which the output cost of being in the zero-bound state is aso arge. In such economies it can be sociay optima to substantiay raise government spending in response to shocks that make the zero ower bound on the nomina interest rate binding. We begin by considering an economy with Cavo-stye price frictions, no capita, and a monetary authority that foows a standard Tayor rue. Buiding on Eggertsson and Woodford (2003), we study the effect of a temporary, unanticipated rise in agents discount factor. Other things equa, the shock to the discount factor increases desired saving. Since investment is zero in this economy, aggregate saving must be zero in equiibrium. When the shock is sma enough, the rea interest rate fas and there is a modest decine in output. However, when the shock is arge enough, the zero bound becomes binding before the rea interest rate fas by enough to make aggregate saving zero. In this mode, the ony force that can induce the fa in saving required to reestabish equiibrium is a arge, transitory fa in output. Why is the fa in output so arge when the economy hits the zero bound? For a given fa in output, margina cost fas and prices decine. With staggered pricing, the drop in prices eads agents to expect future 1 For recent contributions to the vector autoregression (VAR) based empirica iterature on the size of the government-spending mutipier, see Izetzki, Mendoza, and Vegh (2009) and Fisher and Peters (2010). Ha (2009) provides an anaysis and review of the empirica iterature.

4 80 journa of poitica economy defation. With the nomina interest rate stuck at zero, the rea interest rate rises. This perverse rise in the rea interest rate eads to an increase in desired saving, which partiay undoes the effect of a given fa in output. So, the tota fa in output required to reduce desired saving to zero is very arge. This scenario resembes the paradox of thrift originay emphasized by Keynes (1936) and recenty anayzed by Krugman (1998), Eggertsson and Woodford (2003), and Christiano (2004). In the textbook version of this paradox, prices are constant and an increase in desired saving owers equiibrium output. But, in contrast to the textbook scenario, the zero-bound scenario studied in the modern iterature invoves a defationary spira that contributes to and accompanies the arge fa in output. Consider now the effect of an increase in government spending when the zero bound is stricty binding. This increase eads to a rise in output, margina cost, and expected infation. With the nomina interest rate stuck at zero, the rise in expected infation drives down the rea interest rate, which drives up private spending. This rise in spending eads to a further rise in output, margina cost, and expected infation and a further decine in the rea interest rate. The net resut is a arge rise in output and a arge fa in the rate of defation. In effect, the increase in government consumption counteracts the defationary spira associated with the zero-bound state. The exact vaue of the government-spending mutipier depends on a variety of factors. However, we show that this mutipier is arge in economies in which the output cost associated with the zero-bound probem is more severe. We argue this point in two ways. First, we show that the vaue of the government-spending mutipier can depend sensitivey on the mode s parameter vaues. But parameter vaues that are associated with arge decines in output when the zero bound binds are aso associated with arge vaues of the government-spending mutipier. Second, we show that the vaue of the government-spending mutipier is positivey reated to how ong the zero bound is expected to bind. An important practica objection to using fisca poicy to counteract a contraction associated with the zero-bound state is that there are ong ags in impementing increases in government spending. Motivated by this consideration, we study the size of the government-spending mutipier in the presence of impementation ags. We find that a key determinant of the size of the mutipier is the state of the word in which new government spending comes on ine. If it comes on ine in future periods when the nomina interest rate is zero, then there is a arge effect on current output. If it comes on ine in future periods in which the nomina interest rate is positive, then the current effect on government spending is smaer. So our anaysis supports the view that, for

5 government spending mutipier 81 fisca poicy to be effective, government spending must come on ine in a timey manner. In the second step of our anaysis we incorporate capita accumuation into the mode. For computationa reasons we consider temporary shocks that make the zero bound binding for a deterministic number of periods. Again, we find that the government-spending mutipier is arger when the zero bound binds. Aowing for capita accumuation has two effects. First, for a given size shock it reduces the ikeihood that the zero bound becomes binding. Second, when the zero bound binds, the presence of capita accumuation tends to increase the size of the government-spending mutipier. The intuition for this resut is that, in our mode, investment is a decreasing function of the rea interest rate. When the zero bound binds, the rea interest rate generay rises. So, other things equa, saving and investment diverge as the rea interest rate rises, thus exacerbating the metdown associated with the zero bound. As a resut, the fa in output necessary to bring saving and investment into aignment is arger than in the mode without capita. The simpe modes discussed above suggest that the mutipier can be arge in the zero-bound state. The obvious next step woud be to use reduced-form methods, such as identified VARs, to estimate the government-spending mutipier when the zero bound binds. Unfortunatey, this task is fraught with difficuties. First, we cannot mix evidence from states in which the zero bound binds with evidence from other states because the mutipiers are very different in the two states. Second, we have to identify exogenous movements in government spending when the zero bound binds. 2 This task seems daunting at best. Amost surey government spending woud rise in response to arge output osses in the zero-bound state. To know the government-spending mutipier we need to know what output woud have been had government spending not risen. For exampe, the simpe observation that output did not grow quicky in Japan in the zero-bound state, even though there were arge increases in government spending, tes us nothing about the question of interest. Given these difficuties, we investigate the size of the mutipier in the zero-bound state using the empiricay pausibe dynamic stochastic genera equiibrium (DSGE) mode proposed by Atig et a. (2011). This mode incorporates price- and wage-setting frictions, habit formation in consumption, variabe capita utiization, and investment adjustment costs of the sort proposed by Christiano, Eichenbaum, and Evans (2005). 2 To see how critica this step is, suppose that the government chooses spending to keep output exacty constant in the face of shocks that make the zero bound bind. A naive econometrician who simpy regressed output on government spending woud fasey concude that the government-spending mutipier is zero. This exampe is, of course, just an appication of Tobin s (1970) post hoc, ergo propter hoc argument.

6 82 journa of poitica economy Atig et a. estimate the parameters of their mode to match the impuse response function of 10 macro variabes to a monetary shock, a neutra technoogy shock, and a capita-embodied technoogy shock. Our key findings based on the Atig et a. mode can be summarized as foows. First, when the centra bank foows a Tayor rue, the vaue of the government-spending mutipier is generay ess than one. Second, the mutipier is much arger if the nomina interest rate does not respond to the rise in government spending. For exampe, suppose that government spending goes up for 12 quarters and the nomina interest rate remains constant. In this case the impact mutipier is roughy 1.6 and has a peak vaue of about 2.3. Third, the vaue of the mutipier depends criticay on how much government spending occurs in the period during which the nomina interest rate is constant. The arger the fraction of government spending that occurs whie the nomina interest rate is constant, the smaer the vaue of the mutipier. Consistent with the theoretica anaysis above, this resut impies that for government spending to be a powerfu weapon in combating output osses associated with the zero-bound state, it is critica that the buk of the spending come on ine when the ower bound is actuay binding. Fourth, we find that the mode generates sensibe predictions for the current crisis under the assumption that the zero bound binds. In particuar, the mode does we at accounting for the behavior of output, consumption, investment, infation, and short-term nomina interest rates. As emphasized by Eggertsson and Woodford (2003), an aternative way to escape the negative consequences of a shock that makes the zero bound binding is for the centra bank to commit to future infation. We abstract from this possibiity in this paper. We do so for a number of reasons. First, this theoretica possibiity is we understood. Second, we do not think that it is easy in practice for the centra bank to crediby commit to future high infation. Third, the optima trade-off between higher government purchases and anticipated infation depends sensitivey on how agents vaue government purchases and the costs of anticipated infation. Studying this issue is an important topic for future research. Our anaysis buids on the work by Christiano (2004) and Eggertsson (2004), who argue that increasing government spending is very effective when the zero bound binds. Eggertsson (2011) anayzes both the effects of increases in government spending and transitory tax cuts when the zero bound binds. The key contributions of this paper are to anayze the size of the mutipier in a medium-size DSGE mode, study the mode s performance in the financia crisis that began in 2008, and quantify the importance of the timing of government spending reative to the timing of the zero bound.

7 government spending mutipier 83 Our anaysis is reated to severa recent papers on the zero bound. Bodenstein, Erceg, and Guerrieri (2009) anayze the effects of shocks to open economies when the zero bound binds. Braun and Waki (2006) use a mode in which the zero bound binds to account for Japan s experience in the 1990s. Their resuts for fisca poicy are broady consistent with our resuts. Braun and Waki (2006) and Coenen and Wieand (2003) investigate whether aternative monetary poicy rues coud have avoided the zero-bound state in Japan. In onine Appendix B, we anayze the sensitivity of our concusions to the presence of distortionary taxes on abor and capita. Eggertsson (2010, 2011) shows that the effects of distortionary taxes can be very different depending on whether the zero ower bound binds or not. Indeed, some distortionary taxes that ower output when the zero ower bound does not bind actuay raise output when the zero bound does bind. Of course, if the tax that finances government spending actuay increases output, then the government-spending mutipier is actuay increased. We quantify the effects of distortionary abor taxes in Atig et a. s study when the zero ower bound binds. In addition, we discuss the effects of different types of capita income taxes. We argue that our concusions are robust to aowing for different types of distortionary taxes. Our paper is organized as foows. In Section II, we anayze the size of the government-spending mutipier when the interest foows a Tayor rue in a standard new-keynesian mode without capita. In Section III, we modify the anaysis to assume that the nomina interest rate does not respond to an increase in government spending, say because the ower bound on the nomina interest rate binds. In Section IV, we extend the mode to incorporate capita. In Section V, we discuss the properties of the government-spending mutipier in the medium-size DSGE mode proposed by Atig et a. (2011) and investigate the performance of the mode during the recent financia crisis. Section VI presents concusions. II. The Standard Mutipier in a Mode without Capita In this section we present a simpe new-keynesian mode and anayze its impications for the size of the standard mutipier, by which we mean the size of the government-spending mutipier when the nomina interest rate is governed by a Tayor rue. Househods. The economy is popuated by a representative househod, whose ifetime utiity, U, is given by { } g 1 g 1 j [C t(1 N t) ] 1 t 0 t tp0 U p E b v(g ). (1) 1 j

8 84 journa of poitica economy Here E0 is the conditiona expectation operator, and Ct, Gt, and Nt denote time t consumption, government consumption, and hours worked, respectivey. We assume that j 1 0, g (0, 1), and v(7) is a con- cave function. The househod budget constraint is given by PC t t Bt 1 p B(1 t R t) WN t t T t, (2) where T t denotes firms profits net of ump-sum taxes paid to the government. The variabe B t 1 denotes the quantity of one-period bonds purchased by the househod at time t. Aso, P t denotes the price eve and Wt denotes the nomina wage rate. Finay, Rtdenotes the one-period nomina rate of interest that pays off in period t. The househod s probem is to maximize utiity given by equation (1) subject to the budget constraint given by equation (2) and the condition E im B /[(1 R )(1 R ) (1 R )] 0. 0 t t t r Firms. The fina good is produced by competitive firms using the technoogy 1 /( 1) ( 1)/ Yt p [ Y(i) t di ], 1 1, (3) 0 where Y(i) t, i [0, 1], denotes intermediate good i. Profit maximization impies the foowing first-order condition for Y(i): t 1/ Y t Y(i) ] t P(i) p P, (4) t t[ where P(i) t denotes the price of intermediate good i and Pt is the price of the homogeneous fina good. The intermediate good, Y(i) t, is produced by a monopoist using the foowing technoogy: Y(i) t p N(i), t where N(i) t denotes empoyment by the ith monopoist. We assume that there is no entry or exit into the production of the ith intermediate good. The monopoist is subject to Cavo-stye price-setting frictions and can optimize its price, P(i) t, with probabiity 1 v. With probabiity v the firm sets P(i) p P (i). t The discounted profits of the ith intermediate-good firm are t 1 j t t j t j t j t j t j jp0 E bu [P (i)y (i) (1 n)w N (i)], (5)

9 government spending mutipier 85 where n p 1/ denotes an empoyment subsidy that corrects, in steady state, the inefficiency created by the presence of monopoy power. The variabe u t j is the mutipier on the househod budget constraint in the Lagrangian representation of the househod probem. The variabe W t j denotes the nomina wage rate. Firm i maximizes its discounted profits, given by equation (5), subject to the Cavo price-setting friction, the production function, and the demand function for Y(i) t, given by equation (4). Monetary poicy. We assume that monetary poicy foows the rue R t 1 p max (Z t 1, 0), (6) where f 1(1 r R) f 2(1 r R) rr Z p (1/b)(1 p) (Y /Y ) [b(1 R )] 1. t 1 t t t Throughout the paper a variabe without a time subscript denotes its steady-state vaue; for exampe, the variabe Y denotes the steady-state eve of output. The variabe p t denotes the time t rate of infation. We assume that f1 1 1 and f2 (0, 1). According to equation (6), the monetary authority foows a Tayor rue as ong as the impied nomina interest rate is nonnegative. Whenever the Tayor rue impies a negative nomina interest rate, the monetary authority simpy sets the nomina interest rate to zero. For convenience we assume that steady-state infation is zero. This assumption impies that the steady-state net nomina interest rate is 1/b 1. Fisca poicy. As ong as the zero bound on the nomina interest rate is not binding, government spending evoves according to r Gt 1 p Gt exp (h t 1). (7) Here G is the eve of government spending in the nonstochastic steady state and h t 1 is an independent and identicay distributed shock with zero mean. To simpify our anaysis, we assume that government spending and the empoyment subsidy are financed with ump-sum taxes. The exact timing of these taxes is irreevant because Ricardian equivaence hods under our assumptions. We discuss the detais of fisca poicy when the zero bound binds in Section III. Equiibrium. The economy s resource constraint is Ct Gt p Y t. (8) A monetary equiibrium is a coection of stochastic processes {C t, N t, W t, P, t Y t, R t, P(i), t Y(i), t N(i), t u t, B t 1, p t} such that for given {G t } the househod and firm probems are satisfied, the monetary and fisca poicy rues are satisfied, markets cear, and the aggregate resource constraint is satisfied. To sove for the equiibrium we use a inear approximation around the nonstochastic steady state of the economy. Throughout, denotes Ẑ t

10 86 journa of poitica economy the percentage deviation of Z t from its nonstochastic steady-state vaue, Z. The equiibrium is characterized by the foowing set of equations. The Phiips curve for this economy is given by p p E (bp kmc t t t 1 t), (9) where k p (1 v)(1 bv)/v. In addition, MC t denotes the rea margina cost, which, under our assumptions, is equa to the rea wage rate. Without abor market frictions, the percentage deviation of rea margina cost from its steady-state vaue is given by ˆ N MC p C N ˆ t t t. (10) 1 N The inearized intertempora Euer equation for consumption is ˆ N [g(1 j) 1]C (1 g)(1 j) Nˆ t t p 1 N (11) { } ˆ N E b(r R) p [g(1 j) 1]C (1 g)(1 j) N ˆ t t 1 t 1 t 1 t 1. 1 N The inearized aggregate resource constraint is Ŷ p (1 g)cˆ gg ˆ, (12) t t t where g p G/Y. Combining equations (9) and (10) and using the fact that N ˆ ˆ t p Yt, we obtain [( ) ] 1 N g p p be (p ) k Yˆ G ˆ t t t 1 t t. (13) 1 g 1 N 1 g Simiary, combining equations (11) and (12) and using the fact that Nˆ ˆ t p Yt, we obtain Yˆ g[g ( j 1) 1]Gˆ t t p (14) E { (1 g)[b(r R) p ] Yˆ g[g(j 1) 1]G ˆ t t 1 t 1 t 1 t 1}. As ong as the zero bound on the nomina interest rate does not bind, the inearized monetary poicy rue is given by 1 r R R p r (R R) R (f p f Y ˆ t 1 R t 1 t 2 t). b Whenever the zero bound binds, R t 1 p 0. We sove for the equiibrium using the method of undetermined coefficients. For simpicity, we begin by considering the case in which rr p 0. Under the assumption that f1 1 1, there is a unique inear equi- ibrium in which p and Y ˆ are given by t t

11 government spending mutipier 87 p p AG ˆ t p t (15) and Ŷ p AG. ˆ t Y t (16) The coefficients A and A are given by p Y [( ) ] k 1 N g A p p AY (17) 1 br 1 g 1 N 1 g and A Y p (18) (r f 1)k [g(j 1) 1](1 r)(1 br) g. (1 br)[r 1 (1 g)f 2] (1 g)(r f 1)k[1/(1 g) N/(1 N )] The effect of an increase in government spending. Using equation (12), we can write the government-spending mutipier as dy 1 Yˆ 1 gcˆ t t t p ˆ p 1 ˆ. (19) dgt g Gt g Gt This equation impies that the mutipier is ess than one whenever consumption fas in response to an increase in government spending. Equation (16) impies that the government-spending mutipier is given by dyt AY p. (20) dgt g To anayze the magnitude of the mutipier outside of the zero bound, we consider the foowing baseine parameter vaues: v p 0.85, b p 0.99, f1 p 1.5, f2 p 0, g p 0.29, (21) g p 0.2, j p 2, rr p 0, r p 0.8. These parameter vaues impy that k p 0.03 and N p 1/3. Our baseine parameter vaues impy that the government-spending mutipier is In our mode Ricardian equivaence hods. From the perspective of the representative househod, the increase in the present vaue of taxes equas the increase in the present vaue of government purchases. In a typica version of the standard neocassica mode we woud expect some rise in output driven by the negative weath effect on eisure of the tax increase. But in that mode the mutipier is generay ess than one because the weath effect reduces private consumption. From this perspective it is perhaps surprising that the mutipier in our baseine mode is greater than one. This perspective negects two key features of our mode: the frictions in price setting and the compementarity between consumption and eisure in preferences. When government purchases

12 88 journa of poitica economy increase, tota demand, Ct Gt, increases. Since prices are sticky, price over margina cost fas after a rise in demand. As emphasized in the iterature on the roe of monopoy power in business cyces, the fa in the markup induces an outward shift in the abor demand curve. This shift ampifies the rise in empoyment foowing the rise in demand. Given our specification of preferences, j 1 1 impies that the margina utiity of consumption rises with the increase in empoyment. As ong as this increase in margina utiity is arge enough, it is possibe for private consumption to actuay rise in response to an increase in government purchases. Indeed, consumption does rise in our benchmark scenario, which is why the mutipier is arger than one. To assess the importance of our preference specification, we redid our cacuations using the basic specification for the momentary utiity function commony used in the new-keynesian DSGE iterature: 1 1 c u p (C t 1)/(1 ) hn t /(1 c), (22) where, h, and c are positive. The key feature of this specification is that the margina utiity of consumption is independent of hours worked. Consistent with the intuition discussed above, we found that, across a wide set of parameter vaues, dy/dg is aways ess than one with this preference specification. 3 To provide additiona intuition for the determinants of the mutipier, we cacuate dy/dg for various parameter configurations. In each case we perturb one parameter at a time reative to the benchmark parameter vaues. Our resuts can be summarized as foows. First, we find that the mutipier is an increasing function of j. This resut is consistent with the intuition above, which buids on the observation that the margina utiity of consumption is increasing in hours worked. This dependence is stronger the higher j is. Second, the mutipier is a decreasing function of k. In other words, the mutipier is arger the higher the degree of price stickiness. This resut refects the fa in the markup when aggregate demand and margina cost rise. This effect is stronger the stickier prices are. The mutipier exceeds one for a k! In the imiting case in which prices are perfecty sticky ( k p 0), the mutipier is given by dy t [g(j 1) 1](1 r) p 1 0. dg 1 r (1 g)f t 2 Note that when f2 p 0, the mutipier is greater than one as ong as j is greater than one. When prices are perfecty fexibe ( k p ), the markup is constant. 3 See Monacei and Perotti (2008) for a discussion of the impact of preferences on the size of the government-spending mutipier in modes with Cavo-stye frictions when the zero bound is not binding.

13 government spending mutipier 89 In this case the mutipier is ess than one: dyt 1 p! 1. dgt 1 (1 g)[n/(1 N )] This resut refects the fact that with fexibe prices an increase in government spending has no impact on the markup. As a resut, the demand for abor does not rise as much as in the case in which prices are sticky. Third, the mutipier is a decreasing function of f 1. The intuition for this effect is that the expansion in output increases margina cost, which in turn induces a rise in infation. According to equation (6), the monetary authority increases the interest rate in response to a rise in infation. The rise in the interest rate is an increasing function of f 1. Higher vaues of f 1 ead to higher vaues of the rea interest rate, which are associated with ower eves of consumption. So higher vaues of f 1 ead to ower vaues of the mutipier. Fourth, the mutipier is a decreasing function of f 2. The intuition underying this effect is simiar to that associated with f1. When f2 is arge, there is a substantia increase in the rea interest rate in response to a rise in output. The contractionary effects of the rise in the rea interest rate on consumption reduce the size of the mutipier. Fifth, the mutipier is an increasing function of r R. The intuition for this resut is as foows. The higher r R, the ess rapidy the monetary authority increases the interest rate in response to the rise in margina cost and infation that occurs in the wake of an increase in government purchases. This resut is consistent with the traditiona view that the government-spending mutipier is greater in the presence of accommodative monetary poicy. By accommodative we mean that the monetary authority raises interest rates sowy in the presence of a fisca expansion. Sixth, the mutipier is a decreasing function of the parameter governing the persistence of government purchases, r. The intuition for this resut is that the present vaue of taxes associated with a given innovation in government purchases is an increasing function of r. So the negative weath effect on consumption is an increasing function of r. 4 Our numerica resuts suggest that the mutipier in a simpe new- Keynesian mode can be above one for reasonabe parameter vaues. However, it is difficut to obtain mutipiers above 1.2 for pausibe parameter vaues. 4 We redid our cacuations using a forward-ooking Tayor rue in which the interest rate responds to the one-period-ahead expected infation and output gap. The resuts that we obtained are very simiar to the ones discussed in the text.

14 90 journa of poitica economy III. The Constant Interest Rate Mutipier in a Mode without Capita In this section we anayze the government-spending mutipier in our simpe new-keynesian mode when the nomina interest rate is constant. We focus on the case in which the nomina interest rate is constant because the zero bound binds. Our basic anaysis of the mutipier buids on the work of Eggertsson and Woodford (2003), Christiano (2004), and Eggertsson (2004). As in these papers, the shock that makes the zero bound binding is an increase in the discount factor. We think of this shock as representing a temporary rise in agents propensity to save. A discount factor shock. We modify agents preferences, given by (1), to aow for a stochastic discount factor { } g 1 g 1 j [C t(1 N t) ] 1 0 t t tp0 U p E d v(g ). (23) 1 j The cumuative discount factor,, is given by d t t 1 d p 1 r1 1 r2 1 rt t (24) {1 t p 0. The time t discount factor, r, can take on two vaues, r and r t, where r! 0. The stochastic process for r t is given by Pr [r p r Fr p r ] p p, t 1 t Pr [r t 1 p rfr t p r ] p 1 p, (25) Pr [r t 1 p r Fr t p r] p 0. The vaue of rt 1 is reaized at time t. We define b p 1/(1 r), where r is the steady-state vaue of r t 1. We consider the foowing experiment. The economy is initiay in the steady state, so r p r. At time 0, r takes on the vaue r t 1. Thereafter, r t foows the process described by equation (25). The discount factor remains high with probabiity p and returns permanenty to its norma vaue, r, with probabiity 1 p. In what foows we assume that r is sufficienty high that the zero-bound constraint on nomina interest rates binds. We assume that Gˆ p Gˆ 0 in the ower bound and Gˆ t t p 0 otherwise. To sove the mode we suppose (and then verify) that the equiibrium is characterized by two vaues for each variabe: one vaue for when the zero bound binds and one vaue for when it does not. We denote the vaues of infation and output in the zero bound by p and Yˆ, respec- tivey. For simpicity we assume that rr p 0, so there is no interest rate smoothing in the Tayor rue, (6). Since there are no state variabes and

15 government spending mutipier 91 Ĝt p 0 outside of the zero-bound state, as soon as the zero bound is not binding, the economy jumps to the steady state. We can sove for Ŷ using equation (13) and the foowing version of equation (14), which takes into account the discount factor shock: Ŷ g[g(j 1) 1]Gˆ t t p (26) E {Yˆ g[g(j 1) 1]Gˆ t t 1 t 1 b(1 g)(r t 1 r t 1) (1 g)p t 1}. We focus on the case in which the zero bound binds at time t, so R t 1 p 0. Equations (13) and (26) can be rewritten as 1 g ˆ Ŷ p g[g(j 1) 1]G (br pp ) (27) 1 p and 1 N g ˆ ˆ p p bpp k( ) Y kg. (28) 1 g 1 N 1 g Equations (27) and (28) impy that p and Yˆ are given by and (1 g)k[1/(1 g) N/(1 N )]br p p D (29) [1/(1 g) N/(1 N )]g(j 1) N/(1 N ) gk(1 p) Gˆ D (1 bp)(1 g)br (1 bp)(1 p)[g(j 1) 1] pk ˆ Ŷ p gg, (30) D D where N D p (1 bp)(1 p) pk[ 1 (1 g). 1 N ] Since r is negative, a necessary condition for the zero bound to bind is that D 1 0. If this condition did not hod, infation woud be positive and output woud be above its steady-state vaue. Consequenty, the Tayor rue woud ca for an increase in the nomina interest rate so that the zero bound woud not bind. Equation (30) impies that the drop in output induced by a change in the discount rate, which we denote by V, is given by (1 bp)(1 g)br V p. (31) D By assumption D 1 0, so V! 0. The vaue of V can be a arge negative number for pausibe parameter vaues. The intuition for this resut is as foows. The basic shock to the economy is an increase in agents desire to save. We deveop the intuition for this resut in two steps. First,

16 92 journa of poitica economy Fig. 1. Simpe diagram we provide intuition for why the zero bound binds. We then provide the intuition for why the drop in output can be very arge when the zero bound binds. To understand why the zero bound binds, reca that in this economy saving must be zero in equiibrium. With competey fexibe prices the rea interest rate woud simpy fa to discourage agents from saving. There are two ways in which such a fa can occur: a arge fa in the nomina interest rate and/or a substantia rise in the expected infation rate. The extent to which the nomina interest rate can fa is imited by the zero bound. In our sticky-price economy a rise in the rate of infation is associated with a rise in output and margina cost. But a transitory increase in output is associated with a further increase in the desire to save, so that the rea interest rate must rise by even more. Given the size of the shock to the discount factor, there may be no equiibrium in which the nomina interest rate is zero and infation is positive. So the rea interest rate cannot fa by enough to reduce desired saving to zero. In this scenario the zero bound binds. Figure 1 iustrates this point using a styized version of our mode. Saving (S) is an increasing function of the rea interest rate. Since there is no investment in this economy, saving must be zero in equiibrium. The initia equiibrium is represented by point A. But the increase in the discount factor can be thought of as inducing a rightward shift in

17 government spending mutipier 93 the saving curve from S to S. When this shift is arge, the rea interest rate cannot fa enough to reestabish equiibrium because the ower bound on the nomina interest rate becomes binding prior to reaching that point. This situation is represented by point B. To understand why the fa in output can be very arge when the zero bound binds, reca that equation (29) shows how the rate of infation, p, depends on the discount rate and on government spending in the zero-bound state. In this state D is positive. Since r is negative, it foows that p is negative, and so too is expected infation, pp. Since the nom- ina interest rate is zero and expected infation is negative, the rea interest rate (nomina interest rate minus expected infation rate) is positive. Both the increase in the discount factor and the rise in the rea interest rate increase agents desire to save. There is ony one force remaining to generate zero saving in equiibrium: a arge, transitory fa in income. Other things equa, this fa in income reduces desired saving as agents attempt to smooth the margina utiity of consumption over states of the word. Because the zero bound is a transitory state of the word, this force eads to a decrease in agents desire to save. This effect has to exacty counterbaance the other two forces, which are eading agents to save more. This reasoning suggests that there is a very arge decine in income when the zero bound binds. In terms of figure 1, we can think of the temporary fa in output as inducing a shift in the saving curve to the eft. We now turn to a numerica anaysis of the government-spending mutipier, which is given by dy (1 bp)(1 p)[g(j 1) 1] pk p. (32) dg D In what foows we assume that the discount factor shock is sufficienty arge to make the zero bound binding. Conditiona on this bound being binding, the size of the mutipier does not depend on the size of the shock. In our discussion of the standard mutipier, we assume that the first-order seria correation of government spending shocks is 0.8. To make the experiment in this section comparabe, we choose p p 0.8. This choice impies that the first-order seria correation of government spending in the zero bound is aso 0.8. A other parameter vaues are given by the baseine specification in (21). For our benchmark specification the government-spending mutipier is 3.7, which is roughy three times arger than the standard mutipier. The intuition for why the mutipier can be arge when the nomina interest rate is constant, say because the zero bound binds, is as foows. A rise in government spending eads to a rise in output, margina cost, and expected infation. With the nomina interest rate equa to zero, the rise in expected infation drives down the rea interest rate, eading

18 94 journa of poitica economy to a rise is private spending. This rise in spending generates a further rise in output, margina cost, and expected infation and a further decine in the rea interest rate. The net resut is a arge rise in infation and output. The increase in income in states in which the zero bound binds raises permanent income, which raises desired expenditures in zero-bound states. This additiona channe reinforces the intertempora channe stressed above. Since the zero-bound probem is temporary, we expect that the importance of this channe is reativey sma. We now consider the sensitivity of the mutipier to parameter vaues. The first row of figure 2 dispays the government-spending mutipier and the response of output to the discount rate shock in the absence of a change in government spending as a function of the parameter k. The circe indicates resuts for our benchmark vaue of k. This row is generated assuming a discount factor shock such that r is equa to 2 percent on an annuaized basis. We graph ony vaues of k for which the zero bound binds, so we dispay resuts for 0.02 k Three key features of this figure are worth noting. First, the mutipier can be very arge. Second, without a change in government spending, the decine in output is increasing in the degree of price fexibiity; that is, it is increasing in k as ong as the zero bound binds. This resut refects that, conditiona on the zero bound binding, the more fexibe prices are, the higher the expected defation and the higher the rea interest rate. So, other things equa, higher vaues of k require a arge transitory fa in output to equate saving and investment when the zero bound binds. 5 Third, the government-spending mutipier is aso an increasing function of k. The second row of figure 2 dispays the government-spending mutipier and the response of output to the discount rate shock in the absence of a change in government spending as a function of the parameter p. The asterisk indicates resuts for our benchmark vaue of p. We graph ony vaues of p for which the zero bound binds, so we dispay resuts for 0.75 p Two key resuts are worth noting. First, without a change in government spending, the decine in output is increasing in p. So the onger the expected duration of the shock, the worse the output consequences of the zero bound being binding. Second, the vaue of the government-spending mutipier is an increasing function of p. Figure 2 shows that the precise vaue of the mutipier is sensitive to the choice of parameter vaues. But ooking across parameter vaues, we see that the government-spending mutipier is arge in economies 5 The basic ogic here is consistent with the intuition in De Long and Summers (1986) about the potentiay destabiizing effects of margina increases in price fexibiity.

19 Fig. 2. Government-spending mutipier when the zero bound is binding (mode with no capita)

20 96 journa of poitica economy in which the drop in output associated with the zero bound is aso arge. Put differenty, fisca poicy is particuary powerfu in economies in which the zero-bound state entais arge output osses. One more way to see this resut is to anayze the impact of changes in N, which governs the easticity of abor suppy, on dy/dg and V. Equations (31) and (32) impy that dy (1 bp)(1 p)[g(j 1) 1] pk p V. (33) dg (1 bp)(1 g)br From equation (31) we see that changes in N that make D converge to zero impy that V, the impact of the discount factor shock on output, converges to minus infinity. It foows directy from equation (33) that the same changes in N cause dy/dg to go to infinity. So, again we concude that the government-spending mutipier is particuary arge in economies in which the output costs of being in the zero-bound state are very arge. 6 Sensitivity to the timing of government spending. In practice, there is ikey to be a ag between the time at which the zero bound becomes binding and the time at which additiona government purchases begin. A natura question is, how does the economy respond at time t to the knowedge that the government wi increase spending in the future? Consider the foowing scenario. At time t the zero bound binds. Government spending does not change at time t, but it takes on the vaue G 1 G from time t 1 on, as ong as the economy is in the zero bound. Under these assumptions, equations (13) and (26) can be written as 1 N p p bpp k Y ˆ t ( ) t (34) 1 g 1 N and ˆ ˆ ˆ Yt p (1 g)br py g[g(j 1) 1]pG (1 g)pp. (35) Here we use the fact that Gˆ,, ˆ ˆ t p 0 E t(p t 1) p pp E t(g t 1) p pg, and E ˆ ˆ. The vaues of and ˆ t(y t 1) p py p Y are given by equations (29) and (30), respectivey. Using equation (30) to repace Ŷ in equation (35), we obtain dy 1 g p dp t,1 p. (36) ˆ dg g 1 p dg Here the subscript 1 denotes the presence of a one-period deay in impementing an increase in government spending. So dy t,1/dg rep- resents the impact on output at time t of an increase in government spending at time t 1. One can show that the mutipier is increasing 6 An exception pertains to the parameter j. The vaue of dy /dg is monotonicay increasing in j, but dy ˆ /dr is independent of j.

21 government spending mutipier 97 in the probabiity, p, that the economy remains in the zero bound. The mutipier operates through the effect of a future increase in government spending on expected infation. If the economy is in the zero bound in the future, an increase in government purchases increases future output and therefore future infation. From the perspective of time t, this effect eads to higher expected infation and a ower rea interest rate. This ower rea interest rate reduces desired saving and increases consumption and output at time t. Evauating equation (36) at the benchmark vaues, we obtain a mutipier equa to 1.5. Whie this mutipier is much ower than the benchmark mutipier of 3.7, it is sti arge. Moreover, this mutipier pertains to an increase in today s output in response to an increase in future government spending that occurs ony if the economy is in the zerobound state in the future. Suppose that it takes two periods for government purchases to increase in the event that the zero bound binds. It is straightforward to show that the impact on current output of a potentia increase in government spending that takes two periods to impement is given by dy 1 g dp 1 dp t,2 t,1 p p. ( dg g dgˆ 1 p dgˆ ) Here the subscript 2 denotes the presence of a two-period deay. With our benchmark parameters, the vaue of this mutipier is 1.44, so the rate at which the mutipier decines as we increase the impementation ag is reativey ow. Consider now the case in which the increase in government spending occurs ony after the zero bound ends. Suppose, for exampe, that at time t the government promises to impement a persistent increase in government spending at time t 1 if the economy emerges from the zero bound at time t 1. This increase in government purchases is j 1 governed by Gˆ ˆ t j p 0.8 Gt 1 for j 2. In this case the vaue of the mutipier, dy t/dgt 1, is ony 0.46 for our benchmark vaues. The usua objection to using fisca poicy as a too for fighting recessions is that there are ong ags in gearing up increases in spending. Our anaysis indicates that the key question is, in which state of the word does additiona government spending come on ine? If it comes on ine in future periods when the zero bound binds, there is a arge effect on current output. If it comes on ine in future periods when the zero bound is not binding, the current effect on government spending is smaer. Optima government spending. The fact that the government-spending mutipier is so arge in the zero bound raises the foowing question: taking as given the monetary poicy rue described by equation (6), what is the optima eve of government spending when the representative

22 98 journa of poitica economy agent s discount rate is higher than its steady-state eve? In what foows we use the superscript L to denote the vaue of variabes in states of the word in which the discount rate is r. In these states of the word the zero bound may or may not be binding, depending on the eve of government spending. From equation (29) we anticipate that the higher government spending is, the higher expected infation is and the ess ikey the zero bound is to bind. L We choose G to maximize the expected utiity of the consumer in states of the word in which the discount factor is high and the zero bound binds. For now we assume that in other states of the word Ĝ is L zero. So we choose G to maximize ( ) } } t L g L 1 g 1 j p [(C )(1 N ) ] 1 L L U p v(g ) 1 r { tp0 1 j (37) r L g L 1 g 1 j 1 r [(C )(1 N ) ] 1 L p v(g ). 1 r p { 1 j L To ensure that U is finite, we assume that p! 1 r. Note that L L ˆ L Y p N p Y(Y 1), ˆ L L L C p Y(Y 1) G(G 1). Substituting these expressions into equation (37), we obtain r ˆ L ˆ L g ˆ L 1 g 1 j 1 r {[N(Y 1) Ng(G 1)] [1 N(Y 1)] } 1 L U p 1 r p ( 1 j ) r 1 r L v[ng(gˆ 1)]. 1 r p L L We choose the vaue of Ĝ that maximizes U subject to the intertempora Euer equation (eq. [14]), the Phiips curve (eq. [13]), and L L L L L Yˆ ˆ, ˆ, ˆ t p Y Gt p G E(G t t 1) p pg, pt 1 p p, E t(p t 1) p pp, and L R t 1 p R, where L L R p max (Z,0) and 1 1 L L ˆ L Z p 1 (f1p f2y ). b b The ast constraint takes into account that the zero bound on interest rates may not be binding even though the discount rate is high. Finay, for simpicity we assume that v(g) is given by ˆ

23 government spending mutipier 99 G 1 j v(g) p w. g 1 j We choose wg so that g p G/Y p 0.2. Since government purchases are financed with ump-sum taxes, the optima eve of G has the property that the margina utiity of G is equa to the margina utiity of consumption: j g(1 j) 1 (1 g)(1 j) wg g p gc N. This reation impies g(1 j) 1 (1 g)(1 j) j wg p g{[n(1 g)]} N (Ng). Using our benchmark parameter vaues, we obtain a vaue of w g equa to L L L L L L Figure 3 dispays the vaues of U, Yˆ, Z, Cˆ, R, and p as a function of Ĝ L. The asterisk indicates the eve of a variabe corresponding to the optima vaue of Ĝ L. The circe indicates the eve of a variabe corre- L sponding to the highest vaue of Ĝ that satisfies Z 0. A number of L features of figure 3 are worth noting. First, the optima vaue of Ĝ is very arge: roughy 30 percent (reca that in the steady state government purchases are 20 percent of output). Second, for this particuar parameterization the increase in government spending more than undoes the effect of the shock that made the zero-bound constraint bind. Here, government purchases rise to the point where the zero bound is marginay nonbinding and output is actuay above its steady-state eve. These ast two resuts depend on the parameter vaues that we chose and on our assumed functiona form for v(g t ). What is robust across different assumptions is that it is optima to substantiay increase government purchases and that the government-spending mutipier is arge when the zero-bound constraint binds. 7 The zero bound and interest rate targeting. Up to now we have emphasized the economy being in the zero-bound state as the reason why the nomina interest rate might not change after an increase in government spending. Here we discuss an aternative interpretation of the constant interest rate assumption. Suppose that there are no shocks to the economy but that, starting from the nonstochastic steady state, government spending increases by a constant amount and the monetary authority deviates from the Tayor rue, keeping the nomina interest rate equa to its steady-state vaue. This poicy shock persists with probabiity p. It is easy to show that the government-spending mutipier is given by 7 We derive the optima fisca poicy taking monetary poicy as given. Nakata (2009) argues that it is aso optima to raise government purchases when monetary poicy is chosen optimay. He does so using a second-order Tayor approximation to the utiity function in a mode with separabe preferences in which the natura rate of interest foows an exogenous stochastic process.

24 Fig. 3. Optima eve of government spending in the zero bound

25 government spending mutipier 101 equation (32). So the mutipier is exacty the same as in the case in which the nomina interest rate is constant because the zero bound binds. Of course there is no reason to think that it is sensibe for the centra bank to pursue a poicy that sets the nomina interest rate equa to a positive constant. For this reason, a binding zero bound is the most natura interpretation for why the nomina interest rate might not change after an increase in government spending. IV. A Mode with Capita In the previous section we use a simpe mode without capita to argue that the government-spending mutipier is arge whenever the output costs of being in the zero-bound state are aso arge. Here we show that this basic resut extends to a generaized version of the previous mode in which we aow for capita accumuation. As above we focus on the effect of a discount rate shock. 8 The mode. The preferences of the representative househod are given by equations (23) and (24). The househod s budget constraint is given by k P(C t t I t) Bt 1 p B(1 t R t) WN t t Pr t tkt T t, (38) k where It denotes investment, Kt is the stock of capita, and rt is the rea renta rate of capita. The capita accumuation equation is given by K t 1 p It (1 d)k t D(I t, I t 1, K t), (39) where the function D(I t, I t 1, K t) represents investment adjustment costs. To assess robustness we consider two specifications for these adjustment costs. The first specification is the one considered in Lucas and Prescott (1971): ( ) 2 ji It D(I t, I t 1, K t) p d K t. (40) 2 K t The parameter ji 1 0 governs the magnitude of adjustment costs to capita accumuation. As ji r, investment and the stock of capita become constant. The resuting mode behaves in a manner very simiar to the one described in the previous section. The second specification is the one considered in Christiano et a. (2005) and in Section V: [ ( )] I t t t 1 t I t 1 t D(I, I, K ) p 1 S I. (41) 8 In a previous version of this paper, avaiabe on request, we aso anayze the effect of a neutra and an investment-specific technoogy shock.

The Theory of the Firm Economic Markets

The Theory of the Firm Economic Markets The Theory of the Firm Economic Markets We ve discussed demand, from the theory of a consumer. For suppy we wi examine the firms perspective, what inputs shoud they use, what are their ong run cost functions,

More information

Finance 462 Solutions to Problem Set #9. First, to simplify, set the unemployment rate to 5% (.05)

Finance 462 Solutions to Problem Set #9. First, to simplify, set the unemployment rate to 5% (.05) Finance 46 Soutions to Probem Set #9 1) With no fees, we have the foowing demand fooans: Q = 15 64 90. 4UR First, to simpify, set the unempoyment rate to 5% (.05) Q = 15 64 90.4(.05) = 10.48 64 To cacuate

More information

f (tl) <tf(l) for all L and t>1. + u 0 [p (l ) α wl ] pα (l ) α 1 w =0 l =

f (tl) <tf(l) for all L and t>1. + u 0 [p (l ) α wl ] pα (l ) α 1 w =0 l = Econ 101A Midterm Th November 006. You have approximatey 1 hour and 0 minutes to answer the questions in the midterm. I wi coect the exams at 11.00 sharp. Show your work, and good uck! Probem 1. Profit

More information

A guide to your with-profits investment and how we manage our With-Profit Fund

A guide to your with-profits investment and how we manage our With-Profit Fund Important information A guide to your with-profits investment and how we manage our With-Profit Fund For customers investing through a With Profits Pension Annuity. Contents This guide is important as

More information

OECD ECONOMIC SURVEY OF DENMARK 2005 IS THE WELFARE SYSTEM SUSTAINABLE?

OECD ECONOMIC SURVEY OF DENMARK 2005 IS THE WELFARE SYSTEM SUSTAINABLE? ORGANISATION DE COOPÉRATION ET DE DÉVELOPPEMENT ÉCONOMIQUES ORGANISATION FOR ECONOMIC CO-OPERATION AND DEVELOPMENT OECD ECONOMIC SURVEY OF DENMARK 25 IS THE WELFARE SYSTEM SUSTAINABLE? This is an excerpt

More information

Finance Practice Midterm #2 Solutions. 1) Consider the following production function. Suppose that capital is fixed at 1.

Finance Practice Midterm #2 Solutions. 1) Consider the following production function. Suppose that capital is fixed at 1. Finance 00 Practice Midterm # Soutions ) Consider the foowing production function. Suppose that capita is fied at. Q K. L.05L For what vaues of Q is margina cost increasing? For what vaues of Q is margina

More information

Loading Factors and Equilibria in Insurance Markets

Loading Factors and Equilibria in Insurance Markets Loading Factors and Equiibria in Insurance Markets Yoram Eden, * Eiakim Katz, ** and Jacob Rosenberg *** Abstract: Tis paper examines te effect of introducing positive oading factors into insurance premia,

More information

A guide to your with-profits investment and how we manage our With-Profit Fund

A guide to your with-profits investment and how we manage our With-Profit Fund Important information A guide to your with-profits investment and how we manage our With-Profit Fund For customers investing through pension pans. Contents This guide is important as it aims to answer

More information

A guide to your with-profits investment and how we manage our With-Profit Fund

A guide to your with-profits investment and how we manage our With-Profit Fund Important information A guide to your with-profits investment and how we manage our With-Profit Fund For customers investing through an Aviva investment bond. Contents This guide is important as it aims

More information

Key Features of the With Profits Pension Annuity

Key Features of the With Profits Pension Annuity Key Features of the With Profits Pension Annuity Key Features of the With Profits Pension Annuity The Financia Conduct Authority is a financia services reguator. It requires us, Aviva, to give you this

More information

Preparing Cash Budgets

Preparing Cash Budgets Preparing Cash Budgets John Ogivie, author of the CIMA Study System Finance, gives some usefu tips on this popuar examination topic. The management of cash resources hods a centra position in the area

More information

Key Features of the Tax-Free Flexible Plan

Key Features of the Tax-Free Flexible Plan Key Features of the The Key Features suppied beow appy to the adut investment eement of the Famiy Fexibe Pan. No advice has been provided by Scottish Friendy in reation to this pan. If you are in any doubt

More information

When is the Government Spending Multiplier Large?

When is the Government Spending Multiplier Large? When is the Government Spending Multiplier Large? Lawrence Christiano, Martin Eichenbaum, and Sergio Rebelo Northwestern University May 2009 (preliminary version) Abstract When the zero bound on nominal

More information

Optimal Hedge Ratio for Brent Oil Market; Baysian Approach

Optimal Hedge Ratio for Brent Oil Market; Baysian Approach Internationa Letters of Socia and Humanistic Sciences Onine: 2014-08-17 ISSN: 2300-2697, Vo. 37, pp 82-87 doi:10.18052/www.scipress.com/ilshs.37.82 2014 SciPress Ltd., Switzerand Optima Hedge Ratio for

More information

Your guide to remortgaging

Your guide to remortgaging Mortgages Need more information? Speak to one of our mortgage advisers who wi be happy to expain more about our range of mortgages. Ca: 0345 734 4345 (Monday to Friday 8am to 6pm) Cas may be monitored

More information

Variance Reduction Through Multilevel Monte Carlo Path Calculations

Variance Reduction Through Multilevel Monte Carlo Path Calculations Variance Reduction Through Mutieve Monte Caro Path Cacuations Mike Gies gies@comab.ox.ac.uk Oxford University Computing Laboratory Mutieve Monte Caro p. 1/30 Mutigrid A powerfu technique for soving PDE

More information

Key features of the Pension

Key features of the Pension Key features of the Pension Key features of the Pension The Financia Conduct Authority is a financia services reguator. It requires us, Aviva, to give you this important information to hep you to decide

More information

Fidelity Freedom Index Income Fund - Institutional Premium Class (FFGZX)

Fidelity Freedom Index Income Fund - Institutional Premium Class (FFGZX) Fideity Freedom Index Income Fund - Institutiona Premium Cass (FFGZX) NTF No Transaction Fee 1 Hypothetica Growth of $10,000 2,3 (10/2/2009-) n Fideity Freedom Index Income Fund - Institutiona Premium

More information

Search and O shoring in the Presence of Animal Spirits

Search and O shoring in the Presence of Animal Spirits Search and O shoring in the Presence of Anima Spirits Devashish Mitra Priya Ranjan Syracuse University University of Caifornia - Irvine Abstract: In this paper, we introduce two sources of unempoyment

More information

Barriers and Optimal Investment 1

Barriers and Optimal Investment 1 Barriers and Optima Investment 1 Jean-Danie Saphores 2 bstract This paper anayzes the impact of different types of barriers on the decision to invest using a simpe framework based on stochastic discount

More information

The Zero Bound and Fiscal Policy

The Zero Bound and Fiscal Policy The Zero Bound and Fiscal Policy Based on work by: Eggertsson and Woodford, 2003, The Zero Interest Rate Bound and Optimal Monetary Policy, Brookings Panel on Economic Activity. Christiano, Eichenbaum,

More information

MULTILEVEL MONTE CARLO FOR BASKET OPTIONS. Michael B. Giles

MULTILEVEL MONTE CARLO FOR BASKET OPTIONS. Michael B. Giles Proceedings of the 29 Winter Simuation Conference M. D. Rossetti, R. R. Hi, B. Johansson, A. Dunkin, and R. G. Ingas, eds. MULTILEVEL MONTE CARLO FOR BASKET OPTIONS Michae B. Gies Oxford-Man Institute

More information

Political Economy of Crop Insurance Risk Subsidies under Imperfect Information. June 7, Harun Bulut and Keith J. Collins *

Political Economy of Crop Insurance Risk Subsidies under Imperfect Information. June 7, Harun Bulut and Keith J. Collins * Poitica Economy of Crop Insurance Risk Subsidies under Imperfect Information June 7, 213 Harun Buut and Keith J. Coins Seected Paper prepared for presentation at the Agricutura & Appied Economics Association

More information

Competition, ownership and bank performance in transition

Competition, ownership and bank performance in transition Competition, ownership and bank performance in transition by Steven Fries,* Damien Neven** and Pau Seabright*** August 2004 Abstract This paper examines how competition among banks and their ownership

More information

Trade, Di usion and the Gains from Openness

Trade, Di usion and the Gains from Openness Trade, Di usion and the Gains from Openness Andrés Rodríguez-Care Pennsyvania State University and NBER November, 2007 ( rst version: November 2006) Abstract Buiding on Eaton and Kortum s (2002) mode of

More information

Abstract (X (1) i k. The reverse bound holds if in addition, the following symmetry condition holds almost surely

Abstract (X (1) i k. The reverse bound holds if in addition, the following symmetry condition holds almost surely Decouping Inequaities for the Tai Probabiities of Mutivariate U-statistics by Victor H. de a Peña 1 and S. J. Montgomery-Smith 2 Coumbia University and University of Missouri, Coumbia Abstract In this

More information

Inequality, Business Cycles and Monetary-Fiscal Policy

Inequality, Business Cycles and Monetary-Fiscal Policy Inequaity, Business Cyces and Monetary-Fisca Poicy Anmo Bhandari U of Minnesota David Evans U of Oregon Thomas J. Sargent NYU October 12, 217 Mihai Goosov U of Chicago Abstract We study monetary and fisca

More information

Improved multilevel Monte Carlo convergence using the Milstein scheme

Improved multilevel Monte Carlo convergence using the Milstein scheme Improved mutieve Monte Caro convergence using the Mistein scheme M.B. Gies Oxford University Computing Laboratory, Parks Road, Oxford, U.K. Mike.Gies@comab.ox.ac.uk Summary. In this paper we show that

More information

Competition, ownership and bank performance in transition

Competition, ownership and bank performance in transition Competition, ownership and bank performance in transition by Steven Fries,* Damien Neven** and Pau Seabright*** June 2004 Abstract This paper examines factors that infuence the revenues and costs of banks

More information

Antithetic multilevel Monte Carlo estimation for multidimensional SDES

Antithetic multilevel Monte Carlo estimation for multidimensional SDES Antithetic mutieve Monte Caro estimation for mutidimensiona SDES Michae B. Gies and Lukasz Szpruch Abstract In this paper we deveop antithetic mutieve Monte Caro MLMC estimators for mutidimensiona SDEs

More information

Legal vs Ownership Unbundling in Network Industries

Legal vs Ownership Unbundling in Network Industries Lega vs Ownership Unbunding in Network Industries Hemuth Cremer, Jacques Crémer, Phiippe De Donder University of Tououse (IDEI and GREMAQ) 1 Aée de Brienne 31000 Tououse Juy 3, 006 Abstract This paper

More information

Competing for Consumer Inattention

Competing for Consumer Inattention Competing for Consumer Inattention Geoffroy de Cippe Kfir Eiaz Kareen Rozen February 2014 Abstract Consumers purchase mutipe types of goods, but may be abe to examine ony a imited number of markets for

More information

Fidelity Freedom Index 2005 Fund - Investor Class (FJIFX)

Fidelity Freedom Index 2005 Fund - Investor Class (FJIFX) Aocation Fideity Freedom Index 2005 Fund - Investor Cass (FJIFX) Hypothetica Growth of $10,000 1,2 (10/2/2009-) n Fideity Freedom Index 2005 Fund - Investor Cass $15,353 n Target-Date 2000-2010 $16,178

More information

Retirement Income Charting a Course to Help Your Money Last

Retirement Income Charting a Course to Help Your Money Last Retirement Income Charting a Course to Hep Your Money Last Peter Murphy, CFP Financia Partners Securities are offered through LPL Financia, Member FINRA/SIPC. Investment Advice offered through Financia

More information

Financial (Des)Integration.

Financial (Des)Integration. Financia (Des)Integration. Enisse Kharroubi June 2005 Abstract This paper addresses the macroeconomic impact of internationa nancia integration. I rst provide empirica evidence that foreign banking penetration

More information

Giving That Grows. Legacies That Last.

Giving That Grows. Legacies That Last. Giving That Grows. Legacies That Last. Donor Advised Fund Program Description & Appication We make a iving by what we get, we make a ife by what we give. Winston Churchi The Sharing of Vaues: What is Your

More information

Spatial Asset Pricing: A First Step

Spatial Asset Pricing: A First Step Spatia Asset Pricing: A First Step François Ortao-Magné University of Wisconsin Madison Andrea Prat Coumbia University Revised May 1, 2013 Abstract Peope choose where to ive and how much to invest in housing

More information

The Paradox of Global Thrift

The Paradox of Global Thrift he Paradox of Goba hrift Luca Fornaro and Federica Romei his draft: November 2017 First draft: December 2016 PRELIMINARY AND INCOMPLEE, COMMENS WELCOME Abstract his paper describes a paradox of goba thrift.

More information

When is the Government Spending Multiplier Large?

When is the Government Spending Multiplier Large? When is the Government Spending Multiplier Large? Lawrence Christiano, Martin Eichenbaum, and Sergio Rebelo Northwestern University September 2009 Abstract When the nominal interest rate is constant. 1.

More information

Analyzing Scrip Systems

Analyzing Scrip Systems Submitted to manuscript Pease, provide the manuscript number! Anayzing Scrip Systems Kris Johnson Operations Research Center, Massachusetts Institute of Technoogy, krisd@mit.edu David Simchi-Levi Engineering

More information

Your fund selection. Retirement Investments Insurance Health

Your fund selection. Retirement Investments Insurance Health Your fund seection Retirement Investments Insurance Heath Wecome The purpose of this guide is to hep you understand the types of funds avaiabe under your pension, bond, endowment or other Aviva Life products

More information

The Valuation of Long-Term Securities

The Valuation of Long-Term Securities 4 The Vauation of Long-Term Securities Contents Distinctions Among Vauation Concepts Liquidation Vaue versus Going-Concern Vaue Book Vaue versus Market Vaue Market Vaue versus Intrinsic Vaue Bond Vauation

More information

Aggregate Demand Externalities in a Global Liquidity Trap

Aggregate Demand Externalities in a Global Liquidity Trap Aggregate Demand Externaities in a Goba Liquidity rap Luca Fornaro and Federica Romei December 2016 PRELIMINARY AND INCOMPLEE, COMMENS WELCOME Abstract A recent iterature has suggested that macroprudentia

More information

Project selection and risk taking under credit constraints

Project selection and risk taking under credit constraints Project seection and risk taking under credit constraints Feipe S. Iacan FGV/EPGE August 7, 203 Abstract We anayze project seection and financing under endogenous credit constraints from imited enforcement.

More information

Adverse Selection in Developing Country Factor Markets: The Case of Fertilizers in Cambodia

Adverse Selection in Developing Country Factor Markets: The Case of Fertilizers in Cambodia Adverse Seection in Deveoping Country Factor Markets: The Case of Fertiizers in Cambodia Günter Schame 1 and Friederike Höngen 2 May 2003 Abstract: We anayze the presence and potentia impact of ow quaity

More information

Timing Constraints and the Allocation of Time: The Effects of Changing Shopping Hours Regulations in the Netherlands

Timing Constraints and the Allocation of Time: The Effects of Changing Shopping Hours Regulations in the Netherlands Timing Constraints and the Aocation of Time: The Effects of Changing Shopping Hours Reguations in the Netherands Joyce P. Jacobsen and Peter Kooreman May 2003 Abstract A 1996 change in shopping hours reguations

More information

PoS(ISCC 2017)020. Credit Risk Assessment of Receivable Accounts in Industry Chain based on SVM. Speaker. Huan Sun 1

PoS(ISCC 2017)020. Credit Risk Assessment of Receivable Accounts in Industry Chain based on SVM. Speaker. Huan Sun 1 Credit Risk Assessment of Receivabe Accounts in Industry Chain based on SVM 1 Schoo of computer and information, Hohhot Vocationa Coege Inner Mongoia, 010051, China E-mai: sunhhvc@163.com Industria chain

More information

CIBC Managed Income Portfolio. Annual Management Report of Fund Performance

CIBC Managed Income Portfolio. Annual Management Report of Fund Performance CIBC Managed Income Portfoio Annua Management Report of Fund Performance for the financia year ended December 31, 2015 A figures are reported in Canadian doars uness otherwise noted This annua management

More information

Stepwise Investment and Capacity Sizing under Uncertainty

Stepwise Investment and Capacity Sizing under Uncertainty OR Spectrum manuscript No. (wi be inserted by the editor Stepwise Investment and Capacity Sizing under Uncertainty Michai Chronopouos Verena Hagspie Stein Erik Feten Received: date / Accepted: date Abstract

More information

Multilevel Monte Carlo Path Simulation

Multilevel Monte Carlo Path Simulation Mutieve Monte Caro Path Simuation Mike Gies gies@comab.ox.ac.uk Oxford University Computing Laboratory 15th Scottish Computationa Mathematics Symposium Mutieve Monte Caro p. 1/34 SDEs in Finance In computationa

More information

Liquidity Effects of Listing Requirements

Liquidity Effects of Listing Requirements Liquidity Effects of Listing Requirements Sara Draus 1 May 009 Abstract I propose a mode in wic a stock excange can improve its iquidity by tigtening its isting requirements. Because tese reduce information

More information

Analysis of high-speed rail and airline transport cooperation in presence of non-purchase option

Analysis of high-speed rail and airline transport cooperation in presence of non-purchase option J. Mod. Transport. (208) 26(4):23 254 https://doi.org/0.007/s40534-08-072-z Anaysis of high-speed rai and airine transport cooperation in presence of non-purchase option Kimitoshi Sato Yihsu Chen 2 Received:

More information

THIS DOCUMENT IS IMPORTANT AND REQUIRES YOUR IMMEDIATE ATTENTION

THIS DOCUMENT IS IMPORTANT AND REQUIRES YOUR IMMEDIATE ATTENTION THIS DOCUMENT IS IMPORTANT AND REQUIRES YOUR IMMEDIATE ATTENTION If you are in any doubt as to the action you shoud take, you are recommended to seek immediatey your own persona financia advice from your

More information

Pricing and Revenue Sharing Strategies for Internet Service Providers

Pricing and Revenue Sharing Strategies for Internet Service Providers Pricing and Revenue Sharing Strategies for Internet Service Providers Linhai He and Jean Warand Dept. of EECS, U.C. Berkeey {inhai,wr}@eecs.berkeey.edu 1 Abstract One of the chaenges facing the networking

More information

Trade and Domestic Production Networks

Trade and Domestic Production Networks Trade and Domestic Production Networks Feix Tintenot a,c, Ayumu Ken Kikkawa a, Magne Mogstad a,c, Emmanue Dhyne b a University of Chicago b Nationa Bank of Begium c NBER November 26, 2017 Abstract We use

More information

Oil Shocks and the Zero Bound on Nominal Interest Rates

Oil Shocks and the Zero Bound on Nominal Interest Rates Oil Shocks and the Zero Bound on Nominal Interest Rates Martin Bodenstein, Luca Guerrieri, Christopher Gust Federal Reserve Board "Advances in International Macroeconomics - Lessons from the Crisis," Brussels,

More information

Offshoring and Skill-upgrading in French Manufacturing: A Heckscher-Ohlin-Melitz View

Offshoring and Skill-upgrading in French Manufacturing: A Heckscher-Ohlin-Melitz View Offshoring and Ski-upgrading in French Manufacturing: A Heckscher-Ohin-Meitz View Juan Caruccio Aejandro Cuñat Harad Fadinger Christian Fons-Rosen March 015 Abstract We present a factor proportion trade

More information

Additional Guidance 2018 ex-ante data reporting form. October 2017

Additional Guidance 2018 ex-ante data reporting form. October 2017 Additiona Guidance 2018 ex-ante data reporting form October 2017 The foowing sides compement the definitions and guidance incuded in the Ex-ante Contributions Reporting Form (hereafter Data Reporting Form)

More information

Financing the Entrepreneurial Venture

Financing the Entrepreneurial Venture Financing the Entrepreneuria Venture Jean-Etienne de Bettignies y First Draft: September 2, 2002 This Draft: October 7, 2003 Abstract This paper is about nancia contracting choices for the entrepreneur.

More information

Additional Guidance 2019 ex-ante data reporting form. October 2018

Additional Guidance 2019 ex-ante data reporting form. October 2018 Additiona Guidance 2019 ex-ante data reporting form October 2018 The foowing sides compement the definitions and guidance incuded in the Ex-ante Contributions Reporting Form (hereafter Data Reporting Form)

More information

PROSPECTUS. I could have been an . Visit to sign up. May 1, 2018 VARIABLE UNIVERSAL LIFE INSURANCE (5-18) Product

PROSPECTUS. I could have been an  . Visit  to sign up. May 1, 2018 VARIABLE UNIVERSAL LIFE INSURANCE (5-18) Product PROSPECTUS May 1, 2018 VARIABLE UNIVERSAL LIFE INSURANCE I coud have been an emai. Visit www.fbfs.com to sign up. 737-530 (5-18) 2002-2007 Product PRINCIPAL UNDERWRITER/ SECURITIES & SERVICES OFFERED THROUGH

More information

Online Appendix to Product and Pricing Decisions in Crowdfunding

Online Appendix to Product and Pricing Decisions in Crowdfunding 1 Onine Appendix to Product and Pricing Decisions in Crowdfunding A. Simutaneous versus Sequentia Modes Sequentia mecanism assumes tat two buyers arrive at te proposed project at different periods and

More information

econstor Make Your Publication Visible

econstor Make Your Publication Visible econstor Make Your Pubication Visibe A Service of Wirtschaft Centre zbwleibniz-informationszentrum Economics Hoyt, Wiiam H. Working Paper The Assignment and Division of the Tax Base in a System of Hierarchica

More information

Annual Notice of Changes for 2019

Annual Notice of Changes for 2019 SiverScript Choice (PDP) offered by SiverScript Insurance Company Annua Notice of Changes for 2019 You are currenty enroed as a member of SiverScript Choice (PDP). Next year, there wi be some changes to

More information

When is the Government Spending Multiplier Large?

When is the Government Spending Multiplier Large? When is the Government Spending Multiplier Large? Lawrence Christiano, Martin Eichenbaum, and Sergio Rebelo Northwestern University July 2009 (preliminary version) Abstract When the zero bound on nominal

More information

Principles and Practices of Financial Management (PPFM)

Principles and Practices of Financial Management (PPFM) Principes and Practices of Financia Management (PPFM) for Aviva Life & Pensions UK Limited Stakehoder With-Profits Sub-Fund Version 17 Retirement Investments Insurance Heath Contents Page Section 1: Introduction

More information

Financing the Entrepreneurial Venture

Financing the Entrepreneurial Venture Financing the Entrepreneuria Venture Jean-Etienne de Bettignies y This Draft: November, 2005 Abstract This paper is about nancia contracting choices for the entrepreneur. In an incompete contracts mode,

More information

Chapter 2 Statistic Analysis of China s Crowdfunding Industry

Chapter 2 Statistic Analysis of China s Crowdfunding Industry Chapter 2 Statistic Anaysis of China s Crowdfunding Industry Zhi Chen, Haimei Wang and Xingqiang Yuan 2.1 The Genera Status of Crowdfunding Patforms 2.1.1 The Number and Distribution of Patforms By the

More information

Entitled to Work: Urban Property Rights and Labor Supply in Peru

Entitled to Work: Urban Property Rights and Labor Supply in Peru Entited to Work: rban Property Rights and Labor Suppy in Peru Erica Fied Harvard niversity This version: Juy 003 Abstract: Over the past decade, the Peruvian government issued property tites to over 1.

More information

Production Planning under Supply and Quality Uncertainty with Two Customer Segments and Downward Substitution

Production Planning under Supply and Quality Uncertainty with Two Customer Segments and Downward Substitution Production Panning under Suppy and Quaity Uncertainty with Two Customer Segments and Downward Substitution Tim Noparumpa tnoparum@syr.edu Whitman Schoo of Management Syracuse University Syracuse, NY 1344

More information

arxiv: v2 [math.pr] 22 Dec 2015

arxiv: v2 [math.pr] 22 Dec 2015 Mean-fied Dynamics of Load-Baancing Networks with Genera Service Distributions Reza Aghajani 1, Xingjie Li 2, and Kavita Ramanan 1 arxiv:1512.556v2 [math.pr] 22 Dec 215 1 Division of Appied Mathematics,

More information

Advanced Microeconomics(ECH 32306)

Advanced Microeconomics(ECH 32306) Advanced Microeconomics(ECH 6) Homeork --- Soutions Expected Utiity Teory On p Jee and Reny say tat AXIOM G4 (Monotonicity) impies a an Prove tis We prove tis by contradiction Suppose a an, ten a a n and

More information

Economics 352: Intermediate Microeconomics

Economics 352: Intermediate Microeconomics Economics 35: Intermediate Microeconomics Notes and Sampe Questions Chapter 8: Cost Functions This chapter inestigates the reationship beteen a production function and the cost of producing gien uantities

More information

Absorption costing and marginal costing

Absorption costing and marginal costing Chapter 5 Absorption costing and margina costing Rea word case 5.1 This case study shows a typica situation in which management accounting can be hepfu. Read the case study now but ony attempt the discussion

More information

Direct Job Creation Programs: Evaluation Lessons

Direct Job Creation Programs: Evaluation Lessons Direct Job Creation Programs: Evauation Lessons Arun S. Roy and Ging Wong December 1998 Evauation and Data Deveopment Strategic Evauation and Monitoring Strategic Poicy Human Resources Deveopment Canada

More information

Proxy Access At The Tipping Point by Holly Gregory

Proxy Access At The Tipping Point by Holly Gregory Proxy Access At The Tipping Point by Hoy Gregory What happens when the sharehoders of most U.S. corporations gain the power to nominate their own sates for board eections? We are about to find out. By

More information

Principles and Practices of Financial Management (PPFM)

Principles and Practices of Financial Management (PPFM) Principes and Practices of Financia Management (PPFM) for Aviva Life & Pensions UK Limited Od With-Profits Sub-Fund and New With-Profits Sub-Fund (Aviva Life & Pensions UK Limited Od WPSF and New WPSF)

More information

SilverScript Employer PDP sponsored by Montgomery County Public Schools (SilverScript) Annual Notice of Changes for 2019

SilverScript Employer PDP sponsored by Montgomery County Public Schools (SilverScript) Annual Notice of Changes for 2019 P.O. Box 30006, Pittsburgh, PA 15222-0330 SiverScript Empoyer PDP sponsored by Montgomery County Pubic Schoos (SiverScript) Annua Notice of Changes for 2019 You are currenty enroed as a member of SiverScript.

More information

On Multilevel Quasi-Monte Carlo Methods

On Multilevel Quasi-Monte Carlo Methods On Mutieve Quasi-Monte Caro Methods Candidate Number 869133 University of Oxford A thesis submitted in partia fufiment of the MSc in Mathematica and Computationa Finance Trinity 2015 Acknowedgements I

More information

Imperial Money Market Pool. Annual Management Report of Fund Performance

Imperial Money Market Pool. Annual Management Report of Fund Performance Imperia Money Market Poo Annua Management Report of Fund Performance for the financia year ended December 31, 2015 A figures are reported in Canadian doars uness otherwise noted This annua management report

More information

Your fund selection. Retirement Investments Insurance Health

Your fund selection. Retirement Investments Insurance Health Your fund seection Retirement Investments Insurance Heath Wecome The purpose of this guide is to hep you understand the types of funds avaiabe under your pension, bond, endowment or other Aviva Life products

More information

Inward investment, transactions linkages, and productivity spillovers.

Inward investment, transactions linkages, and productivity spillovers. Inward investment, transactions inkages, and productivity spiovers. Nige Driffied, Max Munday* Annette Roberts Abstract The paper examines the extent to which foreign manufacturing firms in the UK promote

More information

Multilevel Monte Carlo Path Simulation

Multilevel Monte Carlo Path Simulation Mutieve Monte Caro p. 1/32 Mutieve Monte Caro Path Simuation Mike Gies mike.gies@maths.ox.ac.uk Oxford University Mathematica Institute Oxford-Man Institute of Quantitative Finance Workshop on Stochastic

More information

4/19/2017 l Resolution Regimes in Europe: Implementation of effective resolution regimes in the region. Funding in Resolution Stefano Cappiello

4/19/2017 l Resolution Regimes in Europe: Implementation of effective resolution regimes in the region. Funding in Resolution Stefano Cappiello 4/19/2017 Resoution Regimes in Europe: Impementation of effective resoution regimes in the region Funding in Resoution Stefano Cappieo The probem of funding in resoution The EU resoution framework provides

More information

An Iterative Framework for Optimizing Multicast Throughput in Wireless Networks

An Iterative Framework for Optimizing Multicast Throughput in Wireless Networks An Iterative Framework for Optimizing Muticast Throughput in Wireess Networks Lihua Wan and Jie Luo Eectrica & Computer Engineering Department Coorado State University Fort Coins, CO 80523 Emai: {carawan,

More information

Decomposition of Labor Productivity Growth: A Multilateral Production Frontier Approach

Decomposition of Labor Productivity Growth: A Multilateral Production Frontier Approach Decomposition of Labor Productivity Growth: A Mutiatera Production Frontier Approach Konstantinos Chatzimichae and Vangeis Tzouveekas (Dept. of Economics, University of Crete, GREECE) ABSTRACT This paper

More information

GLOBAL INVESTMENT OUTLOOK

GLOBAL INVESTMENT OUTLOOK 2018 GLOBAL INVESTMENT OUTLOOK Goba growth continues with ow rates and controed infation Athough we had a year of strong risk asset returns and some increase in goba interest rates, many of the factors

More information

11/22/2017 l 6 th Industry Dialogue: Critical functions and bank reportings. Mauro GRANDE, Board Member of the SRB

11/22/2017 l 6 th Industry Dialogue: Critical functions and bank reportings. Mauro GRANDE, Board Member of the SRB 11/22/2017 6 th Industry Diaogue: Critica functions and bank reportings Mauro GRANDE, Board Member of the SRB AGENDA 1. Introduction 2. Critica Functions Reports by Banks 3. Benchmarking Exercise by SRB

More information

Multilevel Monte Carlo Path Simulation

Multilevel Monte Carlo Path Simulation Mutieve Monte Caro Path Simuation Mike Gies gies@comab.ox.ac.uk Oxford University Computing Laboratory First IMA Conference on Computationa Finance Mutieve Monte Caro p. 1/34 Generic Probem Stochastic

More information

Lecture I. Advanced Monte Carlo Methods: I. Euler scheme

Lecture I. Advanced Monte Carlo Methods: I. Euler scheme Advanced Monte Caro Methods: I p. 3/51 Lecture I Advanced Monte Caro Methods: I p. 4/51 Advanced Monte Caro Methods: I Prof. Mike Gies mike.gies@maths.ox.ac.uk Oxford University Mathematica Institute Improved

More information

The Normative Analysis of Tagging Revisited: Dealing with Stigmatization

The Normative Analysis of Tagging Revisited: Dealing with Stigmatization The Normative Anaysis of Tagging Revisited: Deaing with Stigmatization Laurence Jacquet and Bruno Van der Linden February 20, 2006 Abstract Shoud income transfers be conditiona upon persona characteristics

More information

Was The New Deal Contractionary? Appendix C:Proofs of Propositions (not intended for publication)

Was The New Deal Contractionary? Appendix C:Proofs of Propositions (not intended for publication) Was The New Deal Contractionary? Gauti B. Eggertsson Web Appendix VIII. Appendix C:Proofs of Propositions (not intended for publication) ProofofProposition3:The social planner s problem at date is X min

More information

Why Do Inefficient Firms Survive? Management and Economic Development

Why Do Inefficient Firms Survive? Management and Economic Development Why Do Inefficient Firms Survive? Management and Economic Deveopment Michae Peters January 2012 Abstract There are arge and persistent productivity differences across firms within narrowy defined industries.

More information

2016 PRIMARY & SECONDARY EDUCATION BUDGET BRIEF

2016 PRIMARY & SECONDARY EDUCATION BUDGET BRIEF ZIMBABWE 216 PRIMARY & SECONDARY EDUCATION BUDGET BRIEF Key Messages Primary and Secondary Education was aocated US$81.43 miion about 2.3% of tota budget, but 9.5% ower than 215 aocation; The 216 aocation

More information

Minimum Wage and Export with Heterogeneous Firms

Minimum Wage and Export with Heterogeneous Firms Minimum Wage and Export with Heterogeneous Firms Churen Sun Shanghai Institute of Foreign Trade, Shanghai, 201600 Guoqiang Tian Texas A&M University, Coege Station, 77840 Tao Zhang Shanghai Institute of

More information

Your company pension scheme

Your company pension scheme Pease take some time to read this guide. It s important you understand what this pension product is, and what the benefits and risks invoved are. Pease keep a copy of this document in a safe pace. If you

More information

Ratio Analysis 107. Part II Management & Cost Accounting

Ratio Analysis 107. Part II Management & Cost Accounting Ratio Anaysis 107 Part II Management & Cost Accounting Ratio Anaysis 109 Chapter 4 Ratio Anaysis LEARNING OBJECTIVES In this chapter we wi study: Introduction Concept of Ratio Types of Ratios Measurement

More information

Monetary Economics. Lecture 11: monetary/fiscal interactions in the new Keynesian model, part one. Chris Edmond. 2nd Semester 2014

Monetary Economics. Lecture 11: monetary/fiscal interactions in the new Keynesian model, part one. Chris Edmond. 2nd Semester 2014 Monetary Economics Lecture 11: monetary/fiscal interactions in the new Keynesian model, part one Chris Edmond 2nd Semester 2014 1 This class Monetary/fiscal interactions in the new Keynesian model, part

More information

Levels of diversification

Levels of diversification Muti-Asset (MA) Bended Funds Leves of diversification Past performance is not a guide to future performance. Leves of diversification What are eves of diversification? At Architas we beieve that diversification

More information

Dynamic programming and efficient hedging for unit-linked insurance contracts

Dynamic programming and efficient hedging for unit-linked insurance contracts Dynamic programming and efficient hedging for unit-inked insurance contracts Johannes Morsing Johannesen Thomas Møer PFA Pension PFA Pension Sundkrogsgade 4 Sundkrogsgade 4 DK-2100 Copenhagen Ø DK-2100

More information