78 Pages

ramsey

Course: D 1606, Fall 2009
School: North-West Uni.
Rating:
 
 
 
 
 

Word Count: 16388

Document Preview

on Notes Ramsey-Optimal Monetary Policy Lawrence J. Christiano, Roberto Motto and Massimo Rostagno January 9, 2007 Contents 1 Ramsey-Optimal Policy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 Rotemberg-Sticky Prices . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.1 Household . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.2 Firms . . . . . . . . . . . . . . . . . . . ....

Register Now

Unformatted Document Excerpt

Coursehero >> Indiana >> North-West Uni. >> D 1606

Course Hero has millions of student submitted documents similar to the one
below including study guides, practice problems, reference materials, practice exams, textbook help and tutor support.

Course Hero has millions of student submitted documents similar to the one below including study guides, practice problems, reference materials, practice exams, textbook help and tutor support.
on Notes Ramsey-Optimal Monetary Policy Lawrence J. Christiano, Roberto Motto and Massimo Rostagno January 9, 2007 Contents 1 Ramsey-Optimal Policy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 Rotemberg-Sticky Prices . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.1 Household . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.2 Firms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.3 Equilibrium Conditions . . . . . . . . . . . . . . . . . . . . . . . . . . 2.4 Ramsey Policy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2.5 Numerical Examples . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Model with Calvo-Sticky Prices and No other Frictions . . . . . . . . . . . 3.1 Firms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3.2 Households . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3.3 Monetary Authority . . . . . . . . . . . . . . . . . . . . . . . . . . . 3.4 Equilibrium Conditions of the Model . . . . . . . . . . . . . . . . . . 3.5 Analysis of Ramsey Equilibrium . . . . . . . . . . . . . . . . . . . . . 4 Adding Money to the Model with Calvo Sticky Prices . . . . . . . . . . . . 4.1 Equilibrium Conditions . . . . . . . . . . . . . . . . . . . . . . . . . . 4.2 Steady State . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4.3 Numerical Analysis of the Model . . . . . . . . . . . . . . . . . . . . 5 Adding Wage Frictions to the Model . . . . . . . . . . . . . . . . . . . . . 5.1 Households . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5.2 Aggregate Resource Constraint . . . . . . . . . . . . . . . . . . . . . 5.3 The Other Equilibrium Conditions . . . . . . . . . . . . . . . . . . . 5.4 Analysis of the Equilibrium . . . . . . . . . . . . . . . . . . . . . . . 6 Adding Habit Persistence and Investment Adjustment Costs to the Model . 6.1 The Equilibrium Conditions . . . . . . . . . . . . . . . . . . . . . . . 6.2 Analysis of Equilibrium . . . . . . . . . . . . . . . . . . . . . . . . . . 7 Anticipated Shocks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 Pulling All the Equilibrium Conditions Together and Adding Growth . . . 9 Introducing Monetary Policy . . . . . . . . . . . . . . . . . . . . . . . . . . 10 Adding Financial Frictions . . . . . . . . . . . . . . . . . . . . . . . . . . . 10.1 The Addional Equilibrium Conditions . . . . . . . . . . . . . . . . . . 10.2 The Steady State . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10.3 Simulation Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 4 5 5 6 7 8 11 11 11 12 12 14 18 18 22 25 31 31 38 39 40 46 46 48 56 61 64 68 69 70 74 11 Getting the Ramsey Policy Rule . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77 2 These notes describe a set of monetary models which have been coded into Dynare, and which can be solved for the optimal monetary policy using code recently written for use in Levin, Lopez-Salido, (2004) and Levin, Onatski, Williams and Williams (2005) (LLSLOWW). The first section below describes the logic of the algorithm. The sequence of models goes from the least complicated to the most complicated, a version of the monetary model in Christiano, Eichenbaum and Evans (2004). In each case, the code is provided in a zip file available on the website where this document is posted. 1. Ramsey-Optimal Policy Let xt denote a set of N endogenous variables in a dynamic economic model. Let the private sector equilibrium conditions be represented by the following N - 1 conditions: X (st+1 ) f x st , x st+1 , st , st+1 = 0, (1.1) t) (s t+1 t s |s t t for all t and all s . Here, s denotes a history: st = (s0 , s1 , ..., st ) , and st denotes the time t realization of uncertainty, which can take on n possible values: st {s (1) , ..., s (n)} t = prob[st ], s so that (st+1 ) / (st ) is the probability of history st+1 , conditional on st . This economy is not `closed' because there are fewer equations than unknowns. One way to close it would be to add an equation which characterizes policy, perhaps a Taylor rule. Instead, we consider the Ramsey optimal equilibrium. Suppose preferences over x (st ) are follows: X X t st U x st , st . (1.2) t=0 st where (st ) is the row vector of multipliers on the equilibrium conditions. Consider a particular history, st = (st-1 , st ) , with t > 0. The first order necessary condition for optimality of x (st ) is X (st+1 ) t t+1 f x s ,x s (1.3) U1 x st , st + st , st , st+1 t) |1 | {z } | {z } t+1 t (s {z } s |s 1N 1N -1 N-1N t-1 t-1 t -1 f2 x s 0 , x s , st-1 , st = |{z} + s | {z }| {z } 1N-1 N-1N 1N The Ramsey problem is to maximize preference by choice of x (st ) for each st , subject to (1.1). We express the Ramsey problem in Lagrangian form as follows: t+1 X X t X (s ) t t+1 t t t U x s , st + s , f x s ,x s s , st , st+1 max | {z } t+1 t (st ) | {z } t=0 st 1N -1 s |s N -11 3 after dividing by (st ) t . In more conventional notation, U1 (xt , st ) + t Et f1 (xt , xt+1 , st , st+1 ) + -1 t-1 f2 (xt-1 , xt , st-1 , st ) = 0. The first order necessary condition for optimality at t = 0 is (1.3) with -1 0. The equations that characterize the Ramsey equilibrium are the N - 1 equations, (1.1), and the N equations (1.3). The unknowns are the N elements of x and the N -1 multipliers, . We will solve these equations by first or second order perturbation using Dynare. To apply the perturbation method, we require the nonstochastic steady state value of x. We compute this in two steps. First, fix one of the elements of x, say the inflation rate, . We then solve for the remaining N - 1 elements of x by imposing the N - 1 equations, (1.1). In the next step we compute the N - 1 vector of multipliers using the steady state version of (1.3): U1 + f1 + -1 f2 = 0, 0 = U1 0 X = f1 + -1 f2 = 0 , where a function without an explicit argument is understood to mean it is evaluated in steady state. Write Y so that Y is an N 1 column vector, X is an N (N - 1) matrix and is an (N - 1) 1 column vector. Compute and u as = (X 0 X) X 0 Y u = Y - X. Note that this regression will not in general fit perfectly, because there are N -1 `explanatory variables' and N elements of Y to `explain'. We vary the value of until max |ui | = 0. This completes the discussion of the calculation of the steady state. Equations (1.1) and (1.3) form a system of dynamic equations in the endogenous variables, x (st ) and (st ) . Dynare can approximate the solution to these equations using first or second order perturbations about the nonstochastic steady state. To do this, one provides a Dynare-formated code with the equilibrium conditions, (1.1), and with the utility function and discount rate in (1.2). The code written by (LLSLOWW) takes this as input, computes the equations in (1.3) symbolically and sets up (1.1) and (1.3) as a new set of Dynareformated code. Dynare can be applied to the result. -1 2. Rotemberg-Sticky Prices We describe the agents in the model, and then summarize the equilibrium conditions. The example is sufficiently simple that (1.3) can be computed by hand, and the law of motion of the multipliers can be established anlytically.1 1 We are grateful to Ippei Fujiwara for suggesting this example to us. 4 2.1. Household Household i maximizes discounted utility, where the period utility function is: log (Ci,t ) - The budget constraint is: Bi,t Bi,t-1 Wt = (1 + Rt-1 ) - Ci,t + hi,t + i,t , Pt Pt Pt where i,t denotes lump-sum profits and taxes. The first order necessary conditions for household optimality are: Wt , (2.1) ht Ct = Pt and Pt Ct 1 = Et , (2.2) 1 + Rt Pt+1 Ct+1 for t = 0, 1, 2, ... . 2.2. Firms Firm j maximizes profit: Pj,t (1 + ) Cj,t - MCt Cj,t - Pt 2 2 Pj,t - 1 Ct . Pj,t-1 (2.3) 2 h . 2 i,t The first term is firm revenues, including a tax subsidy, , received from the government (this is financed by a lump-sum tax on the household). The term after the first minus sign corresponds to the labor costs incurred in producing Cj,t . We assume that to produce 1 unit of Cj,t , exp (-Zt ) units of labor are required, where Zt denotes a shock to technology. Thus MCt = Wt ht Ct = , Pt exp (Zt ) exp (Zt ) after substituting out for the real wage using (2.1). The term after the second minus sign in (2.3) is the quantity of of the final good lost when the firm chooses to adjust its prices. The quantity of goods lost is positively related to the aggregate level of output, Ct . Firm j faces the following demand curve: - Pj,t Cj,t = Ct , 1. Pt The Lagrangian representation of the firm's problem is: 1- X Pj,t+n n Ct [(1 + ) Ct+n max Et {Pj,t+n } Ct+n Pt+n n=0 n=0 - 2 Pj,t+n Pj,t+n -MCt+n Ct+n - - 1 Ct+n ], Pt+n 2 Pj,t-1+n 5 where n Ct /Ct+n represents the state-contingent value, to households, of profits. This is taken as exogenous, by the firm. The first order necessary condition associated with the optimal choice of the price level is: Pj,t (1 - ) (1 + ) Pt - Ct + MCt Pt Pj,t Pt Pj,t Ct Ct - -1 Pt Pj,t-1 Pj,t-1 Ct Pj,t+1 Pj,t+1 +Et -1 Ct+1 = 0. 2 Ct+1 Pj,t Pj,t --1 In a symmetric equilibrium, Pj,t = Pt , for all j, so that the efficiency condition associated with firms is: 1 - (1 - ) + (MCt - 1) - ( t - 1) t + Et ( t+1 - 1) t+1 = 0. ( - 1) 2.3. Equilibrium Conditions The equilibrium conditions of the model are the household's intertemporal Euler equation, 1 Ct = Et , 1 + Rt t+1 Ct+1 the firm's efficiency condition: ht Ct 1 - 1 = ( t - 1) t - Et ( t+1 - 1) t+1 , (1 - ) + - ( - 1) exp (Zt ) and the resource constraint: 2 Ct 1 + ( t - 1) = exp (Zt ) ht . 2 (2.6) (2.4) (2.5) According to the latter, final goods are partly consumed by households, and partly they are used up in adjustment costs, if prices are being adjusted, i.e., if t 6= 1. The law of motion for the exogenous shock is: Zt = Zt-1 + ut , ut N (0, u ) . (2.7) In the case where monetary policy is exogenous, we specify the following Taylor rule: Rt = - 1 + ( t - ), (2.8) where is the target inflation rate. According to this, when inflation is above target, t > , they raise the nominal rate of interest above what the rate of interest would be expected to be at the target inflation rate and in steady state, / - 1. 6 2.4. Ramsey Policy We have three private sector equilibrium conditions and four endogenous variables, Ct , t , ht and Rt . Absent a monetary policy rule, we do not have enough relations to determine all three variables. The Ramsey optimum is the value {Ct , t , ht , Rt } that maximizes household utility, subject to the three equilibrium conditions. It is perhaps obvious what the optimum is. Note that if we set = 1 , t = 1, h2 = 1, Ct = exp (Zt ) ht , t -1 then (2.5) and (2.6) are satisfied. If we let the intertemporal Euler equation define the nominal rate of interest, Rt , then (2.4) is satisfied too. This is the Ramsey equilibrium because this setting of ht and Ct solves the planning problem: maximize discounted utility subject to the version of the technology in which there are no losses to price adjustment. With these preferences and technology, you cannot do better than to set t h2 = 1. Note t that t = 1, h2 = 1 is the Ramsey equilibrium only if = 1/( - 1). If, for example, = 0, t then (2.5) indicates there must be some deviation from t = 1, h2 = 1, given firm profit t maximization. The Lagrangian representation of the Ramsey problem is: X Ct 1 2 t max E0 n {log (Ct ) - ht + 1,t - Et {Rt ,ht , t } 2 1 + Rt t+1 Ct+1 t=0 t=0 ht Ct - 1 - ( t - 1) t + Et ( t+1 - 1) t+1 +2,t (1 - ) + 1 + exp (Zt ) 2 }, +3,t exp (Zt ) ht - Ct 1 + ( t - 1) 2 where n is the planner's discount rate, which may in principle be different from . In principle, we should also add as an additional constraint, Rt 1. However, ignore that in the hope that it is non-binding. The first order necessary condition associated with Rt is: 1,t From this it is evident that 1,t = 0, for all t. We simplify the derivatives by imposing this from here on. The first order necessary condition associated with ht is, for t = 1, 2, ..., -t ht + 2,t Ct + 3,t exp (Zt ) = 0 exp (Zt ) (2.10) 1 = 0, t = 0, 1, 2, ... (1 + Rt )2 (2.9) The first order condition associated with t is: 2,t (1 - 2 t ) + -1 2,t-1 (2 t - 1) - 3,t Ct ( t - 1) = 0. n 7 (2.11) with the understanding, 2,-1 0. Finally, the first order condition with respect to Ct is 1 ht 2 - 3,t 1 + ( t - 1) = 0 + 2,t Ct exp (Zt ) 2 (2.12) The equations that characterize the Ramsey equilibrium are the 7, (2.4)-(??), (2.10)(2.12). There are 7 unknowns, 2,t , 3,t and xt = (Ct , t , ht , Rt , Zt ) , for t = 0, 1, 2, ... . The required initial conditions are 2,-1 = 0 and Z-1 . We solve these equations by linearizing around steady state. This requires first computing the steady state of the Ramsey equilibrium, and then linearizing those equations about the steady state. We compute the steady state of the Ramsey problem by first fixing an arbitrary value for . Then, we solve for the remaining 4 elements of x using the four equations, (2.4)-(??). Solving (2.4) for steady state R : 1+R = . Solving (2.5) and (2.6) for h: h= 1 2 1 2 1 + ( - 1) [ (1 - ) ( - 1) + ( - 1) (1 + )] . 2 (2.13) Given h, C can be recovered from (2.6). Also (2.7) can be solved for Z. Thus, we have solved for x as a function of : x () . We now use two of the three equations, (2.10)-(2.12), to solve for the two multipliers, 2 , 3. . We adjust until values for the two multipliers can be found which set these three equations to zero in steady state. In case the model we're working with is actually the one with exogenous monetary policy, (2.8), then the steady state inflation rate is just the target rate, . 2.5. Numerical Examples We computed some examples, to illustrate the calculations. We set = 0.99, = 5, = 100, = 0.9, = 1.5, n = 0.99, = 1 , = 1, = 1. -1 As explained above, in this example the Ramsey optimal policy is t = 1, h2 = 1, Ct = exp (Zt ) ht , t and the steady state values of ht and Ct are both unity in both the Ramsey and exogenous monetary policy equilibrium. The following figure displays the path of the actual variables 8 in the Ramsey and the exogenous monetary policy (`equilibrium') equilibria. net inflation (APR) hours worked percent of steady state 20 0 percent 0 -0.05 -0.1 -0.15 -0.2 percent of steady state -20 -40 -60 50 0 -50 0 10 20 30 net nominal rate of interest (APR) 40 0 10 20 consumption 30 40 1 percent 0.5 -100 1.5 1 0.5 0 0 10 20 technology 30 40 0 0 10 20 30 40 deviation in real rate of interest from ss, APR 0 -20 -40 -60 0 10 20 30 40 0 equilibrium Ramsey 10 20 30 40 The shock is a one percent jump in technology, which decays over time. Hours worked and consumption correspond to the percent deviation from steady state. In the Ramsey equilibrium, the percent deviation in hours is zero and the percent deviation in consumption corresponds exactly to what technology. The technology shock creates an expectation that current consumption is high and later consumption is lower. Other things the same, this creates an intertemporal smoothing motive, which makes people want to consume less in the current period and save for the future. The Ramsey equilibrium responds to this by reducing the interest rate by precisely the amount that is required to induce people to follow the Ramsey-optimal consumption path. In the example, the reduction is quite large, nearly 40 percent! That is, the steady state interest rate is 0.01, and the reduction in the first period is -0.10. So, the actual quarterly nominal rate of interest in the first period is -0.09. When multiplied by 400 to convert to annualized percent terms, this is the -36 percent that we see for Ramsey in the figure. (This example draws obvious attention to the fact that we ignore the non-negativity constraint on the nominal rate of interest.) The monetary policy rule evidently cuts the interest rate more than what is called for in the Ramsey equilibrium. However, expected inflation falls by a lot too. Consumption is determined by the real rate of interest. The figure indicates that in the exogenous monetary policy equilibrium, the real interest rate is cut by less than in the Ramsey. As a result, the consumption smoothing motive is not undercut by enough in the exogenous monetary policy equilibrium. In particular, they cut their consumption relative to the Ramsey optimum. This leads to a fall in demand for goods, which leads to a fall in employment and marginal costs. The fall in marginal costs induces firms to cut prices and so inflation falls relative to the Ramsey 9 optimum. Next, we set = 0 and redid the calculations. The steady state inflation rate in both equilibria is unity. Consumption and hours worked are both lower, now, at 0.8944. To see why, consider the firm efficiency condition for prices: 1 + h2 - 1 = ( - 1) - ( - 1) . The term on the right of the equality is zero. As a result, 1 1 2 h= 1- , Ct = exp (Zt ) h, in the Ramsey equilibrium. So, in terms of percent deviations from steady state, the Ramsey equilibrium is (numerically) the same with = 0 and = 1/ ( - 1) . In the exogenous monetary policy equilibrium, the drop in hours and consumption is a little bigger than what it was with the tax subsidy. net inflation (APR) 20 0 percent equilibrium Ramsey percent of steady state hours worked 0.2 0.1 0 -0.1 -0.2 1 0 10 20 consumption 30 40 -20 -40 -60 50 0 -50 0 10 20 30 net nominal rate of interest (APR) 40 percent of steady state percent 0.5 -100 1.5 1 0.5 0 0 10 20 technology 30 40 0 0 10 20 30 40 deviation in real rate of interest from ss, APR 0 -20 -40 -60 0 10 20 30 40 0 10 20 30 40 Interestingly, not only is 1,t = 0 for all t, but in the above numerical experiments, we found 2,t = 0 also. By contrast, 3,t is non-zero. Interestingly, however, the lagged values of 3,t do not appear in the state of the system, and so therefore the optimal plan is not time-inconsistent. This is true if is set to ensure an efficient steady state, or not. 10 3. Model with Calvo-Sticky Prices and No other Frictions 3.1. Firms We adopt the usual assumption that a representative final good producer manufactures final output using the following linear homogenous technology: Z 1 f 1 Yjt t dj , 1 f < , (3.1) Yt = 0 Intermediate good j is produced by a price-setting monopolist according to the following technology: 1- - zt if t Kjt (zt ljt )1- > zt t Kjt (zt ljt ) , 0 < < 1, (3.2) Yjt = 0, otherwise where zt is a fixed cost and Kjt and ljt denote the services of capital and homogeneous k labor. Capital and labor services are hired in competitive markets at nominal prices, Pt rt , and Wt , respectively. The object, zt , in (3.2), is assumed to evolve deterministically: zt = zt-1 z . (3.3) For now, we assume that zt = 1, constant, with z = 1. In the last section below, we consider the possibility, z > 1. In (3.2), the shock to technology, t , has the time series representation in (??). We adopt a variant of Calvo sticky prices. In each period, t, a fraction of intermediate-goods firms, 1 - p , can reoptimize their price. If the ith firm in period t cannot reoptimize, then it sets price according to: Pit = t Pi,t-1 , ~ where t = 1- . ~ t-1 (3.4) Here, t denotes the gross rate of inflation, t = Pt /Pt-1 , and denotes steady state inflation. th ~ If the i firm is permitted to optimize its price at time t, it chooses Pi,t = Pt to optimize discounted profits: X j Et p t+j [Pi,t+j Yi,t+j - Pt+j st+j (Yi,t+j + zt+j )] . j=0 (3.5) Here, t+j is the multiplier on firm profits in the household's budget constraint. Also, ~ Pi,t+j , j > 0 denotes the price of a firm that sets Pi,t = Pt and does not reoptimize between t+1, ..., t+j. The equilibrium conditions associated with firms appear in the next subsection. 3.2. Households The household maximizes utility 1-q Pt+l ct+l 1+L X d Mt+l ht j l-t Et u(c ) - L - t+l 1 + L 1 - q l=0 11 (3.6) subject to the constraint d k e Pt (ct + it ) + Mt+1 - Mtd + Tt+1 Wt,j lt,j + Pt rt kt + (1 + Rt ) Tt , (3.7) where Mtd denotes the household's beginning-of-period stock of money and Tt denotes nome inal bonds issued in period t - 1, which earn interest, Rt , in period t. This nominal interest rate is known at t - 1. In the interest of simplifying, we suppose that in (3.6) is positive, but so small that the distortions to consumption, labor and capital first order conditions introduced by money can be ignored. The household's problem is to maximize (3.6) subject to the standard capital accumulation technology linking investment, i, to capital. 3.3. Monetary Authority The monetary authority controls the supply of money, Mts . When policy is exogenous, it does so to implement a following Taylor rule. The target interest rate is: Yt , Rt = - 1 + [Et ( t+1 ) - ] + y log Yt+ where Yt+ is aggregate output on a nonstochastic steady state growth path. The monetary authority manipulates the money supply to ensure that the equilibrium nominal rate of interest, Rt , satisfies: Rt = i Rt-1 + (1 - i ) Rt . (3.8) 3.4. Equilibrium Conditions of the Model Real marginal cost, st , can be represented as the ratio of the real cost of capital to its marginal product and the real cost of labor to its marginal product: k rt ht kt-1 st = st = t (1 - ) k ~ where rt and wt denote the real rental rate on capital and the real wage rate, respectively. The household's first order condition for labor: wt ~ t 1- ht kt-1 (3.9) - , (3.10) L hL ct = wt ~ t (3.11) The household's intertemporal first order condition for the nominal return on capital: - 1 1 k + 1 + Rt+1 = 0 ct t+1 ct+1 kt - (1 - )kt-1 = it 12 (3.12) The capital accumulation equation: (3.13) The definition of the nominal rate of return on capital: k k Rt = rt + (1 - ) t - 1 ct + it Here, t (3.14) The resource constraint, including possible distortions due to price dispersion: (p ) f -1 t f is a technology shock, with the following law of motion: log t 1- t kt-1 ht + t , - (3.15) = log t-1 (3.16) k Substitute out for Rt+1 in (3.12) using (3.9) and (3.14), to obtain: " # 1- 1 ht+1 - + t+1 st+1 + (1 - ) = 0 ct ct+1 kt where t is iid with variance 2 . Substitute out for wt from (3.11) into (3.10): ~ ht kt-1 1 L hL ct st = t 1- t (3.17) (3.18) Eliminate it in the resource constraint using (3.13): ct + kt - (1 - )kt-1 = (p ) f -1 t f We now turn to the equations pertaining to sticky prices. The equilibrium condition pertaining to p is: t 1 - p p - 1 - p t 2 t-1 1-2 1 1- f f 1- t kt-1 ht - (3.19) t 1 - p Note that when there are no sticky prices, so that p = 0, then p = 1 and (3.19) reduces to t a more standard-looking resource constraint. We also have the following equations: 1 1- 1-f f t ~ 1 - p t Kp,t - Fp,t = 0 1 - p Et - f f -1 t+1 ~ = 0 Et f z, t Yz,t st + p Kp,t+1 - Kp,t t+1 t = 2 1-2 ~ t-1 13 (we set 1 = 0) ( z, t Yz,t + t+1 ~ t+1 1 1- f + p 1- f 2 1-2 t-1 pt-1 t f 1-f f =0 (3.20) p Fp,t+1 - Fp,t ) = 0 Note that when there are no sticky prices, then Kp,t = Fp,t and st = 1 , f so that the markup is a constant (being real marginal cost, st is the reciprocal of the markup). Sticky prices in effect make the markup fluctuate. Substitute out Kp and t , replace st using (3.17) above and replace Yz,t , zt using ~ Yz,t = (p ) f -1 t 1 zt = , ct f 1- t kt-1 ht - and so that we end up with the following two equations: ( ) 1 2 1-2 1- f 1 f f 1- t (p ) -1 t kt-1 ht - + p Fp,t+1 - Fp,t = 0, Et ct t t+1 f 1- 1 f -1 f (pt ) - st + t kt-1 ht ct 1 2 1- 1- 1-f 2 t f 1-p t+1 1 - p Fp,t+1 -Fp,t 1 - p (3.21) (3.22) 2 t-1 1-2 t 1 1-f p 2 1-2 t t+1 f 1-f 1- p 1-f = 0 To conclude, we have N = 7 unknowns, (k, s, l, c, , Fp , p ), in the N - 1 equations (3.17), (3.18), (3.19), (3.20), (3.21), (3.22). These equations have been entered into the Dynare file, newsimplemodel.mod, in subdirectory stickypricesonly. We also computed the nominal rate of interest, by including the following equation: 1 1 = 0. Et - + (1 + Rt ) ct ct+1 t+1 3.5. Analysis of Ramsey Equilibrium Suppose we start in period 0, in a steady state, when -1 = and p = 1. Consider a -1 monetary policy which results in t = for t = 0, 1, ... . Then, (3.20) implies p 0 f 1- f = 1 = 1 - p + p p-1 1-f f . Substituting this into (3.20) for t = 1, 2, 3, ..., produces the result, p = 0 for t = 0, 1, ... . t This policy minimizes the distortion in the resource constraint, because (it can be shown) p 1 for all t. Thus, the resource constraint is: t ct + kt - (1 - )kt-1 = t kt-1 h1- - . t 14 (3.23) Under the stated monetary policy, we can combine (3.21) and (3.22) to obtain: f 1- 1 f f 1- 1 f -1 -1 (pt ) - = f (pt ) - st , t kt-1 ht t kt-1 ht ct ct or, st = for all t. Combining this with (3.17), we infer L hL ct = t 1 , f - (1 - ) t ht kt-1 f . (3.24) That is, the marginal rate of substitution between consumption and leisure equals the marginal product of labor, divided by the markup. The final equation of our equilibrium is the intertemporal Euler equation, (3.18), which becomes " # 1- 1 1 ht+1 t+1 - + + (1 - ) = 0. (3.25) ct ct+1 kt f Note that if f = 1, then (3.23), (3.24) and (3.25) characterize the efficient allocations for the economy with the preferences and technology that we assume. Thus, if f is nearly unity, the constant inflation monetary policy is nearly optimal. However, if f is substantially above unity, then we cannot expect the constant monetary policy to be optimal. If there is a positive markup in steady state, then it is possible that with inflation allowed to vary in the right way, the markup can fall in response to a shock, and this would improve utility relative to the scenario in which inflation is held constant. To see this, note that in (3.24) and (3.25), there appear wedges between marginal rates of substitution in preferences and marginal rates of technical transformation that are different from unity. If instead st appeared and could be made to rise, then welfare would increase. Of course, this involves complicated tradeoffs. In this economy, fluctutations in st are induced by fluctuations in inflation and these in turn introduce an inefficiency wedge, p , in the resource constraint. In addition, if welfare rises t as st rises in response to a shock, then when the shock takes on the opposite sign, st will fall and reduce welfare. All these considerations have to be balanced off against each other to determine the optimal response of inflation to a shock. We illustrate these observations with an example. Suppose = 0.99, L = 109.8, f = 1.002, = 0.40, = 0.025, p = 0.75, 2 = 0.6, L = 1, = 0.8. With this parameterization, we computed the dynamic response of ct , ht , t , kt , t , st , Rt to a one-percent shock in 0 , 0.01. We computed a linear approximation using Dynare, and so the output of Dynare is a sequence, ct , ht , t , kt , log t , st , Rt , where denotes deviation from steady state. In the case of ct , ht , kt , st , we divided the variable by its corresponding steady state. Because the shock actually fed to Dynare was 0 = 1., we interpret the output of Dynare as being in percent terms. In the case of inflation, we computed 400 ( + t /100 - 1) , where is the steady state inflation rate. Thus, we 15 report the net inflation rate, expressed at an annual rate. Similarly, in the case of the nominal interest rate, we computed 400 (R + Rt /100) , where R is the steady state nominal rate of interest. Thus, the nominal rate of interest is reported in net terms, at an annual percent rate. The response of the state of technology, log t , is expressed in percent deviation from steady state and is not further adjusted. The results are displayed in the following figure: consumption 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 hours worked 3.6608 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 0 5 10 15 20 5 10 15 20 2 20 5 10 15 20 -6 real marginal cost (% dev from ss) x 10 4 3.6608 3.6608 3.6608 net inflation (APR) actual steady state percent deviation from ss percent deviation from ss 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest 7.85 7.8 7.75 5 10 15 20 percent deviation from ss percent deviation from ss Annualized, percent rbc model sticky price model actual steady state Markup = .2 percent (f = 1.002) This graph displays both the response of the variables in the sticky price model, as well as in the real business cycle model characterized by (3.23)-(3.25).2 Note that the quantity allocations in the RBC model and the sticky price model are essentially the same. Also, there is essentially no response in inflation or the markup in the Ramsey equilibrium, as expected. Next, we consider a very high markup of 80 percent, or f = 1.80. The response to the The subdirectory, stickypricesonly, also contains the mod file, rbcmodel.mod, which was used to compute the dynamic response of the variables in the RBC model. 2 16 same technology shock is as follows consumption 0.7 0.6 0.5 0.4 5 1 0.8 0.6 0.4 0.2 5 10 15 20 nominal rate of interest 10 15 capital stock 20 hours worked 3.65 3.6 3.55 0 3.5 5 10 15 technology shock 0.8 0.6 0.4 0.2 -0.2 5 10 15 20 5 10 15 20 20 5 10 15 20 real marginal cost (% dev from ss) 0 -0.05 -0.1 -0.15 actual steady state inflation (APR) percent deviation from ss percent deviation from ss percent deviation from ss 0.4 0.2 Annualized, basis points percent deviation from ss 6 4 2 5 actual steady state 10 15 20 rbc model sticky price model Markup = 80 percent (f = 1.80 ) First, note how the quantities respond very differently in the Ramsey and in the RBC economy. Also, there is now a non-negligible deviation from constant inflation and constant marginal cost. Marginal cost, st drops, implying a rise in the markup. This may seem puzzling at first, since a rise in the markup is clearly not directly welfare-increasing. However, recall that this is the response to an unexpected positive shock to technology. With equal probability, the shock would have the other sign. So, to evaluate the welfare consequence of the non-constancy of inflation, one has to trade off the welfare loss of the rise in the markup with the positive technology shock against the welfare gain of the fall in the markup with the negative technology shock. Presumably, the gain associated with a fall in technology outweighs the loss associated with the rise in technology. Now consider a more `normal' setting for the markup, f = 1.20, or 20 percent. With 17 this setting, we obtain the following impulse response function: consumption 0.35 hours worked 3.66 0.4 3.655 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 -0.02 5 10 15 20 5 10 15 20 20 3.65 actual steady state 5 10 15 20 real marginal cost (% dev from ss) 0 net inflation (APR) percent deviation from ss 0.3 0.25 5 0.5 0.4 0.3 0.2 5 10 15 20 net nominal rate of interest 10 15 capital stock 20 percent deviation from ss percent deviation from ss percent deviation from ss -0.005 -0.01 -0.015 Annualized, percent 7.85 7.8 7.75 rbc model sticky price model actual steady state Markup = 20 percent (i.e., f = 1.20 ) 5 10 15 20 These responses resemble those in the low markup economy, though the differences are not completely insignificant. 4. Adding Money to the Model with Calvo Sticky Prices We now consider the model of the previous section, with money in the utility function. 4.1. Equilibrium Conditions The household's Lagrangian problem is: Pt+l ct+l d Mt+l+1 1 - q l=0 k d +t Wt lt + Pt rt kt + (1 + Rt-1 ) Tt + Dt + Xt - Pt (ct + it ) + Mt+1 - Mtd + Tt+1 it +t (1 - ) kt + 1 - S it - kt+1 }, it-1 1 + L 18 Et X j l {u(ct+l - bct+l-1 ) - L 1+ lt L - 1-q where Dt denotes profits and Xt is a transfer from the government: Xt = Mt+1 - Mt , and in equilibrium it must be that Mtd = Mt . Note that we have introduced money in the utility function, and investment adjustment costs habit persistence in consumption have also been introduced. The first order conditions for consumption is: 1-q Pt - 0 0 Pt t = u (ct - bct-1 ) - bu (ct+1 - bct ) - ct q , d Mt or, z,t 1 1 = - b - ct - bct-1 ct+1 - bct t mt 1-q ct -q , where mt = Mt /Pt-1 . The first order condition for lt is: L lt L = t Wt = z,t wt , where wt = Wt /Pt . The first order condition for Tt+1 is: t = t+1 (1 + Rt ) , or, z,t = z,t+1 1 + Rt Pt+1 , t+1 = . t+1 Pt The first order condition for it is: 2 it it it it+1 it+1 0 0 t Pt = t 1 - S -S + t+1 S . it-1 it-1 it-1 it it Define Pk0 ,t = so that 1 = Pk0 ,t 1 - S it it-1 -S 0 t , t Pt z,t+1 + Pk0 ,t+1 S 0 z,t it+1 it it+1 it 2 it it-1 it it-1 , d The first order condition Mt+1 : or, after multiplying by Pt : d q -2 t = t+1 + (Pt+ ct+1 )1-q Mt+1 , z,t = z,t+1 1- 1- q -2 + t+1 q ct+1 q mt+1 . t+1 19 or, after dividing by t Pt : The first order condition associated with kt+1 is: k t = t+1 Pt+1 rt+1 + t+1 (1 - ) , Pk0 ,t = z,t+1 k rt+1 + Pk0 ,t+1 (1 - ) . z,t ct + it Y+ The monetary policy rule is: - 1 + [Et (t+1 ) - ] + y log Rt = i Rt-1 + (1 - i ) + t . 20 Putting all the equations together, and including the equations related to sticky 1-q 1 t 1 - - b - ct q = (1) ct - bct-1 ct+1 - bct mt 2 it it it z,t+1 it+1 it+1 0 0 -S + (2)Pk0 ,t 1 - S Pk0 ,t+1 S = it-1 it-1 it-1 z,t it it z,t+1 k rt+1 + Pk0 ,t+1 (1 - ) = (3) z,t z,t+1 q -2 (4) + ( t+1 ct+1 )1-q mt+1 = t+1 z,t+1 (5) (1 + Rt ) = t+1 it it = (6) (1 - ) kt + 1 - S it-1 f 1- (7) (p ) f -1 t (Kt ) lt - = t kt (8) z,t st t (1 - ) = lt 1- lt (9) st t = kt 1-f 1 f 1- f f f t ~ 1- 1 - p t f t ~ (10) 1 - p pt-1 = + p 1 - p t (11) Et z,t Yt + " t+1 ~ t+1 1 1- f prices: z,t 1 Pk0 ,t z,t z,t kt+1 ct + it L lt L k rt p t p Fp,t+1 - Fp,t f 1 1- f ~ 1 1 - p t Kp,t 1-f t = (13) Fp,t 1 - p ct + it + t = Rt - 1 + [Et ( t+1 ) - ] + y log (14) i Rt-1 + (1 - i ) Y+ (12) Et f z,t Yt st + p t+1 ~ t+1 f 1- Kp,t+1 - Kp,t = 0 # = 0 k The 14 variables to be solved using these 14 equations are z,t , ct , mt , t , it , Pk0 ,t , rt , Rt , kt , pt , lt , st , Fp,t , Kp,t . 21 4.2. Steady State The equations associated with Calvo sticky prices imply: s = Fp 1 , f z Y = 1 - p This is as expected. When there are no price distortions in the steady state, then the firm markup is 1/s = f in the present case of a constant elasticity demand curve. The resource constraint is c + k = k l1- - . We use the supposition that profits are zero in the steady state to determine a value for . If we think of the Cobb-Douglas part of the production function as the firm's `production function', then with fixed costs, , the firm which sells Yjt must actually produce Yjt + . Given fixed marginal costs, the firm's total cost associated with selling Yjt is st (Yjt + ), in units of the final good (i.e., scaling by Pt ). The firms' revenues are Pjt Yjt , so its profits in units of final goods are Pjt Yjt - st (Yjt + ) . Pt In steady state, Pjt = Pt , Yjt = Yt for all j because our assumptions guarantee that prices and resources are not distorted in a steady state. So, the zero profit condition in steady state is 1 Y = (Y + ) , f or, (f - 1) Y = . In the steady state, profits are 100 (f - 1) of output sold, and fixed costs must be equal to this amount if profits are to be zero. Substituting in the production function, (f - 1) k l1- - = , so that (f - 1) k l1- = f Combining this with the resource constraint, we obtain: c + k = k l1- - f - 1 1- 1 k l = k l1- . f f 22 Collecting our results, we have that the steady state equations are: Pk0 ,t = 1, z = (1 - b) u0 (c - bc) - 1-q m c-q L lL z 1 = rk + 1 - = 1+R 1-q c z -q c z = + m m = w c + k = 1 1- k l f 1- k 1- 1 1 s = w r 1- rk s = l 1- k 1 s = , f which represents 10 equations in 11 unknowns: c, s, l, z , w, rk , , R, m, k, Pk0 . Another equation is provided by the assumption that transfers are made to the household to provide them with money: Mt+1 - Mt = Xt , and dividing this by Mt : Mt+1 - Mt = xt , Mt m - m = - 1 = x. m We will just treat as an exogenous variable, with the understanding that it is actually x that is exogenous. So, by deleting from the list of 11 unknowns, we have 10 equations in 10 unknowns. We solve these equations as follows. The variables, R, s, Pk0 , rk , l/k, c/k and w are virtually immediate. Thus, Pk0 = 1, s = 1/f , R = / - 1 and rk = 1 - (1 - ) , so that in steady state, 23 and so that 1- 1 l , r = f k k 1 k 1- l r f lk = . k The resource constraint can be written: c 1 1- ck = lk - , k f and the wage rate can be solved using the fact that rk is known and 1 # 1- " 1 . w= 1 1- 1 f 1- (rk ) We still require k, z , m. The equations that remain available to us are the following three: 1-q 1 (ck k)-q - z = (1 - b) ck k (1 - b) m 1-q ck k z z = + (ck k)-q m m L (lk k)L = w z which now reduces to two equations in two unknowns, k and m. Multiply the first equation by ck k and use the expression for z from the household's first order condition for labor: 1-q L (lk k)L 1 - b (ck k)1-q = - ck k w (1 - b) m SSubstitute from the labor euler equation into the second of the previous two equations: 1-q (c k)1-q L (lk k)L k . 1- = w m m or, 1-q k 1+ L + a1 = a2 a0 k m 2-q k 1+L b0 k = b1 . m for known constants, a0 , a1 , a2 , b0 , b1 and the parameter, : a0 = ck b0 L lk L 1 - b , a1 = 1-q ck 1-q , a2 = , w 1-b L lk L = 1- , b1 = 1-q ck 1-q . w 24 From the second expression so that k 1+ L 1 2- q m b1 , = k b0 k1+L + 1 2- q Note that the function on the left of the equality is zero at k = 0 and strictly increasing and convex. As a result, there is a unique value of k that solves this equation. In the case, = 0, this value can be found analytically: k= w 1-b 1-b ck L lk L 1 ! 1+ L 1-q w 1-b a1 b0 1+L 2-q a2 1-b k = = > 0. a0 b1 a0 ck L lk L . With k in hand, k/m may be found from the previous expression. Note that when = 0 then k/m = so that m = 0. We would expect that the price level would be infinite when = 0 because in this case there is no use for money. 4.3. Numerical Analysis of the Model We considered the following parameter values. = 1.03-0.25 , b = 0.63, = 0.36, = 0.025, = 0.95, and f = 1.20, p = 0.75, = 0.84, = 1 + 0.025/4, v = 0.0005, i = 0.81, = 1.95, y = 0.18, L = 1, q = -1, a = 5. 25 With this parameterization, we have l = 0.996, y/m = 4.16, k/y = 11.11. The impulse response function to percent deviation frompercent deviation from steady statedeviation from steady state ss percent percent deviation from steady state percent deviation from ss Consumption 0.7 0.6 0.5 0.4 0.3 2 4 6 8 price of capital 10 investment 2 percent deviation from steady state Response to Technology Shocks, = 1.95 velocity = 4.1598 hours worked 0 -0.5 -1 2 4 6 8 10 nominal rate of interest (APR) -0.6 1.5 1 0.5 2 4 6 8 10 real balances, M(t+1)/P(t) 7 6 5 4 2 4 6 8 rate of inflation (APR) 10 0.4 0.3 0.2 0.1 0 2 4 6 8 state of technology 10 percent -0.8 -1 2 4 6 8 10 -0.6 0.9 0.8 0.7 2 4 6 8 percent, net 10 -0.8 -1 -1.2 -1.4 -1.6 2 4 6 8 10 Next, we greatly increase the importance of money, by raising v to 5. In this case, we 26 obtain the following impulse response function to a technology shock: percent deviation frompercent deviation from steady statedeviation from steady state ss percent percent deviation from steady state percent deviation from ss percent deviation from steady state Response to Technology Shocks, = 1.95 velocity = 0.18729 Consumption 1.2 1 0.8 0.6 0.4 2 0.4 0.3 0.2 0.1 0 2 4 6 8 state of technology 10 4 6 8 price of capital 10 investment hours worked 0.5 0 -0.5 -1 2 4 6 8 10 nominal rate of interest (APR) 1.5 1 0.5 2 4 6 8 10 real balances, M(t+1)/P(t) 8 7 6 5 2 4 6 8 10 rate of inflation (APR) percent -0.8 -1 -1.2 2 4 6 8 10 0.9 0.8 0.7 2 4 6 8 -0.8 -1 -1.2 -1.4 -1.6 -1.8 2 4 6 8 10 10 There is a noticeable difference in the response of consumption, with consumption rising by more here. The response in the other variables is not very different. Presumably, the rise in real balances associated with the fall in the price level is making the marginal utility of consumption rise more, as the real balance effect on consumption is more important. Next, we consider the effect of reducing the importance of money, by reducing v to percent, net 27 0.0000005. The resulting impulse responses are as follows: percent deviation frompercent deviation from steady statedeviation from steady state ss percent percent deviation from steady state percent deviation from ss percent deviation from steady state Response to Technology Shocks, = 1.95 velocity = 41.6548 Consumption 0.7 0.6 0.5 0.4 0.3 2 4 6 8 price of capital 10 investment 2 hours worked 0 -0.5 -1 2 4 6 8 10 nominal rate of interest (APR) -0.6 percent 1.5 1 0.5 2 4 6 8 10 real balances, M(t+1)/P(t) 7 6 5 4 2 4 6 8 10 rate of inflation (APR) 0.4 0.3 0.2 0.1 0 2 4 6 8 state of technology 10 -0.8 -1 2 4 6 8 10 -0.6 0.9 0.8 0.7 2 4 6 8 percent, net -0.8 -1 -1.2 -1.4 -1.6 2 4 6 8 10 10 Note that with this ten-fold increase in velocity, the impulse responses have hardly change from our initial, baseline responses. Next, we set v = 0. The steady state algorithm described above works for this case, and produces m = 0. In the dynamic equations, we set v = 0 in (1) and drop equation (4) and 28 the variable, mt . With = 1.95, the following impulse response function was obtained: percent deviation frompercent deviation from steady statedeviation from steady state ss percent percent deviation from steady state percent deviation from steady state Response to Technology Shocks, = 1.95 velocity = Inf Consumption 0.7 0.6 0.5 0.4 0.3 2 4 6 8 price of capital 10 investment 2 1.5 1 0.5 2 4 6 8 hours worked 0 -0.5 -1 2 4 6 8 10 nominal rate of interest (APR) -0.6 10 0.4 0.3 0.2 0.1 0 2 4 6 8 state of technology 10 rate of inflation (APR) -0.6 0.9 0.8 0.7 2 4 6 8 percent -0.8 -1 2 4 6 8 10 percent, net 10 -0.8 -1 -1.2 -1.4 -1.6 2 4 6 8 10 Note that the results are essentially the same. In addition, the range of determinacy is unchanged from before. From this we have to conclude that there must be a mistake somewhere because this model is essentially the standard model with no money. Next, we consider the response of the system to a monetary policy shock. Here is the response to a 0.0025 shock to monetary policy. This corresponds to a 100 basis point rise in 29 the interest rate, at an annual rate. percent deviation from steady state percent deviation frompercent deviation from steady state ss percent deviation from steady state percent deviation from ss Consumption 0 investment 0 percent deviation from steady state Response to Monetary Policy Shock, = 1.95 velocity = 4.1598 hours worked 0 -0.05 -0.1 -0.15 -0.2 2 4 6 8 10 nominal rate of interest (APR) 6 percent -0.05 -0.1 -0.05 -0.1 2 0 -0.2 -0.4 -0.6 2 1 0.5 0 -0.5 -1 2 4 6 8 4 6 8 state of technology 4 6 8 price of capital -0.15 -0.2 10 2 4 6 8 10 real balances, M(t+1)/P(t) 0 -1 -2 -3 -4 2 4 6 8 10 rate of inflation (APR) 2.4 2.2 2 1.8 5.8 5.6 5.4 2 4 6 8 10 10 10 percent, net 2 4 6 8 10 Note that to get the interest rate up, they need to reduce the money supply. Also, the interest rate does not rise by the full 100 basis points immediately, because the fall in prospective inflation exerts a countervailing force on the interest rate. 30 Now v is reduced, and the impulse response function becomes: percent deviation from steady state percent deviation frompercent deviation from steady state ss percent deviation from steady state percent deviation from ss Consumption 0 investment 0 percent deviation from steady state Response to Monetary Policy Shock, = 1.95 velocity = 41.6548 hours worked 0 -0.05 -0.1 -0.15 -0.2 2 4 6 8 10 nominal rate of interest (APR) 6 percent -0.05 -0.1 -0.05 -0.1 2 0 -0.2 -0.4 -0.6 2 1 0.5 0 -0.5 -1 2 4 6 8 4 6 8 state of technology 4 6 8 price of capital -0.15 -0.2 10 2 4 6 8 10 real balances, M(t+1)/P(t) 0 -1 -2 -3 -4 5.8 5.6 5.4 10 2 4 6 8 10 rate of inflation (APR) 2.4 2.2 2 1.8 2 4 6 8 10 10 percent, net 2 4 6 8 10 This result is the same as before. Evidently, the size of v does not matter for the responses of the model economy to monetary policy and technology shocks. 5. Adding Wage Frictions to the Model We now add Calvo-style wage frictions to the model of the previous section, following the analysis of Erceg, Henderson and Levin. We begin by deriving the equations that pertain to household wage setting. After this, we turn to implications for the aggregate resource constraint. We then display the other equilibrium conditions. 5.1. Households We derive a law of motion for the aggregate real wage (wt ) by combining the optimality ~ of the condition of of households which reoptimize their wage, with a cross-household-wage 31 consistency condition. We suppose there is a continuum of households, j (0, 1) , each of which supplies a differentiated labor service which is aggregated into a homogeneous labor good by perfectly competitive labor contractors using the following constant returns to scale technology: Z 1 w 1 w dj lt = (ht,j ) , 1 w < . (5.1) 0 Aggregate labor is sold competitively by the representative labor contractor to intermediate goods producers for wage Wt and the j th household's wage is Wj,t . The contractor hires ht,j , j (0, 1), in order to maximize profits: Z 1 w Z 1 1 w dj max Wt (ht,j ) - Wt,j ht,j dj, ht,j 0 0 which leads to the first order condition: Wt lt w (ht,j ) or, ht,j = lt w -1 1-w w = Wt,j , Wt,j Wt The j th household views (5.2) as a demand curve for its specialized labor services. The rules are that if the household posts a wage, Wt,j , then it must supply the services, ht,j , implied by the demand curve. Thus, the household's problem is to choose its wage rate, Wt,j . With probability, 1 - w , it can optimize its wage rate and with the complementary probability, it cannot. In this case, we suppose that it sets its wage as follows: Wt,j = w,t-1 Wt-1,j , w,t ( t-1 )w,2 1-w,2 . ~ ~ (5.3) w 1- w . (5.2) The 1 - w households that set their wage optimally in period t all find it optimal to set the ~ same wage, Wt . The household which can optimize its wage in period t does so to optimize the following objective: Et X i=0 ( w )i {-z(hj,t+i ) + t+i Wj,t+i hj,t+i }, where t+i is the multiplier on the household's budget constraint, (3.7). The household discounts by w because it is only interested in continuation histories in which it does not reoptimize its period t wage. Here, z indicates the household's disutility of labor: z (hj,t ) = L 1+L h . 1 + L j,t Also, t+i represents the marginal value of a unit of currency to the household in period t +i. Given the utility function 1 . t = Pt ct 32 Substituting out for hours worked using the labor demand curve, we obtain: w w X Wt+i,j 1-w Wt+i,j 1-w i Et ( w ) {-z(lt+i ) + t+i Wj,t+i lt+i }. Wt+i Wt+i i=0 This can be written Et X i=0 i ( w ) {-z(lt+i Wt+i,j Wt+i w 1- w w +1 Wt+i Wt+i,j 1-w ) + t+i Pt+i lt+i }. Pt+i Wt+i ~ To express the household's objective in terms of Wt , it is necessary to express Wt+i,j in terms of its period t value. We adopt the following definitions: wt = ~ Then, ~ ~ ~ ~ ~ Wt+i,j w,t+i w,t+1 Wt ~ w,t+i w,t+1 Wt ~ wt wt = = = Xt,i , Wt+i wt+i Pt+i ~ wt+i t+i t+1 Pt ~ wt+i ~ Xt,i ~ Wt Wt , wt = , z,t+i = t+i Pt+i . Pt Wt ~ w,t+j w,t+1 ~ . t+i t+1 Substituting this into the household's objective, w w 1- 1- +1 X w w ~ ~ wt wt wt wt i ( w ) {-z(lt+i Xt,i ) + z,t+i wt+i lt+i ~ Xt,i }. Et wt+i ~ wt+i ~ i=0 The variable that the household must choose is wt (note, whether the household is viewed ~ ~ as choosing wt or Wt makes no difference, since wt is Wt scaled by a variable over which the household has no control). Maximizing the household's objective with respect to wt , we obtain: w 1- -1 X w w ~ wt ~ wt wt i 0 ( w ) {-zt+i lt+i Xt,i Xt,i Et 1 - w wt+i ~ wt+i ~ i=0 w 1- w ~ wt ~ w wt wt +z,t+i wt+i lt+i ~ +1 Xt,i Xt,i } = 0 1 - w wt+i ~ wt+i ~ or, after rearranging, Et X i=0 where ( w ) lt+i i wt ~ Xt,i wt+i ~ w 1- w { z,t+i 0 wt wt Xt,i - zt+i } = 0 ~ w The marginal utility of leisure can be written, after taking into account that labor must always be on the demand curve w 1- !L w ~ wt wt 0 0 Xt,i zt+i z (hj,t+i ) = L lt+i wt+i ~ 33 Then, the first order condition reduces to Et X i=0 ( w )i lt+i wt ~ Xt,i wt+i ~ w 1- w w 1- !L w ~ wt wt z,t+i { wt wt Xt,i - L lt+i ~ Xt,i }=0 w wt+i ~ Since wt is not a random variable at time t, we can multiply through the expectation operator w by it or by any power of it. Multiplying by (wt )- 1-w L , w w 1- 1- !L X w w w wt ~ wt ~ z,t+i i 1- 1- L ] w Et ( w ) lt+i Xt,i { (wt )[ Xt,i }=0 wt Xt,i -L lt+i ~ wt+i ~ w wt+i ~ i=0 or, Kw,t = where Kw,t Fw,t Then, w 1- (1+L ) w wt ~ = Et ( w ) (lt+i ) Xt,i wt+i ~ i=0 w 1- X w wt ~ z,t+i i = Et ( w ) lt+i Xt,i Xt,i . wt+i ~ w i=0 w 1 ~ (wt )(1- 1-w L ) wt Fw,t . L X i 1+ L L Kw,t wt = wt Fw,t ~ The infinite sums, Kw,t and Fw,t , have a recursive representations. It is crucial to exploit this fact, for computational tractability. Thus Fw,t w 1 z,t wt 1-w z,t+1 ~ = lt + ( w ) lt+1 (Xt,1 ) 1-w w wt+1 ~ w w 1- w 1 wt wt+1 ~ ~ z,t+2 + ( w )2 lt+2 (Xt+1,1 Xt,1 ) 1-w wt+1 wt+2 ~ ~ w w 1- w 1 ~ wt wt+1 wt+2 ~ ~ z,t+3 ( w )3 lt+3 (Xt+1,2 Xt,1 ) 1-w wt+1 wt+2 wt+3 ~ ~ ~ w + w 1 wt wt+1 ~ ~ wt+i-1 1-w z,t+i ~ i (Xt+1,i Xt,1 ) 1-w + ( w ) lt+i wt+1 wt+2 ~ ~ wt+i ~ w + , 1- 1-(1+ w) w L . (5.4) 34 or, Fw,t # " w 1 z,t z,t+1 wt 1-w ~ = lt + ( w ) (Xt,1 ) 1-w {lt+1 w wt+1 ~ w w 1 wt+1 1-w z,t+2 ~ + ( w ) lt+2 (Xt+1,1 ) 1-w wt+2 ~ w w 1- w 1 wt+1 wt+2 ~ ~ z,t+3 ( w )2 lt+3 (Xt+1,2 ) 1-w wt+2 wt+3 ~ ~ w + w 1 wt+1 ~ wt+i-1 1-w z,t+i ~ i-1 (Xt+1,i ) 1-w + ( w ) lt+i wt+2 ~ wt+i ~ w + } ! w 1 z,t wt 1-w 1-w ~ Fw,t+1 . + w Xt,1 = lt w wt+1 ~ w,t Wt wt Pt ~ wt t ~ = = , Wt-1 wt-1 Pt-1 ~ wt-1 ~ w 1- (5.5) Note, so that wt /wt-1 = w,t /t . Substituting and rearranging, ~ ~ 1 Fw,t z,t = lt + w w 1 w,t+1 w w,t+1 ~ 1-w Fw,t+1 , t+1 (5.6) which corresponds to the expression we have worked with in the past. (But, (5.5) is simpler!) Now consider Kw,t : Kw,t = 1+ lt L + w (lt+1 ) 2 1+L + ( w ) (lt+2 ) + 1+ lt L 1+L wt ~ Xt,1 wt+1 ~ w 1- w (1+L ) wt wt+1 ~ ~ Xt+1,2 Xt,1 wt+1 wt+2 ~ ~ w 1- w (1+L ) w 1- (1+L ) w wt ~ = + w Xt,1 {(lt+1 )1+L wt+1 ~ w 1- (1+L ) w ~ 1+L wt+1 + w (lt+2 ) Xt+1,2 + } wt+2 ~ w 1- (1+L ) w wt ~ 1+L + w Xt,1 Kw,t+1 = lt wt+1 ~ w (1+L ) w,t+1 1-w ~ 1+ = lt L + w Kw,t+1 . w,t+1 (5.7) 35 In order for (5.5) and (5.7) to be well-defined objects, it is necessary that they be finite. This requires that the `discount rate' in (5.5) and (5.7) be less than unity in steady state: w w,t+1 ~ t+1 1 1- w , w w,t+1 ~ w,t+1 w 1- w (1+L ) < 1, or, because of (5.3) and that w,t = t in steady state, w 1-w,2 -1 w , w We have completed the derivation of the wage rate from the household's first order condition. We now identify a consistency condition that must hold across all household wages, which will allow us to express the real wage, wt , just in terms of aggregate variables. ~ ~ The object, wt = Wt /Wt , will disappear from the analyis. Substituting the demand curve for the j th specialized input, (5.2) into (5.1), we obtain w w 1- # 1 Z 1" w w Wt,j lt = dj Wt 0 Z 1 w w 1 = lt (Wt ) w -1 (Wt,j ) 1-w dj , 0 1-w,2 w (1+L ) -1 w < 1. lt or, (Wt ) w 1-w = so that the condition across all wages is: Wt = = Z Z 1 Z 1 (Wt,j ) 1 1-w dj 0 w (Wt,j ) 1 1-w dj 0 1-w dj + (Wt,j ) 1 1-w 1- w Z (Wt,j ) 1 1-w dj w 1-w . Divide both sides by Wt , In the limits of integration, 1 - w refers to the households that reoptimize in period t, while w refers to the households that do not. Making use of the fact that whether households are selected to optimize or not is determined randomly, we can simplify the previous expression as follows: 1-w 1 1- 1 w ~t 1-w + w (~ w,t Wt-1 ) . Wt = (1 - w ) W " w,t ~ w,t 1 1- #1-w w 1 = (1 - w ) (wt ) 1 1-w + w 36 , or, after rearranging, or, Combining the optimality condition on wt , (5.4), with the consistency condition, (5.8), 1 1-w t-1 1-w ~ 1- 1-(1+ w) w L L Kw,t 1 - w t = wt Fw,t ~ 1 - w Kw,t 1 (1-(1+w )L ) ~ t-1 1-w 1 - w t 1 = Fw,t wt ~ , L 1 - w Kw,t = wt , ~ Fw,t (5.9) 1 - w wt = 1 - w w,t ~ w,t 1 1- 1-w w . (5.8) which is an expression relates which the real wage to aggregate variables only. It is interesting to consider the case, w = 0, when there are no sticky wages. In this case, (5.9) reduces to L or, after substituting out for Kw,t and Fw,t and rearranging, w L lt L = wt , ~ z,t which says that the real wage in units of the consumption good, wt , is a markup, w , above ~ the household's marginal cost, L lt L /z,t , also expressed in terms of the consumption good. This is exactly what we would expect. Sticky wages also have an impact on household utility. Cross-household dispersion in wages lead to cross household dispersion in labor effort and therefore in utility. It can be verified that the cross-sectional average of utility in period t is: L log(ct ) - 1 + L wt + wt + where ht is the unweighted sum of household hours and wt satisfies the following equation: 1-w ) 1 w (1+L ) w (1+ L w (1+ L ) w,t 1-w ~ 1- 1 - w w,t w w,t + ~ + wt = (1 - w ) + w wt-1 . (5.10) 1- w,t w w(1+L ) -1 w h1+L , t For purposes of computing the steady state, it is convenient to wite (5.10) as follows: 1 w (1+L ) (1+ w,t 1-w ~ w1- L ) (1+ (1+ w + w1- L ) + w1- L ) w,t ~ 1 - w w,t w w wt-1 = (1 - w ) + w . wt 1 - w w,t 37 From this expression, it is evident that existence of a steady state will require w w,t w,t ~ w(1+L ) -1 w = w 1 wt t ~ wt-1 ( t-1 )2 1-2 ~ w(1+L ) -1 w = w where denotes the actual steady state inflation rate and denotes the constant in the price updating equation. A `natural' specification might be = 1. However, note that if we set w small market then the power in the above expression can be quite large. For example, if w = 1.05, then w /(w - 1) = 21. Then, if 2 is small (say, 0.13) has to be only a little above unity for the condition to be violated. For example, suppose = 1.0092 (a 3.7 percent annual inflation rate), w,2 = 0.13, w = 1.05, L = 1, then w (1-w,2 ) w(1+L ) -1 w (1-2 ) w(1+L ) -1 w < 1, = 1.16. 5.2. Aggregate Resource Constraint We now develop a relationship linking aggregate homogeneous labor effort in the goods market, lt , to aggregate household employment, ht , w Z 1 Z 1 Wt,j 1-w ht = hj,t dj = lt dj (5.11) Wt 0 0 = lt (wt ) 1-w , w say, where (wt ) w 1-w = = = = w Wt,j 1-w dj Wt 0 w w Z Z Wt,j 1-w Wt,j 1-w dj + dj Wt Wt 1- w w w Z w w Wt-1,j 1-w w,t 1-w ~ dj (1 - w ) wt1-w + w,t Wt-1 w w 1- w w w,t ~ 1-w + wt-1 , (1 - w ) wt w,t " w 1-w Z 1 so that wt = (1 - w ) wt + w,t ~ w w,t t-1 w 1- # 1-w w w . We substitute out the expression for wt using (5.8): 1 1- w w 1 - w wt = [(1 - w ) 1 - w w,t ~ w,t + w w,t ~ w w,t t-1 w 1- w ] 1-w w . (5.12) 38 In order for wt to have a well-defined steady state value, we require that the coefficient on w 1- w be less than unity: wt-1 w w,t 1-w ~ <1 w w,t or, in steady state: where wt satisfies (5.12). Note that when there are no sticky wages, so that w = 0, then wt = 1 and no adjustment is made. Combining (5.6), (5.7), (5.9) and (5.11), we obtain: < 1. We now can write the resource constraint in terms of aggregate household employment like this: f h i1- f -1 ww -1 h - , (5.13) ct + kt - (1 - )kt-1 = (pt ) t kt-1 (wt ) t w (1-w,2 ) w -1 w 1 ht (w ) Et { t + w (~ w,t+1 ) 1-w w ct w w -1 1 w,t+1 t+1 w 1- w Fw,t+1 - Fw,t } =(5.14) 0 1 1-w (1+L ) w,t+1 1-w ~ w 1- (1+L ) i1+L h w w 1 1 - w w,t+1 w,t+1 ~ + w wt+1 Fw,t+1 ~ (5.15) Et { (wt ) w -1 ht w,t+1 L 1 - w 1 1- 1-w (1+L ) w ~ 1 - w w,t 1 w,t - wt Fw,t } = 0 ~ L 1 - w 5.3. The Other Equilibrium Conditions Sticky wages has replaced the labor supply curve, (3.11), with the equilibrium conditions in the previous subsection. above. In terms of the equilibrium conditions for the version of the model with just sticky prices, this means that we must replace (3.17) by (3.10). Also, if we are to write the firm efficiency conditions in terms of hours supplied by workers, ht , then we must use (5.11). Thus, equation (3.10) must be replaced by ! w (wt ) w -1 ht wt ~ (5.16) st = (1 - ) t kt-1 In addition, the intertemporal Euler equation for the household, with the rental rate of capital substituted out using the firm marginal cost condition, must be replaced by: 1- w wt+1 w -1 ht+1 1 st+1 + (1 - ) = 0 - + t+1 (5.17) ct ct+1 kt 39 Finally, the pricing equations need to be modified, given the new definition of Yz,t (see (5.13)). ( ) 1 2 1-2 1- 1- w f 1 f f t Et (p ) -1 t kt-1 (wt ) w -1 ht - + p Fp,t+1 - Fp,t = 0, ct t t+1 (5.18) and f 1- 1 f -1 ww -1 h f (pt ) - st + (5.19) t kt-1 (wt ) t ct 1 1 1-f 2 1-2 1- 1-f f f 2 1-2 1- 1 - t2 1-2 1-f 1 - p t-1t p f t+1 t Fp,t+1 - Fp,t = 0 p t+1 1 - p 1 - p Note that for Fp,t and Kp,t to be finite, it is necessary that the relevant discount rates be less than unity in steady state: 1-2 -1 f p , p ~ We now have N = 11 unknowns, (k, s, h, c, , Fp , p , Fw , w, w , w+ ). The N -1 equilibrium conditions are (5.16), (5.17), (5.13), (3.20), (5.18), (5.19), (5.12), (5.14), (5.15) and (5.10). These equilibrium conditions have been entered into the Dynare file, newsimplemodel.mod, in subdirectory stickypriceswages. 5.4. Analysis of the Equilibrium With both sticky prices and wages, it should be clear that the RBC equilibrium allocations are not attainable. From the point of view of the wedges in the resource constraint, this would require setting t and w,t to , but this would in effect fix the real wage, and the efficient allocations require that the real wage react to shocks. Consider a case in which we have a hope that the Ramsey equilibrium coincides with the RBC equilibrium. Suppose there are only sticky wages and no sticky prices, so that p = 0, w > 0. Let's see if we can identify an equilibrium that coincides with the equilibrium in the RBC economy. Suppose we set: w,t = w,t . ~ (5.20) By (5.12), this implies that, if w-1 = 1, then wt = 1 for all t 0. This will be necessary if we're to reproduce the RBC model allocations, because wt appears as a wedge in several places and setting it to unity eliminates those wedges. For convenience, we repeat the definitions of the objects in (5.20): (1-2 ) f -1 f < 1. w,t Wt wt Pt ~ wt t ~ = = , w,t ( t-1 )w,2 1-w,2 . ~ Wt-1 wt-1 Pt-1 ~ wt-1 ~ Evidently, achieving w,t = w,t requires that there be no indexing to inflation, i.e., w,2 = 0 ~ (obviously, wages can't be the same across households - as efficiency requires - if some 40 households link their wages to inflation, which must be time varying to ensure real wage flexibility.) Now, consider (5.14) and (5.15). Imposing (5.20): Et { w,t+1 ~ ht + w Fw,t+1 - Fw,t } = 0 w ct t+1 1 1 wt+1 Fw,t+1 - ~ wt Fw,t } = 0 ~ L L Et {h1+L + w t or, using, wt w,t+1 ~ = wt+1 , w,t+1 = w,t+1 ~ ~ t+1 these reduce to: ht w,t+1 ~ = -Et w Fw,t+1 - Fw,t w ct t+1 w,t+1 ~ 1 = - wt Et w ~ Fw,t+1 - Fw,t . L t+1 ht 1 wt ~ , L w ct h1+L t Equating these two, we obtain: h1+L = t or, wt ~ . w This is just the static efficiency condition for households in the RBC model, if w = 1. Presumably, efficiency of our proposed policy will require w = 1. Now let's pursue the implications of p = 0. By (5.18) and (5.19) (and, that p = 1 by t (3.20)), 1 1- - = Fp,t , t kt-1 ht ct and 1 1- f t kt-1 ht - st = Fp,t . ct Then, equating these two, we obtain: L hL ct = t st = 1 . f (5.21) If f = 1, then (5.21) and (5.16) imply that the intratemporal Euler equation in the RBC model is satisfied. We conclude that if f = w = 1, w,2 = 0, then an equilibrium in which w,t = w,t = for all t has the property that all three efficiency conditions of the RBC model ~ are satisfied: (i) the resource constraint, (5.13), reduces to the RBC resource constraint, (ii) conditions (3.10), (5.21) and f = 1 imply that the RBC intratemporal efficiency condition hols and (iii) condition (5.17) with wt = st = 1 corresponds to the RBC model intertemporal 41 equation. Since the three efficiency conditions of the RBC model uniquely (together with a boundedness condition) characterize the best possible allocations given preferences and technology, it follows that under the stated conditions, w,t = w,t = is the Ramsey policy. ~ We summarize these results in the form of a proposition Proposition 5.1. If f = w = 1, p = w,2 = 0, then the Ramsey allocations coincide with those of the RBC economy, and w,t = . We now compare the Ramsey and the RBC allocations. Consider the following parameter values: = 0.99, L = 109.8, f = 1.002, = 0.40, = 0.025, p = 0.75, 2 = 0.6, w = 1.05, L = 1. We consider several special cases. We begin with the case, w ' 0, f = w = 1.002, when prices are sticky and wages are not, and monopoly power is minimized. The Ramsey and RBC economy responses to a technology shock are presented below. percent deviation from ss percent deviation from ss consumption 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 hours worked 3.661 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 -4 5 10 15 20 0 -2 20 3.6605 net inflation (APR) actual steady state 3.66 5 10 15 20 -3 real marginal cost (% dev from ss) x 10 2 percent deviation from ss 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest 7.85 7.8 7.75 5 10 15 20 actual steady state percent deviation from ss 5 10 15 20 Annualized, percent rbc model sticky price model w = 1e-006 p = 0.75 f = 1.002 w = 1.002 Note that the Ramsey and RBC allocations virtually coincide, as expected 42 Now we consider the opposite case, in which w = 0.83 and p = 0.000001 : percent deviation from ss percent deviation from ss consumption 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 hours worked 4 0.4 0.2 0 5 10 15 technology shock 0.8 0 0.6 0.4 0.2 5 10 15 20 -5 -10 20 3 2 1 net inflation (APR) actual steady state percent deviation from ss 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest actual steady state percent deviation from ss 5 10 15 20 -7 real marginal cost (% dev from ss) x 10 5 5 10 15 20 Annualized, percent rbc model sticky price model 8.2 8 7.8 5 w = 0.83 p = 1e-006 f = 1.002 w = 1.002 w,2 = 0 10 15 20 The two allocations are also very similar here, consistent with our proposition. Note now inflation drops sharply with the technology shock, to allow the real wage to rise. Marginal cost is essentially constant. We now investigate how far from the RBC model you end up when the conditions for RBC=Ramsey are not satisfied. Here is what happens when you set w,2 = 0.13. It makes 43 virtually no difference, although there is some noticeable impact on Rt . percent deviation from ss percent deviation from ss consumption 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 hours worked 4 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 10 15 20 -5 -10 20 3 2 1 net inflation (APR) actual steady state percent deviation from ss 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest 8.1 8 7.9 7.8 5 10 15 20 actual steady state percent deviation from ss 5 10 15 20 -7 real marginal cost (% dev from ss) x 10 0 5 10 15 20 Annualized, percent rbc model sticky price model w = 0.83 p = 1e-006 f = 1.002 w = 1.002 w,2 = 0.13 44 Now consider the case, p = 0.75, w = 0.83, f = 1.20, w = 1.05 consumption 0.35 0.3 0.25 5 0.5 0.4 0.3 0.2 5 10 15 20 net nominal rate of interest 7.8 10 15 capital stock 20 hours worked 0.6 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 -0.6 5 10 15 20 5 10 15 20 -0.2 -0.4 20 3.6 3.4 3.2 actual steady state 5 10 15 20 real marginal cost (% dev from ss) 0 net inflation (APR) percent deviation from ss percent deviation from ss Annualized, percent percent deviation from ss percent deviation from ss rbc model sticky price model 7.6 = 0.83 = 0.75 = 1.2 = 1.05 7.4 5 actual steady state 10 15 20 w p f w w,2 = 0.13 This change has a more noticeable impact on the interest rate. And, predictably, it reduces the inflation impact of the shock. In terms of the impact on quantity allocations, the effect is rather small. A surprising result was obtained by perturbing the previous parameterization, and setting 45 f = w = 1.002 and otherwise leaving the parameters unchanged. We obtained: consumption hours worked 1.5 1 0.5 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 10 15 20 -0.1 -0.15 5 10 15 20 20 3.65 3.6 3.55 3.5 actual steady state net inflation (APR) percent deviation from ss 0.4 0.3 0.2 5 10 15 capital stock 20 percent deviation from ss percent deviation from ss 0.6 0.4 0.2 5 10 15 20 net nominal rate of interest 7.8 actual steady state percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) -0.05 Annualized, percent rbc model sticky price model 7.75 7.7 7.65 5 = 0.83 = 0.75 = 1.002 = 1.002 w p f w 10 15 20 w,2 = 0.13 Note how much stronger the response of the allocations in the Ramsey equilibrium are! 6. Adding Habit Persistence and Investment Adjustment Costs to the Model 6.1. The Equilibrium Conditions The marginal utility of consumption, z,t , is now 1 1 Et z,t - = 0. + b ct - bct-1 ct+1 - bct (6.1) With this change, 1/ct must be replaced by z,t in (5.18), (5.19), and (5.14). Adjustment costs in investment change the household first order condition for investment, (5.17): 1- w w -1 h w 1 t+1 -z,t + z,t+1 t+1 t+1 st+1 + qt+1 (1 - ) = 0, (6.2) qt kt and add a new first order condition for investment: Et [zt qt F1,t - zt + zt+1 qt+1 F2,t+1 ] = 0. 46 We suppose that F (It , It-1 ) = [1 - S(It /It-1 )] It S 00 It 2 = 1- ( - 1) It , 2 It-1 so that F1t = 1 - F2,t+1 S 00 It It It ( - 1)2 - S 00 ( - 1) 2 It-1 It-1 It-1 2 It+1 It+1 = S 00 ( - 1) . It It Substituting this into the first order condition for investment: S 00 It It 2 00 It - 1) - S ( - 1) Et {zt qt 1 - ( 2 It-1 It-1 It-1 2 It+1 00 It+1 -zt + zt+1 qt+1 S ( - 1) } = 0. It It With the investment adjustment costs, the resource constraint is changed f h i1- f -1 (w ) ww ht -1 - ct + It = (pt ) t kt-1 t where kt - (1 - )kt-1 1 t+1 S 00 It 2 = 1- ( - 1) It 2 It-1 (6.3) (6.4) (6.5) The equation defining the nominal rate of interest is: Et { z,t+1 (1 + Rt ) - z,t } = 0 (6.6) The variables to be determined in equilibrium are the following N = 15: Rt , z,t , It , t , qt , ht , ct , kt+1 , st , Fp , p , Fw , w, w , w+ . The N - 1 equations are (5.18), (5.19), (5.14) with ~ 1/ct replaced with z,t , (5.15), (5.16), (3.20), (5.12), (5.10), (6.1), (6.2), (6.3), (6.6), (6.4) and (6.5). With some algebra, it can be verified that the average, across all households, of period utility is: L log(ct - bct-1 ) - 1 + L wt + wt We use this utility function to define the objective in the Ramsey problem. The equilibrium conditions of this version of the model have been entered into the Dynare file, newsimplemodel.mod, in subdirectory sticypriceswageshabitadjust. w(1+L ) -1 w h1+L . t 47 6.2. Analysis of Equilibrium Consider the following parameter values: = 0.99, L = 109.8, f = 1.2, w = 1.05, = 0.40, = 0.025, 2 = 0.6, S 00 = 5.1, L = 1, b = 0.63, w,2 = 0.13, w = 0.83, p = 0.75 (6.7) There are special cases of this model worth considering. Consider, for example, the case, S 00 = 0.000001, w = 0.83, f = w = 1.002, b = 0, p = 0.000001, w,2 = 0. This corresponds to a case that we considered before, and it's worth verifying that we reproduce it now: consumption 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 hours worked 4 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 10 15 20 -5 -10 5 10 15 20 20 3 2 1 5 10 15 20 -7 real marginal cost (% dev from ss) x 10 0 actual steady state net inflation (APR) percent deviation from ss percent deviation from ss 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest Annualized, percent percent deviation from ss percent deviation from ss 8.2 8 7.8 5 actual steady state rbc model sticky price model = 0.83 = 1e-006 = 1.002 = 1.002 w p f w w,2 =0 10 15 20 Consider now the `opposite' from the above case, the one in which p = 0.75, w = 48 0.000001 : = 1e-006 = 0.75 = 1.002 = 1.002 w p f w percent deviation from ss percent deviation from ss w,2 =0 0.26 0.24 0.22 0.2 0.18 5 10 15 capital stock 20 percent deviation from ss percent deviation from ss consumption hours worked 3.661 0.4 0.2 0 5 10 15 technology shock 0.8 0.6 0.4 0.2 -4 5 1 10 15 price of capital 20 0 -2 20 3.6605 net inflation (APR) actual steady state 3.66 5 10 15 20 -3 real marginal cost (% dev from ss) x 10 2 0.35 0.3 0.25 0.2 0.15 5 10 15 20 net nominal rate of interest 7.85 7.8 7.75 5 10 15 5 10 15 20 percent deviation from ss Annualized, percent actual 0.5 steady state 0 -0.5 -1 5 10 15 20 rbc model sticky price model 20 This reproduces what we had before. To establish a suitable benchmark for this model with habit persistence, we solve the version of the RBC model with habit persistence and adjustment costs (see rbcmodel.mod). The first order condition for investment is (6.3), which, in steady state implies qt = 1. The intertemporal Euler equation for this model is (5.17) with wt = st = 1. In steady state, that equation is: 1- 1 h + 1 - , = k or, "1 # 1 - (1 - ) 1- h = . k The intratemporal Euler equation is, in steady state: k = L hL . z (1 - ) h The resource constraint is (6.4). This, combined with the capital accumulation equation, (6.5), is, in steady state: # " 1- h - k. c= k 49 The marginal utility of consumption is (6.1), which, in steady state is: z = Combining the previous three equations: (1 - b) (1 - ) 1-b or, h= # - " 1- h h = - kL hL , k k 1 h 1- 1+L (1 - ) k h i h 1- - L k 1 - b . c (1 - b) Given this RBC model benchmark, we simulated the model with w = f = 1.002, w = 0.000001, p = 0.75, S 00 = 5.1, b = 0.63. We found the following w = 1e-006 p = 0.75 f = 1.002 w = 1.002 w,2 = 0 percent deviation from ss 1-b 1-b 0.5 0.4 0.3 0.2 5 0.2 10 15 capital stock percent deviation from ss consumption hours worked 0 -0.2 -0.4 -0.6 3.659 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 2 1.5 1 0.5 0 5 10 15 20 10 15 price of capital 20 0 -5 -10 20 3.661 3.66 net inflation (APR) actual steady state 20 percent deviation from ss percent deviation from ss percent deviation from ss 5 10 15 20 -3 real marginal cost (% dev from ss) x 10 5 0.15 0.1 0.05 5 10 15 20 net nominal rate of interest Annualized, percent 5 10 15 20 7 6 5 4 5 10 15 20 actual steady state rbc model sticky price model Again, it looks like the Ramsey policy duplicates the RBC model. Next, we considered the case, w = 0.83, p = 0.000001. The results are consistent with 50 expectations: percent deviation from ss percent deviation from ss consumption 0.5 0.4 0.3 0.2 5 0.2 w = 0.83 p = 1e-006 f = 1.002 w = 1.002 w,2 = 0 hours worked 0 -0.2 -0.4 -0.6 -0.8 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 2 1.5 1 0.5 0 5 10 15 20 10 15 price of capital 20 0 -1 -2 5 20 2 0 4 net inflation (APR) actual steady state percent deviation from ss 0.15 0.1 0.05 5 10 15 20 net nominal rate of interest 7.5 7 6.5 6 5 10 15 20 actual steady state percent deviation from ss 10 15 capital stock 20 5 10 15 20 -6 real marginal cost (% dev from ss) x 10 1 10 15 20 percent deviation from ss Now let's see how far off things get when there are both sticky prices and sticky wages. Annualized, percent rbc model sticky price model 51 First, we simply set w = 0.83, p = 0.75 and kept f = w = 1.002, w,2 = 0. Then, w = 0.83 p = 0.75 f = 1.002 w = 1.002 w,2 = 0 percent deviation from ss percent deviation from ss 1.5 1 0.5 5 0.4 0.3 0.2 0.1 10 15 capital stock percent deviation from ss consumption hours worked 1.5 1 0.5 0 -0.5 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 10 15 price of capital 20 -0.4 -0.2 20 3.65 3.6 3.55 3.5 3.45 net inflation (APR) actual steady state 20 percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) 0 percent deviation from ss 5 10 15 20 net nominal rate of interest 5 0 -5 5 actual steady state 10 15 20 5 10 15 20 Annualized, percent 6 4 2 0 5 10 15 20 rbc model sticky price model Note - starred line for price of capital is sticky price model and solid line is rbc Note that the response of the allocations is now dramatically higher than it is in the RBC model! This is the same as the striking result we observed when we were studying sticky 52 prices and wages alone. When f was changed to 1.0093 : = 0.83 = 0.75 = 1.009 = 1.002 w p f w percent deviation from ss percent deviation from ss percent deviation from ss w,2 =0 consumption 1 0.8 0.6 0.4 0.2 5 0.3 0.2 0.1 10 15 capital stock hours worked 3.7 0.5 0 -0.5 5 10 15 technology shock 0.8 0.6 0.4 0.2 -0.8 5 4 3 2 1 0 5 10 15 20 10 15 price of capital 20 20 3.6 3.5 3.4 3.3 net inflation (APR) actual steady state 20 percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) 0 -0.2 -0.4 -0.6 percent deviation from ss 5 10 15 20 net nominal rate of interest 5 10 15 20 Annualized, percent 6 4 2 5 10 15 20 actual steady state rbc model sticky price model Note - starred line for price of capital is sticky price model and solid line is rbc 3 In all cases, we did the calculations using initval in Dynare, so that our initial guess of the steady state was given to Dynare as an initial guess. Typically, since we compute the steady state exactly ourselves in ssnew.m, Dynare simply accepts our steady state. However, in the cases f = 1.009, and f = 1.02 Dynare got lost when it started with our initial conditions. In these cases, we manually verified that our steady state is correct, and then forced Dynare to accept our steady state. The results in this figure are based on this type of run. We bypassed Dynare's steady state calculation by replacing line 59 in dynare_solve.m with `if 5 > 2'. 53 When we tried f = 1.02, we obtained the following result: = 0.83 = 0.75 = 1.02 = 1.002 w p f w percent deviation from ss percent deviation from ss w,2 =0 net inflation (APR) consumption 0.8 0.6 0.4 0.2 5 10 15 capital stock hours worked 0.5 3.6 0 3.4 -0.5 3.2 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 3 2 1 0 5 10 15 20 10 15 price of capital 20 -1 -0.5 20 actual steady state 5 10 15 20 real marginal cost (% dev from ss) 0 20 percent deviation from ss 0.25 0.2 0.15 0.1 0.05 5 10 15 20 net nominal rate of interest Annualized, percent percent deviation from ss 5 10 15 20 percent deviation from ss 7 6 5 4 3 5 10 15 20 actual steady state rbc model sticky price model Note - starred line for price of capital is sticky price model and solid line is rbc Note how the results appear to be continuous in the parameter f , and how the Ramsey allocations are converging to the RBC model calculations. When we tried f = 1.20, the 54 two almost coincide: = 0.83 = 0.75 = 1.2 = 1.002 w p f w percent deviation from ss percent deviation from ss w,2 =0 net inflation (APR) consumption 0.6 0.4 0.2 5 10 15 capital stock hours worked 0 -0.2 -0.4 -0.6 -0.8 5 10 15 technology shock 0.8 0.6 0.4 0.2 5 2 1.5 1 0.5 0 5 10 15 20 10 15 price of capital 20 -1 -0.5 20 3.8 3.6 3.4 3.2 actual steady state 20 percent deviation from ss percent deviation from ss percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) 0 0.25 0.2 0.15 0.1 0.05 5 10 15 20 net nominal rate of interest Annualized, percent 5 10 15 20 7 6 5 4 5 actual steady state 10 15 20 rbc model sticky price model Note - starred line for price of capital is sticky price model and solid line is rbc We then set all parameters to their benchmark values, w = 1.05, w,2 = 0.13, when we 55 obtained = 0.83 = 0.75 = 1.2 = 1.05 w p f w percent deviation from ss percent deviation from ss w,2 = 0.13 net inflation (APR) consumption 0.6 0.4 0.2 5 10 15 capital stock hours worked 3.8 0 -0.2 -0.4 -0.6 -0.8 5 10 15 technology shock 1 0.8 0.6 0.4 0.2 5 2 1.5 1 0.5 0 5 10 15 20 10 15 price of capital 20 -1 -0.5 20 3.6 3.4 3.2 actual steady state 20 percent deviation from ss percent deviation from ss percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) 0 0.25 0.2 0.15 0.1 0.05 5 10 15 20 net nominal rate of interest Annualized, percent 5 10 15 20 7 6 5 4 5 actual steady state rbc model sticky price model 10 15 20 Note - starred line for price of capital is sticky price model and solid line is rbc Interestingly, the Ramsey and RBC model allocations almost coincide now. 7. Anticipated Shocks We now consider an alternative representation of the technology shock. We replace the representation (3.16) with log t = log t-1 + t-12 + t . The code pertaining to this case appears in the subdirectory, `mirage'. We began by simulating this model under the benchmark parameterization, (6.7), modified so that f = w = 1.002, p = 0.000001, w = 0.83, w,2 = 0. This is the case of sticky wages and flexible prices. The figure below shows that the Ramsey allocations exactly reproduce the RBC allocations in this case. The experiment is one in which there is an expectation that techology will rise by 1 percent in period 13, an expectation which turns out not to be fulfilled. Note how sharply the real rate of interest rises ultimately with the shock. Note, too, that the real wage falls. This reflects that the real wage must be equal to the marginal product of labor, and the latter must fall. The increase in employment, therefore, reflects a positive labor supply 56 effect. rbc model sticky price model consumption = 0.83 = 1e-006 = 1.002 = 1.002 w p f w percent deviation from ss percent deviation from ss w,2 =0 percent deviation from ss hours worked 4 0.4 0.2 0 5 10 15 20 -12 x 10 technology shock 0 1 -1 -2 -3 5 10 15 20 price of capital 0 -1 -2 3.8 3.6 3.4 3.2 net inflation (APR) 0.1 0.05 0 5 0.8 0.6 0.4 0.2 0 5 10 15 20 net nominal rate of interest 11 10 9 8 5 10 15 20 actual steady state 10 15 investment 20 actual steady state percent deviation from ss 5 10 15 20 -6 real marginal cost (% dev from ss) x 10 5 percent deviation from ss percent deviation from ss 10 15 real wage 20 Annualized, percent -0.2 -0.4 -0.6 -0.8 5 10 15 20 0 -0.05 -0.1 -0.15 -0.2 5 10 15 20 Next, we made prices sticky and wages flexible, p = 0.75, w = 0.000001. We obtained 57 the following results: rbc model sticky price model consumption 0.1 0.05 0 5 0.8 0.6 0.4 0.2 0 5 10 15 20 net nominal rate of interest 16 14 12 10 8 5 10 15 20 actual steady state 10 15 investment 20 w = 1e-006 p = 0.75 f = 1.002 w = 1.002 w,2 = 0 percent deviation from ss percent deviation from ss percent deviation from ss hours worked 3.662 3.6615 0.2 0 5 10 15 20 -12 x 10 technology shock 3.661 3.6605 net inflation (APR) 0.4 percent deviation from ss actual steady state 5 10 15 20 real marginal cost (% dev from ss) 15 10 5 0 0.01 0 -0.01 5 10 15 20 price of capital 5 percent deviation from ss percent deviation from ss 10 15 real wage 20 Annualized, percent -0.2 -0.4 -0.6 -0.8 5 10 15 20 0 -0.05 -0.1 -0.15 -0.2 5 10 15 20 Note how the inflation rate is essentially constant now, so that the fall in the real wage is accomplished by a fall in the nominal wage rate. 58 Next, we raised w to 0.83, and obtained the following results: rbc model sticky price model consumption w = 0.83 p = 0.75 f = 1.002 w = 1.002 w,2 = 0 percent deviation from ss percent deviation from ss percent deviation from ss hours worked 0.5 3.7 0 3.65 3.6 5 10 15 20 -11 x 10 technology shock net inflation (APR) 0 -0.2 -0.4 5 0.8 0.6 0.4 0.2 0 -0.2 5 10 15 20 net nominal rate of interest 40 30 20 10 5 10 15 20 actual steady state 10 15 investment 20 actual steady state -0.5 percent deviation from ss percent deviation from ss 5 10 15 20 real marginal cost (% dev from ss) 0.2 0 -0.2 -0.4 20 15 10 5 0 5 0 -1 -2 -3 5 percent deviation from ss 10 15 20 price of capital 5 0.2 0.1 0 -0.1 -0.2 5 10 15 real wage 20 Annualized, percent 10 15 20 10 15 20 We have seen this sort of result several times now. Apparently, when there are sticky wages and prices, then low markups cause the Ramsey allocations to look very different from the RBC allocations. Note, for example, that the real wage now increases. 59 Finally, we consider our benchmark parameter values, (6.7): = 0.83 = 0.75 = 1.2 = 1.05 percent deviation from ss percent deviation from Annualized, percent ss percent deviation from ss percent deviation from ss deviation from ss percent percent deviation from ss w p f w w,2 = 0.13 net inflation (APR) consumption hours worked 3.8 0.4 0.2 0 5 10 15 20 -15 x 10 technology shock 0 -5 percent deviation from ss 0.15 0.1 0.05 0 5 1 0.5 0 10 15 20 net 5 nominal rate of interest 18 16 14 12 10 8 5 -9 x 10 10 15 investment 20 3.6 actual steady state 5 real marginal10 (% dev from ss) cost 15 20 0.4 0.2 0 -0.2 -0.4 -0.6 -0.8 5 real wage 20 10 15 0.2 0 -0.2 5 10 15 20 3.4 -10 5 price of capital 20 10 15 actual steady state -0.2 -0.4 -0.6 -0.8 -1 5 10 15 20 10 15 output gap 20 2.5 2 1.5 1 0.5 rbc model sticky price model 5 10 15 20 These results are very interesting in several ways. First, the Ramsey quantity allocations are very similar to the RBC allocations. Second, note that the Ramsey real wage is now rising rather than falling. This is an important finding, and needs further explanation. We have also reported the output gap gapt = (p ) f -1 t f wt w -1 w (1-) . This quantity is extraordinarily small, its maximum is 2.510-9 . This is in percent deviation from steady state. We investigated what happens when wages and prices are virtually completely sticky, so that the real wage cannot change, by setting p = w = 0.99 and keeping all other parameters 60 at their benchmark values. We obtained essentially the same results: percent deviation from ss deviation from ss percent Annualized, percent percent deviation from ss percent deviation from ss deviation from ss percent percent deviation from ss consumption hours worked 0.4 0.2 0 0 5 10 15 20 -13 x 10 technology shock 3.66 3.658 3.656 3.654 3.652 net inflation (APR) 0.2 0.1 0 5 1 10 15 investment 20 actual steady state 5 20 real marginal10 (% dev from ss) cost 15 0 0.5 0 10 15 20 net 5 nominal rate of interest -0.5 -0.5 -1 5 price of capital 20 10 15 percent deviation from ss -1 5 0 -0.1 -0.2 5 10 15 20 10 15 real wage 20 18 16 14 12 10 8 5 -8 x 10 6 4 2 5 actual steady state 10 15 output gap 20 -0.2 -0.4 -0.6 -0.8 -1 5 10 15 20 rbc model sticky price model w = 0.99 p = 0.99 f = 1.2 w = 1.05 w,2 = 0.13 10 15 20 8. Pulling All the Equilibrium Conditions Together and Adding Growth We now consider the case, z > 0, in (3.3). With this change, the economy follows a deterministic growth path in steady state. All variables should be interpreted as scaled by zt . This causes the dynamic equilibrium conditions in the model to acquire growth rate adjustments. We repeat all the equilibrium conditions of the previous section, except the growth adjustments have been incorportated. The equations pertaining to prices are: 1 1- f f and 1 - p p - 1 - p t t 2 t-1 1-2 t 1 - p + p 2 1-2 t-1 t p t-1 f 1- f 1-f f =0 (8.1) Et ( z,t (p ) t f f -1 kt-1 z ) 1 2 1-2 1- 1- w f t - + p Fp,t+1 - Fp,t = 0, (wt ) w -1 ht t+1 (8.2) 61 and z,t f (p ) f -1 t 2 t t+1 f 1- 1-2 f p f In the price equations, the only required adjustment is in the production function, where kt-1 needs to be adjusted. Now, consider the wage equations. These are (5.14), (5.15), (5.12), and (5.10). In adjusting these equations, it is to be born in mind that the wage updating term, w,t+1 , does ~ not need to be adjusted, since in t he model with technological growth we suppose that the wages of non-optimizing households must be augmented by the growth rate of technology as follows: Wj,t = w,t z Wj,t-1 , w,t ( t-1 )w,2 1-w,2 . ~ ~ At the same time the definit...

Find millions of documents on Course Hero - Study Guides, Lecture Notes, Reference Materials, Practice Exams and more. Course Hero has millions of course specific materials providing students with the best way to expand their education.

Below is a small sample set of documents:

North-West Uni. - D - 1600
ht|@?L #Sc 6@* 2fff OL4iLh! 2c _i Aht_@)c Li4Mih 2 At ^it|L? * }i )L 4Lhi Th@U|Ui | |i +@4ti) *LU@|L? hLM*i4 W? @_|L?c | * i TLti )L |L |i N?uLh4 A@ @|L? +it*| ? TM*U ?@?Uic @ hit*| *!i *it @| |i i@h| Lu Lh @?@*)tt Lu |i 6hi_4@? h*i 6Lh ?Lc ) @?_ L
North-West Uni. - D - 1605
Optimal Fiscal and Monetary Policy1Background We Have Discussed the Construction and Estimation of DSGE Models Next, We Turn to Analysis Most Basic Policy Question: How Should the Policy Variables of the Government be Set? What is Optimal Po
North-West Uni. - D - 1606
Understanding the E ects of Government Spending on ConsumptionJordi Gal J.David Lpez-Salido October 2002 and Javier VallsAbstract Recent evidence on the e ects of an exogenous increase in government spending on consumption cannot be easily reconci
Rutgers - MC - 504
TETRAHEDRON LETTERSPergamonTetrahedron Letters 43 (2002) 545548The synthesis of a key intermediate en route to gelsemine: a program based on intramolecular displacement of the carbon oxygen bond of a strategic oxetaneFay W. Ng,a Hong Lin,b Qian
Rutgers - CHEM - 308
Chapter 18 Enols, Enolates, AldolInstructor: Dr. Daniel SeidelThe pKa values of the -hydrogens of aldehydes and ketones range from 16 to 21, comparable to those of alcohols (15-18). Strong bases can remove hydrogens leading to anions called eno
Rutgers - CHEM - 308
308 FINAL EXAM V1 SPRING 20081_ PRINT NAME MULTIPLE CHOICE: 4 POINTS EACH 1. Which is the major product of the following reaction?1.) OHO H3 C O C H + O C CH3 2.) H 3O+ / HeatH3 C A. H3 C C CH OO C H B. CH3 OOH CH CH2O CO C. CH3 O CH C
LSU - APPL - 003
POLI 7974 State &amp; SocietyPOLITICAL SOCIO-ECONOMICS STATES, MARKETS, AND SOCIETIESTuesday 6:10 9:00 pm, spring 2009 Wonik Kim, wkim@lsu.edu, 225-578-5354 OH: 4:00 5:30 pm on Wednesday, or by appointment Stubbs 229, Department of Political Science
Penn State - BPB - 144
Teacher: Brian Burn Date: 10/29/05 Lesson #: 4.7of 4.10 Paul Briczinski Unit Topic: Muscular Strength and Endurance Lesson Topic: Mission Push-Ups PossibleLesson Time: 11:15 # of Students: 15 Grade: 7thAligns with National Standard: 3: Participat
UC Davis - ARE - 150
Paul W. Bertuccio 9 ALRB No. 61Hollister, CaliforniaSTATE OF CALIFORNIA AGRICULTURAL LABOR RELATIONS BOARDPAUL W. BERTUCCIO, Respondent, i and ; UNITED FARM WORKERS OF AMERICA, AFL-CIO, Charging Party. ; i )CaseNOS.79-CE-140-SAL 79-CE-196
North-West Uni. - ASTR - 220
Astron 220Introduction to Astrophysics Lecture 10Bart Willems Spring 2008Astron 220Chapter 7 Special relativityElectromagnetic wavesSolution of Maxwell's equations yield two wave equations describing the propagation of electromagnetic wave
North-West Uni. - SCO - 590
Leveraging Graphics Hardware for Vision Based Human Computer InteractionSven Olsen ECE 432 September 27, 2005Abstract We present a system which allows users to draw on arbitrary display surfaces. The system is implemented using consumer electroni
North-West Uni. - CG - 207
Taken from Advances in Cognitive Science (1986)Ch . 81FROM CA TO DMAP1378From Conceptual Analyzer to Direct Memory Access Parsing : An Overviewstructures is neither unique to parsing (we are always remembering uses of memory - that's why m
Rutgers - PHYSICS - 681
University of Texas - CS - 327
Chapter 34Data Mining Transparencies Pearson Education Limited 1995, 20051Chapter 34 - Objectivesx xxThe concepts associated with data mining. The main features of data mining operations, including predictive modeling, database segmentati
North-West Uni. - CMO - 938
1%(5 :25.,1* 3$3(5 6(5,(67+( (92/87,21 2) (03/2&lt;0(17 5(/$7,216 ,1 86 $1' -$3$1(6( 0$18)$&amp;785,1* ),506 $ &amp;203$5$7,9( +,6725,&amp;$/ $1' ,167,787,21$/ $1$/&lt;6,6 &amp;KLDNL 0RULJX.KL :RUNLQJ 3DSHU KWWSZZZQEHURUJSDSHUVZ 1$7,21$/ %85($8 2) (&amp;2120,&amp; 5(6($5&amp;+ 0
North-West Uni. - WOL - 737
FalsifiabilityWojciech Olszewski and Alvaro Sandroni April 9, 2008Abstract We examine the fundamental concept of Popper's falsifiability within an economic model in which a tester hires a potential expert to produce a theory. Payments are made con
Penn State - MMS - 5119
Toftrees Loop322Lon berger Pa t hOl d La urel Run Trai lElevation amplified by a factor of threeShingletown Ga p Tra i lBUS 322263223224526BUS 32232245Local Mountain Biking around State CollegeElevation (ft)2460 2170 190
Penn State - MMS - 5119
A Comparison of Crime Data from Detroit and Eastern Michigan from 2001 and 2002What a Difference a Year MakesNumber of Aggravated Assaults in 2001Per 10,000 people0.0 - 4.0 4.0 - 7.5 7.5 - 13.0 13.0 - 19.3 19.3 - 21.2 21.2 - 33.4 33.4 - 68.0 68.
Penn State - MMS - 5119
Aspens and Wildfire1 29N 0eeChenCereeLan ss eCykRunCreekkre re H i lls Ck26 29 30 27 2828Gld32315 N5sCreekGillman Basin Site 2E lyAspen Flat Site 3 Aspen Flat Site 416 17sLig ht
University of Texas - CS - 303
Solutions for the Sample Exam 3 - CS 303e1. this2. (s.length() = 1) &amp; Character.isLetter(s.charAt(0)3. we didn't cover command line arguments.4. s instanceof Square5. str.indexOf(&quot;great&quot;) &gt;= 06. A method name is overloaded if there are tw
North-West Uni. - ME - 381
NORTHWESTERN UNIVERSITY MECHANICAL ENGINEERING DEPARTMENT ME 381 Introduction to MEMS Prof. Horacio D. EspinosaFINAL PROJECTMicromachined Vibrating Gyroscopes: Design and FabricationKimberly S. Elliott Parag Gupta Kyle B. Reed Raquel C. Rodrigu
North-West Uni. - ME - 382
Biomedical Microdevices 4:1, 1726, 2002 # 2002 Kluwer Academic Publishers. Manufactured in The Netherlands.Concentration Effects of a Biopolymer in a Microuidic DeviceBioengineering Program, 2Department of Bioengineering, and Department of Chemica
North-West Uni. - ME - 382
ISSUES IN NANOTECHNOLOGYFrom Micro- to Nanofabrication with Soft MaterialsStephen R. Quake* and Axel SchererSoft materials are nding applications in areas ranging from microuidic device technology to nanofabrication. We review recent work in thes
MN State - ECON - 411
October 1995, The Atlantic MonthlyIf the GDP is Up, Why is America Down?Why we need new measures of progress, why we do not have them, and how they would change the social and political landscape by Clifford Cobb, Ted Halstead, and Jonathan Rowe T
MN State - ECON - 416
MN State - ECON - 411
MN State - ECON - 411
Economics 411 United States Economic History Fall 2006 Prof. Gregory Stutes Due at the start of class on Wednesday, Oct. 18, 2006. Answer all of the following questions. There is no length requirement for the questions; however, I expect your answers
University of Texas - IHLM - 83050
Copyright by Matthias Ihl 2008The Dissertation Committee for Matthias Ihl certies that this is the approved version of the following dissertation:Topics in Flux Compactications of Type IIA Superstring TheoryCommittee:Sonia Paban, Supervisor
MN State - MC - 351
Matthew Schaefer HIS 317: Medieval Europe Professor Morrow 09/19/07 Augustine of Hippo Religions throughout history have differed in many ways, from the symbol or object of worship to the doctrine or guidelines that dictate that worship. As throughou
University of Texas - CS - 352
Spring 2009SchwetmanCS352 Assignment #5 Feb. 23, 2009Weight: 50 points Due date: Monday, March 2, 2009 (beginning of class)1. We have the following C function: void vectorSum(int c[], int a[], int b[], int len) { int i; res = 0; for(i = 0; i
University of Texas - CS - 352
5.12Historical Perspective and Further Reading5.12Maurice Wilkes learned computer design in a summer workshop from Eckert and Mauchly and then went on to build the rst full-scale, operational, storedprogram computerthe EDSAC. From that experien
Penn State - GROUP - 578
Inuence of Soft Error on Low Power CachesCG598C Project Report Lin Li and Vijay DegalahalABSTRACTWith dramatic scaling in feature sizes, both energy efciency and reliability are becoming very important parameters in system design. Because cache m
UC Davis - ARE - 318
economics of climate change i f li t hUsing di Ui rudimentary economic models, the t i d l th IPCC projected that business-as-usual e a ed 3 6 entailed a 3-6oC warming by 2100. a g 00. Scientists call for severe curbs on GHG emissions emissions. T
North-West Uni. - EARTH - 202
North-West Uni. - EARTH - 202
HOW DID THESE ELEMENTS EVOVLE-NUCLEOSYTHESIS Astrophysicists and theoretical physicists have done lots of work on this question. We wont discuss any of the details but its worth summarizing results very sloppily! (with apologies to astronomy classes)
LSU - EE - 4701
Preliminary DesignElectrical and Computer EngineeringDesigns Take Their Form in Preliminary DesignPreliminary DesignConceptual Design Dene and Gather Generate Concepts Evalaute Product Architecture Physical Arrangment of Elements Conguration De
Stanford - CS - 106
Eric Roberts CS106AHandout #42 November 3, 1999PointersReading: Today, sections 13.1 through 13.3 Friday, sections 13.4 and 13.5 The three most important mechanisms for creating compound data structures from simpler units are arrays, records, an
Stanford - CS - 106
Eric Roberts CS106AHandout #22A October 13-15, 1999Solutions to Section #3/* * File: lincoln.c * -* This program draws a simplified picture of the Lincoln * Memorial in Washington DC. */ #include &lt;stdio.h&gt; #include &quot;genlib.h&quot; #include &quot;graphics.
Stanford - CS - 106
Eric Roberts CS106AHandout #2 September 22, 1999CS106A - General InformationProfessor: Eric Roberts E-mail: eroberts@cs.stanford.edu Office: Gates 180 Phone: 723-3642 Office hours: Wednesday, 3:305:00 P.M. or by appointment arranged with Eddie W
Stanford - ME - 118
ME210 Introduction to MechatronicsTue. &amp; Thurs., 9:00 10:50 am, Bldg. 530 Room 127Personnel InstructorTom Kenny Office Phone EMAIL Office Phone EMAIL Office Phone EMAIL Office Phone EMAIL 540 Terman 725-3805 kenny@cdr.stanford.edu 561 Terman 72
University of Texas - PSY - 394
I-POMDP: An Infomax Model of Eye MovementNicholas J. ButkoDepartment of Cognitive Science University of California, San Diego La Jolla, CA 92093-0515 Email: nbutko@cogsci.ucsd.eduJavier R. MovellanInstitute for Neural Computation La Jolla, CA 92
Stanford - BIOCHEM - 118
Leslie Hotson 5-29-02 Biochemistry 118Q Doug BrutlagEugenics in the United StatesEugenics is loosely defined as the attempt to enhance society and eliminate problems through selective breeding. The exact definition however is debated. Some scienti
Stanford - BIOCHEM - 118
Current Innovations in Microarray AnalysisA look at two-sided clustering and context-specific Bayesian clusteringAmit Kaushal June 4, 2001OverviewTo date, biologists have used (one-sided) clustering to analyze their data While clustering is info
Stanford - BIO - 203
ARTICLES 2007 Nature Publishing Group http:/www.nature.com/naturegeneticsEfcient mapping of mendelian traits in dogs through genome-wide associationElinor K Karlsson1,2, Izabella Baranowska3, Claire M Wade1,4, Nicolette H C Salmon Hillbertz3, Mi
Stanford - C - 070512
Flavor Physics and CP Violation Conference, Bled, 20071Double beta Decay: Experiments and Theory ReviewA. Nucciotti` Dipartimento di Fisica G. Occhialini, Universita di Milano-Bicocca and Istituto Nazionale di Fisica Nucleare, Sezione di Milano
Stanford - C - 030626
Physics in Collision - Zeuthen, Germany, June 26-28, 2003SEARCHES FOR NEW PARTICLES AT THE ENERGY FRONTIER AT THE TEVATRON Patrice VERDIER LAL, Universit Paris-Sud, 91898 Orsay Cedex, France eABSTRACT Run 2 at the Tevatron started in spring 2001.
Stanford - C - 990809
New Particle SearchesVanina Ruhlmann-Kleider DSM/DAPNIA/SPP, Saclay, 91191 Gif-sur-Yvette Cedex, France1IntroductionThis review covers a few selected topics from the searches performed at the Tevatron, HERA, and LEP2. Details on the data samp
Penn State - STAT - 515
Homework 6, Stat 515, Spring 2008Due Wednesday, March 18, 2009 beginning of class Note: This assignment overlaps with your midterm and spring break, so please work on problems below as they are assigned. 1. Textbook problems: 5.44, 5.80. Clearly jus
Penn State - STAT - 414
Homework 5Stat 414, Spring 2009 Due Friday, Feb 27th beginning of class 1. Text problems: 3.2-2, 3.2-6, 3.2-9, 3.2-18, 3.2-23, 3.2-24. 2. Non-text problem 1: Let X be an exponential random variable with parameter . This will typically be denoted as
Penn State - STAT - 414
Homework 2Stat 414, Spring 2009 Due Wednesday, Jan 28th beginning of class 1. Text problems: 1.2-12, 1.2-17, 1.3-2, 1.3-6, 1.3-14, 1.3-16, 1.3-20. 2. Non-text problem 1: An urn contains 10 balls: 4 red and 6 blue. A second urn contains 16 red balls
Stanford - AA - 278
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISIONLANE McNAMARA, SCOTT WILDING, REUVEN RANDALL SINGER, MELVIN B. MILLER, MEISSNER MUSIC PRODUCTIONS, INC., NEW MADRAS LIMITED PARTNERSHIP, ALAN HIRSCH, BENJAMIN K
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISION LANE McNAMARA, et al., Plaintiffs, No. 5-97CV-159v. BRE-X MINERALS LTD., et al., Defendants.ORDERBefore the Court is Plaintiffs Motion to Reconsi
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISION Lane McNamara, et al., Plaintiffs, v. Bre-X Minerals Ltd., et al., Defendants. Civil Action No. 5-97-CV-159 (Jury)SECOND SUPPLEMENTAL AFFIDAVIT OF PAU
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT OCR FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISIO NLANE McNAMARA, et al ., Plaintiffs.v. 5 :97-CV-15 9BRE-X MINERALS LTD . et . al . Defendants .ORDER Before the Court are Defendants' Motion to
Stanford - BXMNF - 1012
UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXA S TEXARKANA DIVISIO NLANE McNAMARA, et al .,Plaintiffs ,V. Civil Action No . 5-97-CV-159-DF JURY DEMAN DBRE-X MINERALS LTD ., et al .,Defendants .DEFENDANTS' RESPONSE T OPLAI
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISION Lane McNamara, et al., Plaintiffs, v. Bre-X Minerals Ltd., et al., Defendants. Civil Action No. 5-97-CV-159 (Jury)AFFIDAVIT OF PAUL MILLER STATE OF TE
Stanford - BXMNF - 1012
IN THE UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS TEXARKANA DIVISIO N McNAMARA, et al ., Plaintiffs, V. 5 :97-CV-159-DFBRE-X MINERALS, LTD ., et al ., Defendants . ORDE RBefore the court is &quot;Plaintiffs' Trial and Case Ma
Stanford - BXMNF - 1012
IN THE U N ITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXAS ~ TEXARKAN A DIVISIO N LANE 'Vic\AMARA, et al ., . BRE-X MINERALS LTD ., et al ., Defendants . No. 5-97CV-1 59 , IPlaintfs ORDERDue to recent filings b\ Defendants seekin
Stanford - BXMNF - 1012
UNITED STATES DISTRICT COURT FOR THE EASTERN DISTRICT OF TEXA S TEXARKANA DIVISIO N LANE McNAMARA, et at., Plaintiffs, Civil Action No . V. 5-97-CV-159-DF JURY DEMAND BRE-X MINERALS LTD ., et al., Defendants . DEFENDANTS' RESPONSE TO PLAINTI
Stanford - BXMNF - 1012
AFFIDAVIT OF MJ LAWRENCE Michael John Lawrence, being duly sworn, deposes and says the following: I am Managing Director and Chief Valuer of Minval Associates Pty Limited (MINVAL), 191 Elizabeth Street, Croydon, New South Wales, Australia, 2132, a ge