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Wirtschaftswissenschaftliche Fakultät Faculty of Economics and Management Science Working Paper, No. 101 Volker Grossmann / Thomas M. Steger / Timo Trimborn The Macroeconomics of TANSTAAFL November 2011 ISSN 1437-9384

TheMacroeconomicsofTANSTAAFL VolkerGrossmann, ThomasM.Steger, andtimotrimborn November 21, 2011 Abstract This paper shows that dynamic inefficiency can occur in dynamic general equilibrium models with fully optimizing, infinitely-lived households even in a situation with underinvestment. We identify necessary conditions for such a possibility and illustrate it in a standard R&D-based growth model. Calibrating the modeltotheus,weshowthatamoderateincreaseinther&dsubsidyindeed leads to an intertemporal free lunch(i.e., an increase in per capita consumption at all times). Hence, Milton Friedman s conjecture There ain t no such thing as a free lunch (TANSTAAFL) may not apply. Key words: Intertemporal free lunch; Dynamic inefficiency; R&D-based growth; Transitional dynamics. JEL classification: E20, H20, O41. Acknowledgements: Wearegratefultoparticipantsattheworkshopon"Innovation"atthe41th "Ottobeuren-Seminar" for helpful comments and suggestions as well as to numerous colleagues which whom we discussed our research agenda on optimal dynamic growth policy over the last years. UniversityofFribourg;CESifo,Munich;InstitutefortheStudyofLabor(IZA),Bonn. Address: University of Fribourg, Department of Economics, Bd. de Pérolles 90, 1700 Fribourg, Switzerland. E-mail: volker.grossmann@unifr.ch. UniversityofLeipzig;CESifo,Munich. Address: InstituteforTheoreticalEconomics,Grimmaische Strasse 12, 04109 Leipzig, Germany, Email: steger@wifa.uni-leipzig.de. University of Hannover. Address: Institute for Macroeconomics, Königsworther Platz 1, 30167 Hannover, Germany, Email: trimborn@vwl.uni-hannover.de. 0

1 Introduction The saying There ain t no such thing as a free lunch, abbreviated by the acronym TANSTAAFL and popularized in economics by Milton Friedman(1975), expresses the insightthateverybenefitcomesatacost. Thereisonegeneralexceptiontothisrule. If resources are being used inefficiently, it is possible to get"something for nothing". In dynamic macroeconomics, such a possibility is referred to as dynamic inefficiency. Thatis,onemayaskifitispossibletoimplementanallocationofresourcessuchthat per capita consumption increases for some periods and does not decline for any period. As is well-known, the Solow model exhibits dynamic inefficiency if the saving rate lies above its golden rule level such that capital is overaccumulated (Phelps, 1966). However, this example is based on a model without optimizing behavior on the side of households. In an overlapping-generations context, dynamic inefficiency may result since current generations do not take changes in the future interest rate into account whendecidingontheirsavingrate(e.g. Abeletal.,1989). This paper shows that dynamic inefficiency can also occur in an optimizing agent framework with infinitely lived households and underinvestment. That is, we start out with a situation where, from a long run perspective, resources allocated to the accumulation of (at least) one accumulable production factor are too low in market equilibrium compared to the social optimum. Note that, for instance, in the Solowmodel in such a situation the economy is always dynamically efficient. The contribution of our paper is twofold. First, we identify necessary conditions for the possibility of dynamic inefficiency in a situation with underinvestment within the widely-used class of dynamic general equilibrium models with one consumption good and fully optimizing, infinitely-lived agents. Second, we employ a calibrated version of the standard(semi-)endogenous growth model of Jones(1995) to show that the US economy may indeed be dynamically inefficient. That is, stimulating R&D investment by raising the R&D subsidy not only raises intertemporal welfare but, at the first glance surprisingly, also enables an increase in per capita consumption at all times compared to the baseline scenario of no policy change. The reason is that 1

households immediately increase their consumption rate due to their expectation of future productivity advances after the R&D underinvestment problem is tackled. Thus, the accumulation of physical capital slows down in the initial transition phase to the new steady state while more resources are devoted to knowledge accumulation. The decrease in the rate of investment in physical capital then enables an intertemporal free lunch. Hence, our analysis suggests that TANSTAAFL may not even apply in advanced economies, due to likely R&D underinvestment. In our calibrated economy, only for large increases in the subsidy rate, possibly beyond the socially optimal long run rate, per capita consumption drops initially. More generally, we identify the following necessary conditions for an intertemporal free lunch: (i) there is a policy intervention which affects an allocation variable governing the evolution of the distorted accumulable factor;(ii) the number of allocation variables exceeds the number of resource constraints by at least two, i.e., there are at least two degrees of freedom. Within the Jones(1995) model, for instance, an increase in the R&D subsidy induces a reallocation of labor towards the R&D sector. This requires a first allocation variable to be set freely. For an intertemporal free lunch to be feasible, i.e. for consumption not to decrease initially, capital accumulation has to decelerate, which requires a second degree of freedom. This response to the R&D policy intervention allows for consumption smoothing in the presence of a substantial positive wealth effect. The paper is organized as follows. Section 2 lies out a general, dynamic macroeconomic framework with one consumption good and identifies necessary conditions for dynamic inefficiency. Section 3 calibrates a R&D-based growth model which fulfills these conditions and shows that the economy is indeed dynamically inefficient. Section 4 briefly discusses the possibility of an intertemporal free lunch in various other widely-used endogenous growth models. The last section concludes. 2

2 On the Mechanics of an Intertemporal Free Lunch This section discusses the necessary conditions for an intertemporal free lunch. To be precise we start with a definition of an intertemporal free lunch. Definition 1. Let c B (t) denote the time path of per capita consumption in the baseline scenario (i.e. without any policy change) and let c A (t) denote the time path of per capita consumption in the alternative scenario (i.e. after a policy change). An intertemporal free lunch is possible(i.e. an economy is dynamically inefficient) if and only if there is a feasible policy measure such that per capitaconsumptioninthe alternativescenario c A (t) increasesrelativetopercapitaconsumptioninthebaseline scenario c B (t) for some t 0 anddoes not declinefor any t 0, i.e. c A (t)>c B (t) foratleastsome tand c A (t) c B (t)forall t. Notice that we require that an intertemporal free lunch can be realized by a feasible policy intervention in a market equilibrium. As it may be trivial to discuss the case where dynamic inefficiency occurs in the case of overaccumulation, we focus on the case where, compared to the social optimum, the market equilibrium involves underinvestment in(at least) one accumulable production factor. The economic logic behind an intertemporal free lunch in this case may be sketched as follows. Consider a policy intervention which changes the allocation of resources in the market equilibrium such that the hitherto underaccumulated input factor gets accumulated in an accelerated fashion. Ceteris paribus, this reduces per capita consumption at least initially. However, an intertemporal free lunch requires that the production of consumption goods remains at least constant initially. Thus, in addition to the allocation variable which causes accelerated accumulation of the distorted factor, therehastobeasecondallocationvariablewhichcanadjustfreelyinresponsetothe policy intervention. An adjustment of this second allocation variable could ensure that the initial consumption level does not decrease. The requirement excludes cases where the accumulation of one input factor is a by-product of the accumulation of another input factor, in the sense that both are driven by the same allocation variable. An 3

example for such a case is the Arrow-Romer model(romer, 1986), discussed in section 4. To illustrate, consider a dynamic, closed economy framework with a single consumption good, chosen as numeraire. For simplicity, suppose there exists a representative household, who is fully rational, perfectly informed and acts as living infinitely. The sizeofahousehold,n,growsatconstantexponentialraten 0. His/herpreferences are represented by the standard intertemporal utility function U = u(c(t))e (ρ n)t dt, (1) 0 ρ>0,wherec(t)ispercapitaconsumptionattimet R + andudenotesinstantaneous utility. The size of the representative household equals labor supply to a perfect labor market(i.e.,totalemploymentisequalton). TheproductionfunctionF ofthehomogenousfinalgoodis 1 Y =F(K Y 1,K Y 2...,K Y I,L Y ), (2) whereki Y is theinputof capital goodi {1,...,I} andl Y is laborinputintofinal production. Capital goods are factors which are accumulable by investments, whereas laborisnon-accumulable(butmaygrowexogenously). 2 Fromasocialpointofview,the Y production technology may exhibit increasing returns to scale. The representative final goods producer privately perceives constant returns to scale. We distinguish between two classes of dynamic macroeconomic models. One-sectormodels. TotalsupplyofaccumulablefactoriisdenotedbyK i. Given initiallevelk i (0),itevolvesaccordingto 3 K i =G i (Y i ) δ i K i, (3) 1 Thetimeindexisomittedwheneverthisdoesnotleadtoconfusion. 2 For simplicity, we consider one non-accumulable factor only. Generalization to more than one non-accumulable factor is straightforward. 3 Ż denotesthederivativeofavariablez withrespecttotime. 4

wherefunctiong i ( )givesusthegrossincreaseoffactori {1,...,I},Y i denotesthe amountoffinaloutputdevotedtoaccumulationoffactoriandδ i 0thedepreciation rateofcapitalgoodi. TheG i ( )areincreasingfunctions. As an example, consider the Solow-model. In this model, gross investment in physicalcapital(say,capitalgood1)readsg 1 ( )=Y 1 =sy,wheres>0istheexogenous rate of investment out of the final good. 4 It is well-known that the economy is dynamically inefficient if s is above its"golden rule" level, which maximizes per capita consumption in steady state. By contrast, our goal is to examine the possibility of dynamic inefficiency in general equilibrium, infinite-horizon models with optimizing agents and underinvestment in the sense that, from a long run perspective, resources allocated to the accumulation of(at least) one accumulable production factor are too lowfromasocialplaner spointofview. The economy s goods market clearing condition reads Nc+ I Y i =Y. (4) i=1 Moreover,L Y =N andk Y i =K i foralli(fullemploymentconditions). Per capita consumption (c) as well as the arguments of functions F and G i are called"allocation variables". Let V denote the number of allocation variables and let R be the number of constraints (restrictions). For the generic one-sector model the numberofallocationvariables(c,k Y 1,...,K Y I,LY,Y 1,...,Y I )isv =2I+2,whereas thenumberofconstraintsisr=i+2(fullemploymentconditionsand(4)). Wenow arguethatanintertemporalfreelunchrequiresthatv R=I 2. Thatis,thereare at least two degrees of freedom in the allocation variables. In the one-sector model, this is equivalent to the requirement of at least two accumulable factors. Letq:=Nc/Y denotetheeconomy sconsumptionrateanddenotebys i :=Y i /Y thefractionoffinaloutputdevotedtotheaccumulationofcapitalgoodi. Welabels i 4 Mankiw,RomerandWeil(1992)presentanaugmentedSolow-modelwithhumancapitalassecond accumulable factor, which evolves analogously to physical capital. 5

the"investmentrateoffactori". Accordingto(4),wecanwrite q=1 I s i. (5) i=1 Obviously, if I = 1, raising the only investment rate inevitably lowers the consumption rate at least initially. Thus, an economy with underinvestment is always dynamically efficient. However,ifI 2,itcouldbethecasethatbyraising,say,investmentrate s 1,forward-lookingagentsreduce,say,investmentrates 2 suchthattheconsumption rate q instantaneously rises despite increased accumulation of factor 1. Multi-sector models. In multi-sector models, the number of accumulable factors does not necessarily coincide with the degrees of freedom in the allocation variables. DenotetotalsupplyofaccumulablefactoribyK i. GiveninitiallevelK i (0),itevolves according to K i =G i (K1,K i 2...,K i I,L i i ) δ i K i, (6) wherefunctiong i ( )givesusthegrossincreaseoffactori {1,...,I},Kjistheamount i of capital good j {1,...,I} devoted to the accumulation of capital good i, and L i is the amount of labor devoted to accumulation of factor i. Again, δ i 0 is the depreciation rate of capital good i. We refer to arguments of the functions G i ( ) as allocation variables which govern the evolution of an accumulable factor. They are a subset of all allocation variables (recall that the total set also consists of per capita consumptionandtheargumentsofproductionfunctionf). TheG i ( )areincreasing in the allocation variables. The resource constraints read L Y + I L i =N, (7) i=1 Moreover,Nc=Y. K Y j + I Kj=K i j forall j {1,...,I} (8) i=1 6

Thenumberofallocationvariables(c,K 1,...,K Y I Y,LY,L 1,..,L I,K1,...,K 1 I I)isV = 2I+2+I 2,whilethenumberofconstraints,(7),(8)andNc=Y,readsR=I+2. There are at least two degrees of freedom in the allocation variables provided that V R = I(1+I) 2. This is already the case if I 1. However, in a multisectormodelwithjustoneaccumulableinputfactor(i=1),itisdifficulttoconceive where an intertemporal free lunch is possible. Both capital and labor input in final goods production have to be reallocated in a way(one increased, the other decreased) such that the accumulation of a sole capital good is accelerated and the production of consumption is held at least constant initially. InthespecialcasewhereKj=0foralli,j {1,...,I}andlaborisusedeverywhere, i wehavev =2I+2andthusV R=I. Thus,twodegreesoffreedommeansthat therearetwoaccumulablefactors,likeintheone-sectormodel. IfL i =0foralliand all capital goods are used everywhere, then V = I+2+I 2 and thus V R = I 2. Again,V R 2requiresI 2. Compoundmodels. Theremaybeamixofbothclassesofmodels. Infact,the Jones(1995) model, discussed in section 3, belongs to this category. Consider a model withi A +I B =Iaccumulablefactors,whereI A 1factorsareaccumulatedaccording to(3)andi B 1areaccumulatedaccordingto(6). Ifbothlaborandallcapitalgoods enterfunctionf aswellasfunctionsg i,therearev R=I A +I B (1+I B )degreesof freedom. InthespecialcasewhereKj=0foralli,j i andlaborenterseverywhere,we havev R=I A +I B. IfL i =0foralliandallcapitalgoodsareusedeverywhere, thenv =I+2+I 2 andthusv R=I A +(I B ) 2. Inallcases,I A 1andI B 1, whichholdsbyassumption, impliesv R 2. Weconcludethatanintertemporal freelunchcannotbeaprioriruledoutincompoundmodels. The discussion is summarized by the following proposition. Proposition 1. Consider a closed economy with exogenous labor supply and one consumption good. Suppose that at least one accumulable factor is underaccumulated from a social point of view. An intertemporal free lunch is possible if the following necessary conditions simultaneously hold: (i) there is a policy intervention which affects 7

an allocation variable governing the evolution of the distorted accumulable factor,(ii) there are at least two degrees of freedom in the allocation variables. 3 Dynamic Inefficiency and R&D-based Growth This section analyzes the possibility of an intertemporal free lunch in a widely-used R&D-based growth model with both accumulation of knowledge and physical capital goods. 3.1 The Jones(1995) Model Consider the R&D-based growth model of Jones(1995). The final output technology is A Y =(L Y ) 1 α (x i ) α di (9) with 0 < α < 1, where L Y denotes labor employed in final output production and x i the quantity of (physical) capital good i {1,...,A}. (Time index t is omitted.) Oneunitoffinaloutputcanbetransformedintooneunitofeachcapitalgoodandall capital goods depreciate at the same constant rate δ. Thus, we can write the equations ofmotionforphysicalcapitalgoodsas 5 i=1 ẋ i =Y i δx i, i {1,...,A}. (10) The number of intermediate goods A("stock of knowledge") is an additional accumulablefactor. (ThetotalnumberofaccumulablefactorsisI =A+1.) Itexpands through horizontal innovations according to Ȧ= νa φ L I (11) withφ<1,0 θ<1, ν:=ν ( L I) θ,ν>0,wherel I islaboremployedininnovative 5 Employing the notation in section 2, replace x i by Ki Y in (3) and use that, in equilibrium, Ki Y =K i =x i. 8

activities("r&d")and ν istakenasgivenbytherepresentativer&dfirm. Inview of(3),wehaveg i ( )=Y i andδ i =δ foraccumulablefactorsi {1,...,A}and,from a social point of view, G I ( ) = νa φ( L I) 1 θ and δi = 0 in the process of knowledge accumulation(i.e. knowledgedoesnotdepreciate). 6 The stock of knowledge A enters as non-rival input into the knowledge accumulation process. Thus, parameter φ measures the extent of an intertemporal knowledge spillover (which is positive if φ > 0) and labor is the only rival R&D input. An increase in θ means a larger wedge between the privately perceived constant-returns to R&D and the socially declining marginal product of R&D labor investment (higher "duplication externality"). Both the market for the final good and the labor market are perfect. Also the R&D sector is perfectly competitive. Physical capital good producers possess market powerbutarerestrictedbyacompetitivefringeoffirmswhichdonotallowthemto chargeamark-uphigherthanκ (1,1/α]. 7 Inequilibrium,allcapitalgoodproducers charge the same prices. Thus, x i = x and s i = Y i /Y = s for all i {1,...,A}. Let us define the total amount of physical capital as K := A i=1 x i = Ax. Thus, aggregateoutputreadsy =K α (AL Y ) 1 α. Moreover,summing(10)overalliimplies K = AsY δk. Thus, the economy s aggregate investment rate in physical capital can bewrittenasinv:=( K+δK)/Y =As. Initially,x i (0)=x 0 >0foralli {1,...,A} anda(0)=a 0 >0aregiven. Letq=Nc/Y,l Y =L Y /N andl I =L I /N. Inthe"reducedform",therearefour allocation variables (i.e. q, inv, l Y, and l I ) and two constraints on these allocation 6 Moreover,I A =AandI B =1,wherecapitalisusedonlyinfinalproduction. 7 Inadditiontointroducinginvestmentsubsidies,thisistheonlywaywedepartfromJones(1995) in this section. We introduce the competitive fringe in order to calibrate the mark-up factor according to empirical estimates. 9

variables, 8 whichmaybestatedas l Y +l I = 1, (12) q+inv = 1. (13) Hence, there are two degrees of freedom in the allocation variables. The government may subsidize both R&D costs (R&D sector) and capital costs (x-sector). Subsidies are financed by a lump-sum tax levied on households. Profits are π i = [p i (1 s K )(r+δ)]x i (capital producers) and Π = P A νa φ L I (1 s A )wl I (R&Dfirms),wherep i isthepriceofx i,rtheinterestrate,p A thepriceofblueprints fornewphysicalcapitalgoods,wthewagerate,s K thesubsidyoncapitalcosts,and s A the subsidy on R&D costs. Accounting for the competitive fringe, the mark up, chargedbycapitalproducers,issuchthattheequilibriumpriceisp i =κ(1 s K )(r+δ). 9 Thereismassoneofinfinitely-livedhouseholdswithsizeN;initially,N(0)=N 0 > 0. Household size grows at constant exponential rate n 0. Preferences are represented by utility function(1). We employ the standard specification of instantaneous utility u(c)= c1 σ 1 1 σ,withσ>0. According to Proposition 1, the economy fulfills the necessary conditions for dynamic inefficiency. Suppose there indeed is underinvestment in R&D; 10 that is, the socially optimal R&D subsidy rate is positive in the long run. The possibility to realizeanintertemporalfreelunchbyincreasingr&dsubsidyrate,s A,mayexistforthe followingreason. Ontheonehand,anincreaseintheR&Dfractionoflabor,l I,lowers initialpercapitaincome,y(0):=y(0)/n 0. Ontheotherhand,however,itcouldbe the case that, at the same time, investment rate s of intermediate goods producers declines as well. In this case, the resulting immediate decrease of inv may sufficiently 8 Intheunreducedform,allocationvariablesare(c,x 1,...,x A,L Y,L I },i.e.,therearev =A+3 allocation variables and R = A+1 constraints(final goods market clearing condition and(10)). Again, V R=2. 9 SeeGrossmann,StegerandTrimborn(2010a). 10 Even in the case where φ = θ = 0, accumulation of A is distorted downwards since innovators cannot fully appropriate the social gain from an innovation.that is, in equilibrium, the profit of an intermediate good firm, π i, is smaller than the social return to an additional intermediate good, Y/ A. 10

raise the initial consumption rate q(0) to induce an increase in initial consumption level c(0)=q(0)y(0). 3.2 Equilibrium To save space, we refer to Grossmann, Steger and Trimborn (2010a, Proposition 1) forthederivationoftheequilibriumdynamicsandthebalancedgrowthequilibrium. 11 Definek:=K/N,p A :=P A /N,andlet z :=z/n 1 θ 1 φ bethedetrendedvalueforany variable z {y,k,c,a}. It can be shown that the evolution of the market economy is governed by the following dynamic system (in addition to appropriate boundary conditions) Ã = νãφ( l I) 1 θ g Ã, (14) ṗ A = (r n)p A (κ 1)(α/κ) 1 1 α (1 l I ), (15) [(1 s K )(r+δ)] α 1 α ) k = (Ã(1 l 1 α kα I ) c (δ+n+g) k, (16) c = c(r ρ) σ r+δ = α κ(1 s K ) p A νãφ 1 (l I ) θ = (1 s A )(1 α) g c, (17) ) 1 α (Ã(1 l I ), (18) k ( k Ã(1 l I ) ) α. (19) The steady state may be characterized by k/k = ċ/c = l I /l I =ṗ A /p A =0. Ȧ/A = (1 θ)n 1 φ =: g and We now analyze the model numerically by employing the analytically derived balanced growth equilibrium and the differential equation system. The numerical simulations rest on calibration of the model to the US. Transitional dynamics are calculated numerically by applying the relaxation algorithm(trimborn, Koch and Steger, 2008). 11 Grossmann et al. (2010a) derive the dynamically optimal policy mix in the model presented in this section. They do not analyze the possibility of dynamic inefficiency, however. 11

3.3 Calibration The observable parameters/ variables largely match the characteristics of the US economyundertheassumptionthattheusisinsteadystate. 12 Wetakeapercapitalong run output growth rate (g) of 2 percent, a population growth rate (n) of 1 percent, andalongruninterestrate(r)of7percent. Giventhetimepreferenceρ,parameterσ isdeterminedbythekeynes-ramseyruleċ/c=g=(r ρ)/σ. Thedepreciationrate δ canbeinferredfromusinvestmentrate(inv)andthecapital-outputratio(k/y). ) Weusethatinv=( K+δK)/Y =( K/K+δ K/Y. Insteadystate, K/K=n+g; thus, inv = (n+g+δ)k/y. For the US, we observe inv = 0.21 and K/Y = 3, leadingtoδ=0.04. Theoutputelasticityofcapital(α)isgivenbytheconditionthat theusercostofcapital(r+δ)equalsthemarginalproductofcapitalunderoptimal capital investment: α = (r+δ)k/y. In fact, we assume that the capital subsidy rateensuresoptimalcapitalinvestmentatalltimes,s K =1 1/κ(Grossmannetal., 2010a, Proposition 2). The mark up factor κ is set to an intermediate value of the empirically plausible range κ [1.05,1.4] (Norrbin, 1993): κ = 1.2. A higher mark up factor mitigates the well known"surplus appropriability problem", which gives rise to R&D underinvestment, but aggravates underinvestment in physical capital. The R&D underinvestment problem is enhanced the higher is φ (intertemporal spillover) andmitigatedthehigherisθ(duplicationexternality). Ifθisclosetoone,theremaybe R&Doverinvestment. Weassumeanintermediatevalueθ=0.5. Bothφandθarenot independent from each other and set to match the economy s steady state growth rate, g= (1 θ)n 1 φ. ThecurrentUSR&Dsubsidyrateisjustslightlyabovezero(s A=0.066). Table 1 below summarizes our calibration. As a result of the calibration, the implied R&D intensity is as observed for business R&D in the US: wl I /Y 0.02. The optimal R&D subsidy rate which implements theoptimallongrunlaborallocationisfairlyhigh: s A =0.88. ItreflectssevereR&D underinvestment. The sectoral misallocation of labor is the underlying source for the possibilityofanintertemporalfreelunch. Theoptimalrates A =0.88impliesa(first 12 ThecalibrationstrategylargelyfollowsGrossmannetal. (2010a). 12

best)r&dintensityofabout0.15inthelongrun. 13 Parameter Value Source g 0.02 PWT 6.2(Heston et al., 2006) Parameter Value Source σ 2.5 implied n 0.01 PWT 6.2(Heston et al., 2006) κ 1.2 Norrbin(1993) δ 0.04 implied s A 0.066 OECD(2009) r 0.07 Mehra and Prescott(1985) s K 1/6 firstbestvalue α 0.33 implied θ 0.5 intermediate value ρ 0.02 "usual value" φ 0.75 implied Table 1: Calibration 3.4 The Intertemporal Free Lunch Itisassumedthattheeconomyisinasteadystateinitiallywiths A =0.066. Figure1 shows the time path of detrended and normalized per capita consumption in response to an increase to s A = 0.6. 14 It illustrates that initial consumption jumps upwards by about 3 percent instantaneously and is never lower than the initial steady state value (normalized to unity). Per capita consumption increases drastically by about 370percentinthelongrun. The economic intuition for the possibility of an intertemporal free lunch is as follows. Theincreaseins A causesthefractionoflaborallocatedtor&d,l I =1 l Y,toincrease. Due to the decline in the fraction of labor in manufacturing (l Y ), per capita output y drops initially (labor reallocation effect). However, the expansionary R&D policy attenuates the substantial R&D underinvestment in the market economy. Rational, 13 The numerically derived optimal policy mix is quite robust to extensions of the model. Grossmann, Steger and Trimborn(2010b) derive similar values for the behaviorally relevant subsidy rates when accounting for(i) endogenous human capital accumulation,(ii) distortionary income taxation, (iii) business stealing effects from R&D (following Jones and Williams, 2000), and (iv) transitional dynamics. Moreover, Grossmann and Steger(2011) show that allowing for heterogeneity of R&D skills leaves the analytical solution for the optimal long run subsidy mix unaffected. 14 TheemployednumericalmethodbyTrimbornetal. (2008),whichunderliesFig. 1,doesnotrely on linearization around the steady state, which would be inappropriate for the question at hand. The algorithm is implemented in Mathematica. The underlying file is available from the authors upon request. 13

forward-looking agents understand that there is an associated wealth effect. They therefore reduce the fraction of output devoted to the accumulation of physical capital, i.e. inv decreases. Consequently, therateofconsumption, q =1 inv, rises. Ifthe increaseinq(0)islargerelativetothedecreaseininitialpercapitaincome,y(0),per capita consumption c(0) = q(0)y(0) may jump up initially. Figure 1: The intertemporal free lunch Notice that the Jones(1995) model fulfills the conditions of Proposition 1: (i) raising the R&D subsidy affects the accumulation of knowledge,(ii) there are two degrees of freedom in the allocation variables. Also the presumption of Proposition 1 holds, as the optimal long run R&D subsidy is positive. How does the proportional initial change of consumption(the 3 percent in the exampleconsideredabove)dependonthepolicyinstruments A? Toseethis,considerthe initial(i.e. at t = 0) rate of change of detrended per capita consumption, c(0)/ c(0), inresponsetoachangeins A froms A =0.066tos A [0.066 0.3,0.066+0.85]. By construction,atinitial(us)values A =0.066,wehave c(0)=0. Figure2(a)shows c(0)/ c(0)asfunctionofther&dsubsidy. Itshowsthat c(0)/ c(0)isrisingins A uptos A =0.72andisnegativefors A increasesslightlybeyondthesociallyoptimally rate,i.e. fors A >0.89. 15 15 The range of s A -increases which generate an increase in c(0) is smaller when the initial R&D underinvestment problem is less severe. For instance, if the"duplication externality" is parameterized byθ=0.75,thesteadystater&dintensityatthesociallyoptimalr&dsubsidyrateis7.9percent (ratherthan15percentinthecasewhereθ=0.5). Inthiscase, c(0)becomesnegativeforincreases in s A to a level which is considerably smaller than the socially optimal rate (not shown). However, qualitatively, the insights from Figure 2 remain valid. 14

Figure 2: The instantaneous impact of an increase in the R&D subsidy To further clarify the mechanics of an intertemporal free lunch, let us decompose therateofchangeofdetrendedpercapitaconsumptionbyusingthedefinitionofthe consumptionrate,q=c/y= c/ỹ. Using c=qỹwehave c(0) c(0) = q(0) q(0) + ỹ(0) ỹ(0) + q(0) q(0) ỹ(0) ỹ(0). (20) Figure 2 (b) shows the three terms of the right-hand side as function of s A. We confirm that, for s A > 0.066, the proportional change in the consumption rate q(0) is positive and increasing in s A, whereas the proportional change in (detrended) per capita output y(0) is negative and decreasing in s A. When s A is not too high, the riseintheconsumptionrateisratherlargerelativetothedropinpercapitaoutput, 15

implying c(0) > 0. 4 Dynamic Inefficiency and Endogenous Growth This section briefly discusses whether alternative, widely-used endogenous growth models satisfy the necessary conditions for dynamic inefficiency, as listed in Proposition 1. 4.1 Lab-equipment Approach Romer and Rivera-Batiz (1991) propose a R&D-based growth model which differs fromthesetupanalyzedintheprevioussectionwithrespecttother&dtechnology. Horizontal innovations occur according to A=ηY I δ I A, (21) wherey I istheamountoffinaloutputusedforknowledgeaccumulation. Capturing the R&D process in this way is sometimes labelled as "lab-equipment approach". 16 Laborisusedforproducingfinaloutputonly,i.e.,inequilibriuml Y =1. Wecannow distinguish between three income shares to represent the use of income: q+inv+s I =1. (22) The model fulfills conditions (i) and (ii) in Proposition 1 such that dynamic inefficiency may occur. For instance, an increase in the capital cost subsidy raises the aggregate investment rate into physical capital, inv. If, at the same time, the R&D investmentrate,s I =Y I /Y,declinesduetoawealtheffectsimilartotheonediscussed above,thentheneteffectontheinitialconsumptionrate,q(0),maybepositive. Ifit is, per capita consumption c(0) would increase since per capita output is not affected instantaneously after a policy intervention. Thus, an intertemporal free lunch may be 16 Accordingtotheclassificationinsection2,incontrasttotheJones(1995)model,theapproach constitutes a one-sector model. Only final output is used in the accumulation processes. 16

possible. 4.2 Learning-by-doing We next consider learning-by-doing externalities à la Arrow(1962) and Romer(1986). For illustrative purposes, consider the following production function of a representative final goods producer: Y =Aa ( K Y) α (L Y ) 1 α, (23) 0<α<1,A>0,whereproductivitymeasurea:= ( K Y) β,β>0,istakenasgiven by the Y sector and driven by the aggregate capital input, K Y. The assumption captures that final goods producers do not take into account that capital investment raises the economy-wide capital stock and therefore enhances total factor productivity. This "learning-by-doing" externality distorts accumulation of the only capital good downwards. With endogenous investment rate s, capital accumulates according to K=sY δk,δ>0. Thereisnoothersectorsuchthat,inequilibrium,K Y =K and L Y =N (fullemploymentconditions). Forinstance,iftotallaborsupplyN =1and β=1 α,thesocialproductionfunctionisy =AK ("AK-model"). Theconsumptionratereadsq=1 s. Now,addressingtheexternalitybyapolicy intervention which raises s leaves per capita output initially unaffected but inevitably lowers q(0). Thus, an intertemporal free lunch is not possible and, by design, the economy is dynamically efficient. Relating the insight to Proposition 1, note that there isonlyonedegreeoffreedomintheallocationvariables. Thatis, V =4andR=3 (full employment conditions and final goods market clearing). Thus, condition(ii) of Proposition 1 is violated. Whether the model is interpreted to encompass one or two accumulable input factorswouldnotchangetheconclusion. OnemayconsiderTFP, asgivenbya:=k β (leta=1),asthesecondaccumulablefactorsuchthatȧ=βk β 1 K. However,this model version still violates condition(ii) of Proposition 1. It illustrates that the existence of two degrees of freedom is indeed necessary for an intertemporal free lunch to berealized,eveninthecasewithtwoaccumulablefactors(i=2). 17

4.3 Human Capital Externalities Finally, consider human capital externalities à la Uzawa(1965) and Lucas(1988). Let the production technology for final output be a function of both physical capital(k) andhumancapital(h)suchthaty =b ( K Y) α (H Y ) 1 α,0<α<1. Thepercapita amountofhumancapitalintheeconomyisdenotedbyh. Thereisahumancapital externalitywhichdrivestotalfactorproductivity,b:=h γ,γ>0. Unlikeintheprevious examples, now the accumulation process of human capital uses neither final output nor a non-accumulable factor but human capital itself. The education technology reads ḣ=ξ ( h H) η δh h, (24) ξ >0, η >0, δ H 0, whereh H isthepercapitalevel of humancapital devotedto education. 17 Theassociatedresourceconstraintreads h H +h Y =h, (25) whereh Y isthepercapitalevelofhumancapitaldevotedtofinalgoodsproduction. Physical capital accumulation is standard in its exclusive use of final output; we have K=sY δ K K,δ K 0. Thus,theconsumptionrateagainreadsq=1 s. The Lucas-Uzawa model fulfills the necessary conditions for an intertemporal free lunch mentioned in Proposition 1. There are two accumulable factors, namely K and h. Moreover,therearefiveallocationvariables(K Y,s,q,h H,h Y )andthreeconstraints, namelyk Y =K, s+q =1and(25), suchthattherearetwodegreesoffreedomin the allocation variables. Due to the human capital externality(γ > 0), an education subsidy, which raises h H, may be justified. However, this inevitably reduces initial per capita output y(0), in view of constraint (25). Nonetheless, it may be that, at thesametime,theeducationsubsidyinducesawealtheffectwhichleadstoadecline in investment rate s. Consequently, an instantaneous increase in the consumption 17 Lucas(1988)implicitlyassumesconstantreturnsintheeducationtechnology,η=1,whichallows for sustained endogenous growth. 18

rate, q(0), ispossibleandmaybehighenoughtoraisetheinitiallevel of percapita consumption, c(0) = q(0)y(0). 5 Conclusion This paper has identified necessary conditions of dynamic inefficiency in the widelyused class of dynamic, general equilibrium, infinite-horizon models with optimizing agents even in a situation with long run underinvestment in an accumulable factor. To the best of our knowledge, the possibility to realize an intertemporal free lunch in such a framework has not been discussed in the previous literature. Our paper aims to fill this gap. In order to dynamically evaluate policy interventions, researchers have to be aware whether they are employing a framework where the possibility of dynamic inefficiency is built-in or not. We illustrated the possibility of an intertemporal free lunch in a standard, general equilibrium model à la Jones(1995) with R&D-based, semi-endogenous, long run growth and accumulation of physical capital. Interestingly, although the long run rate of economic growth is not policy-dependent in the analyzed framework, we find that the US economy underinvests in R&D and is dynamically inefficient. That is, TANSTAAFL does not apply. At the first glance, this seems surprising. A priori, one would suspect that mitigating the R&D underinvestment problem requires to give up consumptionatleastintheshortrun. Weshowedthatthisisnotthecasewhenthe R&Dsubsidyrateisraised, duetoanimmediateslowdownintheprocessofcapital accumulation. In sum, our analysis suggests that dynamic inefficiency is not a theoretical anomaly even in models with fully optimizing, infinitely-lived, forward-looking agents and positive investment externalities. It is not often that economists can make such strong policy recommendations than in the case of dynamic inefficiency. Thus, future work should further investigate this fascinating issue in order to help realizing possible intertemporal free lunches. 19

References [1] Abel, Andrew, Gregory M. Mankiw, Lawrence H. Summers and Richard J. Zeckhauser (1989). Assessing Dynamic Efficiency: Theory and Evidence, Review of Economic Studies 56, 1-19. [2] Arrow, Kenneth J. (1962). The Economic Implications of Learning By Doing, Review of Economic Studies 29, 155-173. [3] Friedman, Milton (1975). There s No Such Thing as a Free Lunch, LaSalle, Ill.: Open Court. [4] Grossmann, Volker, Thomas M. Steger and Timo Trimborn(2010a). Dynamically Optimal R&D Subsidization, CESifo Working Paper No. 3153. [5] Grossmann, Volker, Thomas M. Steger and Timo Trimborn(2010b). Quantifying Optimal Growth Policy, CESifo Working Paper No. 3092. [6] Grossmann, Volker and Thomas M. Steger (2011). Optimal Policy Towards Growth and Innovation: The Role of Skill Heterogeneity, University of Fribourg and Leipzig(mimeo). [7] Heston, Alan, Robert Summers and Bettina Aten(2006). Penn World Table Version 6.2, Center for International Comparisons of Production, Income and Prices at the University of Pennsylvania. [8] Jones, Charles I. (1995). R&D-based Models of Economic Growth, Journal of Political Economy 103, 759 784. [9] Jones,CharlesI.andJohnC.Williams(2000).TooMuchofaGoodThing? The Economics of Investment in R&D, Journal of Economic Growth 5, 65-85. [10] Lucas, Robert E.(1988). On the Mechanics of Economic Development, Journal of Monetary Economics 22, 3-42. 20

[11] Mankiw, N. Gregory, David Romer and David N. Weil(1992). A Contribution to the Empirics of Economic Growth, Quarterly Journal of Economics 107, 407-437. [12] Mehra, Rajnish and Edward C. Prescott(1985). The Equity Premium: A Puzzle, Journal of Monetary Economics 15, 145-61. [13] Norrbin, Stefan C.(1993). The Relationship Between Price and Marginal Cost in U.S. Industry: A Contradiction, Journal of Political Economy 101, 1149-1164. [14] OECD(2009). Science Technology and Industry Scoreboard 2009, Paris. [15] Phelps, Edmund S.(1966). Golden Rules of Economic Growth, New York: W.W. Norton. [16] Romer, Paul M. (1986). Increasing Returns and Long-run Growth, Journal of Political Economy 94, 1002-1037. [17] Romer, Paul M. and Luis A. Rivera-Batiz(1991). Economic Integration and Endogenous Growth, Quarterly Journal of Economics 106, 531-555. [18] Trimborn, Timo, Karl-Josef Koch and Thomas M. Steger (2008). Multi- Dimensional Transitional Dynamics: A Simple Numerical Procedure, Macroeconomic Dynamics 12, 301 319. 21

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Nr. 24 Thomas Lenk Die kleine Reform des Länderfinanzausgleichs als Nukleus für die große Finanzverfassungs-reform? 10/2001 Nr. 25 Wolfgang Bernhardt Biotechnologie im Spannungsfeld von Menschenwürde, Forschung, Markt und Moral Wirtschaftsethik zwischen Beredsamkeit und Schweigen 11/2001 Nr. 26 Thomas Lenk Finanzwirtschaftliche Bedeutung der Neuregelung des bundestaatlichen Finanzausgleichs Eine allkoative und distributive Wirkungsanalyse für das Jahr 2005 11/2001 Nr. 27 Sören Bär Grundzüge eines Tourismusmarketing, untersucht für den Südraum Leipzig 05/2002 Nr. 28 Wolfgang Bernhardt Der Deutsche Corporate Governance Kodex: Zuwahl (comply) oder Abwahl (explain)? 06/2002 Nr. 29 Adolf Wagner Konjunkturtheorie, Globalisierung und Evolutionsökonomik 08/2002 Nr. 30 Adolf Wagner Zur Profilbildung der Universitäten 08/2002 Nr. 31 Sabine Klinger / Jens Ulrich / Hans-Joachim Rudolph Konjunktur als Determinante des Erdgasverbrauchs in der ostdeutschen Industrie? 10/2002 Nr. 32 Thomas Lenk / Anja Birke The Measurement of Expenditure Needs in the Fiscal Equalization at the Local Level Empirical Evidence from German Municipalities 10/2002 Nr. 33 Wolfgang Bernhardt Die Lust am Fliegen Eine Parabel auf viel Corporate Governance und wenig Unternehmensführung 11/2002 Nr. 34 Udo Hielscher Wie reich waren die reichsten Amerikaner wirklich? (US-Vermögensbewertungsindex 1800 2000) 12/2002 Nr. 35 Uwe Haubold / Michael Nowak Risikoanalyse für Langfrist-Investments Eine simulationsbasierte Studie 12/2002 Nr. 36 Thomas Lenk Die Neuregelung des bundesstaatlichen Finanzausgleichs auf Basis der Steuerschätzung Mai 2002 und einer aktualisierten Bevölkerungsstatistik 12/2002 Nr. 37 Uwe Haubold / Michael Nowak Auswirkungen der Renditeverteilungsannahme auf Anlageentscheidungen Eine simulationsbasierte Studie 02/2003 Nr. 38 Wolfgang Bernhard Corporate Governance Kondex für den Mittel-Stand? 06/2003 Nr. 39 Hermut Kormann Familienunternehmen: Grundfragen mit finanzwirtschaftlichen Bezug 10/2003 Nr. 40 Matthias Folk Launhardtsche Trichter 11/2003 Nr. 41 Wolfgang Bernhardt Corporate Governance statt Unternehmensführung 11/2003 Nr. 42 Thomas Lenk / Karolina Kaiser Das Prämienmodell im Länderfinanzausgleich Anreiz- und Verteilungsmitwirkungen 11/2003 Nr. 43 Sabine Klinger Die Volkswirtschaftliche Gesamtrechnung des Haushaltsektors in einer Matrix 03/2004 Nr. 44 Thomas Lenk / Heide Köpping Strategien zur Armutsbekämpfung und vermeidung in Ostdeutschland: 05/2004 Nr. 45 Wolfgang Bernhardt Sommernachtsfantasien Corporate Governance im Land der Träume. 07/2004 Nr. 46 Thomas Lenk / Karolina Kaiser The Premium Model in the German Fiscal Equalization System 12/2004 Nr. 47 Thomas Lenk / Christine Falken Komparative Analyse ausgewählter Indikatoren des Kommunalwirtschaftlichen Gesamt-ergebnisses 05/2005 Nr. 48 Michael Nowak / Stephan Barth Immobilienanlagen im Portfolio institutioneller Investoren am Beispiel von Versicherungsunternehmen Auswirkungen auf die Risikosituation 08/2005

Nr. 49 Wolfgang Bernhardt Familiengesellschaften Quo Vadis? Vorsicht vor zu viel Professionalisierung und Ver-Fremdung 11/2005 Nr. 50 Christian Milow Der Griff des Staates nach dem Währungsgold 12/2005 Nr. 51 Anja Eichhorst / Karolina Kaiser The Instiutional Design of Bailouts and Its Role in Hardening Budget Constraints in Federations 03/2006 Nr. 52 Ullrich Heilemann / Nancy Beck Die Mühen der Ebene Regionale Wirtschaftsförderung in Leipzig 1991 bis 2004 08/2006 Nr. 53 Gunther Schnabl Die Grenzen der monetären Integration in Europa 08/2006 Nr. 54 Hermut Kormann Gibt es so etwas wie typisch mittelständige Strategien? 11/2006 Nr. 55 Wolfgang Bernhardt (Miss-)Stimmung, Bestimmung und Mitbestimmung Zwischen Juristentag und Biedenkopf-Kommission 11/2006 Nr. 56 Ullrich Heilemann / Annika Blaschzik Indicators and the German Business Cycle A Multivariate Perspective on Indicators of lfo, OECD, and ZEW 01/2007 Nr. 57 Ullrich Heilemann The Suol of a new Machine zu den Anfängen des RWI-Konjunkturmodells 12/2006 Nr. 58 Ullrich Heilemann / Roland Schuhr / Annika Blaschzik Zur Evolution des deutschen Konjunkturzyklus 1958 bis 2004 Ergebnisse einer dynamischen Diskriminanzanalyse 01/2007 Nr. 59 Christine Falken / Mario Schmidt Kameralistik versus Doppik Zur Informationsfunktion des alten und neuen Rechnungswesens der Kommunen Teil I: Einführende und Erläuternde Betrachtungen zum Systemwechsel im kommunalen Rechnungswesen 01/2007 Nr. 60 Christine Falken / Mario Schmidt Kameralistik versus Doppik Zur Informationsfunktion des alten und neuen Rechnungswesens der Kommunen Teil II Bewertung der Informationsfunktion im Vergleich 01/2007 Nr. 61 Udo Hielscher Monti della citta di firenze Innovative Finanzierungen im Zeitalter Der Medici. Wurzeln der modernen Finanzmärkte 03/2007 Nr. 62 Ullrich Heilemann / Stefan Wappler Sachsen wächst anders Konjunkturelle, sektorale und regionale Bestimmungsgründe der Entwicklung der Bruttowertschöpfung 1992 bis 2006 07/2007 Nr. 63 Adolf Wagner Regionalökonomik: Konvergierende oder divergierende Regionalentwicklungen 08/2007 Nr. 64 Ullrich Heilemann / Jens Ulrich Good bye, Professir Phillips? Zum Wandel der Tariflohndeterminanten in der Bundesrepublik 1952 2004 08/2007 Nr. 65 Gunther Schnabl / Franziska Schobert Monetary Policy Operations of Debtor Central Banks in MENA Countries 10/2007 Nr. 66 Andreas Schäfer / Simone Valente Habit Formation, Dynastic Altruism, and Population Dynamics 11/2007 Nr. 67 Wolfgang Bernhardt 5 Jahre Deutscher Corporate Governance Kondex Eine Erfolgsgeschichte? 01/2008 Nr. 68 Ullrich Heilemann / Jens Ulrich Viel Lärm um wenig? Zur Empirie von Lohnformeln in der Bundesrepublik 01/2008 Nr. 69 Christian Groth / Karl-Josef Koch / Thomas M. Steger When economic growth is less than exponential 02/2008 Nr. 70 Andreas Bohne / Linda Kochmann Ökonomische Umweltbewertung und endogene Entwicklung peripherer Regionen Synthese einer Methodik und einer Theorie 02/2008 Nr. 71 Andreas Bohne / Linda Kochmann / Jan Slavík / Lenka Slavíková Deutsch-tschechische Bibliographie Studien der kontingenten Bewertung in Mittel- und Osteuropa 06/2008

Nr. 72 Paul Lehmann / Christoph Schröter-Schlaack Regulating Land Development with Tradable Permits: What Can We Learn from Air Pollution Control? 08/2008 Nr. 73 Ronald McKinnon / Gunther Schnabl China s Exchange Rate Impasse and the Weak U.S. Dollar 10/2008 Nr: 74 Wolfgang Bernhardt Managervergütungen in der Finanz- und Wirtschaftskrise Rückkehr zu (guter) Ordnung, (klugem) Maß und (vernünftigem) Ziel? 12/2008 Nr. 75 Moritz Schularick / Thomas M. Steger Financial Integration, Investment, and Economic Growth: Evidence From Two Eras of Financial Globalization 12/2008 Nr. 76 Gunther Schnabl / Stephan Freitag An Asymmetry Matrix in Global Current Accounts 01/2009 Nr. 77 Christina Ziegler Testing Predictive Ability of Business Cycle Indicators for the Euro Area 01/2009 Nr. 78 Thomas Lenk / Oliver Rottmann / Florian F. Woitek Public Corporate Governance in Public Enterprises Transparency in the Face of Divergent Positions of Interest 02/2009 Nr. 79 Thomas Steger / Lucas Bretschger Globalization, the Volatility of Intermediate Goods Prices, and Economic Growth 02/2009 Nr. 80 Marcela Munoz Escobar / Robert Holländer Institutional Sustainability of Payment for Watershed Ecosystem Services. Enabling conditions of institutional arrangement in watersheds 04/2009 Nr. 81 Robert Holländer / WU Chunyou / DUAN Ning Sustainable Development of Industrial Parks 07/2009 Nr. 82 Georg Quaas Realgrößen und Preisindizes im alten und im neuen VGR-System 10/2009 Nr. 83 Ullrich Heilemann / Hagen Findeis Empirical Determination of Aggregate Demand and Supply Curves: The Example of the RWI Business Cycle Model 12/2009 Nr. 84 Gunther Schnabl / Andreas Hoffmann The Theory of Optimum Currency Areas and Growth in Emerging Markets 03/2010 Nr. 85 Georg Quaas Does the macroeconomic policy of the global economy s leader cause the worldwide asymmetry in current accounts? 03/2010 Nr. 86 Volker Grossmann / Thomas M. Steger / Timo Trimborn Quantifying Optimal Growth Policy 06/2010 Nr. 87 Wolfgang Bernhardt Corporate Governance Kodex für Familienunternehmen? Eine Widerrede 06/2010 Nr. 88 Philipp Mandel / Bernd Süssmuth A Re-Examination of the Role of Gender in Determining Digital Piracy Behavior 07/2010 Nr. 89 Philipp Mandel / Bernd Süssmuth Size Matters. The Relevance and Hicksian Surplus of Agreeable College Class Size 07/2010 Nr. 90 Thomas Kohstall / Bernd Süssmuth Cyclic Dynamics of Prevention Spending and Occupational Injuries in Germany: 1886-2009 07/2010 Nr. 91 Martina Padmanabhan Gender and Institutional Analysis. A Feminist Approach to Economic and Social Norms 08/2010 Nr. 92 Gunther Schnabl /Ansgar Belke Finanzkrise, globale Liquidität und makroökonomischer Exit 09/2010 Nr. 93 Ullrich Heilemann / Roland Schuhr / Heinz Josef Münch A perfect storm? The present crisis and German crisis patterns 12/2010 Nr. 94 Gunther Schnabl / Holger Zemanek Die Deutsche Wiedervereinigung und die europäische Schuldenkrise im Lichte der Theorie optimaler Währungsräume 06/2011 Nr. 95 Andreas Hoffmann / Gunther Schnabl Symmetrische Regeln und asymmetrisches Handeln in der Geld- und Finanzpolitik 07/2011 Nr. 96 Andreas Schäfer / Maik T. Schneider Endogenous Enforcement of Intellectual Property, North-South Trade, and Growth 08/2011 Nr. 97 Volker Grossmann / Thomas M. Steger / Timo Trimborn Dynamically Optimal R&D Subsidization 08/2011