On the Macroeconomic and Welfare Effects of Illegal Immigration

Size: px
Start display at page:

Download "On the Macroeconomic and Welfare Effects of Illegal Immigration"

Transcription

1 MPRA Munich Personal RePEc Archive On the Macroeconoic and Welfare Effects of Illegal Iigration Xiangbo Liu 28. May 2009 Online at MPRA Paper No. 5469, posted. June :4 UTC

2 On the Macroeconoic and Welfare E ects of Illegal Iigration Xiangbo Liu y University of California, Riverside January 28, 2009 Abstract This paper investigates the acroeconoic and welfare e ects of illegal iigration on the native born within a dynaic general equilibriu fraework with labor arket frictions. A key feature of the odel is that job copetition is allowed for between doestic workers and illegal iigrants. We calibrate the odel to atch soe key statistics of the postwar U.S. econoy. The odel predicts that in the long run illegal iigration is a boon, but the eployent opportunities of doestic workers are strongly negatively a ected. The odel also predicts that the level of doestic consuption has a U-shaped relationship with the share of illegal iigrants. Keywords: Econoic Growth, Iigration, Welfare, Search, Uneployent JEL Classi cation: F22; O4; J64 I a greatly indebted to Jang-Ting Guo and Richard M. H. Suen for their extreely helpful discussions and coents. I also thank Richard Arnott and Todd Sorensen for their insightful suggestions. Of course, any reaining errors are y own. y Departent of Econoics, Sproul Hall, University of California, Riverside, CA Eail: xliu005@ucr.edu.

3 Introduction Illegal iigration is a contentious issue facing ost developed econoies. In the United States, for instance, scholars have heatedly debated the pros and cons of illegal iigration for years. The ain econoic arguent in support of iigration is that it helps increase the supply of labor, reduces the cost of production and hence is good for the econoy. Priary opposing arguents include supposed high rates of use of welfare progras, iigrant poverty and job copetition. Much of the discussion is otivated by concerns for the welfare e ects of illegal iigration on the native born. However, ost research applying partial-equilibriu analysis has only addressed slices of this proble through analyzing the e ects of iigration on labor-arket outcoes. There is only a sall set of theoretical studies that address this issue of illegal iigration in a general equilibriu context. These studies have noticeable liitations. Aong the, Ethier (986) and Bond and Chen (987) are carried out within a static context and they pay particular attention to probles and prescriptions for border control. Following the Rasey tradition, subsequent research suppleents the literature by investigating this issue within a one-sector dynaic general equilibriu fraework. These studies include Hazari and Sgro (2003), Moy and Yip (2006), and Palivos (2009). One coon liitation aong all existing studies is that they assue full eployent in doestic labor arket. These odels thus ignore the e ect of illegal iigration on the eployent opportunities of doestic workers. In fact, one coon arguent in general against iigration is that iigrants har the eployent opportunities of native workers. Studies failing to address this issue cannot capture the whole picture of the e ects of illegal iigration. The priary objective of this paper is to develop a dynaic general equilibriu odel that can be used to evaluate the displaceent e ects of illegal iigration on native workers. To the best of our knowledge, so far no such theoretical odel has been developed. To achieve this objective, this study builds upon the contributions of Shi and Wen (997) and odels illegal iigration in a standard dynaic general equilibriu odel with labor arket frictions. One key feature of our odel that di erentiates it fro the previous literature is that we allow both doestic workers and illegal iigrants to search for jobs at the sae tie, which in turn leads to job copetition between the and consequently increases the uneployent rate of

4 native workers. In the odel econoy, each individual has three alternative, utually exclusive uses of one indivisible unit of tie: searching for a job, working for a r, or enjoying leisure. Firs hire both doestic and illegal iigrant workers. The labor arket is subject to search-atching frictions. Once uneployed doestic workers and job vacancies are atched, the ters of eployent contracts are deterined through bilateral bargaining. We assue that rs are able to distinguish illegal iigrants fro doestic workers and face a punishent for hiring the forer if being caught. The wage rate for illegal iigrants is thus equated to the wage rate of doestic workers inus the expected value of the punishent. We characterize the search equilibriu and prove the existence and uniqueness of stationary equilibriu. The odel generates iportant theoretical predictions due to the incorporation of illegal iigrants. Within this dynaic general equilibriu fraework, we are able to show analytically that the long-run level of the uneployent rate for doestic citizens is increasing in the share of illegal iigrants in the total population for the case in which natives and illegal iigrant workers are perfect substitutes in the production process. We also uncover that the entry of illegal iigrants akes doestic workers face tighter labor arkets in the long run. To develop the quantitative iplications of our odel, we nuerically solve and calibrate the odel to atch soe key statistics of the postwar U.S. econoy. Palivos (2009) nds that illegal iigration necessarily lowers the long-run level of per capita consuption and welfare of doestic citizens. In sharp contrast, the quantitative predictions of this study indicate that the long-run level of consuption of doestic citizens has a U-shaped relationship with the share of illegal iigrants. In other words, an increase in the nuber of illegal iigrants rst reduces and then raises the long-run level of per capita doestic consuption. This nding is due to the presence of four e ects at work. () A positive exploitation e ect. When there is an increase in the nuber of illegal iigrants, a greater nuber of uneployed illegal iigrants are searching for jobs. In contrast, the change in the nuber of doestic workers searching for jobs is sall. This leads to a tighter labor arket which in turn leads to ore erce copetition for jobs. To successfully secure a job, both doestic and foreign labor would have to lower their wages. This raises the r s pro ts which are then distributed to doestic households as dividends. This e ect adds to doestic consuption. (2) A negative capital-using-up e ect. This is due to the fact that in the 2

5 doestic econoy soe capital has to be used to produce output for the consuption of illegal igrants. This e ect reduces current output which could have been used for doestic consuption and investent. (3) A negative wage depressing e ect. As entioned above, when ore illegal iigrants enter into the econoy, the copetition for jobs becoes ore severe. Thus, the wages for doestic labor are pushed down. (4) A negative displaceent e ect. As uneployed doestic labor and igrants copete for jobs, the chance for uneployed doestic workers to nd a job is reduced. This e ect reduces doestic consuption. Epirical studies on this topic often focus on (3) and (4) (for instance, see Hotchkiss and Myria 2008). These four e ects work together to deterine the relationship between the long-run level of consuption of doestic citizens and the share of illegal iigrants. Under the baseline paraeterization, the negative e ects doinate when the population fraction of illegal iigrants is sall. Thus, an increase in illegal iigration would lead to a drop in consuption. However, as the share of illegal iigrants continues to increase, the long-run level of doestic consuption would rise as the positive e ect eventually doinates. This gives rise to the U-shaped relationship between the long-run level of consuption of doestic citizens and the share of illegal iigrants. In order to shed soe light on the welfare e ects of illegal iigration, we copute the consuption-equivalent level of utility of doestic households and nd that illegal iigration has a positive welfare e ect. In particular, we copare two scenarios: () the econoy stays at the steady state with no illegal iigrants forever; and (2) at t = 0, the host country adits a certain fraction of illegal iigrants and the econoy gradually converges to the new steady state. The welfare easure of illegal iigration is calculated for a wide variety of cobinations of labor supply elasticity and population share of illegal iigrants. For instance, we nd that the doestic households would require a :746-percent increase in their consuption under scenario () in every period when the labor supply elasticity is 0:4 and when there is an increase in the population share of illegal iigrants fro zero to 5 percent. The odel also generates a prediction on eployent opportunities of doestic workers. It predicts that eployent opportunities of doestic workers are strongly negatively a ected in the long run. Speci cally, a greater nuber of doestic workers will leave the labor force when there is an increase in illegal iigration. In contrast, the labor force participation rate for illegal iigrants experiences a slight decrease. This result turns out to be qualitatively supported by the existing epirical evidence (for instance, see Borjas et al., 2007). 3

6 The reainder of the paper is structured as follows. Section 2 presents the search-theoretic odel of uneployent and analyzes the search equilibriu. Section 3 studies the welfare e ect of illegal iigration on doestic citizens and discusses the quantitative iplications of the odel. Finally, Section 4 o ers soe concluding rearks. 2 The Model Consider an econoy that is inhabited by two types of households, i.e., doestic (D) and illegal iigrant (M) households. The nuber of each type of households is noralized to one. Each household consists of any in nitely lived agents. We use L(t) and M(t) to denote the size of each doestic and iigrant household at any tie t 0, respectively. We call N(t) = L(t) + M(t) the total population. Both L(t) and M(t) are assued to be growing at the sae constant rate g > 0. 2 The share of illegal iigrants in the total population is constant over tie = M(t) N(t). Each household eber at each point in tie is endowed with one indivisible unit of tie that has three alternative, utually exclusive uses: searching for a job, working for a r, or enjoying leisure. Throughout we use a superscript i 2 fd; M g to indicate these two types of households. The variable s i (t) is the fraction of the household s tie in work, and si 2 (t) is the fraction of the household s tie in search. The variable s i (t) is also referred to as the search e ort. Accordingly, at the aggregate level, a representative doestic household spends L (t) = s D (t)l(t) of its total aount of tie in search, and L 2 (t) = s D 2 (t)l(t) in work. Siilarly, de ne M (t) = s M (t)m(t) and M 2(t) = s M 2 (t)m(t) as the respective aggregate aount of tie in search and in work for a representative illegal iigrant household. The doestic labor participation rate and uneployent rate can be tered as s D (t) + sd s 2 (t) and D (t) s D (t)+sd 2 (t); respectively. Aggregate output Y (t) is produced according to the Cobb-Douglas production technology that takes as inputs aggregate capital K(t) and aggregate labor L 2 (t) + M 2 (t), Y (t) = [K(t)] [L 2 (t) + M 2 (t)], 2 (0; ); Although both legal and illegal iigrants act as a factor substitute for native labor of siilar skill, in this odel, we only consider illegal iigrants because they work as a cheaper production substitute for doestic workers of the sae level of labor productivity. 2 Iposing this assuption is to ensure balanced growth properties of the odel. 4

7 where is the capital share of national incoe. Doestic labor L 2 (t) and illegal igrants M 2 (t) are assued to be perfect substitutes in production Doestic Household s Utility Maxiization Proble In each period, each household eber derives utility fro consuption and disutility fro working and searching for jobs. The oentary utility function of a typical agent is given by u[c(t); s D (t) + s D 2 (t)] = log c(t) [sd (t) + sd 2 (t)]+ + ; > 0; and > 0; () where denotes the inverse of labor supply elasticity, and is a preference paraeter. The household s total discounted utility is described by U = Z 0 e ( g)t u[c(t); s D (t) + s D 2 (t)]dt: (2) The variables C(t) and c(t) = C(t)=L(t) are aggregate and individual consuption of the doestic household, respectively. 4 The paraeter > 0 is the discount rate, and g the e ective discount rate, which is assued to be greater than zero. A worker receives a wage rate w(t) when he enters an eployent relationship. Let r(t) denote the rate of return to capital net of depreciation at tie t; and (t) be the aount of dividends that a household receives by owning the r. Thus, the oentary budget constraint faced by a representative doestic household is _K(t) + C(t) = w(t)l 2 (t) + r(t)k(t) + (t): Dividing it by the size of population N(t) gives the budget constraint in per capita ters as _k(t) + k(t)g + c(t) = w(t)s D 2 (t) + r(t)k(t) + (t); (3) where _%(t) d%(t) dt is the tie derivative of the variable %(t), = L(t)=N(t) is the ratio of doestic 3 The sae assuption is also adopted in Hazari and Sgro (2003), Moy and Yip (2006), and Palivos (2009). 4 Following Merz (995), we assue that there are a large nuber of agents in each household. They pool their incoe and care only about the household s utility. By doing so they provide each other with coplete insurance against variations in labor incoe due to uneployent. 5

8 to total population, (t) = (t)=n(t) is dividend per capita and k(t) = K(t)=N(t) is capital per capita. 5 The nuber of eployed doestic workers evolves according to _L 2 (t) = (t)l (t) L 2 (t); (4) where (t) is the rate at which uneployed workers nd jobs and > 0 is the job destruction rate. In equilibriu, (t) is deterined by the aggregate nubers of job vacancies and uneployed workers. In the utility axiization proble, however, (t) is taken as given by a representative household. Upon dividing by N(t), an individual s eployent evolves according to the law of otion: _s D 2 (t) = (t)s D (t) s D 2 (t) gs D 2 (t): (5) The representative doestic household s optiization proble is to choose a set of tie paths c(t), s D (t), k(t), s D 2 (t) so as to axiize (2) subject to (3), (5) and two initial conditions: k(0) > 0; > s D 2 (0) > 0: Let (t) and (t) be the costate variables. They denote the shadow prices of household s eployent and capital, respectively. The rst-order conditions of the representative household s optiization proble with respect to c(t), s D (t), k(t), sd 2 (t) and the associated transversality conditions (TVC) are given by u 0 s D u 0 c(t) = (t); (6) (t) = (t)(t); (7) _(t) = ( + )(t) [ (t)w(t) + u 0 (t)]; (8) s D _ (t) (t) = r(t); (9) li e ( g)t (t)s D 2 (t) = 0; (0) t! li e ( g)t (t)k(t) = 0: () t! Equation (7) states the rule for the household to decide how uch e ort it should put into search. It requires the arginal cost of search to be equal to the arginal bene t of search. 5 As de ned earlier, = M(t) N(t) : Thus, = holds true for each tie period. 6

9 Given the separable utility function for in (), cobining (6) and (9) and rearranging ters yield a siple expression for the Euler equation: _c(t) = r(t) ; (2) c(t) where the elasticity of interteporal substitution of consuption is. This condition describes the evolution of individual s consuption. In other words, it states that if r exceeds ; then individual consuption will expand over tie. By using (6), (7), and (8), we obtain _(t) = ( + )(t) + [w(t) u0 c(t) + ](t)(t): (3) u 0 (t) s D An iportant iplication of (3) is that in order to copensate for the search cost the wage rate has to be set above the arginal rate of substitution between leisure and consuption Iigrant Household s Utility Maxiization Proble Siilar to the doestic households, in each period each iigrant household eber derives utility fro consuption and disutility fro working and searching for jobs. The oentary utility function of a typical iigrant agent is given by u[c M (t); s M (t) + s M 2 (t)] = log c M (t) [sm (t) + sm 2 (t)]+ + ; > 0; and > 0: (4) The igrant household s total discounted utility is characterized by U = Z 0 e ( g)t u[c M (t); s M (t) + s M 2 (t)]dt: (5) The variables C M (t) and c M (t) = C M (t)=m(t) are aggregate and individual consuption of iigrant household, respectively. Under the conventional assuptions in the literature, illegal igrants are paid at the wage rate w M (t) which is distinct fro that paid to doestic labor, w(t). 7 This is due to the fact that in ost developed countries, rs have to pay a ne once they are caught 6 It can be shown that if w = u 0 s D (t) u 0 c (t) as in a typical neoclassical odel; the shadow price of eployent (t) can grow without bound. 7 See also Hazari and Sgro (2003), Moy and Yip (2006), and Palivos (2009). 7

10 hiring illegal igrants. In a copetitive arket, the wage rate w M (t) is equated to the arginal product of the illegal iigrants inus the expected value of the punishent. In this study, as described later, the wage rate for doestic workers is endogenously deterined through a Nash bargaining process. Given the assuption that rs are able to distinguish illegal iigrants fro doestic workers, the wage rate for illegal iigrants is therefore equated to the wage rate of doestic workers inus the expected value of the punishent. Moreover, it s assued that illegal igrants do not accuulate capital in the host country. This can be justi ed by the fact that in ost developed countries illegal iigrants nd no way to legally establish credit and own assets. 8 The budget constraint that a representative igrant household faces is therefore C M (t) = w M (t)m 2 (t): (6) Dividing it by N(t) gives the budget constraint in per capita ters as c M (t) = w M (t)s M 2 (t): (7) Analogous to (4), the nuber of eployed illegal iigrants evolves according to _M 2 (t) = (t)m (t) M 2 (t): (8) Upon dividing by N(t), an individual s eployent evolves as follows: _s M 2 (t) = (t)s M (t) ( + g)s M 2 (t): (9) Let ~ (t) be the costate variable of illegal iigrant household s eployent. The axiization conditions for the representative iigrant household with respect to s M (t), sm 2 (t) and the 8 This assuption is also ade in Hazari and Sgro (2003), Moy and Yip (2006), and Palivos (2009). In Hazari and Sgro (2003) and Moy and Yip (2006), it s assued that iigrants do not save and hence their consuption is equal to their incoe. Palivos (2009) assues that iigrants do save but they channel all their savings abroad. The capital accuulation process in the host country is not a ected by the illegal iigrants consuption-saving decisions in either way. Therefore, it doesn t atter how illegal iigrant households split their incoe. 8

11 associated TVC are u s M (t) = ~ (t)(t); (20) ~(t) = ( + ) ~ (t) [u c M (t)w M (t) + U s M 2 (t)]; (2) li e ( g)t (t)s ~ M 2 (t) = 0: (22) t! In particular, (20) governs illegal iigrant household s optial decision on the search e ort. 2.3 Production In this econoy, there are a large nuber of identical rs. Firs hire both doestic and foreign labor fro the labor arket to produce output. In order to hire labor, the r has to post job vacancies V (t). Each vacancy costs d > 0 units of output. The probability that a r nds an uneployed worker is (t): Siilar to (t), (t) is deterined by the aggregate nubers of job vacancies and uneployed workers in equilibriu. However, in the pro t axiization proble, (t) is taken as given by a representative r. The law of otion of a r s eployent is given by: _L 2 (t) + M _ 2 (t) = (t)v (t) [L 2 (t) + M 2 (t)]: (23) Taking the factor prices as given, a representative r chooses a set of tie paths fk(t), L 2 (t), M 2 (t), V (t)g so as to axiize its present value of the future pro t streas. Forally, this is given by Max = Z 0 e R t 0 r()d (t)dt; subject to (23), and (t) = F [K(t); L 2 (t) + M 2 (t)] [r(t) + ]K(t) w(t)l 2 (t) w M (t)m 2 (t) pm 2 (t) dv (t): (24) The paraeter is the rate of capital depreciation, and p 2 (0; ) the probability that a r which eploys illegal igrants gets detected. 9 The ne for eploying illegal igrants is noralized to one per illegal iigrant worker. Let (t) and (t) be the costate variables of r s eployent 9 This probability can surely be a ected by a country s enforceent budget. In the present odel, it s assued to be constant. 9

12 of doestic and foreign labor, respectively. Interior solutions of the above axiization proble are characterized by the rst-order conditions F 0 k (t) = r(t) + ; (25) (t) = d (t) ; (26) (t) = (t); (27) _(t) = [r(t) + ](t) + w(t) F L2 (t); (28) _(t) = [r(t) + ](t) + w M (t) + p F M2 (t): (29) Equation (25) is the usual condition which states that the rental rate on capital is equated to the arginal product of capital. Equation (26) governs the r s optial vacancy decisions. The arginal cost of vacancy d equals the arginal bene t of vacancy (t)(t). Equation (28) deonstrates that if there is no vacancy aintaining cost for the r i.e., d = 0, we would obtain the standard neoclassical productivity condition for labor w(t) = F L2 (t). In that case, rs would post an in nite nuber of vacancies and there will not any search frictions in the labor arket. With positive d; however, the wage rate for doestic workers w(t) is less than the arginal product of labor F L2 (t) in this odel. The relationship between the wage rates paid to doestic worker w(t) and illegal iigrant w M (t) is given by w M (t) = w(t) p: (30) The wage rate w(t) for doestic workers is deterined through a Nash bargaining process which will becoe clear later on. As p is positive, it follows that wage rate w M (t) paid to illegal igrants is strictly lower than that paid to doestic labor. Notice that the above condition also indicates that the punishent of hiring illegal iigrants is copletely borne by the illegal iigrants theselves. Firs therefore do not su er directly fro eploying illegal iigrant workers. 2.4 Matching and Wage Deterination The labor arket is subject to search-atching frictions. Vacant jobs and uneployed workers are brought together in a pair-wise fashion by a stochastic search-atching process. The search 0

13 part follows fro the fact that both doestic workers and iigrants invest soe tie and e ort in searching for jobs. Meanwhile, rs seek workers to ll vacant job positions. The atching part of the process is derived fro a atching function which pairs the uneployed workers with vacancies. For analytical convenience, we eploy a Cobb-Douglas atching function with constant returns-to-scale. 0 The nuber of successful job atches is deterined by the following atching function: [V (t); L (t) + M (t)] = 0 [V (t)] [L (t) + M (t)] ; 2 (0; ) where V (t) is the nuber of vacancies, L (t)+m (t) is the nuber of uneployed workers searching for jobs, is the elasticity of vacancy in job atches, and 0 > 0 is assued to be constant over tie. Given the Cobb-Douglas atching function, the vacancy-atching rate (t) and the job- nding rate (t) are obtained as follows: (t) = (t) V (t) = 0[x(t)] ; (3) (t) = (t) L (t) + M (t) = 0[x(t)] ; (32) ) (t) = (t) x(t) ; where the ratio between the vacancies and the uneployed workers, x(t) = V (t) L (t)+m (t); is conventionally labeled as the tightness of the labor arket. Intuitively, it captures the pressure that uneployed workers and rs face in the labor arket. Speci cally, workers and eployers face a tighter labor arket when x(t) is saller. The above expressions ake clear the dependence of the rates (t) and (t) on the tightness of the labor arket x(t): In particular, (t) falls with x(t) and (t) rises with x(t): With the use of this atching function, the equilibriu outcoes are not Pareto optial. This is due to the presence of search externalities inherent in the odel. The intuition is as follows. On the one hand, with ore uneployed workers participating in search, rs will be bene cial since vacancies are ore likely to be lled. However, uneployed workers will su er as their chance to 0 The Cobb-Douglas atching function is also epirically veri ed. See, for instance, Blanchard and Diaond (989).

14 atch theselves with a job is reduced. On the other hand, with ore open vacancies, uneployed workers win while rs searching for workers lose. Thus, the decentralized outcoe is not e cient because workers and rs do not take into consideration the costs that they ipose on others. The activities that generate a negative externality are carried out to a greater extent than are socially desirable. Uneployed doestic workers and vacant jobs eet in pairs. A successful job atch generates a surplus for both uneployed doestic workers and eployers. How is this surplus shared between the? It is a atter of bargaining. The standard search and atching odel assues that by choosing a proper wage rate this surplus is axiized according to the Nash solution to a bargaining proble. In particular, if a r hires a doestic worker, then the surplus to the r fro eploying hi is f 0 (t) w(t): On the other hand, if a doestic worker chooses to work for a r, then s D 2 the gain to hi fro accepting the job is w(t) [ a utually advantageous deal. Let 2 (0; ) and u 0 s D (t) 2 u 0 c(t) ]:2 Hence, there exists a possibility of represent the relative bargaining powers of doestic labor and rs, respectively. A doestic worker and a r jointly deterine the eployent contract under the assuption that each r-worker pair takes the behavior of other such pairings as given. The optial wage contract under Nash bargaining is derived by solving Max w(t) f( ) log[f 0 (t) w(t)] + log[w(t) ( s D 2 u 0 (t) s D 2 u 0 c(t) )]g: The solution of this is given by w(t) = f 0 (t) + ( s D 2 )[ u 0 s D 2 (t) ]: (33) u 0 c(t) The optial wage is a weighted average of the worker s arginal product of labor and reservation wage, which is the arginal rate of substitution between consuption and leisure. If doestic workers have relative stronger bargaining strength, i.e., is closer to one, then the optial wage is closer to the arginal product of labor. In this odel, illegal iigrants have no bargaining As denoted above, k(t) = K(t)=N(t); the Cobb-Douglas production function in per capita ters can be written as f[k; s D 2 + ( )s M 2 ] = k [s D 2 + ( )s M 2 ] : 2 The derivative of u with respect to s D 2 (t) is negative i.e., u 0 u 0 < 0: The expression [ s D s D 2 (t) ] represents the 2 (t) doestic workers endogenized reservation wage. u 0 c(t) 2

15 power, i.e., they are not allowed to bargain over the wage with the rs. Rather, as entioned above, their wage rate w M (t) is deterined by (30). 2.5 Market Equilibriu In this subsection, we provide all the necessary ingredients of this odel as follows: De nition A search equilibriu consists of a set of tie paths fc(t); c M (t); k(t); v(t); s D (t); sd 2 (t); sm (t); sm 2 (t) j t 0g; prices fr(t); w(t); w M(t) j t 0g; pro t f(t) j t 0g; and atching rates f(t); (t) j t 0g such that. Given fr(t); w(t); (t); (t) j t 0g, fc(t); k(t); s D (t); sd 2 (t) j t 0g solves the doestic household s proble. 2. Given fw M (t); (t) j t 0g, fc M (t); s M (t); sm 2 (t) j t 0g solves the iigrant household s proble. 3. Given fr(t); w(t); w M (t); (t) j t 0g, fk(t); v(t); s D 2 (t); sm 2 (t) j t 0g solves the r s proble. 4. The wage rate w(t) is deterined by (33). 5. The atching rates are given by (3) and (32): 6. All arkets clear. (a) The goods arket clears at every t 0, i.e., C(t) + _ K(t) + K(t) = F [K(t); L 2 (t) + M 2 (t)] C M (t) pm 2 (t) dv (t) for all t 0: (b) In the labor arket, in equilibriu, the ows of workers into eployent ust equal the ows of vacancies atched with uneployed agents, i.e., (t)[l (t) + M (t)] = (t)v (t): (4), (8), and (23) indicate that the total supply for labor equals the deand for labor at every t 0. 3

16 2.6 Characterization of Equilibriu After siple anipulations and substitutions, the equilibriu de ned above is suarized by the following seven di erential equations which together deterine the dynaic properties of [c(t); k(t); x(t); s D (t); sd 2 (t); sm (t); sm 2 (t)]t : _c(t) c(t) = f 0 k (t) ; _k(t) = f(t) k(t)g k(t) c(t) [f 0 (t) + ( )u 0 (t) s D s D 2 2 u 0 c(t) ]sm 2 (t)( ) dv(t); (35) _x(t) = x(t) 0 ( + ) (t)( ) u (t) d( ) [f s D(t) s D 2 ]; (36) 2 u 0 c(t) u 0 (t) _s D s (t) = ( + ) D u 00 (t)s D s D (t) + u 0 0 c(t)w(t)(t) u (t)(t) u 00 (t)s D s D (t) + s D 2 u 00 (t)s D (37) s D (t); _s D 2 (t) = (t)s D (t) ( + g)s D 2 (t); (38) _s M (t) = ( + ) u 00 s M (t) (t)s M (t) + u 0 (t)w c M M (t)(t) (t)s M (t) + u 0 s M u 00 s M u 0 s M 2 u 00 s M (t)(t) (t)s M (34) (t); (39) _s M 2 (t) = (t)s M (t) ( + g)s M 2 (t): (40) The three initial conditions of this syste are k(0); s D 2 (0); and sm 2 (0):3 Proposition : A unique steady state exists. All proofs can be found in the Appendix. Notice that this unique steady state is in per capita ters. All aggregate variables, such as K(t); C(t); are still growing at rate g > 0: 3 Quantitative Analysis In this section, we develop the quantitative iplications of our odel. Thus, we rst nuerically solve and calibrate the odel to atch soe key statistics of the postwar U.S. econoy. Then we discuss those quantitative predictions in order. Speci cally, we answer the following three questions:. Will the long-run level of consuption of doestic citizens decrease in the population share of illegal iigrants? 3 The atheatical derivations of these di erential equations are available fro the author upon request. 4

17 2. How doestic workers eployent opportunities are a ected by illegal iigration ows in the long run? 3. What is the welfare e ect of illegal iigration on the host country? 3. Paraeterization This subsection presents the procedure used to paraeterize the odel. The speci c nuerical values to the paraeters of the odel are assigned so that the odel can atch as closely as possible soe key statistics for the U.S. econoy for the postwar period. In particular, the odel ais to atch U.S. facts on the labor participation rate, the uneployent rate, the average capital-output ratio, and the real interest rate. There are eleven paraeters which need to be assigned in this odel: the preference paraeters,, and ; the production paraeters and ; the search-atching paraeters 0 ; ;, the rate of population growth g; the bargaining power of doestic labor and the unit cost of vacancy d: As a tie period is noralized to be one quarter, each paraeter is interpreted quarterly. The preference paraeter is set equal to 3:7939 to atch the steady-state labor force participation rate of 0:68. This is consistent with the U.S. labor force participation rate for the population aged 6 years old and over in the postwar period. 4 We choose the depreciation rate on capital = 0:008 so that the quarterly capital-output ratio in the steady state is equal to 2; which roughly atches the average capital-output ratio in postwar U.S. data (Cooley et al., 995). The unit cost of vacancy d is set at 2:064 to achieve the steady-state uneployent rate of 0:06, which atches the U.S. quarterly average uneployent rate in the postwar period. 5 We use the discount rate = 0:0 so that the steady-state annual interest rate is roughly 4% (Siegel 2002). 6 The value of the capital s share of national incoe is set to 0:25, which falls in the range in Gollin (2002). 7 We set the value of = 2:5 to obtain a labor supply elasticity of { = 0:4 (Killingsworth 983). We also allow { to take di erent values 0:2, 0:7 and. The paraeter 0 is coonly noralized to one. As indicated in Blanchard and Diaond (989), the paraeter for 4 Source: U.S Bureau of Labor Statistics < 5 U.S. Bureau of Labor Statistics has docuented the annual average uneployent rate fro 948 to the present. 6 Siegel (2002) suggests the average of the real return to stock and long-ter bonds over the period is Gollin (2002) indicates that the labor shares for ost countries fall in the range of

18 the elasticity of vacancy in job atches is 0:6, hence = 0:6: We use the exogenous job destruction rate = 0:05; which resebles the quarterly eployent-uneployent transition probability (Shi and Wen 999). The value of bargaining power of labor is set to 0:5, a value coonly used in the literature. We use the rate of population growth g = 0:0027 as the annual population growth rate in the postwar US is roughly %: The baseline paraeterization is suarized in Table. Table : Baseline Paraeter Values Preferences = 0:0; = 2:5; = 3:7939: Production = 0:25; = 0:008: Matching 0 = ; = 0:6; = 0:05: Others g = 0:0027; = 0:5; d = 2:064: 3.2 Local Dynaics We next exaine local dynaics by linearizing the syste of di erential equations in the neighborhood of the steady state. As stated in Proposition, the nonlinear dynaic syste has a unique steady state at (c ; k ; x ; s D ; sd 2 ; sm ; s M 2 ) T. Let J be the 7 7 Jacobian atrix evaluated at the steady state. The dynaic properties of the linearized syste is deterined by the eigenvalues of the Jacobian atrix J: The predeterined variables are k(t); s D 2 (t); and sm 2 (t): Saddle-path stability requires that the nuber of stable eigenvalues be exactly the sae as the nuber of predeterined variables. Therefore, the atrix J needs to have three stable eigenvalues and four unstable eigenvalues in order to ensure the existence of a unique transition path. In the quantitative exercise, we allow the population share of illegal iigrants to vary between 0 and 0:5. 8 In all of these experients we obtain three stable eigenvalues and four unstable eigenvalues. By allowing { to take values in f0:2; 0:4; 0:7; g, we nd that the above result is robust with respect to changes in the labor supply elasticity. The values of the stable eigenvalues are reported in Table 2. Thus, the unique steady state is saddle-path stable under the baseline paraeterization. 8 In this study, we only consider the case in which the nuber of illegal iigrants is less than that of doestic citizens. Therefore, we allow to vary fro 0 through 0:5. 6

19 3.3 Macroeconoic E ects In this subsection, we develop the quantitative iplications of the odel. In particular, we focus on the steady-state e ects of illegal iigration. In order to deonstrate the econoic ipact of illegal iigration on doestic residents, we now perfor soe coparative static experients. In the rst coparative static experient we are concerned with the e ects on the long-run level of doestic consuption when there is an increase in the share of illegal iigrants in the population. Speci cally, by allowing the fraction of iigration to take values fro 0 through 0:5; we copute a series of steady states to capture the response of doestic consuption to an in ux of illegal iigrants. The quantitative prediction of the present odel is that the long-run level of consuption of doestic citizens has a U-shaped relationship with the share of illegal iigrants (see Figure 2). In other words, an increase in the nuber of illegal iigrants rst reduces and then raises the long-run consuption of the doestic citizens. 9 The intuitions of these results are as follows. The presence of illegal igration has four e ects. The rst one is the exploitation e ect. As shown in Figure 2, when there is an increase in the nuber of illegal iigrants, a greater nuber of uneployed illegal iigrants are searching for jobs. In contrast, the change in the nuber of doestic workers searching for jobs is sall. This leads to a tighter labor arket which in turn leads to ore erce copetition for jobs. To successfully secure a job, both doestic and foreign labor would have to lower their wages. The rs therefore ake ore pro ts. In turn, doestic citizens receive ore dividends which can be used for consuption and investent. This e ect adds to doestic consuption. Second, the capital-using-up e ect. This is due to the fact that the illegal iigrants do not save in the doestic econoy. Soe capital has to be used to produce output for the consuption of illegal igrants. This e ect reduces current output which could have been used for doestic consuption and investent. Third, the displaceent e ect. As uneployed doestic labor and igrants copete for jobs, the chance for uneployed doestic workers to nd a job is reduced. This e ect lowers their consuption. Fourth, the wage depressing e ect of illegal iigrants. 20 As ore 9 As the nuber of illegal iigrants increases, the variable decreases and vice versa. 20 This wage depressing e ect of illegal iigrant workers has been docuented in Hotchkiss and Myria (2008). Borjas (2003) also concludes that a 0-percent increase in labor supply could reduce wages by 3-4 percent. 7

20 illegal iigrants enter into the econoy, the copetition for jobs becoes ore severe. Thus, the wages of doestic labor are pushed down. The net ipact of illegal iigration on doestic consuption hinges upon the agnitude of these four e ects. If the exploitation e ect doinates, doestic consuption will rise. Otherwise, it will fall. More precisely, the steady-state equilibriu value of the doestic consuption c is deterined by c = w s D 2 + ( g) k + : (4) To understand the intuition of this coparative static nding, we di erentiate (4) with respect to and obtain dc d dsd 2 = [w d positive {z } the displaceent e ect + s D 2 dw ] d positive {z } the wage depressing e ect + [ ( g)dk + ( {z d} ( g)k ) ] {z } positive negative {z } the capital-using-up e ect + [ d {z d} negative + ( ) ] {z } negative {z } the exploitation e ect (42) Equation (42) iplies that there are three results generated by an increase in the population share of illegal iigrants (a decrease in ) in the U.S. The rst result is that doestic labor incoe falls. This is due to the displaceent and negative wage depressing e ects, which are captured by the two ters in the rst square bracket of (42), respectively. The second square bracket re ects the positive exploitation e ect. The reason is that as ore illegal igrants are in the U.S., doestic households receive ore dividends which can be used for consuption and investent. The last square bracket shows how the doestic capital incoe is a ected by the in ows of illegal igrants. When the share of illegal iigrants goes up, the capital per worker k declines while the capital per doestic citizen k rises, which generates additional incoe for doestic households.2 Figure 2 suarizes the responses of the key variables in this odel (c ; x ; k ; w ; s D + s D 2 ; sm + s M 2 ; s D s D +sd 2 ; s M s M +s M 2 ) to a gradual increase in illegal iigration. 22 When it goes up, the odel predicts that workers and eployers face a tighter labor arket, i.e., x goes down, 2 In the steady state, r = : Therefore, the capital incoe is solely deterined by the quantity of capital. 22 For di erent values of { (e.g. { = 0:2; 0:7; and ); see corresponding Figure ; 3;and 4 in the appendix. 8

21 the capital per worker k reduces, the uneployent rate for doestic labor s D s D +sd 2 rises, the wage rate w for doestic labor drops, the fraction of doestic residents in search s D rises rst and then declines, and the labor force participation rate of doestic residents s D + s D 2 falls. Notice that coparing with doestic residents, we observe that there is only a sall reduction in the labor force participation rate for illegal iigrants s M + s M 2. The reason for this is that with ore illegal iigrants in search, doestic workers nd the opportunity cost of searching for jobs becoes higher so that it s optial to withdraw fro supplying labor and to enjoy leisure instead. 23 This result turns out to be consistent with the existing epirical evidence. Borjas et al. (2007) report that a 0-percent iigrant-induced increase in the supply of a particular skill group is associated with a reduction in the black eployent rate of 3:5 percentage points, and a :6 percentage point reduction in the eployent rate of white en. Our results are in sharp contrast with those obtained in previous studies. Analyzing the issue of illegal iigration under the full eployent assuption, Hazari and Sgro (2003) conclude that illegal iigration necessarily lowers the long-run per capita doestic consuption. Palivos (2009) obtains an unabiguous positive e ect of illegal iigration. It raises the consuption and welfare of doestic workers. Palivos (2009) also considers a case in which a binding iniu wage only applies to unskilled workers. His nding is that illegal iigration decreases doestic consuption. 3.4 Welfare E ects In order to answer the question of how illegal iigration a ects doestic welfare, we copute and copare, using a consuption-equivalent easure as in Lucas (987), the level of utility of doestic households under two scenarios. Let c(t; ); s D (t; ); sd 2 (t; ) denote the equilibriu tie paths when the population share of illegal iigrants is : The lifetie utility of the representative doestic household is given by U() = Z 0 flog c(t; ) (t; )]+ [sd (t; ) + sd 2 ge ( g)t dt: + 23 The gap between doestic worker s wage and reservation wage is narrowed with ore iigrants owing into the country. 9

22 The consuption-equivalent easure () is de ned by Z 0 flog[ + ()]c 0 (t; 0) [sd0 (t; 0) + sd0 2 (t; 0)]+ ge ( g)t dt = U() + log[ + ()] + U(0) = U() g If () > 0; then U(0) < U() which eans that the doestic households are better o in the presence of illegal iigrants. In particular, the doestic households would require a ()-percent increase in c 0 (t; 0) in every period so as to ake theselves indi erent between = 0 and > 0: Hence, illegal iigrants create a welfare gain to the host country s econoy. On the contrary, if () < 0; then U(0) > U(): The doestic household are now willing to surrender ()-percent of c 0 (t; 0) in every period so as to expel the illegal iigrants. This eans that illegal iigrants lead to a welfare loss to the host country. Suppose the econoy starts at the steady state with = 0: The two scenarios that we consider are as follows:. The econoy stays at the steady state with = 0 forever. 2. At t = 0, the host country adits > 0 fraction of illegal iigrants and the econoy gradually converges to the new steady state. Hence, U() is coputed based upon the transition path. To account for the transition path, the procedure described in Cooley and Ohanian (997) is carried out. Given a speci c nuerical value of, we can siply calculate the corresponding (): 24 Table 3 shows the welfare easure of illegal iigration. Three results can be drawn fro Table 3: First, it is instructive to note that illegal iigration induces iportant net gains aong doestic citizens for any values of (; {). For instance, when { = 0:4 and when there is an increase in fro zero to 5 percent in the US, the doestic households would require a :746-percent increase in c 0 (t; 0) in every period. Second, these gains increase in the share of illegal iigrants in the population for each xed { that we consider. Third, () clearly depends upon the agnitude 24 We further restrict our attention to the case in which can alter only fro 0 through 20%. This is due to the fact that in the traditional host countries, nearly 24:6% of the population in Australia, 22:5% in New Zealand, 8:9% in Canada, and 2:3% in the United States is foreign-born (United Nations 2004). Aong the foreign-born, only a fraction of the are illegal iigrants. 20

23 of the labor supply elasticity. In particular, for each xed > 0, () decreases with the labor supply elasticity {: Table 3: Welfare easure of illegal iigration a { = 0:2 { = 0:4 { = 0:7 { = () () () () 5% 0:756% 0:746% 0:73% 0:727% 0% 2:02% :978% :833% :78% 20% 6:684% 6:34% 5:98% 5:75% b a Values of other paraeters reain the sae as in Table. In order to shed soe light on the above coputational results, we di erentiate the doestic household s utility with respect to and obtain the following expression (43). As we require the econoy to ove fro zero to an arbitrary aount of illegal iigration, we evaluate (43) at = 0. Equation (43) reveals that the e ect of illegal iigration on doestic welfare depends on two factors: () the change in the level of per capita consuption of doestic citizens, and (2) the change in the doestic labor participation rate. du[c(t); s D (t) + sd 2 (t)] d = u c (t) dc(t) d j =0 + u s D +s D(t)d[sD (t) + sd 2 (t)] j 2 =0 : (43) d These two factors jointly deterine the welfare e ect of illegal iigration. In general, it s not possible to obtain de nite results analytically. We thus resort to nuerical exercises. We focus on one particular exaple and exaine the transition paths of consuption and leisure. The exaple that we consider here is when { = 0:4 and when there is an increase in fro zero to 5 percent. Under the baseline paraeterization, illegal iigration lowers doestic consuption level throughout the entire transition. It rst reduces and then raises the labor force participation rate during the transition (see Figure 5). By (43), we know that the overall welfare e ect is abiguous as these two changes tend to ove doestic welfare in opposite directions. Nevertheless, 2

24 according to our siulation, the positive welfare e ect doinates. Thus, illegal iigration induces a welfare gain to the host country s econoy. This welfare gain coes fro an increase in leisure. 4 Concluding Rearks This paper contributes to the existing literature on welfare e ect of illegal iigration on doestic workers by introducing illegal iigration into a standard dynaic general equilibriu fraework with labor arket frictions. We therefore construct and calibrate a search-theoretic odel. In the odel econoy, illegal iigrants enter doestic production as perfect substitutes for doestic workers. They are allowed to spend their one indivisible unit of tie in searching for a job, working for a r, or enjoying leisure in each period. Firs hire both doestic and illegal iigrant workers. Once uneployed doestic workers and vacant jobs are paired with each other, they jointly deterine the wage rate through bilateral Nash bargaining. As we assue that rs are able to distinguish illegal iigrants fro doestic workers and face a punishent for hiring the forer if being caught. The wage rate for illegal iigrants is thus equated to the wage rate of doestic workers inus the expected value of the punishent. We characterize the search equilibriu and prove the existence and uniqueness of stationary equilibriu. In contrast to the previous studies, our analysis reveals three striking results. First, although illegal iigration is indeed a boon to the United States, it signi cantly hars the eployent opportunities of doestic workers. Naely, it increases the uneployent rate for doestic workers. Furtherore, it forces the to face a tighter labor arket and even to leave the labor force. Second, we quantitatively prove that the long-run level of consuption of doestic citizens has a U-shaped relationship with the share of illegal iigrants. Third, illegal iigration s negative ipact on native wages has been found in this fraework. This result turns out to be qualitatively consistent with the epirical evidence. To close the paper, we like to point out one line of future research. In this study, we assue that doestic workers and illegal iigrants are perfect substitutes. However, epirical evidence docuents that even with the sae level of education, they are not perfect substitutes. 25 Therefore, the analysis will becoe ore interesting if illegal iigrants can be odeled as a separate factor 25 For a related dicussion, see, aong others, Borjas (2003) and Card and Leieux (200). 22

25 of production. Moreover, in real life, the debate over illegal iigration has also concerned with its distributional e ects. Assuing that doestic and foreign labor di er in ters of their production skills, the distributional ipact of illegal iigration on doestic workers can be analyzed in a search-theoretic fraework. Nevertheless, this extension would not be trivial. We have to consider a two-sector version of the search odel. This could signi cantly increase the diension of the dynaic syste. 23

26 References [] Auerbach, A., Kotliko, L (995). Macroeconoics: An integrated approach., South-Western College Publishing, Cincinnati, OH. [2] Blanchard, O.J., Diaond, P.A.,(989). The Beveridge Curve. Brookings Papers on Econoic Activity, -60. [3] Bond, E. W., Chen, T.-J., (987). "The Welfare e ects of illegal iigration," Journal of International Econoics, 4, pp [4] Borjas, George J (2003). "The Labor Deand Curve Is Downward Sloping: Reexaining The Ipact Of Iigration On The Labor Market," The Quarterly Journal of Econoics, 8(4), pp [5] Borjas, George J., Grogger Je ery, and Hanson Gordon (2007). "Iigration and African- Aerican Eployent Opportunities: The Response of Wages, Eployent, and Incarceration to Labor Supply Shocks." NBER Working Paper, No.258. [6] Card, David, Thoas Leieux (200), "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," Quarterly Journal of Econoics, CXVI pp [7] Cooley, Thoas F, Hansen, Gary D and Prescott, Edward C (995), "Equilibriu Business Cycles with Idle Resources and Variable Capacity Utilization," Econoic Theory, 6 pp [8] Cooley Thoas F, Ohanian Lee E (999), "Postwar British Econoic Growth and the Legacy of Keynes," Journal of Political Econoy, 05(3), pp [9] Ethier WJ (986). "Illegal Iigration." Aerican Econoic Review, 76(2), pp [0] Friedberg, Rachel M., Hunt, Jennifer (995) "The Ipact of Iigrants on Host Country Wages, Eployent and Growth." Journal of Econoics Perspectives, 9 pp [] Gollin, Douglas, (2002). "Getting Incoe Shares Right," Journal of Political Econoy, 0(2), pp [2] Hazari BR., Sgro PM (2003). "The Siple Analysis of Optial Growth with Illegal Migrants." Journal of Econoic Dynaics and Control, 28(), pp [3] Hotchkiss, J. L., and Myria. Quispe-Agnoli (2008), The Labor Market Experience and Ipact of Undocuented Workers, Working Paper c, Federal Reserve Bank of Atlanta. [4] Killingsworth, M.R., (983). Labor Supply. Cabridge University Press, Cabridge. [5] Lucas Jr., R.E., (987). Models of Business Cycles., Blackwell, Oxford. [6] Merz, Monika (995). "Search in the Labor Market and the Real Business Cycle", Journal of Monetary Econoics, 36 pp [7] Moy HM., Yip CK (2006). "The Siple Analytics of Optial Growth with Illegal Migrants: A Clari cation." Journal of Econoic Dynaics and Control 30(2), pp

Monetary Policy E ectiveness in a Dynamic AS/AD Model with Sticky Wages

Monetary Policy E ectiveness in a Dynamic AS/AD Model with Sticky Wages Monetary Policy E ectiveness in a Dynaic AS/AD Model with Sticky Wages Henrik Jensen Departent of Econoics University of Copenhagen y Version.0, April 2, 202 Teaching note for M.Sc. course on "Monetary

More information

Monetary Policy Effectiveness in a Dynamic AS/AD Model with Sticky Wages

Monetary Policy Effectiveness in a Dynamic AS/AD Model with Sticky Wages Monetary Policy Effectiveness in a Dynaic AS/AD Model with Sticky Wages H J Departent of Econoics University of Copenhagen Version 1.0, April 12, 2012 Teaching note for M.Sc. course on "Monetary Econoics:

More information

Chapter 6: Economic Inequality

Chapter 6: Economic Inequality Chapter 6: Econoic Inequality We are interested in inequality ainly for two reasons: First, there are philosophical and ethical grounds for aversion to inequality per se. Second, even if we are not interested

More information

Optimal Pigouvian Taxation when Externalities Affect Demand

Optimal Pigouvian Taxation when Externalities Affect Demand Optial Pigouvian Taxation when Externalities Affect Deand Enda Patrick Hargaden Departent of Econoics University of Michigan enda@uich.edu Version of August 2, 2015 Abstract Purchasing a network good such

More information

Hierarchical central place system and agglomeration economies on households

Hierarchical central place system and agglomeration economies on households Hierarchical central place syste and aggloeration econoies on households Daisuke Nakaura, Departent of International Liberal Arts, Fukuoka Woen s University Executive suary Central place theory shows that

More information

Endowment Structure, Industrialization and Post-industrialization: A Three-Sector Model of Structural Change. Abstract

Endowment Structure, Industrialization and Post-industrialization: A Three-Sector Model of Structural Change. Abstract Endowent Structure, Industrialization Post-industrialization: A Three-Sector Model of Structural Change Justin Lin Zhaoyang Xu China Center for Econoic Research Peing University Deceber 006 (Preliinary

More information

Equilibria on the Day-Ahead Electricity Market

Equilibria on the Day-Ahead Electricity Market Equilibria on the Day-Ahead Electricity Market Margarida Carvalho INESC Porto, Portugal Faculdade de Ciências, Universidade do Porto, Portugal argarida.carvalho@dcc.fc.up.pt João Pedro Pedroso INESC Porto,

More information

RBC Model with Indivisible Labor. Advanced Macroeconomic Theory

RBC Model with Indivisible Labor. Advanced Macroeconomic Theory RBC Model with Indivisible Labor Advanced Macroeconomic Theory 1 Last Class What are business cycles? Using HP- lter to decompose data into trend and cyclical components Business cycle facts Standard RBC

More information

Deflation of the I-O Series Some Technical Aspects. Giorgio Rampa University of Genoa April 2007

Deflation of the I-O Series Some Technical Aspects. Giorgio Rampa University of Genoa April 2007 Deflation of the I-O Series 1959-2. Soe Technical Aspects Giorgio Rapa University of Genoa g.rapa@unige.it April 27 1. Introduction The nuber of sectors is 42 for the period 1965-2 and 38 for the initial

More information

Solow Growth Model. Michael Bar. February 28, Introduction Some facts about modern growth Questions... 4

Solow Growth Model. Michael Bar. February 28, Introduction Some facts about modern growth Questions... 4 Solow Growth Model Michael Bar February 28, 208 Contents Introduction 2. Some facts about modern growth........................ 3.2 Questions..................................... 4 2 The Solow Model 5

More information

Revealed Preference and Stochastic Demand Correspondence: A Unified Theory

Revealed Preference and Stochastic Demand Correspondence: A Unified Theory Revealed Preference and Stochastic Deand Correspondence: A Unified Theory Indraneel Dasgupta School of Econoics, University of Nottingha, Nottingha NG7 2RD, UK. E-ail: indraneel.dasgupta@nottingha.ac.uk

More information

Formal Education Versus Learning-by-Doing

Formal Education Versus Learning-by-Doing DISCUSSION PAPER SERIES IZA DP No. 8341 Foral Education Versus Learning-by-Doing Frédéric Gavrel Isabelle Lebon Thérèse Rebière July 2014 Forschungsinstitut zur Zukunft der Arbeit Institute for the Study

More information

A Simple Regression Problem

A Simple Regression Problem A Siple Regression Proble R. M. Castro March 23, 2 In this brief note a siple regression proble will be introduced, illustrating clearly the bias-variance tradeoff. Let Y i f(x i ) + W i, i,..., n, where

More information

Revealed Preference with Stochastic Demand Correspondence

Revealed Preference with Stochastic Demand Correspondence Revealed Preference with Stochastic Deand Correspondence Indraneel Dasgupta School of Econoics, University of Nottingha, Nottingha NG7 2RD, UK. E-ail: indraneel.dasgupta@nottingha.ac.uk Prasanta K. Pattanaik

More information

Advanced Economic Growth: Lecture 8, Technology Di usion, Trade and Interdependencies: Di usion of Technology

Advanced Economic Growth: Lecture 8, Technology Di usion, Trade and Interdependencies: Di usion of Technology Advanced Economic Growth: Lecture 8, Technology Di usion, Trade and Interdependencies: Di usion of Technology Daron Acemoglu MIT October 3, 2007 Daron Acemoglu (MIT) Advanced Growth Lecture 8 October 3,

More information

Contractual Frictions and Global Sourcing

Contractual Frictions and Global Sourcing Contractual Frictions and Global ourcing Pol Antràs and Elhanan Helpan Departent of Econoics, Harvard University May 6, 27 Abstract We generalize the Antràs and Helpan (24) odel of the international organization

More information

An adaptation of Pissarides (1990) by using random job destruction rate

An adaptation of Pissarides (1990) by using random job destruction rate MPRA Munich Personal RePEc Archive An adaptation of Pissarides (990) by using random job destruction rate Huiming Wang December 2009 Online at http://mpra.ub.uni-muenchen.de/203/ MPRA Paper No. 203, posted

More information

Soft Computing Techniques Help Assign Weights to Different Factors in Vulnerability Analysis

Soft Computing Techniques Help Assign Weights to Different Factors in Vulnerability Analysis Soft Coputing Techniques Help Assign Weights to Different Factors in Vulnerability Analysis Beverly Rivera 1,2, Irbis Gallegos 1, and Vladik Kreinovich 2 1 Regional Cyber and Energy Security Center RCES

More information

Physically Based Modeling CS Notes Spring 1997 Particle Collision and Contact

Physically Based Modeling CS Notes Spring 1997 Particle Collision and Contact Physically Based Modeling CS 15-863 Notes Spring 1997 Particle Collision and Contact 1 Collisions with Springs Suppose we wanted to ipleent a particle siulator with a floor : a solid horizontal plane which

More information

Macroeconomics IV Problem Set I

Macroeconomics IV Problem Set I 14.454 - Macroeconomics IV Problem Set I 04/02/2011 Due: Monday 4/11/2011 1 Question 1 - Kocherlakota (2000) Take an economy with a representative, in nitely-lived consumer. The consumer owns a technology

More information

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either

More information

A Simple Model of Reliability, Warranties, and Price-Capping

A Simple Model of Reliability, Warranties, and Price-Capping International Journal of Business and Econoics, 2006, Vol. 5, No. 1, 1-16 A Siple Model of Reliability, Warranties, and Price-Capping Donald A. R. George Manageent School & Econoics, University of Edinburgh,

More information

Optimum Value of Poverty Measure Using Inverse Optimization Programming Problem

Optimum Value of Poverty Measure Using Inverse Optimization Programming Problem International Journal of Conteporary Matheatical Sciences Vol. 14, 2019, no. 1, 31-42 HIKARI Ltd, www.-hikari.co https://doi.org/10.12988/ijcs.2019.914 Optiu Value of Poverty Measure Using Inverse Optiization

More information

Labor Economics, Lecture 11: Partial Equilibrium Sequential Search

Labor Economics, Lecture 11: Partial Equilibrium Sequential Search Labor Economics, 14.661. Lecture 11: Partial Equilibrium Sequential Search Daron Acemoglu MIT December 6, 2011. Daron Acemoglu (MIT) Sequential Search December 6, 2011. 1 / 43 Introduction Introduction

More information

Outperforming the Competition in Multi-Unit Sealed Bid Auctions

Outperforming the Competition in Multi-Unit Sealed Bid Auctions Outperforing the Copetition in Multi-Unit Sealed Bid Auctions ABSTRACT Ioannis A. Vetsikas School of Electronics and Coputer Science University of Southapton Southapton SO17 1BJ, UK iv@ecs.soton.ac.uk

More information

Volume 29, Issue 4. Stability under learning: the neo-classical growth problem

Volume 29, Issue 4. Stability under learning: the neo-classical growth problem Volume 29, Issue 4 Stability under learning: the neo-classical growth problem Orlando Gomes ISCAL - IPL; Economics Research Center [UNIDE/ISCTE - ERC] Abstract A local stability condition for the standard

More information

Economic Growth: Lecture 8, Overlapping Generations

Economic Growth: Lecture 8, Overlapping Generations 14.452 Economic Growth: Lecture 8, Overlapping Generations Daron Acemoglu MIT November 20, 2018 Daron Acemoglu (MIT) Economic Growth Lecture 8 November 20, 2018 1 / 46 Growth with Overlapping Generations

More information

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

ma x = -bv x + F rod.

ma x = -bv x + F rod. Notes on Dynaical Systes Dynaics is the study of change. The priary ingredients of a dynaical syste are its state and its rule of change (also soeties called the dynaic). Dynaical systes can be continuous

More information

Modeling the Structural Shifts in Real Exchange Rate with Cubic Spline Regression (CSR). Turkey

Modeling the Structural Shifts in Real Exchange Rate with Cubic Spline Regression (CSR). Turkey International Journal of Business and Social Science Vol. 2 No. 17 www.ijbssnet.co Modeling the Structural Shifts in Real Exchange Rate with Cubic Spline Regression (CSR). Turkey 1987-2008 Dr. Bahar BERBEROĞLU

More information

(a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming

(a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming 1. Government Purchases and Endogenous Growth Consider the following endogenous growth model with government purchases (G) in continuous time. Government purchases enhance production, and the production

More information

Indeterminacy with No-Income-Effect Preferences and Sector-Specific Externalities

Indeterminacy with No-Income-Effect Preferences and Sector-Specific Externalities Indeterminacy with No-Income-Effect Preferences and Sector-Specific Externalities Jang-Ting Guo University of California, Riverside Sharon G. Harrison Barnard College, Columbia University July 9, 2008

More information

Unemployment Persistence, Duration Dependence, and Long-Term Unemployment: A Markov Perspective

Unemployment Persistence, Duration Dependence, and Long-Term Unemployment: A Markov Perspective Uneployent Persistence, Duration Dependence, and Long-Ter Uneployent: A Markov Perspective by George Sheldon University of Basle Labor Market and Industrial Organization Research Unit (FAI) Abstract: This

More information

TOBB-ETU - Econ 532 Practice Problems II (Solutions)

TOBB-ETU - Econ 532 Practice Problems II (Solutions) TOBB-ETU - Econ 532 Practice Problems II (Solutions) Q: Ramsey Model: Exponential Utility Assume that in nite-horizon households maximize a utility function of the exponential form 1R max U = e (n )t (1=)e

More information

Economics 202A Lecture Outline #3 (version 1.0)

Economics 202A Lecture Outline #3 (version 1.0) Economics 202A Lecture Outline #3 (version.0) Maurice Obstfeld Steady State of the Ramsey-Cass-Koopmans Model In the last few lectures we have seen how to set up the Ramsey-Cass- Koopmans Model in discrete

More information

ASSIGNMENT BOOKLET Bachelor s Degree Programme (B.Sc./B.A./B.Com.) MATHEMATICAL MODELLING

ASSIGNMENT BOOKLET Bachelor s Degree Programme (B.Sc./B.A./B.Com.) MATHEMATICAL MODELLING ASSIGNMENT BOOKLET Bachelor s Degree Prograe (B.Sc./B.A./B.Co.) MTE-14 MATHEMATICAL MODELLING Valid fro 1 st January, 18 to 1 st Deceber, 18 It is copulsory to subit the Assignent before filling in the

More information

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search

Quantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search Quantu algoriths (CO 781, Winter 2008) Prof Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search ow we begin to discuss applications of quantu walks to search algoriths

More information

The Quest for Status and Endogenous Labor Supply: the Relative Wealth Framework

The Quest for Status and Endogenous Labor Supply: the Relative Wealth Framework The Quest for Status and Endogenous Labor Supply: the Relative Wealth Framework Walter H. FISHER Franz X. HOF y November 2005 Abstract This paper introduces the quest for status into the Ramsey model with

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

Málaga Economic Theory Research Center Working Papers

Málaga Economic Theory Research Center Working Papers Málaga Econoic Theory Research Center Working Papers Unequivocal Majority and Maskin-Monotonicity Pablo Aorós WP 2008-3 March 2008 Departaento de Teoría e Historia Econóica Facultad de Ciencias Econóicas

More information

4- Current Method of Explaining Business Cycles: DSGE Models. Basic Economic Models

4- Current Method of Explaining Business Cycles: DSGE Models. Basic Economic Models 4- Current Method of Explaining Business Cycles: DSGE Models Basic Economic Models In Economics, we use theoretical models to explain the economic processes in the real world. These models de ne a relation

More information

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming 1. Endogenous Growth with Human Capital Consider the following endogenous growth model with both physical capital (k (t)) and human capital (h (t)) in continuous time. The representative household solves

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

A proposal for a First-Citation-Speed-Index Link Peer-reviewed author version

A proposal for a First-Citation-Speed-Index Link Peer-reviewed author version A proposal for a First-Citation-Speed-Index Link Peer-reviewed author version Made available by Hasselt University Library in Docuent Server@UHasselt Reference (Published version): EGGHE, Leo; Bornann,

More information

ECON 581: Growth with Overlapping Generations. Instructor: Dmytro Hryshko

ECON 581: Growth with Overlapping Generations. Instructor: Dmytro Hryshko ECON 581: Growth with Overlapping Generations Instructor: Dmytro Hryshko Readings Acemoglu, Chapter 9. Motivation Neoclassical growth model relies on the representative household. OLG models allow for

More information

Many-to-Many Matching Problem with Quotas

Many-to-Many Matching Problem with Quotas Many-to-Many Matching Proble with Quotas Mikhail Freer and Mariia Titova February 2015 Discussion Paper Interdisciplinary Center for Econoic Science 4400 University Drive, MSN 1B2, Fairfax, VA 22030 Tel:

More information

The Wilson Model of Cortical Neurons Richard B. Wells

The Wilson Model of Cortical Neurons Richard B. Wells The Wilson Model of Cortical Neurons Richard B. Wells I. Refineents on the odgkin-uxley Model The years since odgkin s and uxley s pioneering work have produced a nuber of derivative odgkin-uxley-like

More information

Bootstrapping Dependent Data

Bootstrapping Dependent Data Bootstrapping Dependent Data One of the key issues confronting bootstrap resapling approxiations is how to deal with dependent data. Consider a sequence fx t g n t= of dependent rando variables. Clearly

More information

LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES

LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES Journal of Marine Science and Technology, Vol 19, No 5, pp 509-513 (2011) 509 LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES Ming-Tao Chou* Key words: fuzzy tie series, fuzzy forecasting,

More information

Public Economics The Macroeconomic Perspective Chapter 2: The Ramsey Model. Burkhard Heer University of Augsburg, Germany

Public Economics The Macroeconomic Perspective Chapter 2: The Ramsey Model. Burkhard Heer University of Augsburg, Germany Public Economics The Macroeconomic Perspective Chapter 2: The Ramsey Model Burkhard Heer University of Augsburg, Germany October 3, 2018 Contents I 1 Central Planner 2 3 B. Heer c Public Economics: Chapter

More information

On Population Structure and Marriage Dynamics

On Population Structure and Marriage Dynamics On Population Structure and Marriage Dynaics Eugenio P. Giolito Universidad Carlos III de Madrid and IZA February 15, 2010 Abstract I develop an equilibriu, two-sided search odel of arriage with endogenous

More information

Construction of an index by maximization of the sum of its absolute correlation coefficients with the constituent variables

Construction of an index by maximization of the sum of its absolute correlation coefficients with the constituent variables Construction of an index by axiization of the su of its absolute correlation coefficients with the constituent variables SK Mishra Departent of Econoics North-Eastern Hill University Shillong (India) I.

More information

Lecture 3, November 30: The Basic New Keynesian Model (Galí, Chapter 3)

Lecture 3, November 30: The Basic New Keynesian Model (Galí, Chapter 3) MakØk3, Fall 2 (blok 2) Business cycles and monetary stabilization policies Henrik Jensen Department of Economics University of Copenhagen Lecture 3, November 3: The Basic New Keynesian Model (Galí, Chapter

More information

Social Optimality in the Constructed-Capital Model

Social Optimality in the Constructed-Capital Model Social Optiality in the Constructed-Capital Model Stefan Wrzaczek Research Report 2010-08 March, 2010 Operations Research and Control Systes Institute of Matheatical Methods in Econoics Vienna University

More information

Ramsey Cass Koopmans Model (1): Setup of the Model and Competitive Equilibrium Path

Ramsey Cass Koopmans Model (1): Setup of the Model and Competitive Equilibrium Path Ramsey Cass Koopmans Model (1): Setup of the Model and Competitive Equilibrium Path Ryoji Ohdoi Dept. of Industrial Engineering and Economics, Tokyo Tech This lecture note is mainly based on Ch. 8 of Acemoglu

More information

1 The Basic RBC Model

1 The Basic RBC Model IHS 2016, Macroeconomics III Michael Reiter Ch. 1: Notes on RBC Model 1 1 The Basic RBC Model 1.1 Description of Model Variables y z k L c I w r output level of technology (exogenous) capital at end of

More information

26 Impulse and Momentum

26 Impulse and Momentum 6 Ipulse and Moentu First, a Few More Words on Work and Energy, for Coparison Purposes Iagine a gigantic air hockey table with a whole bunch of pucks of various asses, none of which experiences any friction

More information

Is Walras s Theory So Different From Marshall s?

Is Walras s Theory So Different From Marshall s? Is Walras s Theory So Different Fro Marshall s? Ezra Davar (Independent Researcher) Anon VeTaar 4/1, Netanya 40, Israel E-ail: ezra.davar@gail.co Received: July 17, 014 Accepted: August 5, 014 Published:

More information

FEDERAL RESERVE BANK of ATLANTA

FEDERAL RESERVE BANK of ATLANTA FEDERAL RESERVE BANK of ATLANTA On the Solution of the Growth Model with Investment-Specific Technological Change Jesús Fernández-Villaverde and Juan Francisco Rubio-Ramírez Working Paper 2004-39 December

More information

A Better Algorithm For an Ancient Scheduling Problem. David R. Karger Steven J. Phillips Eric Torng. Department of Computer Science

A Better Algorithm For an Ancient Scheduling Problem. David R. Karger Steven J. Phillips Eric Torng. Department of Computer Science A Better Algorith For an Ancient Scheduling Proble David R. Karger Steven J. Phillips Eric Torng Departent of Coputer Science Stanford University Stanford, CA 9435-4 Abstract One of the oldest and siplest

More information

Small Open Economy RBC Model Uribe, Chapter 4

Small Open Economy RBC Model Uribe, Chapter 4 Small Open Economy RBC Model Uribe, Chapter 4 1 Basic Model 1.1 Uzawa Utility E 0 t=0 θ t U (c t, h t ) θ 0 = 1 θ t+1 = β (c t, h t ) θ t ; β c < 0; β h > 0. Time-varying discount factor With a constant

More information

An Extension to the Tactical Planning Model for a Job Shop: Continuous-Time Control

An Extension to the Tactical Planning Model for a Job Shop: Continuous-Time Control An Extension to the Tactical Planning Model for a Job Shop: Continuous-Tie Control Chee Chong. Teo, Rohit Bhatnagar, and Stephen C. Graves Singapore-MIT Alliance, Nanyang Technological Univ., and Massachusetts

More information

Competitive Equilibrium and the Welfare Theorems

Competitive Equilibrium and the Welfare Theorems Competitive Equilibrium and the Welfare Theorems Craig Burnside Duke University September 2010 Craig Burnside (Duke University) Competitive Equilibrium September 2010 1 / 32 Competitive Equilibrium and

More information

The Ramsey Model. Alessandra Pelloni. October TEI Lecture. Alessandra Pelloni (TEI Lecture) Economic Growth October / 61

The Ramsey Model. Alessandra Pelloni. October TEI Lecture. Alessandra Pelloni (TEI Lecture) Economic Growth October / 61 The Ramsey Model Alessandra Pelloni TEI Lecture October 2015 Alessandra Pelloni (TEI Lecture) Economic Growth October 2015 1 / 61 Introduction Introduction Introduction Ramsey-Cass-Koopmans model: di ers

More information

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving

More information

TOURIST ARRIVALS AND ECONOMIC GROWTH IN SARAWAK

TOURIST ARRIVALS AND ECONOMIC GROWTH IN SARAWAK MPRA Munich Personal RePEc Archive TOURIST ARRIVALS AND ECONOMIC GROWTH IN SARAWAK Evan Lau and Swee-Ling Oh and Sing-Sing Hu Universiti Malaysia Sarawak, Universiti Malaysia Sarawak, Universiti Malaysia

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

Solutions of some selected problems of Homework 4

Solutions of some selected problems of Homework 4 Solutions of soe selected probles of Hoework 4 Sangchul Lee May 7, 2018 Proble 1 Let there be light A professor has two light bulbs in his garage. When both are burned out, they are replaced, and the next

More information

e-companion ONLY AVAILABLE IN ELECTRONIC FORM

e-companion ONLY AVAILABLE IN ELECTRONIC FORM OPERATIONS RESEARCH doi 10.1287/opre.1070.0427ec pp. ec1 ec5 e-copanion ONLY AVAILABLE IN ELECTRONIC FORM infors 07 INFORMS Electronic Copanion A Learning Approach for Interactive Marketing to a Custoer

More information

Capital Structure and Investment Dynamics with Fire Sales

Capital Structure and Investment Dynamics with Fire Sales Capital Structure and Investment Dynamics with Fire Sales Douglas Gale Piero Gottardi NYU April 23, 2013 Douglas Gale, Piero Gottardi (NYU) Capital Structure April 23, 2013 1 / 55 Introduction Corporate

More information

Nonlinear Dynamic Analysis of Urban Roads and Daytime Population

Nonlinear Dynamic Analysis of Urban Roads and Daytime Population Urban and Regional Planning 07; (): -6 http://www.sciencepublishinggroup.co/j/urp doi: 0.648/j.urp.0700. Nonlinear Dynaic Analysis of Urban Roads and Daytie Population Shiqing Yan College of Urban and

More information

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta 1 USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS By: Ian Bloland, Augustana Capus, University of Alberta For: Physics Olypiad Weeend, April 6, 008, UofA Introduction: Physicists often attept to solve

More information

Capital-Labor Substitution, Equilibrium Indeterminacy, and the Cyclical Behavior of Labor Income

Capital-Labor Substitution, Equilibrium Indeterminacy, and the Cyclical Behavior of Labor Income Capital-Labor Substitution, Equilibrium Indeterminacy, and the Cyclical Behavior of Labor Income Jang-Ting Guo University of California, Riverside y Kevin J. Lansing Federal Reserve Bank of San Francisco

More information

A Low-Complexity Congestion Control and Scheduling Algorithm for Multihop Wireless Networks with Order-Optimal Per-Flow Delay

A Low-Complexity Congestion Control and Scheduling Algorithm for Multihop Wireless Networks with Order-Optimal Per-Flow Delay A Low-Coplexity Congestion Control and Scheduling Algorith for Multihop Wireless Networks with Order-Optial Per-Flow Delay Po-Kai Huang, Xiaojun Lin, and Chih-Chun Wang School of Electrical and Coputer

More information

Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes

Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes Graphical Models in Local, Asyetric Multi-Agent Markov Decision Processes Ditri Dolgov and Edund Durfee Departent of Electrical Engineering and Coputer Science University of Michigan Ann Arbor, MI 48109

More information

STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics

STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics Ph. D. Comprehensive Examination: Macroeconomics Fall, 202 Answer Key to Section 2 Questions Section. (Suggested Time: 45 Minutes) For 3 of

More information

Toulouse School of Economics, M2 Macroeconomics 1 Professor Franck Portier. Exam Solution

Toulouse School of Economics, M2 Macroeconomics 1 Professor Franck Portier. Exam Solution Toulouse School of Economics, 2013-2014 M2 Macroeconomics 1 Professor Franck Portier Exam Solution This is a 3 hours exam. Class slides and any handwritten material are allowed. You must write legibly.

More information

Information Loss in Volatility Measurement with Flat Price Trading 1

Information Loss in Volatility Measurement with Flat Price Trading 1 Inforation Loss in Volatility Measureent with Flat Price Trading Peter C. B. Phillips Yale University, University of Auckland, University of York & Singapore Manageent University Jun Yu Singapore Manageent

More information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information

Inspection; structural health monitoring; reliability; Bayesian analysis; updating; decision analysis; value of information Cite as: Straub D. (2014). Value of inforation analysis with structural reliability ethods. Structural Safety, 49: 75-86. Value of Inforation Analysis with Structural Reliability Methods Daniel Straub

More information

ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION

ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION The 4 th World Conference on Earthquake Engineering October -7, 8, Beijing, China ANALYSIS ON RESPONSE OF DYNAMIC SYSTEMS TO PULSE SEQUENCES EXCITATION S. Li C.H. Zhai L.L. Xie Ph. D. Student, School of

More information

lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 38: Linear Multistep Methods: Absolute Stability, Part II

lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 38: Linear Multistep Methods: Absolute Stability, Part II lecture 37: Linear Multistep Methods: Absolute Stability, Part I lecture 3: Linear Multistep Methods: Absolute Stability, Part II 5.7 Linear ultistep ethods: absolute stability At this point, it ay well

More information

Economic Resource Balancing in Plant Design, Plant Expansion, or Improvement Projects

Economic Resource Balancing in Plant Design, Plant Expansion, or Improvement Projects Econoic Resource Balancing in lant Design, lant Expansion, or Iproveent rojects Dan Trietsch MSIS Departent University of Auckland New Zealand --------------------------------------------------------------------------------------------------------

More information

International Trade and Finance Association. FDI and International Trade Relations: A Theoretical Approach

International Trade and Finance Association. FDI and International Trade Relations: A Theoretical Approach International Trade and Finance Association International Trade and Finance Association Working Papers 2008 Year 2008 Paper 31 FDI and International Trade Relations: A Theoretical Approach Grigoris Zarotiadis

More information

Advanced Macroeconomics

Advanced Macroeconomics Advanced Macroeconomics The Ramsey Model Marcin Kolasa Warsaw School of Economics Marcin Kolasa (WSE) Ad. Macro - Ramsey model 1 / 30 Introduction Authors: Frank Ramsey (1928), David Cass (1965) and Tjalling

More information

The Becker Paradox and Type I vs. Type II Errors. in the Economics of Crime

The Becker Paradox and Type I vs. Type II Errors. in the Economics of Crime The Becker Paradox and Type I vs. Type II Errors in the Econoics of Crie by Mats Persson and Claes-Henric Siven Institute of International Econoics, Stockhol University, Sweden; Departent of Econoics,

More information

ECON 582: The Neoclassical Growth Model (Chapter 8, Acemoglu)

ECON 582: The Neoclassical Growth Model (Chapter 8, Acemoglu) ECON 582: The Neoclassical Growth Model (Chapter 8, Acemoglu) Instructor: Dmytro Hryshko 1 / 21 Consider the neoclassical economy without population growth and technological progress. The optimal growth

More information

Econ 5110 Solutions to the Practice Questions for the Midterm Exam

Econ 5110 Solutions to the Practice Questions for the Midterm Exam Econ 50 Solutions to the Practice Questions for the Midterm Exam Spring 202 Real Business Cycle Theory. Consider a simple neoclassical growth model (notation similar to class) where all agents are identical

More information

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians

Using EM To Estimate A Probablity Density With A Mixture Of Gaussians Using EM To Estiate A Probablity Density With A Mixture Of Gaussians Aaron A. D Souza adsouza@usc.edu Introduction The proble we are trying to address in this note is siple. Given a set of data points

More information

CSE525: Randomized Algorithms and Probabilistic Analysis May 16, Lecture 13

CSE525: Randomized Algorithms and Probabilistic Analysis May 16, Lecture 13 CSE55: Randoied Algoriths and obabilistic Analysis May 6, Lecture Lecturer: Anna Karlin Scribe: Noah Siegel, Jonathan Shi Rando walks and Markov chains This lecture discusses Markov chains, which capture

More information

Overlapping Generations Model

Overlapping Generations Model Overlapping Generations Model Yin-Chi Wang The Chinese University of Hong Kong October, 2012 Introduction 1 References: Acemoglu (2009) ch9, Blanchard and Fischer (1989) ch3 Samuelson (1958) and Diamond

More information

Economic Growth

Economic Growth MIT OpenCourseWare http://ocw.mit.edu 14.452 Economic Growth Fall 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. 14.452 Economic Growth: Lecture

More information

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period An Approxiate Model for the Theoretical Prediction of the Velocity... 77 Central European Journal of Energetic Materials, 205, 2(), 77-88 ISSN 2353-843 An Approxiate Model for the Theoretical Prediction

More information

A Dynamic Theory of Strategic Decision Making applied to the Prisoner s Dilemma

A Dynamic Theory of Strategic Decision Making applied to the Prisoner s Dilemma Dynaic Theory of Strategic Decision Making applied to the Prisoner s Dilea Gerald H Thoas and Keelan Kane Milwaukee School of Engineering dapt of Illinois Introduction The classic prisoner s dilea (PD)

More information

Ph 20.3 Numerical Solution of Ordinary Differential Equations

Ph 20.3 Numerical Solution of Ordinary Differential Equations Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing

More information

Curious Bounds for Floor Function Sums

Curious Bounds for Floor Function Sums 1 47 6 11 Journal of Integer Sequences, Vol. 1 (018), Article 18.1.8 Curious Bounds for Floor Function Sus Thotsaporn Thanatipanonda and Elaine Wong 1 Science Division Mahidol University International

More information

Work, Energy and Momentum

Work, Energy and Momentum Work, Energy and Moentu Work: When a body oves a distance d along straight line, while acted on by a constant force of agnitude F in the sae direction as the otion, the work done by the force is tered

More information

Chapter 1: Basics of Vibrations for Simple Mechanical Systems

Chapter 1: Basics of Vibrations for Simple Mechanical Systems Chapter 1: Basics of Vibrations for Siple Mechanical Systes Introduction: The fundaentals of Sound and Vibrations are part of the broader field of echanics, with strong connections to classical echanics,

More information