The Impact of Migration in a Monopsonistic Labor Market: Theoretical Insights

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The Impact of Migration in a Monopsonistic Labor Market: Theoretical Insights Michael Amior November 2017 Abstract It is well known that, in a competitive model with perfectly elastic capital, native labor must benefit on average from immigration. But, this immigration surplus argument may fail if workers are not paid their marginal product. Specifically, if migrants have lower reservation wages, firms can exploit their arrival by offering lower wages to migrants and natives alike. I show how this effect materializes in an equilibrium model with monopsonistic firms, with labor productivity fixed. But, workers are to some extent compensated by the entry of new firms to the market, enticed by lower wages. The overall impact on native employment and welfare - whether they rise or fall - will depend on the matching technology and elasticity of job creation. Finally, the model predicts migration affects not only the average level of natives wages, but also the distribution - if firms are heterogeneous. 1 Introduction It is well known that, in a competitive model with perfectly elastic capital 1, native labor must benefit on average from immigration. If natives and migrants are not perfect substitutes in production, migrants will be paid less than their total contribution to output; and Hebrew University of Jerusalem; Centre for Economic Performance, LSE. I am grateful to Stephen Machin and Jeremy Lise for supervising this work during my PhD at UCL, and to Alan Manning for his support at CEP. I would also like to thank David Green, Barbara Petrongolo and Jan Stuhler for their helpful comments, as well as seminar participants at EEA-ESEM 2014, CEP and UCL. 1 This is certainly plausible in a long run analysis, though Ottaviano and Peri (2008) also estimate that capital adjusts quickly following immigration even in the short run. 1

assuming zero profits, this immigration surplus will be returned to natives (see Borjas, 1995; Dustmann, Frattini and Preston, 2012). But this argument may fail if firms have monopsonistic power. If new arrivals from abroad have lower reservation wages, firms can exploit immigration by offering lower wages to migrants and natives alike even with marginal products held fixed. 2 Having said that, the overall impact on native employment and welfare is ambiguous. This is because there is an offsetting response from firm entry which benefits natives (whose magnitude depends on the elasticity of job creation), and it is not clear a priori which effect dominates. This story of cheap migrant labor undercutting native wages has strong resonance in the public consciousness 3, but it has received surprisingly little attention in the economic literature. This is despite the success of the monopsony approach in many other fields of labor economics, such as minimum wage, wage discrimination, returns to experience and agglomeration (see e.g. Manning, 2003). This has practical implications, both in terms of empirical methodology and public policy. First, the literature has largely neglected the implications of migrants low reservations for the broader labor market. These modeling choices are critical, given the current literature s reliance on structural estimates. Beginning with Borjas, Freeman and Katz (1997), several studies have computed the wage effects of immigration based on calibrations of competitive models, rather than relying purely on the data for identification. More recent work (and in particular, Card, 2009; Manacorda, Manning and Wadsworth, 2012; Ottaviano and Peri, 2012) has tended to identify only weak effects on low skilled natives wages, but these calibrations may underestimate the wage effects if firms do indeed have monopsonistic power. And in terms of policy, interventions which are ostensibly designed to protect wages by stemming the flow of migrants may be self-defeating in a monopsonistic world. For example, in the face of restrictions on welfare benefits or visa time limits, migrants will reduce their wage demands - and in some circumstances, natives may ultimately suffer. There are however a small number of papers which consider the role of monopsonistic 2 This idea is closely related to Beaudry, Green and Sand (2012), and the comparison is instructive. They show, using US data, that the wage bargain in a given job is responsive to local industrial composition (keeping productivity fixed): workers in cities dominated by high-paying industries have more attractive outside job options. In this story, it is the composition of industries which matters; while in my paper, the key factor is the composition of the labor force itself. I am grateful to David Green for this observation. 3 This is especially true on the Left. For example, Bernie Sanders has stated that Bringing undocumented workers out of the shadows will make it more difficult for employers to undercut the wages and benefits of all workers (Sunday Express, 11/02/2016, Bernie Sanders for President? Policy on ISIS, immigration and abortion ), and Hillary Clinton made similar remarks in the final election debate (Washington Post, 19/10/2016, The final Trump-Clinton debate transcript, annotated ). 2

power. Naidu, Nyarko and Wang (2016) study a UAE reform which relaxed restrictions on employer transitions for migrant workers, improving their outside options. They find that incumbent migrants (those already in the UAE) benefited from higher wages and employment, consistent with a monopsony model. But my project will focus on the implications of migrants outside options for natives. There are other papers which consider precisely this point. Chassamboulli and Palivos (2013, 2014) and Chassamboulli and Peri (2015) offer, to my knowledge, the earliest theoretical analyses of the impact on natives in a frictional labor market; and I discuss these below. Using Danish data, Malchow-Moller, Munch and Skaksen (2012) find that migrant employees put downward pressure on native wages within firms; and they cite lower reservation wages as a possible explanation. Similarly, Malchow-Moller et al. (2013) claim that cheap migrant labor has allowed Danish farms to expand. And Edo (2015) finds that non-naturalized migrants in France put downward pressure on native employment rates, while naturalized migrants have no effect; and he relates this to reservation wages. There are several reasons one might believe reservation wages are lower for migrants than natives, and this idea is well-rooted in the literature. First, migrants may suffer from lower welfare out-of-work, whether due to ineligibility for social transfers or visa requirements. Second, migrants may be less efficient in job search, due to lack of information, language barriers, exclusion from social networks or undocumented status; though this disadvantage should dissipate with time, as migrants assimilate into the labor market (see e.g. Chiswick, 1978; Daneshvary et al., 1992). Third, migrants may discount their time in the host country more heavily, perhaps because they intend to only work there for a limited period (see Dustmann and Weiss, 2007), or there may be binding visa time limits or deportation risk. And finally, migrants may be basing their reference points on their country of origin (Constant et al., 2017; Akay, Bargain and Zimmermann, 2017). Low reservation wages may contribute to skill downgrading : the evidence shows recent migrants often work in jobs that are lower skilled than their measured education might otherwise place them (Eckstein and Weiss, 2004; Dustmann and Preston, 2012; Dustmann, Frattini and Preston, 2012). Differences in reservation wages are consistent with Borjas (2016) finding that employment rates are much higher for undocumented men than other demographic groups, and that they supply labor with an elasticity close to zero. And using a structural search model, Nanos and Schluter (2014) find that reservation wages are generally lower for migrants in Germany, though also more dispersed. 4 4 Note that reservation values may manifest themselves in workplace amenities as well as wages. Orrenius and Zavodny (2009) find that migrants, and especially those with poor English skills, tend to work in riskier industries and occupations (with higher fatality and injury rates); though this finding contradicts earlier 3

My model builds on Albrecht and Axell (1984), who study the wage and employment implications of heterogeneous leisure values, in the context of wage-posting monopsonistic firms. Similarly, I consider an economy with two worker types - natives and migrants - with different reservation values. To ease the exposition, I assume natives and migrants are equally productive and perfectly substitutable in production, and that returns to labor are constant within firms. These assumptions clearly lack realism, but my aim here is merely to illuatrate the reservation wage mechanism - and this mechanism will operate as long as the markets for native and migrant labor are not entirely segregated. As discussed above, migrants may have lower reservation values because of lower out-of-work utility, less efficient job search or heavier discounting. Fixed costs in production make labor markets thin, and this is the source of firms monopsony power. Unemployed workers are randomly matched with firms, but this search process takes time. When they eventually meet a firm, workers draw a random disutility parameter - which may account for workers particular aptitudes, preferences over job descriptions or commuting costs. This random draw is an important deviation from Albrecht and Axell (1984): with sufficient match heterogeneity, it ensures the supply of native labor to the firm is not perfectly elastic at the equilibrium wage, so firms can exploit the arrival of (less demanding) migrants by setting lower wages for all. Since wages necessarily fall, fewer natives accept job offers - all else equal. And furthermore, since the value of natives outside options decline, those offers which they do accept are of lower quality on average. In practice, this may be associated with displacement across industries and locations. But despite all this, the overall effects on native employment and welfare in the model are in fact ambiguous. This is because I allow for an elastic job matching rate - following the example of Chassamboulli and Palivos (2014) and Chassamboulli and Peri (2015). Lower wages encourage more firms to become active in equilibrium, and workers are to some extent compensated by tighter markets. The overall impact on employment and welfare (whether they rise or fall) depends on the matching technology and the elasticity of job creation. Beaudry, Green and Sand (2014) find a relatively weak job creation response at the city level: this might suggest an adverse impact on native employment and welfare is feasible (with the marginal product of labor fixed), though this is certainly an open question. In the baseline model, there is a single wage in equilibrium. But, I also study an extension with heterogeneous firms. This yields some interesting distributional implications. The arrival of migrants with low wage demands enables lower productivity firms to enter the market - which previously would have been excluded. In this way, immigration causes the results from Hamermesh (1998). 4

wage offer distribution to expand, with less productive firms disproportionately employing migrants (which is consistent with evidence on skill downgrading of migrants cited above). Given an expanding offer distribution, earnings inequality among natives also grows - despite no change in labor productivity within firms. Those natives who do accept low offers may partly compensated by match quality; but the nature of a frictional model is that this also reflects the erosion of the employment rents accruing to labor. Critically, the result that native wages fall (with marginal products fixed) is not universal to all frictional models. It depends to what extent natives and migrants are in direct competition. First, natives wages will be independent of migrants reservations if firms can perfectly discriminate - and set separate wages for natives and migrants. For example, natives and migrants may participate in distinct labor markets, segregated perhaps by language barriers or ethnic networks. As I show in the Appendix, we should then expect any effect of migration on native outcomes to be somewhat blunted. Natives may also be sheltered from wage competition under certain bargaining procedures. For example, Chassamboulli and Palivos (2013, 2014) and Chassamboulli and Peri (2015) assume wages are individually negotiated between firms and workers ex post, once a match has been made: at this point, migrant reservation wages will not influence the wage offered to natives. In their model, immigration actually has an unambiguous positive effect on natives wages: firms respond to migrants low reservations by creating more vacancies, and a tighter labor market then improves natives outside options (and thus wages). On the other hand, notions of fairness may limit the extent that individual firms can pay natives and migrants differently for the same job (see e.g. Mas, 2006). 5 Overall, it seems intuitive that natives should face at least some direct competition from migrants in at least some parts of the labor market, without the protection of full discrimination or market segregation - and for the reasons I have argued above, the immigration surplus result then becomes vulnerable. 5 The evidence does suggest that wage posting is more prevalent than bargaining, at least in low skilled markets: see Hall and Krueger (2012). Various theroetical explanations have been proposed to explain this: notions of fairness, informational imperfections (Hall and Lazear, 1984), or the idea that a posted wage is a credible commitment not to negotiate (Ellingsen and Rosen, 2003). See Manning (2011) for a survey. 5

2 Baseline model 2.1 Overview I begin by presenting a simple labor market model in continuous time with homogeneous wage-setting monopsonistic firms, where labor is the sole factor of production. The economy contains n workers, of whom n M are migrants and n N are natives, as well as k firms - where k is endogenous. Firms produce a homogeneous output good whose price is normalized to 1. The aim of this exercise is to demonstrate how, in equilibrium, immigration can reduce the surplus accruing to labor, even if workers productivity is unchanged. I therefore assume the marginal product of labor is exogenous. To keep things simple, I also assume productivity is invariant across worker types T = {N, M}, i.e. natives and migrants: all workers contribute a fixed output of p. To simplify the exposition, I assume only the unemployed can search for work. But, it is intuitive that the qualitative results should be unaffected by this restriction. Ultimately, if migrants have lower reservation wages, firms will exploit this by setting lower wages for all workers - irrespective of whether or not workers can search on-the-job. Unemployed workers of type T receive a leisure flow utility of b T > 0 and are randomly matched with firms. I allow natives and migrants to search with differing efficiency, denoted by the parameter m T. The flow of meetings involving type T workers is determined by a Cobb-Douglas matching function m T (u, k) = m T u α k 1 α, where u = T m T u T is the aggregate efficiency-weighted unemployment stock, and u T is the unemployment stock of type T workers. On meeting a firm, workers draw a random disutility parameter ε: this may account for varying effort costs (due to workers particular aptitudes), preferences over particular job descriptions, or commuting costs. Once an offer is agreed, workers are separated from their jobs at an exogenous rate λ. To guarantee the existence of a unique equilibrium, it is necessary to impose some structure on F ε. To keep things simple, I assume ε is uniformly distributed in the analysis below. But I initially set out the model in more general terms, merely requiring that F ε is continuous and differentiable over the full support of ε. Each firm j chooses its wage w j to maximize profit, trading off profit per worker with labor force size. I assume there are many firms in equilibrium, so individual firms take their competitors choices as given when setting their own wage. Firms are free to enter the economy, so tmonopsonistic power must then be maintained by some barrier to entry or hiring. In the basic framework, I impose a fixed cost c which each firm must pay to produce 6

any quantity of output. Of course, there are alternative means of sustaining market power in equilibrium 6, but the specific modeling decision is immaterial for the theoretical results. 2.2 Workers The value of employment for a worker of type T = {M, N}, given wage w and match utility ε, is: r T E T (w, ε) = w ε λ (E T (w, ε) V T ) (1) where V T is the unemployment value. In turn, V T can be characterized as: r T V T = b T + m T θ 1 αˆ w = b T + m T r T + λ θ1 α ˆ ε ˆ w max {E T (ε, w) V T, 0} df ε df w (2) ˆ ε max {w ε r T V T, 0} df ε df w where I define θ = k u as labor market tightness, so m Tθ 1 α is the rate at which workers meet firms. F w is the (endogenous) distribution of wage offers across firms: workers are equally likely to meet each firm. On meeting a firm, a worker draws a random disutility ε from the distribution F ε. Equation (2) can also be expressed in terms of the discounted unemployment value, v T = r T V T : v T = b T + m ˆ T r T + λ θ1 α w ˆ ε max {w ε v T, 0} df ε df w (3) Notice that, holding other variables fixed, v T is increasing in the leisure utility flow b T, increasing in the matching efficiency m T, and decreasing in the discount rate r T. I assume that b M b N, m M m N and r M r N, with at least one of these inequalities holding strictly - such that the discounted unemployment value is lower for migrants: v M < v N. The equilibrium stock of type T unemployed workers can be derived by equating inflows with outflows: 6 For example, in the standard Diamond-Mortensen-Pissarides model (see e.g. Pissarides, 2000), market power is founded on costly vacancy creation; and Manning (2006) studies a more general framework with turnover costs. 7

1 αˆ λ (n T u T ) = m T θ µ T (w) df w u T (4) where λ is the exogenous job separation rate, and µ T (w) denotes the probability that a type T worker accepts a wage offer w. Specifically: w µ T (w) = Pr (E T (ε, w) V T ) (5) = F ε (w v T ) Notice the acceptance probability µ T (w) is increasing in w, given the flow reservation value v T. Consequently, firms face upward-sloping labor supply curves, a necessary condition for monopsonistic power. 2.3 Firms Once it has paid the fixed cost c, an active firm j maximizes its profit π by setting its wage offer w j. The firm s wage-setting problem is: max π (w) = (p w j ) w j T l T (w j ) c (6) where p is the marginal product of labor, and l T (w j ) is the stock of type T workers in the firm s labor force. The steady-state level of l T (w j ) can be derived by equating the inflow of type T workers into firm j with the outflow: θ αmt u T u µ T (w j ) = λl T (w j ) (7) where the term mt u T gives the probability that any given worker (who the firm meets) is of u type T. Substituting the steady-state l T (w j ) into the firm s problem yields: max π (w j ) = (p w j ) 1 w j λ θ α T m T u T u µ T (w j ) (8) Since firms take the unemployment stocks as given (there are many firms), the (interior) first order condition is: T m T u T F ε (w j v T ) p w j = T m T u T f ε (w j v T ) 8 (9)

after substituting (5) for µ T (w j ). Equation (9) holds under the assumption that at least some workers reject job offers in equilibrium; I return to this point below. Notice the right hand side of (9) is simply the inverse elasticity of the firm s total supply of labor, T l T (w j ). Intuitively, the mark-up is smaller if labor supply is more elastic. In the limit, as the elasticity becomes infinite, the mark-up converges to zero: this represents the competitive case. 2.4 Equilibrium with no migrants I begin by describing an equilibrium with no migrants, and I then study the effect of introducing migrants into the economy. To simplify the analysis, I assume the match disutility ε is uniformly distributed between 0 and ε 0. The uniform assumption ensures there is a single wage in equilibrium. This can be appreciated from the fact that the left hand side of the first order condition (9) is monotonically decreasing in w j, while the right hand side is monotonically increasing. More generally, a monotone hazard rate assumption on F ε is sufficient to ensure there is a single wage in equilibrium (with no migrants), as long as F ε is continuous and differentiable over its support. If some workers reject job offers in equilibrium, the first order condition (9) collapses to: w = 1 2 (p + v N) (10) if F ε is uniform. But (10) does not describe all equilibria. In particular, firms will never set a wage exceeding v N + ε: such a wage would already ensure that all workers accept their offer, so there would be no value in increasing it further. Notice this upper bound will fall below 1 2 (p + v N) if ε is sufficiently small, and specifically if ε 1 2 (p v N). In those cases, the upper bound binds, and the equilibrium wage is equal to w = v N + ε, with all job offers being accepted. Substituting this wage equilibrium into the unemployment value (3) yields v N = b N + m T r T +λ θ1 α ε. In the extreme case, if ε = 0 (which matches the set-up 2 of Albrecht and Axell, 1984), v N = b N in equilibrium, and so w = b N. This is simply a restatement of the Diamond paradox (Diamond, 1971): any amount of search frictions in a wage-setting model drives the wage down to the outside option. The paradox is broken here by the existence of match-specific rents, as represented by a non-zero ε. Notice though that migration in this class of equilibrium will have no direct effect on native wages 7 - that is, through the wage-setting decision. Intuitively, this is because ε is 7 That is, unless there are so many migrants that firms find it optimal to set wages below the reservation value of natives. 9

so small that the supply of labor facing individual firms is perfectly elastic in equilibrium. Any effect of migration will enter indirectly through changes in market tightness θ, which affects the value of the outside option. This discussion certainly highlights the importance of match heterogeneity in driving the wage effects which motivate this study - and in moving beyond the results of Albrecht and Axell (1984). For the remainder of this paper, I choose to restrict attention to those (arguably more realistic) equilibria with ε > 1 (p v 2 N), with wages characterized by (10). The model yields a unique equilibrium in w and θ. Given the restriction on ε just stated, this equilibrium can be most intuitively characterized in terms of (1) a positive w-θ relationship, analogous to the wage curve in the Diamond-Mortensen-Pissarides framework (see e.g. Pissarides, 2000); and (2) a negative w-θ relationship, analogous to the job creation curve. Consider first the wage curve relationship. If there is a unique wage in the economy, F W collapses to a unit mass, and the reservation value can be expressed as: v N = b N + m N r N + λ θ1 α 1 2 ε (w v N) 2 (11) given F ε is uniform, and assuming at least some offers are rejected in equilibrium. substituting (10) for w in (11), it is clear that these equations are sufficient to solve for a unique equilibrium in v N and w, for a given value of θ. But, this result is in fact general for all F ε satisfying the monotone hazard rate condition. 8 On What happens when θ changes? A rise in θ improves the outside option of workers in (11), so v N must grow in equilibrium: this is clear after substituting (10) for w. And based on the first order condition (10), firms must then offer higher wages to attract workers. This yields the positive wage curve relationship between w and θ. This mechanism is almost identical in the Diamond-Mortensen-Pissarides framework, except wages there are set ex post - after the match is created. Next, consider the job creation curve. This relationship is determined by the free entry condition, which ensures that profit net of the fixed production cost c is equal to zero in equilibrium. That is: 8 This can be appreciated by inspection. Based on (3), v N is bounded below at b N (for w = v N ) and is monotonically increasing in w with a gradient strictly less than 1. Moving to the firm s first order condition in (9), assuming there are no migrants in the economy, the wage-setting response must exceed b N for v N = b N ; and the wage must also be monotonically increasing in v N with a gradient of strictly less than 1. Therefore, for a fixed value of θ, the shape of equations (3) and (9) guarantee the existence of a unique equilibrium in v N and w. 10

Figure 1: Wage and job creation curves π = (p w) l N (w) c = 0 (12) Substituting (7) for l N (w) and rearranging gives an expression for market tightness: θ α = p w λc ε (w v N) (13) where I have imposed that F ε is uniform. And substituting (10) for v N then gives: θ α = (p w)2 λc ε Notice that market tightness θ is strictly decreasing in w: firms create fewer vacancies if labor is more costly. Together with the wage curve described above, this job creation relationship yields a unique equilibrium in w and θ, as illustrated by Figure 1. Monopsony power in this model ultimately depends on the fixed cost c. As c falls towards zero, the job creation curve becomes more elastic. In the limit, when c = 0, firm entry drives market tightness θ to infinity, guaranteeing all unemployed workers an instant job match: the job creation curve in Figure 1 then becomes flat at w = p. (14) 11

2.5 Response to migration What happens when migrants enter the economy? Again, I restrict attention to equilibria where at least some natives reject offers. For simplicity, I also assume at least some migrants reject offers, though this makes little difference to the results. Given the uniform assumption on F ε, migration enters the model entirely through the firm s first order condition (and hence through the wage curve). Once I include migrants, the first order condition (9) now collapses to: where w = 1 2 [p + v N γ (v N v M )] (15) γ = m Mu M u is the efficiency-weighted share of migrants in the unemployment pool. So the optimal wage choice is the average of labor productivity p and a weighted average of reservation values v T across worker types T. Notice the job creation curve however is unaffected by migration. With migrants included, the free entry condition becomes (p w) T l T (w) c = 0. But after substituting (7) and (15), this yields an expression identical to (14). Importantly, the equilibrium is invariant to the size of the population, n, all else equal. Intuitively, since I have assumed a matching function with constant returns and a fixed marginal product p, there are no scale economies at the aggregate level. Rather, it is the composition of the population which matters. The key parameter is this respect is the efficiency-weighted share of migrants in the unemployment pool, γ; and it is trivial that this parameter γ is increasing in the migrant share of the population, n M n. Therefore, the effect of immigration can be studied purely in terms of an increase in γ. In this section, I show the effect of γ on wages is unambiguously negative; and workers can also expect to form lower-quality matches on average. But, the signs of the effects on other key outcomes - market tightness, the native unemployment value and employment rate - depend on the parameters. Throughout, I am assuming that the migrant reservation value v M is smaller than the native value v N, whether because of lower leisure values (b M < b N ), less efficiency matching (m M < m N ) or higher discount rates (r M > r N ). Consider first the effect on wages. Equation (15) shows that firms will exploit a larger γ by cutting wages for all - for given v N, v M and p. This can be understood in terms of the elasticity of labor supply facing individual firms: given the uniform distributional assumption, a lower wage corresponds to a more inelastic part of the labor supply curve - 12

Figure 2: Mechanics behind wage curve which ensures firms have sufficient monopsonistic power to maintain that lower wage offer. This ultimately causes the wage curve to shift down. The mechanics behind this shift are illustrated in Figure 2, which depicts the native and migrant reservation values (for given θ), together with the wage-setting response. In the face of migration, the position of the curves will be unchanged; but the wage equilibrium w moves down from the line marked γ = 0, equal to 1 2 (p + v N), towards the line marked γ = 1 - equal to 1 2 (p + v M). The corresponding equilibrium reservation values are then v N and v M. Of course, based on the logic of Figure 1, this wage effect will be somewhat offset as more firms enter (θ rises) and the economy moves down the job creation curve: this improves the value of unemployment, which drives up workers wage demands. But, the overall effect on w must be negative: as (14) shows, θ can only be larger if w is indeed smaller. Given the assumption of uniformly distributed match disutility, it is possible to derive a closed form expression for the effect of γ on wages. To keep things simple, I evaluate the effect when there are no migrants in the economy; that is, γ = 0. It can then be shown that: [ ] dw p dγ = vn + 4 (v N b N ) α α (p v N ) + 2 (v N b N ) 2 (v N v M ) Clearly, migration only affects the wage to the extent that the unemployment values v N 13

and v M differ: if they are equal, there is no composition effect since natives and migrants are effectively identical. For given v N and v M, notice the wage effect is increasing in α, the elasticity of matching with respect to unemployment. Intuitively, a larger α means job creation is less elastic, so there is a weaker response from θ (which would otherwise serve to moderate the wage effect). The decline in w and increase in θ have opposing effects on the native unemployment value v N, to the extent that v N may either rise or fall - depending on the parameter values. In an initial equilibrium with no migrants (π = 0), the effect of π on v N can be expressed as: dv N dγ = 2 (v N b N ) α (p v N ) + 2 (v N b N ) (1 2α) (v N v M ) Again, the value of α is critical. For given v N and v M, the effect of migration on v N is decreasing in α. Intuitively, this is for two reasons. First, as noted above, the impact of migration is manifested more in w (and less in θ) if α is larger; so the (negative) effect of w is then more likely to dominate the (positive) effect of θ. And second, a larger α also means that market tightness θ matters less for the arrival rate of job offers, so the direct effect of θ on utility will be weaker: this is clear by inspection of (11). Notice that if α = 1 2, v N is invariant to π: the effects of w and θ entirely offset each other. If α > 1, the wage effect 2 dominates and v N falls; and if α < 1, the change in θ dominates and v 2 N grows. The positive effect of migration on v N for small α may appear counterintuitive, but it can easily be explained from an efficiency perspective. In choosing their reservation wage, workers do not take into account the effect on market tightness θ; and this gives rise to a negative externality on other workers. In some circumstances then (when α is small, so changes in θ become relatively important), migration can help eliminate this inefficiency by forcing wages downwards. The impact of migration on in-work value is not limited to the wage: the match disutility is also important. Next, I explore the impact of migration on the expected disutility of a job for natives, conditional on the job being accepted: E (ε w ε > v N ) = 1 ε (w v N). Notice this is identical to the native job acceptance probability, F ε (w v N ), given the uniform distributional assumption. Intuitively, a larger acceptance probability is indicative of a higher tolerance for bad matches. For an economy with initially zero migrants (π = 0), the response of expected disutility (or the acceptance probability) is: 14

df ε (w v N ) dγ = 1 ε ( dw dγ dv ) N dγ [ ] α (p vn ) + (1 α) 4 (v N b N ) 1 = α (p v N ) + 2 (v N b N ) 2 ε (v N v M ) The effect on expected disutility is always negative. Intuitively, the effect of migration enters the system entirely through the wage w. So, given the existence of moderating effects via θ, there is no reason why the unemployment value v N should decline more than w. This means any effect on the wage observed in the data may underestimate the overall effect on in-work value: for example, native workers may be displaced to distant locations or second-choice industries or occupations. costs. These effects may alternatively be characterized as mobility Finally, I consider the effect of migration on the native employment rate, which I denote by ρ N. This is the product of the offer arrival rate and the job acceptance probability: ρ N = m N θ 1 α 1 ε (w v N) Similarly to the effect on v N, there are two opposing forces: market tightness θ grows, pushing ρ N upwards; but the acceptance probability 1 ε (w v N) contracts, pushing p N downwards. Again, either effect may dominate; and this depends on the parameter values. initially set to zero, the elasticity of migration with respect to ρ N is: 1 dρ N ρ dγ = [ ] (2 3α) (p vn ) + 4 (1 α) (v N b N ) vn v M α (p v N ) + 2 (v N b N ) p v N With π For given v N and v M, the effect is decreasing in α. This is for two reasons. First, a larger α makes the market tightness θ less responsive to the mark-up (p w): this is evident on inspection of (14). And second, as above, a larger α means the impact of migration is manifested more in w and less in θ; so the (positive) effect of θ is less likely to dominate. The overall effect on ρ is unambiguously positive for α 2 3 α = 1. and unambiguously negative for It is instructive to contrast these predictions with those of Chassamboulli and Palivos (2014) and Chassamboulli and Peri (2015), who assume wages are negotiated ex post by individual bargaining - rather than being set ex ante. In their set-up, the wage curve pertaining to natives is effectively static in the face of migration. Migration enters the model instead 15

entirely through the job creation curve, which shifts outwards. That is, firms are encouraged to enter by the arrival of migrants with low wage demands. The effect on native wages (as well as welfare and employment) is then unambiguously positive, since natives demand a higher wage given the tighter market (that is, a movement up along the wage curve). 2.6 Policy implications The acknowledgement that labor markets are imperfectly competitive throws up new complications in the analysis of policy. In particular, many policies whose intention is to stem the flow of migrants (and thereby protect native wages) may in some circumstances be selfdefeating. The overall wage effect ultimately depends on how the wage-setting response of firms shifts following the policy change. Holding v N constant, the effect of a migration policy on the wage response can be broken down in the following way: dw = 1 2 [γdv M (v N v M ) dγ] (16) The key point is that policies which are intended to reduce the efficiency-weighted migrant share, γ, will often force down v M also. And so, the overall impact on wages may end up being negative. If α is sufficiently large, this would have negative implications for native welfare. Importantly, equation (16) shows that changes in v M will matter more if there are already many migrants in the country. For example, government may attempt to discourage migration by restricting access to out-of-work benefits. But if b M falls relative to b N, firms will exploit migrants lower wage demands (all else equal) by cutting wages for all. Similarly, policies which constrain visa time limits (so r M grows relative to r N ) will cause γ to fall, but migrants wage demands (as defined by v M ) will decline also. A particularly interesting case is that of migrants matching efficiency m M. Consider, for example, the implications of amnesty policies or other interventions which improve assimilation (such as subsidized language instruction) and thereby raise m M. Clearly, in the extreme case, if m M is initially equal to zero (so γ = 0), this must have a negative effect on native wages (since v M < v N ). But, the opposite may be true if m M is large. For example, if b M = b N and r M = r N, it is clear that setting m M equal to m N will ensure a wage outcome equivalent to that under γ = 0 (since migrants are now identical to natives). And so, if b M = b N and r M = r N, there must be some value of m M (below m N ) at which native wages are increasing in migrants matching efficiency, m M. 16

Chassamboulli and Peri (2015) also consider the effect of various migration policies in a frictional labor market. But, their assumption of ex post bargaining yields very different implications: changes in v M and γ in their model (all else equal) yield the reverse effects to those in mine. In particular, an increase in the migrant value v M (all else equal) is harmful for natives if wages are bargained ex post: higher migrant reservation wages would discourage firm entry, and natives would therefore suffer from lower wages, employment and welfare. And an increase in the efficiency-weighted migrant share γ is beneficial for natives (all else equal), because this encourages firm entry. In general then, native wages in their model (as well as employment and welfare) are best supported by the presence of many migrants with ideally low wage demands. But, it is specifically these conditions which are the most detrimental for native wages in my set-up. 3 Heterogeneous firms So far, I have assumed that firms are identical - with only a single wage in equilibrium. However, allowing for heterogeneity across firms brings to light some interesting distributional implications of migration. In incorporating this heterogeneity, I follow the approach of Albrecht and Axell (1984). They demonstrate that the presence of distinct groups of workers (with distinct leisure values) facilitates a separating equilibrium, where high-productivity firms offer high-wage jobs to the general population, while low-productivity firms offer lowwage jobs targeted specifically at the low-value group. I build on these results by incorporating some dispersion in match quality (driven by job-specific disutility ε) in the model. As I have already argued, this match dispersion makes the supply of native labor to individual firms somewhat inelastic in equilibrium, so native wages will adjust as migrants enter the economy. However, now that I allow for firm heterogeneity, migration affects not only the level but also the distribution of native wages. Suppose there is a fixed population of firms, which can either pay the fixed cost c and produce - or remain inactive. These firms are heterogeneous in the following sense: an employee of firm j produces p j units of the output good, and p j varies across firms according to some distribution F p. Effectively, there is a limited supply of productive firms. In this setup, only the most productive firms will produce, and all but the marginal firm will receive positive profits (net of the fixed cost c) in equilibrium. I denote the productivity of the marginal firm as p, and the stock of active firms as k. As before, market tightness θ is defined as k, where u is the efficiency-weighted stock of unemployed workers. u 17

Equilibrium can be characterized by five unknowns: v N, v M, F w, θ and p, together with the following equations. The discounted unemployment value is: v T = b T + m T 1 ˆ r T + λ θ1 α 2 ε w (w v T ) 2 df w (17) for T = {N, M}. The wage offer distribution can be derived by integrating over the distribution of firm productivities, above the marginal productivity p: F w (x) = where w (p) is the firm s optimal wage decision. If match disutility ε is uniformly distributed 9 : ˆx 1 f w (w (p)) df p (18) 1 F p ( p) p 1 w (p) = [p + v 2 N γ (v N v M )] if p > v N + γ (v N v M ) 1 (p + v 2 M) otherwise If the marginal productivity p is sufficiently small, there will be some firms in equilibrium which employ only migrants - and thus take no account of the native reservation value v N. And finally, free entry guarantees that the profit of the marginal firm net of the fixed cost c is equal to zero: θ α = [ p w ( p)] 2 λc ε All but the marginal firm will receive positive profits in equilibrium. Notice that more productive firms have more employees in equilibrium. This is because they set higher wages, so more workers accept job offers. This is consistent with empirical evidence on the relationship between firm size and wages (e.g. Brown and Medoff, 1989; Oi and Idson, 1999). And it has often been argued that this relationship reflects the upwardsloping labor supply curves facing monopsonistic employers (e.g. Weiss and Landau, 1984; Burdett and Mortensen, 1998; Manning, 2003). More productive firms also employ relatively fewer migrants - as a share of their workforce. For a firm with productivity p, the migrant share can be shown to be: 9 To keep things simple, I have assumed in (19) that ε is sufficiently large (or the maximum p sufficiently small) such that, in equilibrium, there are always at least some migrants who reject offers from even the most productive firm. This ensures that the supply of migrants is never entirely inelastic for any firm. (19) (20) 18

l M (w (p)) l M (w (p)) + l N (w (p)) = [ ] w (p) v M w (p) (1 γ)v N γv M π if p > vn + γ (v N v M ) 1 otherwise (21) which is decreasing in p. Intuitively, for any given wage w, the supply of native labor is relatively more elastic than the supply of migrants; so more productive firms (with higher wages) will attract relatively more natives. The disproportionate concentration of migrants in low-value firms bears a clear relation to evidence on skill downgrading (see e.g. Dustmann and Preston, 2012). What is the effect of migration? An increase in γ causes wages to fall, and this effect arises through two channels. First, there is the direct effect of γ illustrated in equation (19): migration will always drive down wages in equilibrium if v N exceeds v M. And just as in the baseline model, this effect is moderated by a smaller α and more elastic job creation curve. But, in this model with heterogeneous firms, there is also a second channel. The introduction of migrants with low reservation values facilitates the entry of less productive firms. As the marginal productivity p drops, workers can expect to receive lower wage offers on average. The flip-side of this is increasing rents accruing to firms with productivity exceeding p. This contrasts with the baseline model, where all profits are necessarily wiped out in equilibrium by the fixed cost c. Having said all that, the implications for welfare and employment remain ambiguous - for the reasons outlined above. In this framework, migration also has important distributional consequences, even within the native population. As p drops and firm productivity becomes increasingly dispersed, wage differentials between natives must grow. Some of this is compensated by match disutility. But, there is also an element of luck: imperfectly competitive models necessarily yield rents. So overall, there must be larger dispersion across individual natives in the value of employment ex post. The wage gap between natives and migrants also increases with γ. This is the case even in equilibria with no segregation, with all firms employing at least some natives. This is because migrants are relatively more willing to accept wage offers from the low productivity firms which are entering the market. Finally, in an economy with heterogeneous firms, migration can facilitate the emergence of labor market segregation. In an equilibrium with no migrants (γ = 0), the productivity p of the marginal firm p (and it s wage) must lie above the native reservation value v N. As γ grows though, p will eventually fall below the threshold v N + γ (v N v M ); and the new marginal firms offer wages which are so low that only migrants accept them. 19

Labor market segregation is incomplete here though, in the sense that there can never exist firms which employ only natives: migrants can always receive (and are free accept) offers from any firm. Since migrants in this model are not excluded from any part of the economy, there is no particular reason to expect the emergence of this kind of segregation should dull the impact of migration on native outcomes. In the Appendix though, I also study the implications of exogenous segregation - where barriers are erected between native and migrant labor markets due to outside considerations, such as language or social networks. In these circumstances, competition between natives and migrants can indeed be blunted. 4 Conclusion According to the immigration surplus result, if capital is perfectly elastic, native labor should benefit on average from migration - or at least, it should not lose. However, I have shown this result is vulnerable if firms have monopsonistic power in the labor market. If migrants have lower wage demands than natives (and there is good theoretical justification, as well as empirical evidence, to substantiate this claim), firms will be able to exploit the arrival of new migrants from abroad by offering lower wages for all - even if productivity is entirely unaffected. The model also predicts workers will be compelled to accept lower quality offers - an adverse effect typically unobserved in the data. Of course, I have abstracted away from skill heterogeneity throughout this paper, focusing instead on homogeneous workers. But, these results are easily transferred to a more complex economy. In particular, my results suggest the migrant employment share within skilldefined cells will matter for wages within those cell, even if employment in those cells (which presumably determines the marginal product) is held constant. I have also explored the implications of heterogeneity among firms. Migration in this case not only affects the average level of natives wages, but also the distribution. This is because the low wage demands of migrants facilitates the entry of low productivity firms, which causes the wage offer distribution to expand. Importantly, despite the unambiguously negative effects on native wages in this model (with productivity held fixed), the impact on native employment and welfare is uncertain. This is because the entry of new firms (encouraged by migrants low wage demands) offers natives some compensation in terms of a tighter labor market. Either way though, the fact remains that the immigration surplus result is vulnerable. Finally, I have offered a brief discussion of the policy implications. The main message here 20

is that policies outwardly designed the stem the flow of migrants (and thereby support native wages) may in some circumstances be self-defeating. For example, restricting access to outof-work benefits may discourage migrants from entering the country; but at the same time, those migrants already present are likely to reduce their wage demands - with repercussions for natives earnings. On the other hand, amnesty-type policies which foster access to the labor market may ultimately serve to support native wages, as migrants improve their outside options. An alternative (more direct) approach would be to protect native wages through minimum wage legislation. In concluding, it is worth emphasizing that the overall impact of many of these policies is ambiguous from a theoretical perspective, given the existence of various countervailing effects. Ultimately, their efficacy is an empirical question, which I leave to future research. Appendix Segregated labor markets In the main text, I have assumed that natives and migrants compete in the same labor market. However, language barriers and ethnicity-based job networks (see e.g. Munshi, 2003) may dull the competition between natives and migrants. Also, firms which employ undocumented migrants (especially if they pay below the minimum wage) may conduct their recruitment activity somewhat discreetly, outside the general labor market. Ultimately, all this will blunt all the effects of migration on native outcomes analysed in the main text. But, we should still expect some impact to the extent that segregation is incomplete. I model market structure in the following way. There are two distinct markets, characterized by their own matching functions: the general market and ethnic market. I distinguish outcomes in the ethnic market notationally by hats (ˆ). I assume in this exercise that firms are identical, with labor productivity p. Firms can choose which market to enter; but to keep things simple, I assume they cannot participate in both markets simultaneously. 10 From the perspective of firms then, this is a problem of directed search in the style of Moen (1997). 10 Alternatively, firms may be permitted to participate in both the general and ethnic markets (and offer different wages to each market), as long as they do not recruit from both markets to the same plant or workplace (for equivalent work). I assume though that each plant requires a fixed cost c to remain active; and in this sense, they can be treated as distinct firms in the analysis. Critically, I do not permit firms to offer different wages (ex ante) to natives and migrants in the same market (for equivalent work). This extreme type of discrimination is presumably increasingly difficult to implement. 21