Working Paper Series FSWP An Empirical Test of the Rent-Shifting Hypothesis: The Case of State Trading Enterprises

Size: px
Start display at page:

Download "Working Paper Series FSWP An Empirical Test of the Rent-Shifting Hypothesis: The Case of State Trading Enterprises"

Transcription

1 Working Paper Series FSWP An Empirial Test of the Rent-Shifting Hypothesis: The Case of State Trading Enterprises By Stephen F. Hamilton University of Arizona and Kyle W. Stiegert University of Wisonsin-Madison Abstrat: A entral result in the theoretial literature on strategi trade is the rent-shifting hypothesis, the idea that government s an employ trade poliy as a preommitment devie to transfer profit from foreign to domesti firms. To our knowledge, however, the rent-shifting hypothesis remains untested empirially. This paper onstruts a theory-based empirial test of rent-shifting behavior that relies on observations of government preommitment variables employed through State Trading Enterprises (STEs). The analysis applies data on the delayed produer payment struture of the Canadian Wheat Board (CWB) and examines its merits as a rent-shifting mehanism in the international durum market. The model fails to rejet the hypothesis that the CWB utilizes a pre-ommitment mehanism in the international durum market and several nonparametri tests onfirm that the observed transfer payments set by the CWB are onsistent with rent-shifting behavior in the pre-wto period. JEL lassifiation: F12; L13; L66 Key words: Profit shifting; vertial separation; new empirial industrial organization The authors are listed alphabetially; neither laims first authorship.

2 An Empirial Test of the Rent-Shifting Hypothesis: The Case of State Trading Enterprises 1. Introdution Beginning with the seminal work of Brander and Spener (1984, 1985), a large and growing literature has addressed what has beome known as the rent-shifting hypothesis, the possibility that government trade poliy an be used as a devie to transfer profits from foreign to domesti firms. The theoretial foundation for strategi trade poliy has subsequently developed in several important diretions. Brander and Spener (1988), Spener and Jones (1991, 1992), Fung (1995), Ishikawa and Lee (1997), and Ishikawa and Spener (1999)), among others, onsider the effet of vertial struture on strategi trade and haraterize how various inentive shemes and patterns of intermediate goods exhange bear on the optimal rent-shifting poliy design. Neary (1994) examines the relationship between the soial ost of publi funds, transnational differenes in prodution osts, and the optimal level of a domesti export subsidy. Dixit (1988) and Qiu (1995) onsider irumstanes under whih ountervailing duties by an importer provide suffiient deterrene to urtail the rent-shifting ativities of an exporting ountry. Goldberg (1995) and Karp and Perloff (1995) investigate the strategi trade impliations of limited government ommitment, and Bagwell and Staiger (1994), Maggi (1996) and Brainard and Martimort (1997) examine the effet of inomplete information on the optimal rent-shifting mehanism. In light of the onsiderable theoretial attention devoted to strategi trade poliy, it is somewhat surprising to note that the rent-shifting hypothesis remains untested empirially. 1 The goal of the present paper is to provide this link. The theoretial underpinnings of our approah are as follows. Aording to the rentshifting hypothesis (in any of its various forms), a mehanism must exist for a government to 1 Several papers have estimated mark-ups of prie over marginal ost in international markets (see, e.g., Aw (1992, 1993), Levinsohn (1993), Harrison (1994), and Goldberg and Knetter (1999)). However, these papers address the degree of international market ompetition, and not the related questions we examine here, whih are: (i) is there evidene of pre-ommitment in the international data, and (ii) given an estimated level of strutural ompetitiveness of the international market, is the relevant pre-ommitment parameter set at the optimal level to shift-rent? 2

3 establish some form of preommitment in the export market. 2 Through preommitment to a partiular trade poliy, the government an then use an appropriately designed mehanism to shift rent from foreign to domesti firms by effetively lowering the marginal ost of domesti prodution (e.g., with a unit subsidy). In quantity-setting games, the relative unit ost differential between domesti and foreign firms derived through suh a poliy leads to a ommensurate output differential that, in an optimally designed preommitment program, is exatly that whih would our in a Stakelberg leader-follower relationship between domesti and foreign industry groups. The empirial hallenge to an examination of the rent-shifting hypothesis is that the analysis must make a orresponding oneptual division; the presription of preommitment preludes market data from being viewed as the outome of a single-stage game. Consequently, we divide our empirial analysis into two setions that orrespond to eah of the two stages onsidered in the theory: a preommitment stage, in whih a government hooses the optimal rent-shifting transfer, and an output stage, in whih foreign and domesti marketing agents respond. Our empirial approah is developed through the use of two proedures, eah of whih onforms to an individual stage-game suggested by theory. In the first proedure, whih orresponds to the output stage-game, demand and ondut parameters are estimated in a segmented international market omprised of two exporting regions and one importer. The domesti export region, the region hypothesized to shift rent, is represented by a nationallysantioned marketing agent with exlusive ontrol of all domesti output, whereas a group of foreign marketing agents onduts independent marketing ativities in the remaining export region. We estimate the output stage in the tradition of existing models of asymmetri ost equilibria (see, e.g., Kahai, Kaserman and Mayo (1996); Berg and Kim (1998)), with one notable differene: government trade poliy is onsidered as a shift parameter in the domesti marginal ost funtion. In the seond proedure, whih orresponds to the preommitment stage of the 2 In quantity-setting games, this mehanism is typially an output (or investment) subsidy, although the treatment extends readily to various other trade instruments, suh as tariffs and import quotas. 3

4 theoretial model, we employ a subset of the output-stage results to haraterize the value of the trade poliy parameter assoiated with the optimal degree of rent-shifting. Two nonparametri statistial approahes (a Wiloxen signed-rank test and a bootstrap method) are subsequenty utilized to evaluate the relationship between the estimated optimal and observed transfer payments made between the domesti government and its marketing agent. The merits of this empirial approah are twofold. First, if the domesti government does in fat use a form of preommitment in the international market, then the observed trade poliy parameter an be used to derive an initial test of the rent-shifting hypothesis in the outputstage model. Namely, beause the reation of foreign marketing agents to a hange in the quantity of domesti exports is endogenous in the preommitment stage, this implies that the ondut parameter assoiated with the domesti marketing agent, itself, is pre-determined. Indeed, it is preisely this impliit funtional relationship that makes rent-shifting behavior possible. As we demonstrate in the empirial setion of the paper, this determinay leads to the following neessary ondition for rent-shifting behavior. When the ondut of the domesti marketing agent(s) is estimated as a free parameter in the output stage, trade poliy is an effetive rent-shifting mehanism only if the ondut parameter is of unit value. The seond merit to our approah is that the parameters estimated in the output stage also define the optimal level at whih the government preommitment variable should be set. Correspondingly, if the neessary ondition for rent-shifting behavior annot be rejeted in the output stage model, it is possible to alulate the optimal preommitment level and test whether the observed trade poliy parameter is set in a fashion onsistent with theory. We hoose to fous our empirial analysis on the delayed produer payment system of State Trading Enterprises (STEs). The behavior of STEs in international markets is well suited to our purpose in several regards. First, unlike the ase of rent-shifting arrangements between a government agent and private firm(s), whih may be ompliated by, among other things, strategi delegation issues and asymmetri information problems, STEs operate through a single marketing board with the exlusive ontrol of both the instrument for strategi trade (i.e., the unit 4

5 transfer prie) and the quantity traded. Seond, time-series data on STE ativities are publily available. Finally, apart from reasons of purely analytial onveniene, the behavior and praties of STEs are important in their own right. At least sine the Uruguay settlement of GATT, the role and behavior of STEs, whih have reported objetives that inlude protetion of domesti markets from world market influene and expansion of export market shares, have been a major onern in the emerging international ommitment to free trade (GAO, 1995). We apply our test of the rent-shifting hypothesis to the international durum market. International durum trade is an analytially onvenient subjet to study, as durum wheat is a relatively homogeneous ommodity with a limited number of global exporters. Over the pre- WTO period that omprises our data, moreover, the durum market is served by a single STE, the Canadian Wheat Board (CWB). 3 Our priniple finding is that the delayed produer payment struture implemented by the CWB in this period is onsistent with rent-shifting behavior. Further analysis of individual marketing years supplements this result, moreover, as the atual pre-payment disount implemented by the CWB and the estimated optimal rentshifting transfer annot be statistially differentiated in 17 of 24 sample years. The remainder of the paper is strutured as follows. Setion 2 provides bakground information that summarizes the urrent priing pratie of the CWB, with partiular attention direted towards the payment struture in the durum market. Setion 3 presents a theoretial framework that outlines the essential details of how a delayed produer payment system serves as a rent-shifting devie and derives the entral estimation equations we pursue in the empirial portion of the paper. Setion 4 outlines the empirial methodology. Setion 5 ontains the estimation results, and, in Setion 6, the paper onludes with a brief summary of our findings and suggestions for future work. 2. State Trading Enterprises, Vertial Separation, and Preommitment 3 The CWB is authorized under Canadian law to have near omplete autonomy over the marketing, storage, logistis, and priing of the nation s hard wheat, durum and barley exports. 5

6 In the Uruguay settlement of GATT, the urrent WTO member nations made signifiant ommitments toward freer trade through tariffiation of quotas, sheduled redutions in internal prodution and trade distortions, and tightened definitions of national autonomy in a new hard law framework. A major issue of onern in this settlement regarded STE ativity. In partiular, the question arose as to whether the programs instituted by STEs ould be tailored to irumvent the growing international ommitments toward free trade. In the post-uruguay period, the U.S. Congress ommissioned the General Aounting Offie to ondut two studies investigating and interpreting STE behavior (GAO, 1995; GAO, 1996). In these studies, STEs were shown to use poliy tools that have reasonably lear WTO ompliane rules, inluding prodution and import levies, prie supports, and export subsidies (GAO, 1996). The reports also ited several other STE ativities that are more problemati under WTO law, inluding export lienses, subsidies not tied marginally to a ommodity, aess to below-market borrowing rates, tax advantages, transportation subsidies, and delayed produer payments. The GAO (1996) study reognized delayed produer payments as a soure of priing flexibility, beause STEs initially set produer payments before final export marketing onditions are revealed. However, the report failed to draw attention to another important feature of the delayed payment system: almost exlusively, the initial payments for ommodities brokered by STEs are set at substantially below-market pries. The large body of literature on vertial separation suggests that similarly strutured payment systems between upstream and downstream firms are apable of generating the neessary preommitment mehanism to attain a Stakelberg leadership position (see, e.g., Bonanno and Vikers (1988), Lin (1988), Coughlin and Wernerfelt (1989), and Kühn (1997)). By setting a below-market prourement prie for a ommodity, a legally santioned STE is thus able to shift rent in the export market in muh the fashion that a downstream firm in a vertially strutured industry an strategially position itself 6

7 through use of an upstream prie restraint. 4 Moreover, in the ase of STEs, the final payment in a delayed produer payment system, whih is typially delivered in lump-sum fashion, provides an expliit method of transfer bak to the input supplier that rationalizes the system. The essene of the vertial separation argument, as it relates here, is as follows. Through an appropriately strutured system that employs below-market priing of an upstream produt with a linear ombination of lump-sum payments and equity sharing arrangements with the input supplier, a downstream firm an attain the requisite preommitment for Stakelberg leadership. The delayed payment system in a STE is of preisely this form: the STE typially pays upstream produers a below-market prie, then later provides lump-sum reimbursement after proeeds are generated in a downstream international market. Consequently, the delayed payment approah is apable of reating a redible marginal ost advantage for the STE in an international market, therein providing the neessary preommitment to shift rent. The delayed produer payment struture is equivalent in this regard to a poliy of diret export subsidization. In the partiular example we pursue here, the delayed payment system of the CWB, Canadian durum produers are required to market all output through the CWB both for domesti onsumption and for export. In eah year, the initial payment is announed by the CWB prior to harvest. Figure 1 highlights the details of this payment system for durum wheat. In the figure, the total height of eah bar is the prie reeived by Canadian produers in eah year, whih is the sum of initial, middle, and final payments provided by the CWB. The lower portion of eah bar is the initial payment paid to produers at the time they relinquish the grain, while the upper portion represents the sum of middle and final payments to produers after all revenue, net of ost, is determined. The salient feature of figure 1 is that the CWB onsistently delays payment for a substantial portion of the unit value of durum wheat. This deferred portion of the unit value represents a shift in ost between what is essentially a marginal ost and a fixed ost omponent 4 See Hamilton and Stiegert (2000) for an analysis of the antitrust impliations of suh vertial arrangements in international markets. 7

8 of the CWB. For the reasons mentioned above, whih we lay out more formally in the next setion, we take the level of this pre-payment disount, the differene between the initial payment and the resulting world market prie in eah year, to represent the preommitment parameter through whih a rent-shifting outome obtains. There are several irumstanes of durum trade that are partiularly well suited for a test of the rent-shifting hypothesis. First, the CWB is the major international player in the durum market. As the sole Canadian exporter for durum wheat, the CWB has maintained a 40-60% export market share over the past several deades (International Wheat Counil). Relative to the other ommodities sold under its auspie, moreover, whih inlude hard wheat and barley, the CWB hannels a larger share of its durum to export markets: for example, in the period, only 5-8% of the durum rop was sold domestially. Seond, unlike the international hard wheat and barley markets, in whih the Australian Wheat Board and Australian Barley Board operate their own delayed produer payment programs, the CWB does not ompete with other STE s in the durum market. Finally, only limited substitution is possible for durum in its primary end-uses of semolina flour and pasta formulas. These elements of the durum market allow us to implement a relatively straightforward empirial approah. 3. Theoretial Struture This setion provides a oneptual framework to identify the important features of the delayed produer payment system as a rent-shifting mehanism. Throughout, attention is onfined to irumstanes in whih a single STE operates in the international market, whih onforms with our empirial development of CWB behavior in the next setion. Consider a global export ommodity that is produed in two prodution regions, a domesti region, in whih operations are organized through a STE, and a foreign region omposed of n independent produers. Global prodution of the export ommodity is strutured in a vertial system omprised of an upstream input market in eah ountry and a single downstream international market. For analyti simpliity, upstream firms produe the input at 8

9 onstant unit osts of D and F in the domesti and foreign ountry, respetively, and eah downstream marketing agent serves as a pure intermediary in the prodution of the finished produt. 5 We further assume that the domesti STE has exlusive ontrol over all input purhases and has the authority to set the upstream market prie in a prourement ontrat, the details of whih are speified in some detail below. In the foreign region, downstream marketing agents are onstrained to purhase the input on the spot market, as would be the ase when legal restritions prevent the expliit ontrol of upstream market pries. For example, antitrust legislation in the U.S. limits the ability of a marketing agent to set the input prie through an upstream prie restraint. 6 Strategi interation between the marketing agents is modeled as a two-stage game. In the first stage, the preommitment stage, the STE selets an upstream transfer prie, w, for the produt. Partiipation by upstream produers in the market is mandatory at this prie. In the seond stage, the STE and the foreign marketing agents ompete in quantities in an international oligopoly market. At the onlusion of this output stage, proeeds aquired by the STE through international durum sales are returned in a lump-sum fashion to the upstream produers. 7 Let Q represent total output of the final good and denote the downstream inverse demand funtion as P(Q), whih is assumed throughout to be stritly dereasing and twie ontinuously differentiable. Downstream marketing osts are assumed to be linear in output and are heneforth subsumed into the market prie. Finally, we impose the stability ondition P'(Q) + QP''(Q) < 0, (1) whih, as demonstrated by Novshek (1985), ensures the existene of equilibrium. The model is solved using bakward indution. In the output stage, the STE seeks to Maxπ D ( q D,Q,w)= ( P(Q) w)q D, (2) q D 5 As will be made lear in a moment, this distintion between the input market and final produt market is motivated purely for expositional onveniene. 6 For a detailed disussion of U.S. antitrust law that governs transations in vertially strutured markets, see Perloff, Rubinfeld and Ruud (1996). 7 Beause the STE ats as a ooperative, the profit maximizing transfer prie is independent of the level of the lumpsum transfer; hene the size of the final transfer payment an be suppressed without loss of generality. 9

10 where π and denote the level of profit and output for the STE in the export market, D respetively, and w is the transfer prie set in the preommitment stage. Maximization of (2) with respet to q D q D yields the first-order neessary ondition: P( Q) + qd P' ( Q) w = 0. (3) Next, let q represent the output of foreign marketing agent i in the export market. F i Letting n denote the number of foreign agents, the aggregate output of foreign firms is q F = n q Fi i =1. For foreign marketing agent i, the objetive funtion in the output stage is whih yields the first-order ondition π Fi (q Fi,Q) = ( P(Q) F )q Fi, P(Q) + q Fi P'(Q) F = 0. (4) Equilibrium in the output stage is found by simultaneously solving the n+1 equations desribed in (3) and (4). To ahieve greater analyti tratability, the remainder of the paper onfines attention to the ase of symmetri foreign firms, q F i = ( 1/ n) q, i. In this ase, the above system of equations an be simplified by aggregating the n first-order onditions (4), whih yields the firstorder ondition for a representative marketing agent F P(Q) + (1/ n)q F P'(Q) F = 0. (5) The equilibrium export volume of the final good from domesti and foreign marketing agents, denoted q ( w, ), i = D F, and the total quantity sold in the export market, Qw (, ), are obtained i, by solving (3) and (5) simultaneously. In the preommitment stage, the STE selets the transfer prie, w, so as to Maxπ ( w) = P( Q( w, )) q ( w,. w D ( ) ) Letting w denote the solution to this problem, the upstream prie set by the STE in the optimal rent-shifting program is D w D = q D P'(Q ) q F (q D,Q ) < 0, (7) q D where q F (q D,Q ) = ( np'(q ) + q F P'' (Q ))(n [ +1) P'(Q ) + q F P''(Q )] 1 is the ratio of q D 10

11 omparative statis of (3) and (5) implied by the STE s hoie of w, and where the inequality in (7) holds by stability ondition (1). In expression (7), the profit-maximizing upstream prie set by the STE speifies that domesti upstream produers sell the input at a prie below marginal ost, whih inreases domesti market share in the international market in an analogous fashion as a domesti output subsidy. 4. Empirial Methodology In a standard empirial industrial organization model, the theoretial underpinning of the market equilibrium is a simultaneous-move game omprised of homogeneous firms (for a review, see Bresnahan (1989)). For our purposes, we extend this framework to onsider an international market equilibrium omposed of two exporting groups: the CWB and a omposite group of symmetri foreign marketing agents that operate without the servies of a STE. Our statistial approah begins with estimation of the output-stage model. For empirial purposes, we write the onjetural variations ounterparts to (3) and (5) with the use of ondut parameters. 8 The onjetural variations model arises by assuming eah firm views industry output Q as a funtion of it s own output q i, whih modifies (3) and (5) as P + q P' ( dq / dq ) w = 0, P + q oe P' ( dq / dq oe ) oe = 0, for the CWB and the omposite group of other exporters, respetively, whih we hereafter denote with the subsripts and oe. Noting that dq / dq i = dq i / dq i + dq i / dq i, where i refers to the ombined output of all marketing agents other than i, and letting m = w denote the markdown payment of the CWB, the onjetural variations ounterparts to (3) and (5) are P + q P' λ + m = 0, (3 ) P + q oe P' λ oe oe = 0, (5 ) where λ i = 1+ υ i is a ondut parameter and the variable υ i (dq i / dq i ), aordingly, is the so- 8 It is well understood that the ondut parameter framework has no valid dynami foundation. However, it provides a onvenient way to haraterize the spetrum of oligopoly outomes and it is ommonly used in empirial industrial organization studies. Genesove and Mullin (1998) provide a good disussion of the possibilities and limitations of the ondut parameter approah. 11

12 alled onjetural variation. In equations (3 ) and (5 ), the departure of λ i from unit value is a logially onsistent test of whether the Cournot-Nash model provides an aurate desription of the industry equilibrium. Under the rent-shifting hypothesis, the optimal markdown payment of the CWB in (3 ), denoted m, is defined by m = w in aordane with (7). Our approah essentially is to estimate equations (3 ) and (5 ). However, an eonometri problem arises in that rent-shifting behavior derives from a previous, preommitment period in whih the optimal markdown payment, m, is determined through the use of output-stage information. A two-step method orrets for this problem. In the first step, the value of m in (3 ) is taken as the observed markdown payment set by the CWB, whih we denote m, and prie and ost information is employed to estimate ondut parameters for the CWB and foreign marketing agents in the output-stage model. Beause m represents the atual markdown payment instituted by the CWB in eah sample year, moreover, this proedure yields unbiased estimates of the various market parameters. In the seond step, the estimated output-stage results are used to reover the optimal rent-shifting markdown in the preommitment stage and nonparametri statistial tests are applied to evaluate the relationship between the estimated optimal and observed markdown payments set by the CWB. The two-step approah outlined above has several advantages. First, if the CWB employs its delayed produer payment system to obtain an optimal rent-shifting position in the international market, as we hypothesize, then we should observe a zero onjeture for the CWB in the output stage (i.e., ν = 0). Indeed, if the CWB set its initial payment level aording to (7) in the preommitment period, the onjetural variation parameter is preisely the information that is subsumed into the optimal markdown payment, m. To derive this result more formally, it is helpful to integrate the two stages of the CWB problem into a single marketing problem, from whih we obtain the first-order ondition P + q P ( 1+ ν ) = 0. If the CWB does not employ delayed produer payments as a rent-shifting mehanism, so that information from the preommitment stage is ignored, the markdown payment m in (3 ) is a pure 12

13 monetary transfer that has no real eonomi effet on industry ompetitiveness. If the CWB operates an optimal rent-shifting program, however, then from (7), unit prodution osts relate to the prourement prie aording to = w + q P ν, whih implies P+ q P ( 1+ ν ) = P+ q P w = 0. Substituting in for the definition of the optimal markdown payment, m = w, yields P+ q P + whih is equivalent to (3 ) only when λ = 1. m = The determinay of the CWB onjeture under rent-shifting behavior provides a testable impliation in the output stage model. If CWB ondut is estimated as a free parameter in an output stage in whih the marginal ost of the CWB is shifted downward by the observed markdown payment, m, then, under the rent-shifting hypothesis, λ = 1 should obtain. If the hypothesis of leadership behavior is not rejeted in the output stage, a seond testable impliation derives in the preommitment stage model. In partiular, based on the relationship between the observed payment set by the CWB in the upstream durum market and the estimated optimal markdown payment alulated from (7), it is possible to assess whether m is onsistent with the profit-maximizing level of preommitment. Standard nonparametri statistial methods an then be applied to investigate the relationship between m and m. To omplete the speifiation of the empirial model, we onsider international demand for durum given by the isoelasti demand equation, 0 P = αq 1/ ε, where ε < 0 is the prie elastiity of demand. Substituting (3 ) and (5 ) in the alulation of (7) and making use of the fat that QP' P = 1 ε and QP'' P' = ( 1 ε) ε, the optimal markdown, m, is haraterized by m = w = S P ε + λ oe S oe (1 ε) ε (1+ λ oe )ε + λ oe S, (8) oe (1 ε) where S is the export market share of the CWB and S = q oe,i Q is the ombined market oe n i =1 ( ) share of other exporters. For given estimated values of the demand elastiity and the ondut parameter of the other exporters λ oe in the output stage of the model, expression (8) generates the estimated optimal markdown payment for eah marketing year. 13

14 5. Estimation and Results Our analysis begins with the estimation of the output-stage model. In the output stage, we onsider a three-region trade model in whih the CWB and the aggregate U.S.-E.U. other exporter region onstitute two distint net export regions and the rest of the world (ROW) are treated as net importers. All equations are expressed in log linear form, whih orrets for the perfet ollinearity problem of the linear Bresnahan model (see Perloff and Shen (1999)) and is onsistent with our speifiation of the demand relation (8). We desribe the demand and supply equations for the importing region (i.e. ROW) as follows: D S row 0 1 d 3 row 3 r 4( d r ) row = a = b 0 + a +b 1 P P d[-1] + a +b Y 2 AC + a P row[-1] + a +b 3 P P b[-1] P b + ε (9) a + ε (10) where S row and D row are prodution and onsumption of durum in the ROW region, respetively, P d is the international prie of durum, Y row is national inome in the ROW region, P r is the prie of a key a substitute produt (rie), AC row is durum areage planted, and P b is the prie of a prodution substitute (barley), and ε a and ε b are random disturbane terms. The [-1] subsripts refer to variables lagged one period, whih reflets the fat that durum supply deisions in a given year are determined prior to the marketing period, and hene depend on lagged values of pries and areage. 9 The exess demand relation for the ROW is haraterized by EDrow Drow S row, whih, making use of (9) and (10), we express in prie-dependent form as: 1 P d = ( a 1+ a 4 Pr ED row -a+ 0 b+ 0 b 1 P d[-1] -a 2 Y row -a 3 P r + b 2 AC row[-1] + b 3 P b[-1] )+ ε ab (11) Suppose the two net export regions, Canada and OE, selet quantities so as to equate pereived marginal revenue with marginal ost in (3 ) and (5 ). Confining attention to suh ases allows for simultaneous identifiation of the supply relationship and ondut parameter based on exogenous rotations of the exess demand urve through the interation term P d P r in (9). Moreover, beause the supply relation (10) does not depend on urrent year prie information, 9 The use of lagged areage is oneptually similar to the use of a lagged supply term but, by removing weather related output fators, better aptures the previous period s prodution ommitment. 14

15 the estimated demand elastiity in the ROW region is idential to that of imported durum. For the OE region, net exports are speified in a similar fashion as above. However, an important distintion is that we onsider stoks holding ativities in the exess supply relation. The supply, demand and stoks equations for the OE region are speified as D oe = S oe = d 0 + d 1 a P d + 3 Y oe + 3 P r + 4 a( P d P r ) + ε (12) P d[-1] + d 2 AC oe[-1] + d 3 P b[-1] + d 4 BST oe + ε d (13) EST oe = e+ 0 e 1 e P d + 2 BST oe +ε e (14) where BST oe and EST oe denote beginning and ending stoks, respetively, and all other variables are defined as in the ase of the ROW above. In (14), ending stoks are modeled as a funtion of beginning stoks and the ontemporaneous prie of durum. Making use of (12)-(14), the following identity is used to alulate exess supply in the OE region (ES oe ): S + oe BST oe D oe + EST oe+ ES oe (15) The exess supply equation also inludes a shift term that aptures the equilibrium deviation of prie from marginal ost represented in (5 ), whih implies, upon gathering equations, that -1 P d = 1+ 4 P r + e 1 ( ES oe d 0 + e o -d1pd[-1]- d2ac oe[-1] - d3 P b +( e) 2 BST oe+ 2 Y oe + 3 Pr) 1 λ oe ESoe a 1+P + ε d, (16) r a 4 where λ oe is the ondut parameter for the OE, ε d is a random disturbane term, and all other variables are as previously defined. For the Canadian region, the supply, demand, stoks and exess supply equations are analogous to those of the OE region in (12)-(16), with one exeption. The marginal ost faing the wheat board in the output stage is redued by the observed markdown payment, m, as speified by (3 ). Proeeding as above yields the estimation equations D S = f 0 + f 1 Pd + f 3Y + f 3 Pr + f 4( Pd Pr ) EST = g 0 = h + g 0 1 P + h 1 d[-1] P d + g + h 2 2 AC BST [-1] + g h 3 P b[-1] + ε (17) f + g 4 BST + ε (18) + ε (19) g 15

16 P d+m = -1 ( ES f 1+ f + f 0 -g 0 + h- o g 1 P d[-1] - g 2 AC[ 1] - g 3 P b+(1+g 4 -h) 2 BST + f 2 Y + f 3 Pr) 4 P r + h 1 1 λ ES a 1 + a 4 P + ε fg. (20) r The data neessary to estimate the model are aquired as follows. International pries, areage, onsumption, prodution, trade, beginning and ending stoks for the various hard wheat ommodities are obtained from World Wheat Statistis. Per apita inome for eah region is alulated using GDP data reported in International Finanial Statistis and population data in the United Nations Population Database. Finally, the (real) international pries of barley and rie are obtained from North Amerian export values available in the United Nations Trade Database and deflated using the industrialized nations produer prie index reported in International Finanial Statistis. The system of equations above is estimated for the durum market over the pre-wto period Sine equations (9)-(20) represent a nonlinear simultaneous equation system, they are estimated using nonlinear 3-stage least squares (N3SLS). The exogenous variables in the system are used as instruments and onvergene is obtained from various groups of starting values. The estimation results are presented in table 1. The important feature to note in the table is that eah parameter estimate essential to our test of the rent-shifting hypothesis is of the orret sign and of a magnitude that onforms either with theory or to previous researh. In partiular, the oeffiients that jointly determine the world demand elastiity in the ROW region, a 1 and a 4, are both signifiant. Based on these values, the estimated demand elastiity in the durum export market (evaluated at the mean prie of rie) is and is signifiant at the 0.01 level. Using the observed prie of rie at eah data point, the elastiity of international durum demand varies in a range between 2.50 to 1.50 over the sample period. 11 The ROW 10 In light of the fat that the U.S. began investigating the trade impliations of STE behavior in 1995 (see GAO (1995); GAO (1996)), we onfine attention to prior years. 11 To our knowledge, there is no published researh that reports estimates of the import demand elastiity for durum over a omparable period of study. However, empirial evidene in hard wheat and ourse grain markets suggests 16

17 ross-prie elastiity with rie, estimated at the mean durum prie, is positive, whih onforms to expetations that rie and durum are substitutes in onsumption. Inome parameters for Canada and the OE indiate that durum is a normal good. Most of the remaining parameters from the supply equations and stoks equations either onform to expetations or are not statistially signifiant. The prie of barley, whih is inluded in the model as a prodution substitute for durum, is statistially signifiant in all three regions, but of the wrong sign in the ROW region. This finding may be due to the fat that barley is a substitute in Canadian and OE growing regions, but less important to the diverse growing regions haraterized by the ROW. The parameters for beginning stoks in the ending stoks equations are positive and statistially signifiant in both export regions, with magnitudes that indiate more pronouned stoks adjustments in the U.S. than in Canada. In eah ase, stoks holding behavior is positively related to the world export prie, whih indiates that both regions may attempt to influene the world market prie for durum through grain storage. The ondut parameters, both for the CWB (λ = 1.05) and for the OE region (λ oe = 0.74 ), are statistially signifiant, whih provides some indiation that the world durum market is nonompetitive. Making use of the output stage estimation results, moreover, the hypothesis that λ =1 annot be rejeted. 12 Hene, we fail to rejet the hypothesis in the output stage model that the CWB shifts rent through its delayed produer payment program. The estimated ondut of the CWB in the output stage provides a neessary, but not a suffiient, ondition for rent-shifting behavior. 13 Consequently, we next turn to the question of whether the observed CWB markdown payments are onsistent with the optimal employment of a rent-shifting mehanism in the preommitment stage. Figure 2 ompares (in perentage terms) the observed markdown in the durum market, m, with the estimated optimal markdown payment over the period, m. The observed that the import demand elastiities reported here are quite reasonable (see, e.g., Paarlberg and Abbott (1986), Tyers and Anderson (1988), and Devadoss and Meyers (1990)). 12 In ontrast, a similar test on the ondut parameter for the OE region rejets the hypothesis of unit value at the 0.05 level. 13 Indeed, a unit ondut parameter is also onsistent with stati, one-shot Cournot-Nash ompetition. 17

18 markdown payment in eah period is taken to be the differene between the initial prourement prie and the global market prie for durum, while the estimated optimal markdown is based on the relevant output-stage oeffiients that omprise equation (8). Other than notable exeptions that our in the years 1980, 1987, 1990, and 1995, the estimated optimal markdown prie seems to trak fairly losely with the observed markdown payments implemented by the CWB. This provides some asual evidene that the markdown payments set by the CWB are set at the optimal level to shift rent. Before proeeding with a more formal analysis of the preommitment stage, we first assess the extent to whih the orrespondene between m and m provides evidene to support the optimality of payments in a rent-shifting program. It is important to note that the alulation of the optimal markdown payment in (8) relies on the use of estimated oeffiients in the outputstage model (a 1, a 4 and λ oe ), where eah of these parameters, in turn, is onditional on the vetor of observed markdown payments, m. For this reason, it is neessary to address the extent to whih m is onditioned by m through the output-stage oeffiients before inferenes are drawn regarding the optimality of the observed markdown payments. To evaluate this issue, we alulate the sensitivity of m to various perturbations in In partiular, we re-estimate the output-stage model following several perentage magnitude adjustments in m. The ondut parameter and oeffiients that determine the demand elastiity are extremely robust in response to eah of these perturbations. For the largest magnitude hange, a 20% inrease in m, the parameters relevant to our alulation of m, a 1, a 4 and λ oe, derease in absolute value terms by 1.38%, 1.66% and 0.01%, respetively. The ar elastiity of m. m with respet to m is for eah magnitude of the hange, with a range that varies between and aross individual data points (due to variation in output levels). These results indiate that the alulated value of m is not highly onditional on m in our sample An anonymous referee suggested an alternative way to address this issue. To the extent that an estimated optimal markdown payment is onditional on the observed markdown payment, suboptimal behavior may appear to be optimal in the preommitment stage omparison (type II error). To evaluate this possibility, we uniformly inrease eah observed markdown payment by $5 (a mean inrease of 19.2%) and re-estimate the output-stage model. The alulated values of the optimal markdown payments differ only marginally from those reported in table 2 and, 18

19 The observed and estimated optimal markdown payments are reported in table 2. The differene between the values of m and m in eah sample year provides the basis for our statistial assessment of the rent-shifting hypothesis in the preommitment stage. On average, the observed markdown payment set by the CWB is $26.03, whereas the estimated optimal markdown is $24.14 in the sample period. Beause we have limited knowledge of the underlying distributional properties of m, we apply two nonparametri tehniques to evaluate the hypothesis that m = m. The first tehnique employs a standard nonparametri bootstrap proedure on the system of equations to generate a onfidene interval about m, whih allows the hypothesis of equal markdown payments to be examined in eah sample year. 15 The bootstrap is implemented by generating OLS parameter estimates of the redued form system and sampling (with replaement) from the errors of the redued form equations to reate 1000 simulated pseudo-samples of the endogenous variables. The simulated endogenous variables are then introdued into the strutural system to generate the vetor of strutural parameter estimates neessary to alulate m in eah sample year. For eah marketing year, the third olumn of table 2 reports the bootstrap p-value for a test of equal oeffiients, m = m. In 1980 and 1990, the observed markdown payment implemented by the CWB is either zero or near zero, whih indiates that a rent-shifting markdown payment was not implemented. Of the remaining sample years in whih a positive markdown is observed, the results fail to rejet the hypothesis of equal oeffiients at the 0.05 level in 17 of 22 ases. Thus, in the majority of years in the sample the markdown payment instituted by the CWB is not statistially different from the optimal rent-shifting markdown at the bootstrapped sample means. In four of the five remaining years in whih the hypothesis of equal oeffiient is rejeted, the observed markdown set by the CWB exeeded the level neessary to aquire the optimal rent-shifting advantage in the durum market. Eah of these ases orresponds with a strong leadership signal, although an exessive markdown payment is orrespondingly, the hypothesis that the suboptimal payment level are optimal is rejeted on the basis of the Wiloxen signed-rank test (desribed in detail below). 15 See Efron and Tibshirani (1993) for a general disussion of this approah. 19

20 learly sub-optimal in ontext of the stati theoretial struture that frames our approah. Only in 1995, the final sample year in our study, is the observed markdown payment both signifiantly different than zero and below the estimated optimal markdown. 16 We next examine the orrespondene between the estimated and observed markdown payments in the entire sample range. The overall agreement between m and m in the entire sample range is entral to our analysis of the preommitment stage, partiularly when one onsiders that the final world prie is to some extent unertain at the time the initial payment is announed. 17 In any given year, exogenous shoks (e.g., output shoks due to weather events) an potentially our between the time the initial and final payments are made that influene the performane of the rent-shifting poliy. Provided that the exogenous shoks are unorrelated, however, extending the analysis to the entire sample range dampens the influene of suh events, even in a small time series suh as ours. To address the general relationship between the observed and estimated optimal markdown payments over the sample period, we employ a Wiloxen signed-rank test (see Wilox (1987)). The Wiloxen test, whih relies on sequentially ranked differenes of the median values of m and m is used to generate a z-sore for the hypothesis that m = m. 18 The result of this test is reported with its orresponding p-value at the bottom of table 2. With 24 pairs of observations of the ranked data, we fail to rejet the hypothesis that the estimated optimal and observed markdown payments oinide over the sample period. Thus, the results of the Wiloxen signed-rank test suggest that the prourement priing struture of the CWB in the preommitment stage is indeed onsistent with the rent-shifting hypothesis Although we do not wish to press the point here, it is interesting to note that the 1995 marketing year also orresponds to the first year of the U.S. Congressional investigation into STE behavior (GAO 1995, 1996). 17 To obtain unbiased parameter estimates in the output stage model, however, it is neessary to onsider the markdown payment as the observed deviation from the atual market prie, not the expeted market prie. 18 If eah differene is from some symmetri distribution, of ourse, then any inferene about the median also applies to the mean. 19 We also performed two other tests on the relationship of m and m : a simple t-test of the means and Spearman s oeffiient of rank orrelation, neither of whih differed signifiantly from the Wiloxen test results. 20

21 Several features may explain why our sample involves a higher observed markdown on average than the estimated optimal markdown payment. First, the delayed produer payment system may provide anillary benefits not onsidered in our analysis, suh as a soure of interestfree short-term loans to manage day-to-day operations of the CWB. Seond, the CWB ontrols both the transfer prie and the quantity marketed for export, whih allows greater latitude for strategi behavior than that whih is onsidered here. Finally, our estimates of the output stage parameters are based on information from the entire sample period, whereas the CWB operates on a year-by-year marketing basis. On the whole, while one should be alert to the possibility of data problems, our findings seem remarkably onsistent with the hypothesis that the delayed payment system of the CWB serves as a rent-shifting mehanism in the international durum market. 5. Conluding Remarks The purpose of this paper was to derive and implement a general test of rent-shifting behavior in international markets. Our examination of the international durum market, in whih the CWB ats as the sole exporter for Canada, failed to rejet the hypothesis that the priing struture employed by the CWB is targeted at the optimal level to shift rent. The empirial approah we developed here to test the rent-shifting hypothesis provides a general methodology for the examination of multi-stage games in non-ompetitive markets. The empirial analysis was onduted using two proedures that orrespond, in parallel fashion, with eah of the two stages of the theory. In the first proedure, the output stage of the model was estimated using ondut parameters to desribe equilibrium market behavior in an environment that onsidered the strategi manipulation of a poliy parameter in the domesti marginal ost relation. A testable impliation resulted for these output stage estimation results. Namely, it was demonstrated that a neessary, though not a suffiient, ondition for rent-shifting behavior is a unit value for the estimated ondut parameter of the domesti marketing agent. Applied to the role of the CWB in the international durum market, this hypothesis ould not be rejeted. The 21

22 seond proedure relied on information from the preommitment stage that permits several nonparametri statistial tests to be employed to evaluate the hypothesis that the observed markdown is onsistent with the optimal rent-shifting markdown. Based on these tests, the hypothesis that the delayed produer payment system of the CWB is onsistent with the optimal rent-shifting poliy in the sample period ould not be rejeted. As the trend ontinues towards greater integration of international markets, extension of these findings to other markets (and other trade poliy parameters) is essential. Evidene of similar rent-shifting poliies in other export markets, whether instituted by governments through delayed produer payments and export subsidization programs or by private market mehanisms suh as union-management ontrats, upstream equity-sharing relations, and strategi delegation, would provide further validation for the results reported here. Suh orroborative evidene is important as international free-trade agreements ontinue to be restrutured along the lines suggested by theory. 22

23 Referenes Aw, G.Y., An empirial model of markups in a quantity-differentiated export market. Journal of International Eonomis 33(3/4), Bagwell, K., Staiger, R.W., The sensitivity of strategi and orretive R&D poliy in oligopolisti industries. Journal of International Eonomis 36, Berg, S.A., Kim, M., Banks as multioutput oligopolies: an empirial evaluation of the retail and orporate banking markets. Journal of Money, Credit and Banking 30(2), Brainard, S.L., D. Martimort, Strategi Trade Poliy Design with Asymmetri Information and Publi Contrats. Review of Eonomi Studies 65(3), Bonanno, G., Vikers, J.S., Vertial separation. Journal of Industrial Eonomis 36, Brander, J.A., Spener, B.J., Trade warfare: tariffs and artels. Journal of International Eonomis 16, Brander, J.A., Spener, B.J., Export subsidies and international market share rivalry. Journal of International Eonomis 18, Brander, J.A., Spener, B.J., Unionized oligopoly and international trade poliy. Journal of International Eonomis 24, Bresnahan, T.F., Empirial studies of industries with market power. In: Shmalensee, R., Willig, R. (eds.), Handbook of Industrial Organization, vol. 2. North-Holland, Amsterdam, Coughlin, A.T., Wernerfelt, B., On redible delegation by oligopolists: A disussion of distribution hannel management. Management Siene 35, Devadoss, S. and Meyers, W.H., Variability in wheat export demand elastiity: Poliy impliations. Agriultural Eonomis 4, Dixit, A., Anti-dumping and ountervailing duties under oligopoly. European Eonomi Review 32, Efron, B., Tibshirani, R.J., An Introdution to the Bootstrap. New York: Chapman and Hall. Fung, K.C., Rent shifting and rent sharing: A reexamination of the strategi industry problem. Canadian Journal of Eonomis 28(2),

24 General Aounting Offie, State Trading Enterprises: Compliane with the General Agreement on Tariffs and Trade. Report to Congressional Requesters. Report GAO/GGD General Aounting Offie, Canada, Australia, and New Zealand: Potential Ability of Agriultural State Trading Enterprises to Distort Trade. Report GAO/NSIAD Genesove, D., Mullin, W.P., Testing stati oligopoly models: ondut and ost in the sugar industry, RAND Journal of Eonomis 29(2), Goldberg, P.K., Strategi export promotion in the absene of government preommitment. International Eonomi Review 36, Goldberg, P.K., Knetter, M.M.,1999. Measuring the intensity of ompetition in export markets. Journal of International Eonomis 47, Hamilton, S.F., Stiegert, K., Vertial oordination, antitrust law, and international trade. Journal of Law and Eonomis 43(1), Harrison, A., Produtivity, imperfet ompetition and trade reform: theory and evidene. Journal of International Eonomis 36(1/2), International Wheat Counil. World Grain Statistis. London. Various issues. Ishikawa, J., Lee, K., Bakfiring tariffs in vertially related markets. Journal of International Eonomis 42, Ishikawa, J., Spener, B.J., Rent-shifting export subsidies with an imported intermediate produt. Journal of International Eonomis 48, Kahai, S.K., Kaserman, D.L., Mayo, J.W., Is the dominant firm dominant? An empirial analysis of AT&T s market power. Journal of Law and Eonomis 39(2), Karp, L.S., Perloff, J.M., Why industrial poliies fail: Limited ommitment. International Eonomi Review 36, Kühn, K., Nonlinear priing in vertially related duopolies. The RAND Journal of Eonomis 28, Levinsohn, J., Testing the imports as market disipline hypothesis. Journal of International Eonomis 35(1/2), Lin, Y.J., Oligopoly and vertial integration: Note. Amerian Eonomi Review 78,

Strategic Outsourcing with Technology Transfer under Cournot Competition

Strategic Outsourcing with Technology Transfer under Cournot Competition Disussion Paper ERU/4 4 February, 4 Strategi Outsouring with Tehnology Transfer under Cournot Competition Tarun Kabiraj Indian Statistial Institute and Uday Bhanu Sinha ** Delhi Shool of Eonomis February,

More information

REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN

REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN n, College of Business, Washington State University, Wilson Road,

More information

Coordinating strategy of supply chain contract based on price discount and quantity buyback

Coordinating strategy of supply chain contract based on price discount and quantity buyback ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 1 (2011) No. 4, pp. 19-29 Coordinating strategy of supply hain ontrat based on prie disount and quantity buybak Ping

More information

No. 20 WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL

No. 20 WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL No. 0 U N I V E R S I T Y O F C O L O G N E WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL Department of Eonomis University of Cologne Albertus-Magnus-Platz

More information

This paper studies a procurement problem with one buyer and multiple potential suppliers who hold private

This paper studies a procurement problem with one buyer and multiple potential suppliers who hold private MANAGEMENT SCIENCE Vol. 53, No. 10, Otober 2007, pp. 1562 1576 issn 0025-1909 eissn 1526-5501 07 5310 1562 informs doi 10.1287/mns.1070.0716 2007 INFORMS Autioning Supply Contrats Fangruo Chen Graduate

More information

Technical Appendix to. The Global Impacts of Biofuel Mandates. Forthcoming in The Energy Journal

Technical Appendix to. The Global Impacts of Biofuel Mandates. Forthcoming in The Energy Journal Tehnial Appendix to The Global Impats of Biofuel Mandates Forthoming in The Energy Journal by Thomas W. Hertel*, Wallae E. Tyner and Dileep K. Birur Center for Global Trade Analysis Department of Agriultural

More information

Department of Economics. Strategic Choice of Network Externality

Department of Economics. Strategic Choice of Network Externality Department of Eonomis Working Paper Series Strategi Choie of Network Externality Yuanzhu u & Sougata Poddar 05/03 Strategi Choie of Network Externality Yuanzhu u Sougata Poddar China Eonomis and Management

More information

Proposal for a new shear design method

Proposal for a new shear design method Chapter 6 Proposal for a new shear design method The behaviour of beams failing in shear has been studied in the previous hapters, with speial attention paid to high-strength onrete beams. Some aspets

More information

Status Incentives. By TIMOTHY BESLEY AND MAITREESH GHATAK

Status Incentives. By TIMOTHY BESLEY AND MAITREESH GHATAK Status Inentives By TIMOTHY BESLEY AND MAITREESH GHATAK When eonomists study inentives in organizations, the main fous has been on using monetary payments in exhange for performane on spei measurable dimensions.

More information

Strategic Choice of Network Externality and its Impact on Digital Piracy

Strategic Choice of Network Externality and its Impact on Digital Piracy From the SeletedWorks of Sougata Poddar Summer 06 Strategi Choie of Network Externality and its Impat on Digital Piray Sougata Poddar, University of Redlands Yuanzhu u, Central University of Finane and

More information

EITF ABSTRACTS. To take advantage of new capabilities in electronic commerce and advances in computer

EITF ABSTRACTS. To take advantage of new capabilities in electronic commerce and advances in computer EITF ABSTRACTS Issue No. 97-13 Title: Aounting for Costs Inurred in Connetion with a Consulting Contrat or an Internal Projet That Combines Business Proess Reengineering and Information Tehnology Transformation

More information

Optimizing the Allocation of Marketing Promotional Contacts

Optimizing the Allocation of Marketing Promotional Contacts Optimizing the Alloation of Marketing Promotional Contats Keith Hermiz, Ph.D., IBM Helene Miller, IBM Dhanesh Padmanabhan, Marketis Tehnologies Abstrat The typial marketing environment in the business-to-business

More information

Systems & Services Certification SGS 53,000, 1000

Systems & Services Certification SGS 53,000, 1000 CSR July 28, 2009 SGS Systems & Servies Certifiation SGS SGS SGS 1878 SGS 140 53,000, 1000 - Europe, Middle East & Afria: 24 400 employees - Amerias: 12 100 employees - Asia/Paifi: 16 500 employees SGS,

More information

Trade Liberalization and Complementary Domestic Policies: A Rural-Urban General Equilibrium Analysis of Morocco

Trade Liberalization and Complementary Domestic Policies: A Rural-Urban General Equilibrium Analysis of Morocco TMD DISCUSSION PAPER NO. 41 Trade Liberalization and Complementary Domesti Poliies: A Rural-Urban General Equilibrium Analysis of Moroo Hans Löfgren Moataz El-Said Sherman Robinson International Food Poliy

More information

Dynamics of Costs and Revenue Sharing Schemes in Open Innovation: an Evolutionary Game Approach

Dynamics of Costs and Revenue Sharing Schemes in Open Innovation: an Evolutionary Game Approach Dynamis of Costs and Revenue Sharing Shemes in Open Innovation: an Evolutionary Game Approah Daqing He, Yiding Yue, Ying Wang * Business Shool of Central South University Changsha, Hunan Provine 40083,

More information

Luis Currais University of La Coruña. Abstract

Luis Currais University of La Coruña. Abstract Potential onflits in the fight against ounterfeit drugs Luis Currais University of La Coruña Berta Rivera University of La Coruña Paolo Rungo University of La Coruña Abstrat This analysis looks at the

More information

Labor Requirements by Country and Good

Labor Requirements by Country and Good Spring 2003 Eon 455 Answers to roblem Set 2 Harvey Lapan 1. Consider the Riardian model, with two ountries, the U.S. and the U.K. Eah ountry has a total labor supply of 2,000 worker hours, and labor requirements

More information

WSF Working Paper Series

WSF Working Paper Series WSF Working Paper Series GlobLabWS #1/2016 November 2016 Firm Size Distribution and Employment Flutuations: Theory and Evidene H. Görg, P. Henze, V. Jienwatharamongkhol, D. Kopasker, H Molana, C. Montagna,

More information

AN ADVERTISING OLIGOPOLY

AN ADVERTISING OLIGOPOLY The USV Annals of Eonomis and Publi Administration Volume 3, Issue (8), 03 AN ADVERTISING OLIGOPOLY Ph.D. Student Alina Irina GHIRVU Faulty of Eonomial Sienes and Business Administration Babeş Bolyai University,

More information

Continuous temperature measurements on the pouring stand for casting moulds

Continuous temperature measurements on the pouring stand for casting moulds ARCHIVES of FOUNDRY ENGINEERING Published quarterly as the organ of the Foundry Commission of the Polish Aademy of Sienes ISSN (897-330) Volume 8 Issue /008 75 80 5/ Continuous temperature measurements

More information

MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE. Chad Syverson. Working Paper 10501

MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE. Chad Syverson. Working Paper 10501 MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE Chad Syverson Working Paper 10501 NBER WORKING PAPER SERIES MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE Chad Syverson Working Paper 10501

More information

TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING

TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING 7th International Symposium on Heavy Vehile Weights & Dimensions Delft. The Netherlands. June 16-2.22 TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING ABSTRACT

More information

Experiment Station. Department of Soil and Crop Sciences

Experiment Station. Department of Soil and Crop Sciences Tehnial Bulletin TB06-03 August 2006 Ag riultural Experiment Station College of Agriultural Sienes Department of Soil and Crop Sienes Western Colorado Researh Center Organi Alternatives for Weed Control

More information

Measuring Quality of Bank Services in Jordan: Gap analysis

Measuring Quality of Bank Services in Jordan: Gap analysis International Journal of Business and Soial Siene Vol. 2 No. 1; January 2011 Measuring Quality of Bank Servies in Jordan: Gap analysis Naji D. Mualla Professor New York Institute of Tehnology Amman Jordan

More information

Economic Assessment of Intensive Culture

Economic Assessment of Intensive Culture Reprodued from JOURNAL OF FORESTRY, Vol. 76, No. 11, November 1978, by the FOREST SERVICE, U.S. Department of Agriulture, for offiial use. About This File:,. lhis file was reated by sanning the printed

More information

Mechanical Properties of High-Strength Concrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2

Mechanical Properties of High-Strength Concrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2 1.1 Introdution Mehanial Properties of High-Strength Conrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2 Mehanial properties of High-Strength Conrete (HSC) an be divided in two groups as shortterm

More information

PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS

PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS Institute of Industrial Siene, University of Tokyo Bulletin of ERS, No. 37 PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS Angel SAN BARTOLOME 1, Daniel QUIUN 1 and Paola MAYORCA

More information

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD)

Henley Business School at Univ of Reading. Chartered Institute of Personnel and Development (CIPD) MS in International Human Resoure Management (full-time) For students entering in 2013/4 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date

More information

System Dynamics Optimisation Approach to Irrigation Demand Management

System Dynamics Optimisation Approach to Irrigation Demand Management Bureau of Meteorology From the SeletedWorks of Amgad Elmahdi 2005 System Dynamis Optimisation Approah to Irrigation Demand Management Amgad ELMAHDI Hetor Malano Teri Ethells Shahbaz khan Available at:

More information

Comparison of Large-Truck Travel Estimates from Three Data Sources

Comparison of Large-Truck Travel Estimates from Three Data Sources 5 TRANSPORTATION RESEARCH RECORD 147 Comparison of Large-Truk Travel Estimates from Three Data Soures DAWN L. MASSIE, KENNETH L. CAMPBELL, AND DANIEL F. BLOWER The number of miles traveled eah year by

More information

smart devices in people s daily lives. The ubiquitous sensors embedded in pervasive smart devices incessantly generate

smart devices in people s daily lives. The ubiquitous sensors embedded in pervasive smart devices incessantly generate 486 IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 2, FEBRUARY 2017 Trading Data in the Crowd: Profit-Driven Data Aquisition for Mobile Crowdsensing Zhenzhe Zheng, Student Member, IEEE,

More information

Experimental and Theoretical Deflections of Hybrid Composite Sandwich Panel under Four-point Bending Load

Experimental and Theoretical Deflections of Hybrid Composite Sandwich Panel under Four-point Bending Load Civil Engineering Dimension, Vol. 19, No. 1, Marh 017, 9-5 ISSN 1410-950 print / ISSN 1979-570X online DOI: 10.9744/CED.19.1.9-5 Experimental and Theoretial Defletions of Hybrid Composite Sandwih Panel

More information

~ Early Life

~ Early Life Measurements and reporting systems are established Suessful validation of the deployment triggers the launh of Early Life Support (ELS). 6.0 Deploy & Verify - Q)... E Q) t1 Ol Change.r::: t1 0 t1 (jj Ol

More information

Nonhomothetic Preferences and International Trade

Nonhomothetic Preferences and International Trade Abstratroie_876 408..426 Review of International Eonomis, 18(2), 408 425, 2010 DOI:10.1111/j.1467-9396.2010.00876.x Nonhomotheti Preferenes and International Trade Jeffrey J. Reimer and Thomas W. Hertel*

More information

Cryptic Currencies: Bitcoin at its Peak

Cryptic Currencies: Bitcoin at its Peak Jurnal Metris ISSN: 1411-3287 Jurnal Metris 19 (2018) 1 6 journal homepage: http://ojs.atmajaya.a.id/index.php/metris rypti urrenies: Bitoin at its Peak heng-wen Lee, Esentur Ivagov* Department of International

More information

GGDC PRODUCTIVITY LEVEL DATABASE:

GGDC PRODUCTIVITY LEVEL DATABASE: GGDC PRODUCTIVITY EVE DATABASE: INTERNATIONA COMPARISONS OF OUTPUT, INPUTS AND PRODUCTIVITY AT THE INDUSTRY EVE Robert Inklaar and Marel P. Timmer* Groningen Growth and Development Centre University of

More information

Sensitivity of Construction Contract Prices to Required Rate of Return and Retainage

Sensitivity of Construction Contract Prices to Required Rate of Return and Retainage TRANSPORTATON RESEARCH RECORD 1126 93 Sensitivity of Constrution Contrat Pries to Required Rate of Return and Retainage f OAD FARD AND HLAL SAAD The fair and reasonable markup (FaRM) is the smallest markup

More information

International Journal of Research (IJR) e-issn: , p- ISSN: X Volume 3, Issue 01, January 2016

International Journal of Research (IJR) e-issn: , p- ISSN: X Volume 3, Issue 01, January 2016 International Journal of Researh (IJR) Available at http://internationaljournalofresearh.org Study of failure probability by deterministi method reliability-strength applied to metal ables intended for

More information

The Periodicity of Pricing

The Periodicity of Pricing BART J. BRONNENBERG, CARL F. MELA, and WILLIAM BOULDING* Retail priing data ombine multiple deisions (e.g., regular priing and disounting) that are possibly made by multiple deision makers (e.g., retailers

More information

Welfare impacts of alternative biofuel and energy policies

Welfare impacts of alternative biofuel and energy policies Eonomis Working Papers (2002 2016) Eonomis 6-9-2010 Welfare impats of alternative biofuel and energy poliies Jingbo Cui Iowa State University, jbui2013@gmail.om Harvey E. Lapan Iowa State University, hlapan@iastate.edu

More information

Brand Awareness and Price Dispersion in Electronic Markets

Brand Awareness and Price Dispersion in Electronic Markets Assoiation for Information Systems AIS Eletroni Library (AISeL) ICIS 00 Proeedings International Conferene on Information Systems (ICIS) Deember 00 Brand Awareness and Prie Dispersion in Eletroni Markets

More information

IMPROVEMENTS IN DOMESTIC WATER SERVICES IN KELANTAN: ARE PEOPLE WILLING TO PAY?

IMPROVEMENTS IN DOMESTIC WATER SERVICES IN KELANTAN: ARE PEOPLE WILLING TO PAY? Journal of Sustainability Siene and Management Volume 8 Number 2, Deember 2013: 61-70 ISSN: 1823-8556 Penerbit UMT IMPROVEMENTS IN DOMESTIC WATER SERVICES IN KELANTAN: ARE PEOPLE WILLING TO PAY? MAHIRAH

More information

Yield of spring barley mixtures as a function of varietal and environmental characteristics

Yield of spring barley mixtures as a function of varietal and environmental characteristics Yield of spring barley mitures as a funtion of varietal and environmental harateristis Lars Kiær 1, Ib Skovgaard 2 and Hanne Østergård 1 1 Biosystems Department, Risø National Laboratory DTU, 4000 Roskilde,

More information

Conditioned defensive burying in rats free to escape

Conditioned defensive burying in rats free to escape Animal Learning & Behavior 1980, 8(3),447-451 Conditioned defensive burying in rats free to esape JOHN P. J. PINEL, DALLAS TREIT, FERIAL LADAK, and A. J. MaLENNAN University ofbritish Columbia, Vanouver,

More information

Fatigue and Creep-Fatigue Testing of Bellows at Elevated Temperature

Fatigue and Creep-Fatigue Testing of Bellows at Elevated Temperature S. Yamamoto K. Isobe S. Ohte Mehanial Engineering Laboratory, Researh and Development Center. N. Tanaka S. Ozaki Nulear Engineering Laboratory, Nulear Energy Group. K. Kimura Advaned Reator Engineering

More information

Energy Savings from Increased Preventive Maintenance on Indiana Highways

Energy Savings from Increased Preventive Maintenance on Indiana Highways TRANSPORTATION RESEARCH RECORD 112 27 Energy Savings from Inreased Preventive Maintenane on Indiana Highways EssAM A. SHARAF AND KuMARES C. SINHA In this paper are desribed the development of trade-off

More information

Integrated optimization and multi-agent technology for combined production and transportation planning

Integrated optimization and multi-agent technology for combined production and transportation planning Integrated optimization and multi-agent tehnology for ombined prodution and transportation planning Jan A. Persson 1 and Paul Davidsson 2 1 Blekinge Institute of Tehnology, Department Systems and Software

More information

Finite Element Modeling of Pre-Stressed Hollow Core Slabs

Finite Element Modeling of Pre-Stressed Hollow Core Slabs Current Siene International Volume : 04 Issue : 04 Ot.-De. 2015 Pages :596-603 Finite Element Modeling of Pre-Stressed Hollow Core Slabs 1 Ali N. Deeb, 2 M. Abou Zeid Tarkhan and 3 E. M. El-Tehewy 1 Syrian

More information

Supply Chains and Segment Profitability: How Input Pricing Creates a Latent Cross-Segment Subsidy. Anil Arya. Ohio State University.

Supply Chains and Segment Profitability: How Input Pricing Creates a Latent Cross-Segment Subsidy. Anil Arya. Ohio State University. Supply Chains and Segment Profitability: How Input Priing Creates a Latent Cross-Segment Subsidy Anil Arya Ohio State University Brian Mittendorf Yale Shool of Management April 2009 Supply Chains and Segment

More information

Camber Variability in Prestressed Concrete Bridge Beams

Camber Variability in Prestressed Concrete Bridge Beams CONCRETE BRIDGE TECHNOLOGY Camber Variability in Prestressed Conrete Bridge Beams by Dr. Maher Tadros, econstrut Beams ast with extra amber in storage yard at Conrete Tehnology Corporation; amber shown

More information

Keywords: Greenhouse; Thermal performance; Water pipes heating; Infrared radiation; Energy balance; Heating efficiency

Keywords: Greenhouse; Thermal performance; Water pipes heating; Infrared radiation; Energy balance; Heating efficiency International Symposium Greensys 7 "High Tehnology for Greenhouse system Management" Naples Italy, 4-6 Otober 7 Investigation of the Potential of Infrared-radiation (IR) to Redue Energy Consumption in

More information

ACI Structural Journal / July-August 1997

ACI Structural Journal / July-August 1997 Shamim A. Sheikh is a professor of ivil engineering at the University of Toronto. He is hairman of joint ACI-ASCE Committee 441, Reinfored Conrete Columns, a member of joint ACI-ASCE Committee 442, Response

More information

Permanent Link:

Permanent Link: Citation: Boswell, Brian and Chandratilleke, Tilak. 2009. Sustainable Metal Cutting, in TIC-STH ommittee (ed), 2009 IEEE Toronto International Conferene Siene and Tehnology for Humanity, Sep 26 2009. Ryerson

More information

SIGNALLING GREEN TECHNOLOGY THROUGH PRICE AND ECO- LABEL

SIGNALLING GREEN TECHNOLOGY THROUGH PRICE AND ECO- LABEL Annals of the Constantin rânuşi University of Târgu Jiu, Eonomy Series, Issue 6/2013 SINALLIN REEN TECHNOLOY THROUH PRICE AND ECO- LAEL SLAĐANA PAVLINOVIĆ, PhD University of Split Faulty of Eonomis Cvite

More information

Generating Light from Stoves using a Thermoelectric Generator

Generating Light from Stoves using a Thermoelectric Generator Generating Light from Stoves using a Thermoeletri Generator Dan Mastbergen, dmast@engr.olostate.edu Dr. Bryan Willson, Bryan.Willson@olostate.edu Engines and Energy Conversion Laboratory Department of

More information

CALIFORNIA INSTITUTE OF TECHNOLOGY

CALIFORNIA INSTITUTE OF TECHNOLOGY VSON OF THE HUMANTES AN SOCAL SCENCES CALFORNA NSTTUTE OF TECHNOLOGY PASAENA, CALFORNA 91125 COSTLY OFFERS AN THE EQULBRATON PROPERTES OF THE MULTPLE UNT OUBLE AUCTON UNER CONTONS OF UNPRECTABLE SHFTS

More information

Coupon Incentive-based Demand Response (CIDR) in Smart Grid

Coupon Incentive-based Demand Response (CIDR) in Smart Grid Coupon Inentive-based Demand Response (CIDR) in Smart Grid Haiwang Zhong, Student Member, IEEE, Le Xie, Member, IEEE, and Qing Xia, Senior Member, IEEE Abstrat--A new type of demand response (DR) program

More information

Merger Review for Markets with Buyer Power

Merger Review for Markets with Buyer Power Merger Review for Markets with Buyer Power Simon Loertsher Leslie M. Marx January 1, 2018 Abstrat We analyze the ompetitive effets of mergers in markets with buyer power. Using mehanism design arguments,

More information

Page 1 of 6 Searh All WHO This site only Home About WHO Countries Health topis Publiations Data and statistis Programmes and projets Food Safety Zoonoses Mirobiologial risks Chemial risks Biotehnology

More information

ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES. Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ

ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES. Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ Heat Transfer and Fluid Flow Laboratory, Faulty of Mehanial Engineering, VUT Brno, Tehniká 2, 616 69 Brno,

More information

LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by

LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by Firm L. Weaver Engineering Consultant Sun City Center, Florida Firm L. Weaver graduated from Roanoke Coll ege, in Salem, Virginia, with a B.S. degree

More information

Effect of Variation of Fuel Composition on Gas Turbine Off-Design Performance

Effect of Variation of Fuel Composition on Gas Turbine Off-Design Performance Applied Mehanis and Materials Submitted: 2014-08-28 ISSN: 1662-7482, Vol. 666, pp 194-198 Aepted: 2014-08-28 doi:10.4028/www.sientifi.net/amm.666.194 Online: 2014-10-20 2014 Trans Teh Publiations, Switzerland

More information

Past and Future of the Petroleum Problem: The Increasing Need To Develop Alternative Transportation Fuels

Past and Future of the Petroleum Problem: The Increasing Need To Develop Alternative Transportation Fuels TRANSPORTATION RESEARCH RECORD 1175 Past and Future of the Petroleum Problem: The Inreasing Need To Develop Alternative Transportation Fuels D. J. SANTINI An examination of the interations of petroleum

More information

TI /3 Tinbergen Institute Discussion Paper Second-best Road Pricing Through Highway Franchising

TI /3 Tinbergen Institute Discussion Paper Second-best Road Pricing Through Highway Franchising I 2005-082/3 inbergen Institute Disussion Paper Seond-best Road Priing hrough Highway Franhising Erik Verhoef Department of Spatial Eonomis, Free niversity Amsterdam, and inbergen Institute. inbergen Institute

More information

1 INTRODUCTION. Akbar Haghinejad Mahdi Nematzadeh *

1 INTRODUCTION. Akbar Haghinejad Mahdi Nematzadeh * 916 Three-Dimensional Finite Element Analysis of Compressive Behavior of Cirular Steel Tube-Confined Conrete Stub Columns by New Confinement Relationships Abstrat This paper presents a nonlinear analysis

More information

Flexibility of Strategy in High-Tech Enterprises

Flexibility of Strategy in High-Tech Enterprises Soure: A. Zakrzewska Bielawska, Flexibility of strategy in high-teh enterprises [w:] M. Zhang (red., Eonomis, Business and Management. International Proeedings of Eonomis Development and Researh Vol. Flexibility

More information

A Capillary Pressure Model for Geothermal Reservoirs

A Capillary Pressure Model for Geothermal Reservoirs Geothermal Resoures Counil Transations, Vol. 26, September 2002 A Capillary ressure Model for Geothermal Reservoirs Kewen Li and Roland N. Horne Stanford Geothermal rogram, Stanford University (kewenli@stanford.edu)

More information

Making a Good Impression: Information Revelation Policies in Ad Exchanges

Making a Good Impression: Information Revelation Policies in Ad Exchanges Making a Good Impression: Information Revelation Poliies in Ad Exhanges Completed Researh Paper Zhen Sun Naveen Jindal Shool of Management University of Texas at Dallas Rihardson, TX 75080, USA zhen.sun@utdallas.edu

More information

The influence of pallets on the behaviour and design of steel drive-in storage racks - Part II Design

The influence of pallets on the behaviour and design of steel drive-in storage racks - Part II Design University of Wollongong Researh Online Faulty of Engineering and Information Sienes - Papers: Part A Faulty of Engineering and Information Sienes 2013 The influene of pallets on the behaviour and design

More information

The Impact of Climate Variability and Change on Economic Growth and Poverty in Zambia

The Impact of Climate Variability and Change on Economic Growth and Poverty in Zambia The Impat of Climate Variability and Change on Eonomi Growth and Poverty in Zambia James Thurlow, Tingju Zhu and Xinshen Diao 1 International Food Poliy Researh Institute Deember 2008 1 We are grateful

More information

Impact of Piracy on Innovation at Software Firms and Implications for Piracy Policy

Impact of Piracy on Innovation at Software Firms and Implications for Piracy Policy Assoiation for nformation Systems AS Eletroni Library (ASeL PACS 007 Proeedings Paifi Asia Conferene on nformation Systems (PACS 007 mpat of Piray on nnovation at Software Firms and mpliations for Piray

More information

Electronic Markets for Truckload Transportation

Electronic Markets for Truckload Transportation PRODUCTION AND OPERATIONS MANAGEMENT Vol. 16, No. 4, July-August 2007, pp. 423 436 issn 1059-1478 07 1604 423$1.25 POMS 2007 Prodution and Operations Management Soiety Eletroni Marets for Truload Transportation

More information

Macroeconomic Adjustment and the Performance of the Agricultural Sector: A Comparative Study of Cameroon and Kenya

Macroeconomic Adjustment and the Performance of the Agricultural Sector: A Comparative Study of Cameroon and Kenya Maroeonomi Adjustment and the Performane of the Agriultural Setor: A Comparative Study of Cameroon and enya William A. Amponsah and Leroy J. Hushak 1 Abstrat: The interation between maroeonomi and trade

More information

J. A. Avila Institute of Engineering, National University of Mexico (UNAM), Mexico. Abstract. 1 Introduction

J. A. Avila Institute of Engineering, National University of Mexico (UNAM), Mexico. Abstract. 1 Introduction High Performane Strutures and Materials V 99 Prinipal results of the inelasti seismi performane of a 17-story RC building loated in the soft-soil area in Mexio City with normal-strength onrete and with

More information

Energy Saving Opportunities through Heat Recovery from Cement Processing Kilns: A Case Study

Energy Saving Opportunities through Heat Recovery from Cement Processing Kilns: A Case Study Energy Saving Opportunities through Heat Reovery from Cement Proessing Kilns: A Case Study I. I. AL-HINTI a, A. AL-GHANDOOR b, A. AL-NAJI, M. ABU-KHASHABEH, M. JOUDEH, M. AL-HATTAB a Department of Mehanial

More information

COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1

COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1 COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1 r f ABSTRACT There is muh onern about the reliability ofhay test results and how lab results impat prie and sales ofhay. However, some of the onern

More information

Georg-August-Universität Göttingen (founded in 1737) Diskussionsbeiträge Documentos de Trabajo Discussion Papers. Nr. 147

Georg-August-Universität Göttingen (founded in 1737) Diskussionsbeiträge Documentos de Trabajo Discussion Papers. Nr. 147 Ibero-Amerika Institut für Wirtshaftsforshung Instituto Ibero-Ameriano de Investigaiones Eonómias Ibero-Ameria Institute for Eonomi Researh (IAI) Georg-August-Universität Göttingen (founded in 1737) Diskussionsbeiträge

More information

The Effect of Employment Protection Legislation and Financial Market Imperfections on Investment: Evidence from a Firm-Level Panel of EU Countries

The Effect of Employment Protection Legislation and Financial Market Imperfections on Investment: Evidence from a Firm-Level Panel of EU Countries DISCUSSION PAPER SERIES IZA DP No. 4158 The Effet of Employment Protetion Legislation and Finanial Market Imperfetions on Investment: Evidene from a Firm-Level Panel of EU Countries Federio Cingano Maro

More information

We re bottom-line smart.

We re bottom-line smart. Somewhere in the mid-east, a major oil ompany is using our independent, tehnology assessment of projet ativities that will aelerate their time-to-ompletion. We re bottom-line smart. Carmagen Engineering

More information

Shear Transfer Strength Evaluation for Ultra-High Performance Fiber Reinforced Concrete

Shear Transfer Strength Evaluation for Ultra-High Performance Fiber Reinforced Concrete Shear Transfer Strength Evaluation for Ultra-High Performane Fiber Reinfored Conrete Ji-hyung Lee, and Sung-gul Hong Abstrat Ultra High Performane Fiber Reinfored Conrete (UHPFRC) is distinguished from

More information

STUDY ON THE SEISMIC BEHAVIOR OF SELF-ANCHORED SUSPENSION BRIDGES

STUDY ON THE SEISMIC BEHAVIOR OF SELF-ANCHORED SUSPENSION BRIDGES 384 Journal of Marine Siene and Tehnology, Vol., No. 4, pp. 384-39 () DOI:.69/JMST--34- STUDY ON THE SEISMIC BEHAVIOR OF SELF-ANCHORED SUSPENSION BRIDGES Wen-Liang Qiu, Chang-Huan Kou, Chin-Sheng Kao 3,

More information

Socio-demographic Characteristics and The Preference of Bangkok s Condominium Location

Socio-demographic Characteristics and The Preference of Bangkok s Condominium Location Senior Researh Soio-demographi Charateristis and The Preferene of Bangkok s Condominium Loation Rattanakorn Nitkitsomboon 534 59051 29 Advisor: Thanee Chaiwat, Ph.D. April 21, 2014 Senior Researh Submitted

More information

Job Aid. ESS - Create Entitlement Travel (Lump Sum Option)

Job Aid. ESS - Create Entitlement Travel (Lump Sum Option) ESS - Create Entitlement Travel (Lump Sum Option) Table of Contents Overview... 3 Objetives... 3 Enterprise Roles... 3 Create an Entitlement Travel Request with Lump Sum option... 4 General Data Page...

More information

Computational Fluid Dynamics and Building Energy Performance Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi

Computational Fluid Dynamics and Building Energy Performance Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi Aalborg Universitet Computational Fluid Dynamis and Building Energy Performane Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi Publiation date: 1998 Doument Version Publisher's PDF, also known as

More information

SCANDINAVIAN FOREST ECONOMICS No. 41, 2006

SCANDINAVIAN FOREST ECONOMICS No. 41, 2006 SCANDINAVIAN FORES ECONOMICS No. 41, 26 Proeedings of the Biennial Meeting of the Sandinavian Soiety of Forest Eonomis Uppsala, Sweden, 8 th -11 th May, 26 Lars Lönnstedt and Björn Rosenquist (eds.) Uppsala

More information

Seismic Fragility Assessment of Transmission Towers via Performance-based Analysis

Seismic Fragility Assessment of Transmission Towers via Performance-based Analysis Seismi Fragility Assessment of Transmission Towers via Performane-based Analysis Liyu XIE, Jue TANG, Hesheng TANG & Qiang XIE Institute of Strutural Engineering and Disaster Redution, College of Civil

More information

Citation for published version (APA): Smrkolj, G. (2013). Dynamic models of research and development Amsterdam: Rozenberg

Citation for published version (APA): Smrkolj, G. (2013). Dynamic models of research and development Amsterdam: Rozenberg UvA-DARE (Digital Aademi Repository) Dynami models of researh and development Smrkolj, G. Link to publiation Citation for published version (APA): Smrkolj, G. (23). Dynami models of researh and development

More information

Detection of empty grate regions in firing processes using infrared cameras

Detection of empty grate regions in firing processes using infrared cameras 11 th International Conferene on Quantitative InfraRed Thermography Detetion of empty grate regions in firing proesses using infrared ameras by J. Matthes*, P. Waibel* and H.B. Keller* *Institute for Applied

More information

Discounting: A Review of the Basic Economics

Discounting: A Review of the Basic Economics Disounting: A Review of the Basi Eonomis Geoffrey Heal I review the justifiations given for disounting future benefits relative to present, and distinguish between the pure rate of time preferene, or utility

More information

Optimized Execution of Business Processes on Crowdsourcing Platforms

Optimized Execution of Business Processes on Crowdsourcing Platforms 8th International Conferene Conferene on Collaborative Computing: Networking, Appliations and Worksharing, Collaborateom 212 Pittsburgh, PA, United States, Otober 14-17, 212 Optimized Exeution of Business

More information

Imputing for Late Reporting in the U.S. Current Employment Statistics Survey

Imputing for Late Reporting in the U.S. Current Employment Statistics Survey Journal of Offiial Statistis, Vol. 23, No. 1, 2007, pp. 69 90 Imputing for Late Reporting in the U.S. Current Employment Statistis Survey Kennon R. Copeland 1 and Rihard Valliant 2 Surveys of eonomi onditions

More information

20 questions on genetically modified foods

20 questions on genetically modified foods Page 1 of 6 Searh All WHO This site only Home About WHO Countries Health topis Publiations Data and statistis Programmes and projets Food Safety Zoonoses Mirobiologial risks Chemial risks Biotehnology

More information

Dimensions of propulsion shafts and their permissible torsional vibration stresses

Dimensions of propulsion shafts and their permissible torsional vibration stresses (Feb 2005) (orr.1 Mar 2012) (orr.2 Nov 2012) (Rev.1 Aug 2014) (Rev.2 Apr 2015) Dimensions of propulsion shafts and their permissible torsional vibration stresses.1 Sope This UR applies to propulsion shafts

More information

Human Capital Externalities and Growth of High- and Low-Skilled Jobs

Human Capital Externalities and Growth of High- and Low-Skilled Jobs DISCUSSION PAPER SERIES IZA DP No. 1969 Human Capital Externalities and Growth of High- and Low-Skilled Jobs Jens Suedekum February 2006 Forshungsinstitut zur Zukunft der Arbeit Institute for the Study

More information

Bundling and Complementarity

Bundling and Complementarity undling and Complementarity Thierno iallo January 005 bstrat We analyze bundling inentives in markets where produts are omposed of two omplementary omponents eg hardware and software One of the omponents

More information

Post-Tensioned Two-Way Slab

Post-Tensioned Two-Way Slab The Medial Oie Building Malvern, PA 13 Post-Tensioned Two-Way Slab Introdution The Filigree beam system reates a thin lightweight loor system that leaves plenty o open plenum spae or mehanial and eletrial

More information

Supermarket Pricing Strategies

Supermarket Pricing Strategies Supermarket Priing Strategies Paul B. Ellikson y Duke University Sanjog Misra z University of Rohester January 8, 2007 The authors would like to thank partiipants at the Supermarket Retailing Conferene

More information

Feed-Time Distribution in Pneumatic Feeding of Softwood Seedlings

Feed-Time Distribution in Pneumatic Feeding of Softwood Seedlings Journal of Forest Engineering 49 FeedTime Distribution in Pneumati Feeding of Softwood Seedlings Ulf Hallonborg The Forestry Researh Institute of Sweden Uppsala, Sweden ABSTRACT Long seedling feed times

More information

Limit states for the damage assessment of bridges supported on LRB bearings

Limit states for the damage assessment of bridges supported on LRB bearings Journal of Physis: Conferene Series PAPER OPEN ACCESS Limit states for the damage assessment of bridges supported on LRB bearings To ite this artile: M Jara et al 05 J. Phys.: Conf. Ser. 68 0046 View the

More information