The Lovely but Lonely Vickrey Auction

Size: px
Start display at page:

Download "The Lovely but Lonely Vickrey Auction"

Transcription

1 The Lovey but Loney Vickrey Auction Lawrence M. Ausube and Pau Migro 1. Introduction Wiia Vickrey s (1961) inquiry into auctions and counterspecuation arked the first serious attept by an econoist to anayze the detais of arket rues and to design new rues to achieve superior perforance. He deonstrated that a particuar pricing rue akes it a doinant strategy for bidders to report their vaues truthfuy, even when they know that their reported vaues wi be used to aocate goods efficienty. Vickrey s discovery was argey ignored for a decade, but the foodgates have since opened. Dozens of studies have extended his design to new environents, deveoped his associated theory of bidding in auctions, and tested its ipications using aboratory experients and fied data. Despite the enthusias that the Vickrey echanis and its extensions generate aong econoists, practica appications of Vickrey s design are rare at best. The cassic Engish auction of Sotheby s and Christie s, in which bidders iterativey subit successivey higher bids and the fina bidder wins the ite in return for a payent equaing his fina bid, is cosey reated to Vickrey s second-price seaed-bid auction, but ong predates it. Onine auctions such as ebay, in which bidders coony utiize proxy bids authorizing the auctioneer to bid up to specified prices on their behaf, ore neary resebe the Vickrey design for a singe ite; however, these reain true dynaic auctions, as onine bidders who subit proxy bids generay retain the abiity to raise their proxy bids ater. The ost genera and nove version of Vickrey s design, which 1

2 appies to saes in which different bidders ay want utipe units of hoogeneous goods or packages of heterogeneous goods reains argey unused. Why is the Vickrey auction design, which is so ovey in theory, so oney in practice? The answer, we beieve, is a cautionary tae that ephasizes the iportance of anayzing practica designs fro any perspectives. Vickrey s design has soe ipressive theoretica virtues, but it aso suffers fro weaknesses that are frequenty decisive. This chapter reviews the theoretica puses and inuses of the Vickrey design, highighting issues that cannot be ignored in deveoping practica auction designs. 2. Description of the genera Vickrey (VCG) design Vickrey s origina inquiry treated both auctions of a singe ite and auctions of utipe identica ites, providing a echanis in which it is a doinant strategy for bidders to report their vaues truthfuy and in which outcoes are efficient. For a singe ite, the echanis is often referred to as the second-price seaed-bid auction, or sipy the Vickrey auction. Bidders siutaneousy subit seaed bids for the ite. The highest bidder wins the ite, but (unike standard seaed-bid tenders) the winner pays the aount of the second-highest bid. For exape, if the winning bidder bids 10 and the highest osing bid is 8, the winner pays 8. With these rues, a winning bidder can never affect the price it pays, so there is no incentive for any bidder to isrepresent his vaue. Fro bidder n s perspective, the aount he bids deterines ony whether he wins, and ony by bidding his true vaue can he be sure to win exacty when he is wiing to pay the price. In Vickrey s origina treatent of utipe units of a hoogeneous good, which ay be avaiabe in either continuous or discrete quantities, each bidder is assued to have onotonicay nonincreasing argina vaues for the good. The bidders siutaneousy 2

3 subit seaed bids coprising deand curves. The seer cobines the individua deand curves in the usua way to deterine an aggregate deand curve and a cearing price for S units. Each bidder wins the quantity he deanded at the cearing price. However, rather than paying the prices he bid or the cearing price for his units, a winning bidder pays the opportunity cost for the units won. In the case of discrete units, an equivaent way to describe the uti-unit Vickrey auction is that each bidder subits a nuber of separate bids, each representing an offer to buy one unit. These individua bids describe the bidder s deand curve. The auctioneer accepts the S highest bids. If bidder n wins K units, then he pays the su of the K highest rejected bids by other bidders. For exape, if a bidder wins 2 units and the highest rejected bids by his copetitors are 12 and 11, then the bidder pays 23 for his two units. Another way to describe the rue is that the price a bidder pays for his r th unit is the cearing price that woud have resuted if bidder n had restricted his deand to r units (a other bidders behaviors hed fixed). This equivaent description akes cear the opportunity-cost interpretation of the winners payents. The tota payent for bidder n is coputed by suing this payent over a ites won, in the case of discrete units, or by integrating this payent fro 0 to the quantity won, in the case of continuous units. The echanis can be used as either a echanis to se (a standard auction) or as a echanis to buy (a reverse auction). Described as a standard auction, the buyers generay pay a discount as copared to the cearing price. Described as a reverse auction, the seers generay receive a preiu as copared to the cearing price. Indeed, the ain point of Vickrey s seina artice was that the governent cannot 3

4 estabish a arketing agency to ipeent a doinant-strategy echanis in two-sided arkets without providing a subsidy: The basic drawback to this schee is, of course, that the arketing agency wi be required to ake payents to suppiers in an aount that exceeds, in the aggregate, the receipts fro purchasers (Vickrey 1961, p. 13). Since Vickrey s origina contribution, his auction design has been eded with the Carke-Groves design for pubic goods probes. 1 The resuting auction design works for heterogeneous goods as we as hoogeneous goods and does not require that bidders have nonincreasing argina vaues. As with Vickrey s origina design, this echanis sti assigns goods efficienty and sti charges bidders the opportunity cost of the ites they win. The ain difference is that the aounts paid cannot generay be expressed as the sus of bids for individua ites. The extended Vickrey echanis goes by various naes. Here, we ca it the Vickrey-Carke-Groves or VCG echanis. Foray, the VCG echanis is described as foows. Let x be a vector of goods that a seer has on offer and et v ( x ) denote bidder n s vaue for any nonnegative n n vector x n. Each bidder n = 1,..., N reports a vaue function v ˆn to the auctioneer. The auctioneer then coputes a vaue-axiizing aocation: * x ˆ x1,..., x v N n n xn arg ax ( ) subject to n x x. The price paid by a bidder n is then * p ˆ ( ) n n = α n v n x, where { vˆ x x x}. Notice that n α n = ax ( ) n n of the other bidders and not on what bidder n reports. α depends ony on the vaue reports 1 The Carke-Groves design was introduced in Carke (1971) and Groves (1973). 4

5 To iustrate the VCG echanis, suppose that there are two ites for sae (A and B) and two bidders. Each bidder n = 1,2 subits bids: v ˆ n(a) for ite A; v ˆ n(b) for ite B; and v ˆ n(ab) for the two ites together. Assue without oss of generaity that vˆ ˆ 1(AB) v2(ab) and vˆ1(a) + vˆ ˆ ˆ 2(B) v1(b) + v2(a). If vˆ1(ab) > vˆ ˆ 1(A) + v2(b), then the outcoe is that bidder 1 wins both ites. Appying the forua, his payent is v ˆ 2(AB). However, if vˆ1(ab) < vˆ ˆ 1(A) + v2(b), then the outcoe is that bidder 1 wins ite A (with an associated payent of vˆ ˆ 2(AB) v2(b) ) and bidder 2 wins ites B (with an associated payent of vˆ ˆ 1(AB) v1(a) ). In each case, the winner pays the opportunity cost of the ites won, and his payent depends ony on his opponent s reports. The first theore confirs that the genera VCG echanis sti has the properties that it is a doinant strategy for each bidder to report its vaues truthfuy and that the outcoe in that event is an efficient one. Theore 1. Truthfu reporting is a doinant strategy for each bidder in the VCG echanis. Moreover, when each bidder reports truthfuy, the outcoe of the echanis is one that axiizes tota vaue. Proof. Consider any fixed profie of reports, { ˆ } v n, for the bidders besides n. Suppose that when bidder n reports truthfuy, the resuting aocation and payent vectors are denoted by * x and ˆx and ˆp. When bidder n reports v ˆn, its payoff is: * p, but when bidder n reports v ˆn, the resuting vectors are 5

6 n α { v x vˆ x x n x} * ˆ * α v ( xˆ ) pˆ = v ( xˆ ) + vˆ ( xˆ ) n n n n n n ax ( ) + ( ) α n n n = v ( x ) + v ( x ) n n n n * * n( n) n. = v x p (1) The ast ine is bidder n s payoff fro truthfu reporting, so truthfu reporting is aways optia. We oit the tedious but routine check that no other report is aways optia. The ast stateent foows by construction of the echanis. 3. Virtues of the VCG Mechanis The VCG echanis has severa iportant virtues. The first is the doinant-strategy property, which reduces the costs of the auction by aking it easier for bidders to deterine their optia bidding strategies and by eiinating bidders incentives to spend resources earning about copetitors vaues or strategies. Such spending is pure waste fro a socia perspective, since it is not needed to identify the efficient aocation, yet it can be encouraged by auction forats in which each bidder s best strategy depends on its opponents ikey actions. The doinant strategy property aso has the apparent advantage of adding reiabiity to the efficiency prediction, because it eans that the concusion is not sensitive to assuptions about what bidders ay know about each others vaues and strategies. This is a distinctive virtue of the VCG echanis. Theores by Green and Laffont (1979) and by Hostro (1979) show that, under weak assuptions, the VCG echanis is the unique direct reporting echanis with doinant strategies, efficient outcoes, and zero payents by osing bidders. Here, we report a version of Hostro s theore. To prove it, we need one extra assuption that has not been needed so far, naey, that the 6

7 set V of possibe vaue functions is soothy path connected. This eans that given any two functions in V, there is a soothy paraeterized faiy of functions { vxt (, )} that ies whoy in V, and connects the two functions. More precisey, for any two eeents v(,0) i and v(,1) i in V, there exists a path { v(,) i t t [0,1]} such that v is differentiabe in its second arguent and such that the derivative satisfies 1 x v x t dt<, where sup (, ) 2 0 v v t here denotes the partia derivative of v with respect to the second arguent. 2 / Theore 2. If the set of possibe vaue functions V is soothy path connected and contains the zero function, then the unique direct reveation echanis for which truthfu reporting is a doinant strategy, the outcoes are aways efficient, and there are no payents by or to osing bidders is the VCG echanis. Proof. Fix any vaues for the bidders besides bidder n and consider any echanis satisfying the assuptions of the theore. If n reports the zero function, then his VCG aocation is zero and his payoff is aso zero. Suppose that n reports soe vaue function v(,1) i and et v(,0) i be the zero function. By construction, a bidder with vaues of zero for every package is a osing bidder at any efficient aocation. Let { v(,) i t t [0,1]} be a sooth path of vaue functions, as defined above. Denote the tota-vaue-axiizing aocation when n reports v(, i t) by Vt () denote n s corresponding payoff in the VCG echanis: x * () t and et Vt = vx s t p s. By the enveope theore in integra for (Migro and * () ax s ( n(),) n() * Sega (2002)), V(1) V(0) = v ( x ( t), t) dt

8 Let pˆ( t ) be the payents ade under any other direct reveation echanis for which truthfu reporting is a doinant strategy, the outcoes are aways efficient, and there are no payents by or to osing bidders. Let π () t denote n s payoff in the aternate * echanis when his vaue function is v(, i t) : π () t = ax v( x (),) s t pˆ () s. By the s n n * enveope theore in integra for, π(1) π(0) = v2( x ( t), t) dt = V(1) V(0). 1 0 Since there are no payents by or to osing bidders, π (0) = V (0) = 0, so vx pˆ = π = V = vx p. Hence, p (1) = pˆ (1) ; the payent * * ( (1),1) n(1) (1) (1) ( (1),1) n(1) n n rue ust be the sae as for the VCG echanis. Another virtue of the VCG echanis is its scope of appication. Theores 1 and 2 above do not ipose any restrictions on the bidders possibe rankings of different outcoes. The basic rues of the Vickrey auction can be further adapted if the auctioneer wishes to ipose soe extra constraints. For exape, the governent seer in a spectru auction ay wish to iit the concentration of spectru ownership according to soe easure. Or, the buyer in a procureent auction ight want to iit its tota purchases fro first-tie bidders or ight want to ensure security by requiring that the tota reevant capacity of its suppiers is at east 200% of the aount ordered. One can repace the constraint that x by any constraint of the for x X without x affecting the preceding theory or arguents in any essentia way. A fina virtue of the Vickrey auction is that its average revenues are not ess than that fro any other efficient echanis, even when the notion of ipeentation is 8

9 expanded to incude Bayesian equiibriu. A fora stateent of this faous revenue equivaence theore is given beow. Theore 3. Consider a Bayesian ode in which the support of the set of possibe vaue functions, V, is soothy path connected and contains the zero function. Suppose the bidder vaue functions are independenty drawn fro V. If, for soe echanis, the Bayesian-Nash equiibriu outcoes are aways efficient and there are no payents by or to osing bidders, then the expected payent of each bidder n, conditiona on his vaue function v n V, is the sae as for the VCG echanis. In particuar, the seer s revenue is the sae as for the VCG echanis Weaknesses of the VCG Mechanis Despite the attractiveness of the doinant-strategy property, the VCG echanis aso has severa possibe weaknesses: ow (or zero) seer revenues; non-onotonicity of the seer s revenues in the set of bidders and the aounts bid; vunerabiity to cousion by a coaition of osing bidders; and vunerabiity to the use of utipe bidding identities by a singe bidder. 2 The proof of Theore 3 is siiar to that for Theore 2, reying on the enveope theore to deterine the expected payoff of each type of each bidder. Wiias (1999) proves ore generay that optiization over the cass of doinant-strategy echaniss yieds the sae objective as optiization over the (arger) cass of Bayesian echaniss. Krishna and Perry (1997) show that the VCG echanis axiizes the seer s revenues over the cass of efficient echaniss satisfying incentive copatibiity and individua rationaity. 9

10 It wi be seen ater in this chapter that a sipe and intuitive condition on individua bidders characterizes whether these deficiencies are present. In econoic environents where every bidder has substitutes preferences, the above-isted weaknesses wi never occur. However, if there is but a singe bidder whose preferences vioate the substitutes condition, then with an appropriate choice of vaues for the reaining bidders (even if the atter vaues are restricted to be additive), a of the above-isted weaknesses wi be present. In what foows, we wi iit attention to auctions of utipe ites, in which different bidders ay want different nubers or different packages of ites. One obvious reason for the disuse of the VCG echanis for arge-scae appications with diverse ites is the sae as for other cobinatoria or package auctions: copexity in a aspects of its ipeentation. The chapters of this book on the winner deterination probe give soe insights into the probe facing the auctioneer. There are aso iportant difficuties facing the bidder in such auctions. Copexity, however, cannot be the whoe expanation of the rarity of the VCG echanis. Cobinatoria auctions of other kinds have been adopted for a variety of procureent appications, fro schoo ik progras in Chie to bus route services in London, Engand. Sa-scae cobinatoria auctions are technicay feasibe, so we are forced to concude that VCG rues have not been epoyed even when they are feasibe. Anayses of the VCG echanis often excude any discussion of the auction revenues. This is an iportant oission. For private seers, revenues are the priary concern. Even in the governent-run spectru auctions, in which priorities ike aocationa efficiency, prooting ownership by sa businesses or woen- or inority- 10

11 owned businesses, rewarding innovation, and avoiding concentration of ownership are weighty considerations, one of the perforance easures ost ephasized by the pubic and poiticians aike is the fina auction revenue. 3 Against this background, it is particuary troubing that the Vickrey auction revenues can be very ow or zero, even when the ites being sod are quite vauabe and copetition is ape. For exape, 4 consider a hypothetica auction of two spectru icenses to three bidders. Suppose that bidder 1 wants ony the package of two icenses and is wiing to pay $2 biion, whie bidders 2 and 3 are both wiing to pay $2 biion for a singe icense. The VCG echanis assigns the icenses efficienty to bidders 2 and 3. The price paid by bidder 2 is the difference in the vaue of one icense or two icenses to the reaining bidders. Since that difference is zero, the price is zero! The sae concusion appies syetricay to bidder 3, so the tota auction revenues are zero. Notice that, in this exape, if the governent had sod the two icenses as an indivisibe whoe, then it woud have had three bidders each wiing to pay $2 biion for the cobined icense. That is ape copetition: an ascending auction woud have been expected to ead to a price of $2 biion. This revenue deficiency of the VCG echanis is decisive to reject it for ost practica appications. Cosey reated to the revenue deficiency of the Vickrey auction is the nononotonicity of seer revenues both in the set of bidders and in the aounts bid. In the preceding exape, if the third bidder were absent or if its vaue for a icense were reduced fro $2 biion to zero, then the seer s revenues in the VCG auction woud 3 However, Ausube and Craton (1999) argue that in the extree case of an auction foowed by a resae arket in which a avaiabe gains fro trade are reaized, a focus soey on efficiency is appropriate. 4 This and a subsequent exapes are drawn fro Ausube and Migro (2002). 11

12 increase fro $0 to $2 biion. This non-onotonicity is not ony a potentia pubic reations probe but aso creates oophoes and vunerabiities that bidders can soeties expoit. One is the Vickrey design s vunerabiity to cousion, even by osing bidders. This can be iustrated by a variant of the preceding exape, in which bidder 1 s vaues are unchanged but bidders 2 and 3 have their vaues reduced so that each is wiing to pay ony $0.5 biion to acquire a singe icense. The change in vaues aters the efficient aocation, aking bidders 2 and 3 osers in the auction. However, notice that if the bidders each bid $2 biion for their individua icenses, then the outcoe wi be the sae as above: each wi win one icense at a price of zero! This shows that the VCG echanis has the unusua vunerabiity that even osing bidders ay possess profitabe joint deviations, faciitating cousion in the auction. A cosey reated stratage is a version of shi bidding a bidder s use of utipe identities in the auction as discussed in chapter 7 of this book. 5 To construct this exape, et us repace bidders 2 and 3 of the preceding exape by a singe cobined bidder whose vaues are $0.5 biion for a singe icense and $1.0 biion for the pair of icenses. Again, the efficient aocation assigns the icenses to bidder 1, so the cobined bidder is destined to ose. However, if the auctioneer cannot keep track of the bidders rea identities, then the cobined bidder coud participate in the auction under two naes bidder 2 and bidder 3 each of who bids $2 biion for a singe icense. As we have aready seen, the resut is that bidders 2 and 3 win at a price of zero, so the cobined bidder wins both icenses at a tota price of zero. 5 See Sakurai, Yokoo and Matsubara (1999) and Yokoo, Sakurai and Matsubara (2000, 2004) for the origina treatents of what they have caed fase nae bidding. 12

13 A reated difficuty with the VCG echanis arises even if a the bidders pay their doinant strategies, with no cousion or utipe identities. Suppose again that bidders 2 and 3 each vaue a singe icense at $2 biion, but that by cobining operations they coud increase the vaue of the package fro $4 biion to $4+X biion. If a bidders bid their vaues as in the origina Vickrey anaysis, then the unerged bidders 2 and 3 woud pay zero and earn a tota profit of $4 biion. A erger by bidders 2 and 3 before the auction woud raise the price fro zero to $2 biion, so the firs woud find it profitabe to erge ony if X>$2 biion. Thus, whie the doinant strategy soution of the VCG echanis provides the proper incentives for bidding with a fixed set of bidders, it distorts pre-auction decisions reated to erging bidders. Notice that, in each of these exapes, bidder 1 has vaue ony for the entire package. If we odified the exapes to ake the icenses substitutes for bidder 1, for exape, by specifying that bidder 1 was wiing to pay $1 biion for each icense rather than just $2 biion for the pair, then a of our concusions woud change. The seer s tota revenue in the first exape woud be $2 biion, which is a copetitive payent in the sense that the payoff outcoe ies in the core. 6 This odification reverses a of the reated exapes, eiinating non-onotonicities in seer revenues, profitabe joint deviations by osing bidders, the profitabe use of utipe identities in bidding, and the bias against vaue-creating ergers. The substitutes condition turns out to pay a decisive roe in characterizing the perforance of the Vickrey auction. The fora anaysis beow deveops that concusion. 6 In the unodified exape, the Vickrey outcoe was not in the core. The coaition consisting of the seer and bidder 1 coud bock the Vickrey outcoe since, by theseves, they earn a coaition payoff of $2 biion, but the Vickrey outcoe gave the ony a payoff of zero. 13

14 We show that the kinds of probes described above cannot arise if a bidders are iited to having substitutes preferences. Moreover, if the possibe bidder vaues incude the additive vaues and if they are not restricted ony to substitutes preferences, then there exist vaues profies that exhibit a of the kinds of probes described above. Before turning to that fora anaysis, we iustrate soe other, siper drawbacks of the VCG auction design. The Vickrey theory incorporates the very restrictive assuption that bidders payoffs are quasi-inear. This requires that payoffs can be expressed as the vaue of the ites received inus the payent ade. In particuar, it requires that there is no effective budget iit to constrain the bidders and that the buyer, in a procureent auction, does not have any overa iit on its cost of procureent. Athough we have no data on how frequenty these assuptions are satisfied, it appears that faiures ay be coon in practice. It is easy to see that the doinant strategy property breaks down when bidders have iited budgets. 7 For exape, consider an auction in which each bidder has a budget of $1.2 biion to spend. Vaues are deterined separatey fro budgets: they refect the increent to the net present vaue of the bidder s profits if it acquires the specified spectru icenses. Bidder A has vaues of $1 biion for a singe icense or $2 biion for the pair. Bidders B and C each want ony one icense. For bidder B, the vaue of a icense is $800 iion. Bidder C s vaue is unknown to the other bidders, because it depends on whether C is abe to acquire a particuar substitute outside of the auction. Depending on 7 Che and Gae (1998) anayze revenue differences aong first-price and second-price auctions in the presence of budget constraints. 14

15 the circustances, bidder C ay be wiing to pay either $1.1 biion or zero for a icense. In a Vickrey auction, bidder A shoud win either two icenses or one, depending on the ast bidder s decision. In either case, its tota payent wi be $800 iion, so its budget is aways adequate to ake its Vickrey payent. Yet, if A s budget iit constrains it to bid no ore than $1.2 biion for any package, then it has no doinant strategy. For suppose that bidders B and C adopt their doinant strategies, subitting bids equa to their vaues. Then, if bidder C bids zero, then A ust bid ess than $400 iion for a singe icense (and, say, $1.2 biion for the package) to win both icenses and axiize its payoff. If instead bidder C bids $1.1 biion, then A ust bid ore than $800 iion for a singe icense to win a singe icense and axiize its payoff. Since A s best bid depends on C s bid, A has no doinant strategy. Vickrey auctions are soeties viewed as unfair because two bidders ay pay different prices for identica aocations. To iustrate, suppose there are two bidders and two identica ites. Bidder 1 bids 12 for a singe ite and 13 for the package, whie bidder 2 bids 12 for a singe ite and 20 for the package. The resut is that each bidder wins one ite, but the prices they pay are 8 and 1, respectivey, even though the ites are identica and each has ade the sae bid for the ite it wins. Rothkopf, Teisberg and Kahn (1990) have argued that the VCG auction design presents a privacy preservation probe. Bidders ay rationay be reuctant to report their true vaues, fearing that the inforation they revea wi ater be used against the. For exape, the pubic has soeties been outraged when bidders for governent assets are peritted to pay significanty ess than their announced axiu prices in a Vickrey auction (McMian (1994)), and such reactions can ead to canceations, 15

16 renegotiations, or at east negative pubicity. Modern systes of encryption ake it technicay feasibe to verify the auction outcoe without reveaing the actua bids, so the privacy concern ay see ess fundaenta than the others weaknesses reported above. Moreover, the widespread use of proxy bidders, in which bidders are asked to report their vaues or axiu bids, in eectronic auctions conducted by Googe (for ad paceents), ebay, Aazon and others, estabish that privacy concerns are not aways decisive. Our entire discussion above has assued the so-caed private vaues ode, in which each bidder s payoff depends soey on its own estiate of vaue and not on its opponents estiates of vaue. This is appropriate, inasuch as the cassic theory of the Vickrey auction and the VCG echanis is deveoped for a private vaues ode. Without private vaues, they iediatey ose their doinant-strategy property. 8 Moreover, serious probes ay arise when Vickrey auctions are appied in other frequenty studied odes. In the coon vaue ode of Migro (1981) and the aost coon vaue ode of Keperer (1998), revenues can be neary zero for a different reason than above, reated to the extree sensitivity of equiibria in the secondprice auction to the winner s curse. In the ode of Buow, Huang and Keperer (1999), the aocationa efficiency of the second price auction design discourages entry by bidders who are unikey to be part of the efficient aocation. The paucity of entry can be another reason for very ow prices. 8 A generaization of the uti-unit Vickrey auction to environents where bidders receive onediensiona signas, and each bidder s vaues ay depend on its opponents signas, is described in Ausube (1999). With bidders vaues depending on opponents signas, the efficient echanis cannot possess the doinant-strategy property, but it retains the soewhat weaker property that truthfu reporting is an ex post Nash equiibriu. 16

17 5. VCG Outcoes and the Core Our discussion of the weaknesses of the VCG echanis began with a three-bidder exape in which the auction revenues were zero. Severa of the subsequent weaknesses were buit by varying this basic exape. Since the zero revenues exape was very specia, a basic question wi be: how ow ust revenue be before it is unacceptaby ow? We wi adopt a copetitive standard: the payoff outcoe ust ie in the core. To justify the core as a copetitive standard, suppose that two or ore risk-neutra brokers copete to purchase the services of the auction participants. The broker s profits are defined to be the vaue of the hired coaition inus the wages paid to those hired. It then foows that the copetitive equiibriu price vectors of such an econoy are the sae as the payoff vectors in the core of the gae. The reason is sipe. First, the requireent of equiibriu that the brokers do not ose oney is identica with the core requireent that the payoff aocation (or iputation ) is feasibe. Second, the requireent of equiibriu that no broker can earn positive profits by any feasibe strategy coincides exacty with the core requireent that no coaition can bock the payoff aocation. The conditions iposed by equiibriu on the price vector are thus the sae as those iposed by the core on payoff profies. To investigate the reationship between VCG outcoes and the core, we introduce soe notation. We first define the coaitiona gae (L,w) that is associated with the trading ode. The set of payers is L = {0,..., L 1}, with payer 0 being the seer. The set of feasibe aocations is X, for exape, ( ) The coaitiona vaue function is defined for coaitions S { : 0 and } X = x x x x. L 0 L 0 L as foows: 17

18 ax v( x), if 0 S, S ( ) x X ws = 0, if 0 S. (2) The vaue of a coaition is the axiu tota vaue the payers can create by trading aong theseves. If the seer is not incuded in the coaition, that vaue is zero. The core of a gae with payer set L and coaitiona vaue function w() i is defined as foows: { π π π }. Core ( L, w ) = : w ( L ) =, w ( S ) for a S L L S Thus, the core is the set of profit aocations that are feasibe for the coaition of the whoe and unbocked by any coaition. Let π denote the Vickrey payoff vector: π = wl ( ) wl ( ) for bidders L 0 and π = wl ( ) π for the seer. The next severa theores and their proofs are taken 0 L 0 fro Ausube and Migro (2002). Theore 4. A bidder s Vickrey payoff π is s highest payoff over a points in the core. That is, for a L 0 : π ax { π π (, )} = Core L w. Proof. The payoff vector defined by π 0 = wl ( ), π = wl ( ) wl ( ), and π = 0, for j 0,, satisfies Core( L, w) π. Hence, π ax { π π (, )} Core L w. j Now suppose that π is a feasibe payoff aocation with π > π for soe 0. Then k π k = wl ( ) π < wl ( ), so coaition L bocks the aocation. Hence, π Core( L, w). 18

19 A payoff vector in the core is bidder optia if there is no other core aocation that a bidders prefer. It is bidder doinant if it is the bidders unaniousy ost preferred point in the core. More precisey, et π Core( L, w). We say that π is bidder optia if there is no π Core( L, w) with π π and π π for every bidder. We say that π is bidder doinant if every π Core( L, w) satisfies π π for every bidder. Theore 5. If the Vickrey payoff vector π is in the core, then it is the bidderdoinant point in the core. If the Vickrey payoff vector π is not in the core, then there is no bidder-doinant point in the core and the seer s Vickrey payoff is stricty ess than the saest of the seer s core payoffs. Proof. By Theore 4, π π for a π Core( L, w) and L 0. Hence, if the Vickrey payoff π is in the core, then it is bidder doinant. Conversey, suppose that π Core( L, w) and consider any ˆ π Core( L, w) and any j for who ˆ π j π j. By Theore 4, ˆ π j < π j, so ˆ π is not bidder doinant, and ˆ π π for a L 0. So, π = wl ( ) π 0 L 0 < wl ( ) π L = π 0 0 ˆ ˆ. An equivaent way of expressing Theore 5 is that, if the Vickrey payoff is in the core, then it is the unique bidder-optia point in the core. Otherwise, there is a utipicity of bidder-optia points in the core none of which is bidder doinant. We thus find that the seer s revenues fro the VCG echanis are ower than the copetitive benchark uness the core contains a bidder-doinant point. Ony then is the Vickrey payoff in the core, and ony then does the seer get copetitive payoff for its goods. The next tasks are to investigate when the Vickrey payoff is in the core and to 19

20 show that, as in the exapes, the VCG echanis s other weaknesses hinge on these sae conditions. The stye of our anaysis is to treat conditions that are robust to certain variations in the underying ode. One ight otivate this by iagining that the auction designer does not know who wi bid in the auction or precisey what vaues the bidders wi have. The next two subsections dea with the uncertainties in sequence. 6. Conditions on the Coaitiona Vaue Function For this section, it is hepfu to iagine that the seer knows the set of potentia bidders L but does not know which of the wi actuay participate in the auction. The question we ask concerns conditions on the coaitiona vaue function sufficient to ensure that the Vickrey outcoe eets the copetitive benchark, that is, ies in the core, regardess of which bidders decide to participate. This sort of robustness property is both practicay vauabe and anayticay usefu, as we wi see beow. To expore the question described above, we introduce the concept of a restricted Vickrey payoff vector π ( S), which appies to the cooperative gae in which participation is restricted to the ebers of coaition S. Thus, π ( S) w( S) w( S ) for S 0 and π ( S ) w ( S ) π ( ) 0 S 0 S. We aso introduce our ain condition for this section: Definition. The coaitiona vaue function w is bidder-suboduar if for a L 0 and a coaitions S and S satisfying 0 S S, ws ( { }) ws ( ) ws ( { }) ws ( ). 20

Angles formed by 2 Lines being cut by a Transversal

Angles formed by 2 Lines being cut by a Transversal Chapter 4 Anges fored by 2 Lines being cut by a Transversa Now we are going to nae anges that are fored by two ines being intersected by another ine caed a transversa. 1 2 3 4 t 5 6 7 8 If I asked you

More information

Assigning Tasks in a 24-Hour Software Development Model

Assigning Tasks in a 24-Hour Software Development Model Assigning Tasks in a -Hour Software Deveopent Mode Pankaj Jaote, Gourav Jain Departent of Coputer Science & Engineering Indian Institute of Technoogy, Kanpur, INDIA 006 Eai:{jaote, gauravj}@iitk.ac.in

More information

Federal Reserve Bank of New York Staff Reports

Federal Reserve Bank of New York Staff Reports Federa Reserve Bank of New York Staff Reports ESOP Fabes: The Ipact of Epoyee Stock Ownership Pans on Labor Disputes Peter Craton Haid Mehran Joseph Tracy Staff Report no. 347 Septeber 2008 This paper

More information

Pay-on-delivery investing

Pay-on-delivery investing Pay-on-deivery investing EVOLVE INVESTment range 1 EVOLVE INVESTMENT RANGE EVOLVE INVESTMENT RANGE 2 Picture a word where you ony pay a company once they have deivered Imagine striking oi first, before

More information

Distances in random graphs with finite mean and infinite variance degrees

Distances in random graphs with finite mean and infinite variance degrees E e c t r o n i c J o u r n a o f P r o b a b i i t y Vo. 12 2007, Paper no. 25, pages 70 766. Journa URL http://www.ath.washington.edu/~epecp/ Distances in rando graphs with finite ean and infinite variance

More information

Teamwork. Abstract. 2.1 Overview

Teamwork. Abstract. 2.1 Overview 2 Teamwork Abstract This chapter presents one of the basic eements of software projects teamwork. It addresses how to buid teams in a way that promotes team members accountabiity and responsibiity, and

More information

Secure Network Coding with a Cost Criterion

Secure Network Coding with a Cost Criterion Secure Network Coding with a Cost Criterion Jianong Tan, Murie Médard Laboratory for Information and Decision Systems Massachusetts Institute of Technoogy Cambridge, MA 0239, USA E-mai: {jianong, medard}@mit.edu

More information

Energy Density / Energy Flux / Total Energy in 3D

Energy Density / Energy Flux / Total Energy in 3D Lecture 5 Phys 75 Energy Density / Energy Fux / Tota Energy in D Overview and Motivation: In this ecture we extend the discussion of the energy associated with wave otion to waves described by the D wave

More information

Early access to FAS payments for members in poor health

Early access to FAS payments for members in poor health Financia Assistance Scheme Eary access to FAS payments for members in poor heath Pension Protection Fund Protecting Peope s Futures The Financia Assistance Scheme is administered by the Pension Protection

More information

Cell Coverage Optimization for the Multicell Massive MIMO Uplink

Cell Coverage Optimization for the Multicell Massive MIMO Uplink Ce Coverage Optiization for the Mutice Massive MIMO Upink Jin, S., Wang, J., Sun, Q., Matthaiou, M., & Gao, X. 04. Ce Coverage Optiization for the Mutice Massive MIMO Upink. IEEE Transactions on Vehicuar

More information

An Unemployment Insurance Scheme for the Euro Area? A Comparison of Different Alternatives Using Micro Data

An Unemployment Insurance Scheme for the Euro Area? A Comparison of Different Alternatives Using Micro Data EM 15/15 An Unepoyent Insurance Schee for the Euro Area? A Coparison of Different Aternatives Using Micro Data Mathias Dos, Ceens Fuest, Dirk Neuann and Andreas Peich Deceber 215 An Unepoyent Insurance

More information

A Traffic-pricing Model for the Packet-switching Network. with Prioritized Round-robin Queueing 1

A Traffic-pricing Model for the Packet-switching Network. with Prioritized Round-robin Queueing 1 A Traffic-pricing Mode for te Pacet-switcing Networ wit Prioritized Round-robin Queueing 1 Zangxi Lin *, Dae O. Sta + and Andrew B. Winston ** Extended Abstract Dynaic networ traffic pricing as been considered

More information

Betting Strategies, Market Selection, and the Wisdom of Crowds

Betting Strategies, Market Selection, and the Wisdom of Crowds Betting Strategies, Market Seection, and the Wisdom of Crowds Wiemien Kets Northwestern University w-kets@keogg.northwestern.edu David M. Pennock Microsoft Research New York City dpennock@microsoft.com

More information

Fixed income managers: evolution or revolution

Fixed income managers: evolution or revolution Fixed income managers: evoution or revoution Traditiona approaches to managing fixed interest funds rey on benchmarks that may not represent optima risk and return outcomes. New techniques based on separate

More information

Our Goals for our Students

Our Goals for our Students Hoe Courses Registration Log-on Contact Introducing King s Onine Bibe Schoo Our Goas for our Students Options for Study Bibe Schoo Dipoa What we ask of our students Downoad this page as a PDF Our Goas

More information

Simultaneous Routing and Power Allocation in CDMA Wireless Data Networks

Simultaneous Routing and Power Allocation in CDMA Wireless Data Networks Simutaneous Routing and Power Aocation in CDMA Wireess Data Networks Mikae Johansson *,LinXiao and Stephen Boyd * Department of Signas, Sensors and Systems Roya Institute of Technoogy, SE 00 Stockhom,

More information

Position Auctions and Non-uniform Conversion Rates

Position Auctions and Non-uniform Conversion Rates Position Auctions and Non-unifor Conversion Rates Liad Blurosen Microsoft Research Mountain View, CA 944 liadbl@icrosoft.co Jason D. Hartline Shuzhen Nong Electrical Engineering and Microsoft AdCenter

More information

Oligopoly in Insurance Markets

Oligopoly in Insurance Markets Oigopoy in Insurance Markets June 3, 2008 Abstract We consider an oigopoistic insurance market with individuas who differ in their degrees of accident probabiities. Insurers compete in coverage and premium.

More information

Endogenous Market Structure and the Cooperative Firm

Endogenous Market Structure and the Cooperative Firm Endogenous Market Structure and the Cooperative Fir Brent Hueth and GianCarlo Moschini Working Paper 14-WP 547 May 2014 Center for Agricultural and Rural Developent Iowa State University Aes, Iowa 50011-1070

More information

This paper studies a rental firm that offers reusable products to price- and quality-of-service sensitive

This paper studies a rental firm that offers reusable products to price- and quality-of-service sensitive MANUFACTURING & SERVICE OPERATIONS MANAGEMENT Vol., No. 3, Suer 28, pp. 429 447 issn 523-464 eissn 526-5498 8 3 429 infors doi.287/so.7.8 28 INFORMS INFORMS holds copyright to this article and distributed

More information

Introduction the pressure for efficiency the Estates opportunity

Introduction the pressure for efficiency the Estates opportunity Heathy Savings? A study of the proportion of NHS Trusts with an in-house Buidings Repair and Maintenance workforce, and a discussion of eary experiences of Suppies efficiency initiatives Management Summary

More information

A Description of the California Partnership for Long-Term Care Prepared by the California Department of Health Care Services

A Description of the California Partnership for Long-Term Care Prepared by the California Department of Health Care Services 2012 Before You Buy A Description of the Caifornia Partnership for Long-Term Care Prepared by the Caifornia Department of Heath Care Services Page 1 of 13 Ony ong-term care insurance poicies bearing any

More information

Order-to-Cash Processes

Order-to-Cash Processes TMI170 ING info pat 2:Info pat.qxt 01/12/2008 09:25 Page 1 Section Two: Order-to-Cash Processes Gregory Cronie, Head Saes, Payments and Cash Management, ING O rder-to-cash and purchase-topay processes

More information

Australian Bureau of Statistics Management of Business Providers

Australian Bureau of Statistics Management of Business Providers Purpose Austraian Bureau of Statistics Management of Business Providers 1 The principa objective of the Austraian Bureau of Statistics (ABS) in respect of business providers is to impose the owest oad

More information

Green power. options

Green power. options Green power options How a our universities can hep stop cimate change by switching to green eectricity In January 2001 Peope & Panet caed on every UK university to switch to green eectricity, generated

More information

Let s get usable! Usability studies for indexes. Susan C. Olason. Study plan

Let s get usable! Usability studies for indexes. Susan C. Olason. Study plan Let s get usabe! Usabiity studies for indexes Susan C. Oason The artice discusses a series of usabiity studies on indexes from a systems engineering and human factors perspective. The purpose of these

More information

The guaranteed selection. For certainty in uncertain times

The guaranteed selection. For certainty in uncertain times The guaranteed seection For certainty in uncertain times Making the right investment choice If you can t afford to take a ot of risk with your money it can be hard to find the right investment, especiay

More information

professional indemnity insurance proposal form

professional indemnity insurance proposal form professiona indemnity insurance proposa form Important Facts Reating To This Proposa Form You shoud read the foowing advice before proceeding to compete this proposa form. Duty of Discosure Before you

More information

The definition of insanity is doing the same thing over and over again and expecting different results

The definition of insanity is doing the same thing over and over again and expecting different results insurance services Sma Business Insurance a market opportunity being missed Einstein may not have known much about insurance, but if you appy his definition to the way existing brands are deveoping their

More information

Sales and Use Tax Implications of Loyalty Programs

Sales and Use Tax Implications of Loyalty Programs EDITED BY WALTER HELLERSTEIN, J.D. STATE & LOCAL Saes and Use Tax Impications of Loyaty Programs MARY T. BENTON, MATTHEW P. HEDSTROM, AND GREGG D. BARTON Examining a oyaty program reward s form, structure,

More information

INDUSTRIAL AND COMMERCIAL

INDUSTRIAL AND COMMERCIAL Finance TM NEW YORK CITY DEPARTMENT OF FINANCE TAX & PARKING PROGRAM OPERATIONS DIVISION INDUSTRIAL AND COMMERCIAL ABATEMENT PROGRAM PRELIMINARY APPLICATION AND INSTRUCTIONS Mai to: NYC Department of Finance,

More information

11 - KINETIC THEORY OF GASES Page 1

11 - KINETIC THEORY OF GASES Page 1 - KIETIC THEORY OF GASES Page Introduction The constituent partices of the atter ike atos, oecues or ions are in continuous otion. In soids, the partices are very cose and osciate about their ean positions.

More information

TERM INSURANCE CALCULATION ILLUSTRATED. This is the U.S. Social Security Life Table, based on year 2007.

TERM INSURANCE CALCULATION ILLUSTRATED. This is the U.S. Social Security Life Table, based on year 2007. This is the U.S. Socia Security Life Tabe, based on year 2007. This is avaiabe at http://www.ssa.gov/oact/stats/tabe4c6.htm. The ife eperiences of maes and femaes are different, and we usuay do separate

More information

Mathematics and Science Partnerships Program Highlights. Analytic and Technical Support for Mathematics and Science Partnerships

Mathematics and Science Partnerships Program Highlights. Analytic and Technical Support for Mathematics and Science Partnerships Matheatics and Science Partnerships Progra Highights Anaytic and Technica Support for Matheatics and Science Partnerships Contract # ED-04-CO-00 Task Order # 00 Apri 0 Prepared for: Pat O Conne Johnson

More information

Chapter 3: Investing: Your Options, Your Risks, Your Rewards

Chapter 3: Investing: Your Options, Your Risks, Your Rewards Chapter 3: Investing: Your Options, Your Risks, Your Rewards Page 1 of 10 Chapter 3: Investing: Your Options, Your Risks, Your Rewards In This Chapter What is inside a mutua fund? What is a stock? What

More information

Business Banking. A guide for franchises

Business Banking. A guide for franchises Business Banking A guide for franchises Hep with your franchise business, right on your doorstep A true understanding of the needs of your business: that s what makes RBS the right choice for financia

More information

AA Fixed Rate ISA Savings

AA Fixed Rate ISA Savings AA Fixed Rate ISA Savings For the road ahead The Financia Services Authority is the independent financia services reguator. It requires us to give you this important information to hep you to decide whether

More information

Example of Credit Card Agreement for Bank of America Visa Signature and World MasterCard accounts

Example of Credit Card Agreement for Bank of America Visa Signature and World MasterCard accounts Exampe of Credit Card Agreement for Bank of America Visa Signature and Word MasterCard accounts PRICING INFORMATION Actua pricing wi vary from one cardhoder to another Annua Percentage Rates for Purchases

More information

Breakeven analysis and short-term decision making

Breakeven analysis and short-term decision making Chapter 20 Breakeven anaysis and short-term decision making REAL WORLD CASE This case study shows a typica situation in which management accounting can be hepfu. Read the case study now but ony attempt

More information

Delhi Business Review X Vol. 4, No. 2, July - December 2003. Mohammad Talha

Delhi Business Review X Vol. 4, No. 2, July - December 2003. Mohammad Talha Dehi Business Review X Vo. 4, No. 2, Juy - December 2003 TREATMENT TMENT OF GOODWILL IN ACCOUNTING Mohammad Taha GOODWILL is usuay ony recorded in an accounting system when a company purchases an unincorporated

More information

Pricing and Revenue Sharing Strategies for Internet Service Providers

Pricing and Revenue Sharing Strategies for Internet Service Providers Pricing and Revenue Sharing Strategies for Internet Service Providers Linhai He and Jean Warand Department of Eectrica Engineering and Computer Sciences University of Caifornia at Berkeey {inhai,wr}@eecs.berkeey.edu

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES About ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account. Some of

More information

SABRe B2.1: Design & Development. Supplier Briefing Pack.

SABRe B2.1: Design & Development. Supplier Briefing Pack. SABRe B2.1: Design & Deveopment. Suppier Briefing Pack. 2013 Ros-Royce pc The information in this document is the property of Ros-Royce pc and may not be copied or communicated to a third party, or used

More information

GRADUATE RECORD EXAMINATIONS PROGRAM

GRADUATE RECORD EXAMINATIONS PROGRAM VALIDITY and the GRADUATE RECORD EXAMINATIONS PROGRAM BY WARREN W. WILLINGHAM EDUCATIONAL TESTING SERVICE, PRINCETON, NEW JERSEY Vaidity and the Graduate Record Examinations Program Vaidity and the Graduate

More information

Internal Control. Guidance for Directors on the Combined Code

Internal Control. Guidance for Directors on the Combined Code Interna Contro Guidance for Directors on the Combined Code ISBN 1 84152 010 1 Pubished by The Institute of Chartered Accountants in Engand & Waes Chartered Accountants Ha PO Box 433 Moorgate Pace London

More information

Amount Existing Liens $ Purpose of Refinance. 4. Applicant Information Co-Applicant's Name. Social Security No. Date of Birth.

Amount Existing Liens $ Purpose of Refinance. 4. Applicant Information Co-Applicant's Name. Social Security No. Date of Birth. Universa Credit Appication (Consumer Residentia Rea Estate) 1. Type of Appication (Check ony one of the four checkboxes; and sign, if joint credit) Individua Credit. If checked, this is an Appication for

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may

More information

Business schools are the academic setting where. The current crisis has highlighted the need to redefine the role of senior managers in organizations.

Business schools are the academic setting where. The current crisis has highlighted the need to redefine the role of senior managers in organizations. c r o s os r oi a d s REDISCOVERING THE ROLE OF BUSINESS SCHOOLS The current crisis has highighted the need to redefine the roe of senior managers in organizations. JORDI CANALS Professor and Dean, IESE

More information

ADVANCED ACCOUNTING SOFTWARE FOR GROWING BUSINESSES

ADVANCED ACCOUNTING SOFTWARE FOR GROWING BUSINESSES ADVANCED ACCOUNTING SOFTWARE FOR GROWING BUSINESSES Product Features 1. System 2. Saes Ledger Unimited companies with password protection User security Muti-user system: 1 user comes as standard, up to

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account Some of these

More information

Endogenous Credit-Card Acceptance in a Model of Precautionary Demand for Money

Endogenous Credit-Card Acceptance in a Model of Precautionary Demand for Money Endogenous Credit-Card Acceptance in a Model of Precautionary Deand for Money Adrian Masters University of Essex and SUNY Albany Luis Raúl Rodríguez-Reyes University of Essex March 24 Abstract A credit-card

More information

Learning from evaluations Processes and instruments used by GIZ as a learning organisation and their contribution to interorganisational learning

Learning from evaluations Processes and instruments used by GIZ as a learning organisation and their contribution to interorganisational learning Monitoring and Evauation Unit Learning from evauations Processes and instruments used by GIZ as a earning organisation and their contribution to interorganisationa earning Contents 1.3Learning from evauations

More information

Hedge Fund Capital Accounts and Revaluations: Are They Section 704(b) Compliant?

Hedge Fund Capital Accounts and Revaluations: Are They Section 704(b) Compliant? o EDITED BY ROGER F. PILLOW, LL.M. PARTNERSHIPS, S CORPORATIONS & LLCs Hedge Fund Capita Accounts and Revauations: Are They Section 704(b) Compiant? THOMAS GRAY Hedge funds treated as partnerships for

More information

DRIVING UNDER THE INFLUENCE ACT

DRIVING UNDER THE INFLUENCE ACT Driving Under the Infuence Act 13 MIRC Ch.3 TITLE 13 MOTOR VEHICLES CHAPTER 3 - DRIVING UNDER THE INFLUENCE s Repubic of the Marsha Isands Jepipiin Ke Ejukaan DRIVING UNDER THE INFLUENCE ACT Arrangement

More information

Privacy, Exposure and Price Discrimination

Privacy, Exposure and Price Discrimination Privacy, Exposure and Price Discriination Luc Wathieu 1 Harvard usiness School, Soldiers Field, oston, M 02163 (eail) lwathieu@hbs.edu (Tel) 617-495-1016 Subitted for presentation at the first QME conference

More information

Distribution of Income Sources of Recent Retirees: Findings From the New Beneficiary Survey

Distribution of Income Sources of Recent Retirees: Findings From the New Beneficiary Survey Distribution of Income Sources of Recent Retirees: Findings From the New Beneficiary Survey by Linda Drazga Maxfied and Virginia P. Rena* Using data from the New Beneficiary Survey, this artice examines

More information

Key Features and Terms & Conditions of the Stocks & Shares Junior ISA

Key Features and Terms & Conditions of the Stocks & Shares Junior ISA June 2013 Key Features and Terms & Conditions of the This document shoud be read in conjunction with an up-to-date Key Investor Information Document (KIID) for the fund in which you want to invest. You

More information

Network/Communicational Vulnerability

Network/Communicational Vulnerability Automated teer machines (ATMs) are a part of most of our ives. The major appea of these machines is convenience The ATM environment is changing and that change has serious ramifications for the security

More information

VALUE TRANSFER OF PENSION RIGHTS IN THE NETHERLANDS. June 2004 - publication no. 8A/04

VALUE TRANSFER OF PENSION RIGHTS IN THE NETHERLANDS. June 2004 - publication no. 8A/04 STICHTING VAN DE ARBEID REVISION VALUE TRANSFER OF PENSION RIGHTS IN THE NETHERLANDS June 2004 - pubication no. 8A/04 Vaue transfer of pension rights in the Netherands 1. Introduction The opportunity to

More information

Finance 360 Problem Set #6 Solutions

Finance 360 Problem Set #6 Solutions Finance 360 Probem Set #6 Soutions 1) Suppose that you are the manager of an opera house. You have a constant margina cost of production equa to $50 (i.e. each additiona person in the theatre raises your

More information

Pricing and hedging of variable annuities

Pricing and hedging of variable annuities Cutting Edge Pricing and hedging of variabe annuities Variabe annuity products are unit-inked investments with some form of guarantee, traditionay sod by insurers or banks into the retirement and investment

More information

ELECTRONIC FUND TRANSFERS. l l l. l l. l l l. l l l

ELECTRONIC FUND TRANSFERS. l l l. l l. l l l. l l l Program Organization = Number "1060" = Type "123342" = "ETM2LAZCD" For = "502859" "TCCUS" "" Name "WK Number = Name "First "1001" = "1" Eectronic = "1001" = Financia "Jane Funds Doe" Northwest Xfer PG1

More information

CONTRIBUTION OF INTERNAL AUDITING IN THE VALUE OF A NURSING UNIT WITHIN THREE YEARS

CONTRIBUTION OF INTERNAL AUDITING IN THE VALUE OF A NURSING UNIT WITHIN THREE YEARS Dehi Business Review X Vo. 4, No. 2, Juy - December 2003 CONTRIBUTION OF INTERNAL AUDITING IN THE VALUE OF A NURSING UNIT WITHIN THREE YEARS John N.. Var arvatsouakis atsouakis DURING the present time,

More information

The Web Insider... The Best Tool for Building a Web Site *

The Web Insider... The Best Tool for Building a Web Site * The Web Insider... The Best Too for Buiding a Web Site * Anna Bee Leiserson ** Ms. Leiserson describes the types of Web-authoring systems that are avaiabe for buiding a site and then discusses the various

More information

Applying Variant Variable Regularized Logistic Regression for Modeling Software Defect Predictor

Applying Variant Variable Regularized Logistic Regression for Modeling Software Defect Predictor Appying Variant Variabe Reguarized Logistic Regression for Modeing Software Defect Predictor Gabrie Kofi Arah, Meber, IACSI, Guanchun Luo, Ke Qin, and Angoo She Mbandu, Meber, IACSI Abstract Epirica studies

More information

SELECTING THE SUITABLE ERP SYSTEM: A FUZZY AHP APPROACH. Ufuk Cebeci

SELECTING THE SUITABLE ERP SYSTEM: A FUZZY AHP APPROACH. Ufuk Cebeci SELECTING THE SUITABLE ERP SYSTEM: A FUZZY AHP APPROACH Ufuk Cebeci Department of Industria Engineering, Istanbu Technica University, Macka, Istanbu, Turkey - ufuk_cebeci@yahoo.com Abstract An Enterprise

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow some of which may not appy your account Some of these may

More information

Infrastructure for Business

Infrastructure for Business Infrastructure for Business The IoD Member Broadband Survey Infrastructure for Business 2013 #5 The IoD Member Broadband Survey The IoD Member Broadband Survey Written by: Corin Tayor, Senior Economic

More information

International Journal of Management & Information Systems First Quarter 2012 Volume 16, Number 1

International Journal of Management & Information Systems First Quarter 2012 Volume 16, Number 1 International Journal of Manageent & Inforation Systes First Quarter 2012 Volue 16, Nuber 1 Proposal And Effectiveness Of A Highly Copelling Direct Mail Method - Establishent And Deployent Of PMOS-DM Hisatoshi

More information

Market Design & Analysis for a P2P Backup System

Market Design & Analysis for a P2P Backup System Market Design & Anaysis for a P2P Backup System Sven Seuken Schoo of Engineering & Appied Sciences Harvard University, Cambridge, MA seuken@eecs.harvard.edu Denis Chares, Max Chickering, Sidd Puri Microsoft

More information

PENALTY TAXES ON CORPORATE ACCUMULATIONS

PENALTY TAXES ON CORPORATE ACCUMULATIONS H Chapter Six H PENALTY TAXES ON CORPORATE ACCUMULATIONS INTRODUCTION AND STUDY OBJECTIVES The accumuated earnings tax and the persona hoding company tax are penaty taxes designed to prevent taxpayers

More information

FINANCIAL ACCOUNTING

FINANCIAL ACCOUNTING FINANCIAL ACCOUNTING Part 1 A conceptua framework: setting the scene 1 Who needs accounting? 2 A systematic approach to financia reporting: the accounting equation 3 Financia statements from the accounting

More information

Key Features of Life Insurance

Key Features of Life Insurance Key Features of Life Insurance Life Insurance Key Features The Financia Conduct Authority is a financia services reguator. It requires us, Aviva, to give you this important information to hep you to decide

More information

How to Cut Health Care Costs

How to Cut Health Care Costs How to Cut Heath Care Costs INSIDE: TEN TIPS FOR MEDICARE BENEFICIARIES What is one of the biggest financia surprises in retirement? Heath care costs. It s a growing concern among many Medicare beneficiaries,

More information

Fast Robust Hashing. ) [7] will be re-mapped (and therefore discarded), due to the load-balancing property of hashing.

Fast Robust Hashing. ) [7] will be re-mapped (and therefore discarded), due to the load-balancing property of hashing. Fast Robust Hashing Manue Urueña, David Larrabeiti and Pabo Serrano Universidad Caros III de Madrid E-89 Leganés (Madrid), Spain Emai: {muruenya,darra,pabo}@it.uc3m.es Abstract As statefu fow-aware services

More information

A short guide to making a medical negligence claim

A short guide to making a medical negligence claim A short guide to making a medica negigence caim Introduction Suffering from an incident of medica negigence is traumatic and can have a serious ong-term impact on both the physica and menta heath of affected

More information

TMI ING Guide to Financial Supply Chain Optimisation 29. Creating Opportunities for Competitive Advantage. Section Four: Supply Chain Finance

TMI ING Guide to Financial Supply Chain Optimisation 29. Creating Opportunities for Competitive Advantage. Section Four: Supply Chain Finance TMI171 ING info pat :Info pat.qxt 19/12/2008 17:02 Page 29 ING Guide to Financia Suppy Chain Optimisation Creating Opportunities for Competitive Advantage Section Four: Suppy Chain Finance Introduction

More information

Use of extrapolation to forecast the working capital in the mechanical engineering companies

Use of extrapolation to forecast the working capital in the mechanical engineering companies ECONTECHMOD. AN INTERNATIONAL QUARTERLY JOURNAL 2014. Vol. 1. No. 1. 23 28 Use of extrapolation to forecast the working capital in the echanical engineering copanies A. Cherep, Y. Shvets Departent of finance

More information

How To Get A Loan From A Bank For Free

How To Get A Loan From A Bank For Free Finance 111 Finance We have to work with oney every day. While balancing your checkbook or calculating your onthly expenditures on espresso requires only arithetic, when we start saving, planning for retireent,

More information

Dynamic Pricing Trade Market for Shared Resources in IIU Federated Cloud

Dynamic Pricing Trade Market for Shared Resources in IIU Federated Cloud Dynamic Pricing Trade Market or Shared Resources in IIU Federated Coud Tongrang Fan 1, Jian Liu 1, Feng Gao 1 1Schoo o Inormation Science and Technoogy, Shiiazhuang Tiedao University, Shiiazhuang, 543,

More information

Face Hallucination and Recognition

Face Hallucination and Recognition Face Haucination and Recognition Xiaogang Wang and Xiaoou Tang Department of Information Engineering, The Chinese University of Hong Kong {xgwang1, xtang}@ie.cuhk.edu.hk http://mmab.ie.cuhk.edu.hk Abstract.

More information

Chapter 3: JavaScript in Action Page 1 of 10. How to practice reading and writing JavaScript on a Web page

Chapter 3: JavaScript in Action Page 1 of 10. How to practice reading and writing JavaScript on a Web page Chapter 3: JavaScript in Action Page 1 of 10 Chapter 3: JavaScript in Action In this chapter, you get your first opportunity to write JavaScript! This chapter introduces you to JavaScript propery. In addition,

More information

Income Protection Options

Income Protection Options Income Protection Options Poicy Conditions Introduction These poicy conditions are written confirmation of your contract with Aviva Life & Pensions UK Limited. It is important that you read them carefuy

More information

A CENTRAL LONDON LAW CENTRE PUBLICATION. Taking Grievances A GUIDE FOR EMPLOYEES AND THEIR REPRESENTATIVES

A CENTRAL LONDON LAW CENTRE PUBLICATION. Taking Grievances A GUIDE FOR EMPLOYEES AND THEIR REPRESENTATIVES A CENTRAL LONDON LAW CENTRE PUBLICATION Taking Grievances t s e c n a griev A GUIDE FOR EMPLOYEES AND THEIR REPRESENTATIVES x RA LEWIS BY TAMA m Acknowedgments With many thanks to the Nuffied Foundation

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l. l l. l l

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l. l l. l l ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account Some of these

More information

Avaya Remote Feature Activation (RFA) User Guide

Avaya Remote Feature Activation (RFA) User Guide Avaya Remote Feature Activation (RFA) User Guide 03-300149 Issue 5.0 September 2007 2007 Avaya Inc. A Rights Reserved. Notice Whie reasonabe efforts were made to ensure that the information in this document

More information

APPENDIX 10.1: SUBSTANTIVE AUDIT PROGRAMME FOR PRODUCTION WAGES: TROSTON PLC

APPENDIX 10.1: SUBSTANTIVE AUDIT PROGRAMME FOR PRODUCTION WAGES: TROSTON PLC Appendix 10.1: substantive audit programme for production wages: Troston pc 389 APPENDIX 10.1: SUBSTANTIVE AUDIT PROGRAMME FOR PRODUCTION WAGES: TROSTON PLC The detaied audit programme production wages

More information

German Working Papers in Law and Economics

German Working Papers in Law and Economics German Working Papers in Law and Economics Voume 2003 Paper 21 Efficient Third Party Liabiity of Auditors in Tort Law and in Contract Law Hans-Bernd Schäfer University of Hamburg, Germany Copyright c 2003

More information

Art of Java Web Development By Neal Ford 624 pages US$44.95 Manning Publications, 2004 ISBN: 1-932394-06-0

Art of Java Web Development By Neal Ford 624 pages US$44.95 Manning Publications, 2004 ISBN: 1-932394-06-0 IEEE DISTRIBUTED SYSTEMS ONLINE 1541-4922 2005 Pubished by the IEEE Computer Society Vo. 6, No. 5; May 2005 Editor: Marcin Paprzycki, http://www.cs.okstate.edu/%7emarcin/ Book Reviews: Java Toos and Frameworks

More information

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l l. l l

ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES. l l l. l l ELECTRONIC FUND TRANSFERS YOUR RIGHTS AND RESPONSIBILITIES The Eectronic Fund Transfers we are capabe of handing for consumers are indicated beow, some of which may not appy your account Some of these

More information

Normalization of Database Tables. Functional Dependency. Examples of Functional Dependencies: So Now what is Normalization? Transitive Dependencies

Normalization of Database Tables. Functional Dependency. Examples of Functional Dependencies: So Now what is Normalization? Transitive Dependencies ISM 602 Dr. Hamid Nemati Objectives The idea Dependencies Attributes and Design Understand concepts normaization (Higher-Leve Norma Forms) Learn how to normaize tabes Understand normaization and database

More information

Older people s assets: using housing equity to pay for health and aged care

Older people s assets: using housing equity to pay for health and aged care Key words: aged care; retirement savings; reverse mortgage; financia innovation; financia panning Oder peope s assets: using housing equity to pay for heath and aged care The research agenda on the ageing

More information

ASYMPTOTIC DIRECTION FOR RANDOM WALKS IN RANDOM ENVIRONMENTS arxiv:math/0512388v2 [math.pr] 11 Dec 2007

ASYMPTOTIC DIRECTION FOR RANDOM WALKS IN RANDOM ENVIRONMENTS arxiv:math/0512388v2 [math.pr] 11 Dec 2007 ASYMPTOTIC DIRECTION FOR RANDOM WALKS IN RANDOM ENVIRONMENTS arxiv:math/0512388v2 [math.pr] 11 Dec 2007 FRANÇOIS SIMENHAUS Université Paris 7, Mathématiques, case 7012, 2, pace Jussieu, 75251 Paris, France

More information

Investing in corporate bonds?

Investing in corporate bonds? Investing in corporate bonds? This independent guide fro the Australian Securities and Investents Coission (ASIC) can help you look past the return and assess the risks of corporate bonds. If you re thinking

More information

ICAP CREDIT RISK SERVICES. Your Business Partner

ICAP CREDIT RISK SERVICES. Your Business Partner ICAP CREDIT RISK SERVICES Your Business Partner ABOUT ICAP GROUP ICAP Group with 56 miion revenues for 2008 and 1,000 empoyees- is the argest Business Services Group in Greece. In addition to its Greek

More information

CODE OF PRACTICE for the PHARMACEUTICAL INDUSTRY 2015

CODE OF PRACTICE for the PHARMACEUTICAL INDUSTRY 2015 CODE OF PRACTICE for the PHARMACEUTICAL INDUSTRY 2015 CODE OF PRACTICE for the PHARMACEUTICAL INDUSTRY 2015 together with the PRESCRIPTION MEDICINES CODE OF PRACTICE AUTHORITY Constitution and Procedure

More information

NCH Software MoneyLine

NCH Software MoneyLine NCH Software MoneyLine This user guide has been created for use with MoneyLine Version 2.xx NCH Software Technica Support If you have difficuties using MoneyLine pease read the appicabe topic before requesting

More information

Structural Developments and Innovations in the Asset- Backed Commercial Paper Market

Structural Developments and Innovations in the Asset- Backed Commercial Paper Market Structura Deveopments and Innovations in the Asset- Backed Commercia Paper arket ark H. Adeson anaging Director, Asset-Backed Commercia Paper oody s Investors Service Strategic Research Institute 1997

More information

A Study on the Chain Restaurants Dynamic Negotiation Games of the Optimization of Joint Procurement of Food Materials

A Study on the Chain Restaurants Dynamic Negotiation Games of the Optimization of Joint Procurement of Food Materials International Journal of Coputer Science & Inforation Technology (IJCSIT) Vol 6, No 1, February 2014 A Study on the Chain estaurants Dynaic Negotiation aes of the Optiization of Joint Procureent of Food

More information

Life Contingencies Study Note for CAS Exam S. Tom Struppeck

Life Contingencies Study Note for CAS Exam S. Tom Struppeck Life Contingencies Study Note for CAS Eam S Tom Struppeck (Revised 9/19/2015) Introduction Life contingencies is a term used to describe surviva modes for human ives and resuting cash fows that start or

More information