MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE

Size: px
Start display at page:

Download "MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE"

Transcription

1 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Ignaco Fuentes and Teresa Sastre Banco de España Banco de España Servco de Estudos ocumento de Trabajo n.º 9924

2 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Ignaco Fuentes and Teresa Sastre (*) Ths paper was frst presented at the Autumn Meetng of Central Bank Economsts held at the Bank of Internatonal Settlements n October 1998.We wsh to thank Olmpa Bover, Jord Jaumandreu, Fernando Restoy and Jesús Saurna for ther heplful comments and suggestons. We also thank partcpants of semnars held at Banco de España, XV Jornadas de Economía Industral and European Central Bank for useful comments and Sofa Galmes for her research assstance. The vews expressed n ths paper are the authors and do not necessarly reflect those of the Banco de España.

3 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE ABSTRACT Snce the late eghtes, the Spansh bankng system has been undergong major changes that have affected both ts structure and the nature of strategc nteracton among bankng nsttutons. Varous dfferent strateges have been adopted to tackle the demands of ths new operatng envronment, one such strategy havng been consoldaton va mergers and acqustons. Ths paper attempts to provde some emprcal evdence on the mpact of the consoldaton process on the monetary transmsson mechansm, the degree of competton n bankng markets and the performance of bankng nsttutons. The mpact on the monetary transmsson mechansm s analysed n terms of the estmated mpact that mergers and acqustons may have had on nterest rates set by banks. To do ths, several equatons for bank nterest rates have been estmated usng panel data for Spansh banks from 1988 to These equatons also provde a test for the effects of ncreasng competton on bank's borrowng and lendng rates. The mpact on the performance of banks s assessed usng a case-study approach based on the changes n a set of fnancal ratos. Analyss of these ratos durng the pre- and post-merger perods provdes some nsghts on the effects of mergers and acqustons on the effcency, proftablty and strength of consoldated nsttutons. 2 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

4 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE CONTENTS I.- INTROUCTION II.- INFUENCE ON THE ETERMINATION OF BANK INTEREST RATES Theoretcal settng ata used Results of the estmatons III.- CASE BY CASE ANAYSIS OF BANK MERGERS IN SPAIN IN THE PERIO Methodology and ratos used n the analyss Summary of results IV.- CONCUSIONS APPENIX 1 APPENIX 2 REFERENCES TABES and GRAPHS BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

5 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE I.- INTROUCTION Snce the late eghtes, Spansh bank markets have been undergong major changes that have affected both ther structure and the nature of strategc nteracton among Spansh banks. These major changes have been a natural outcome of the heghtenng compettve pressure exerted on all countres' banks by processes such as deregulaton, globalsaton of fnancal and economc actvtes, the development of new technology and the prospect of the greater ntegraton of European fnancal markets. Varous dfferent strateges have been adopted by Spansh banks to tackle the demands of ths new operatng envronment wth much stffer competton both from other Spansh and foregn banks and from other fnancal nsttutons. One such strategy s consoldaton va merger and takeover. As a result of ths process the degree of concentraton of the Spansh bankng ndustry has ncreased and the share n the system's total assets of the ten bggest bankng groups grew from almost 50% n 1992 to over 70% n 1998 (see Table 1). Ths process has also changed the structure of the savngs bank and credt co-operatve sectors, wth sgnfcant reductons n the number of nsttutons -the number of savngs banks fell from around 80 n the eghtes to 51 n 1997 and the number of credt co-operatves from 150 to 97 n the same perod-. However, ths process of concentraton has not prevented a growng degree of competton n almost all the relevant segments of the bankng product markets. Ths ncrease n competton has gven rse to a progressve narrowng of the spread between lendng and depost operatons, whch has moved from levels close to nne ponts to below four ponts (see graph 1). The man purpose of ths paper s to provde emprcal evdence on the mplcatons of these two processes. It s worth addressng both ssues jontly n vew of the apparently countervalng effects that the ncrease n the degree of competton, on one hand, and the potental ncrease n banks' market power as a result of merger and takeover, on the other, could have on nterest rates and on bank proftablty. Mergers and other forms of consoldaton may nfluence bank nterest rates nsofar as the ncrease n sze and the opportuntes for reorgansaton nvolved ether may provde gans n effcency that bear on margnal costs or gve rse to ncreases n market power, or both together. Gans n effcency would be obtaned on movng onto a greater scale of actvty (f there are economes of scale 1 ) and/or owng to the possble reducton of X- 1 Accordng to some emprcal studes on the Spansh bankng system (Fanjul and Maravall (1985), elgado (1989) and Raymond and Replado (1991), economes of scale have been observed at branch level, but not at frm level. 4 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

6 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE neffcences, derved from nadequate management and organsaton of resources that mght have placed a bank above ts cost curve. Mergers and acqustons may gve banks the opportunty to re-drect ther actvty towards busness areas that nvolve an ncrease n ncome greater than that n costs, thereby achevng an ncrease n proftablty. Some authors have also ponted to a potental effect on banks' captal adequacy nsofar as mergers and acqustons may allow for a greater dversfcaton of rsk wth the same captal base 2. Faced wth ths set of possble repercussons, t may well be asked whether the ncrease n prce competton between Spansh banks snce the start of the nnetes has been checked, to some extent, by the ncrease n concentraton and the potental rse n merged banks' market power. It s also worth evaluatng whether merged banks have actually obtaned gans n effcency and, should ths be so, whether these have translated nto mproved proftablty and hgher levels of soundness. To analyse these ssues two types of methodology wll be used n ths paper. The frst, of an econometrc nature, s used to seek the nfluence of the above-mentoned phenomena on the determnaton of bank nterest rates and s based on the estmaton of nterest rate equatons wth panel data. On one hand, ths allows prces of merged frms to be compared wth those of non-merged ones. On the other, the effect of competton on banks' nterest rates can be analysed by usng an ndcator of ther course over tme. There are few emprcal studes on the effects of competton on banks' nterest rates, probably due to the dffcultes of defnng adequate varables that could be used to measure the degree of competton. The most wdely used varable s concentraton. However, ths varable does not seem approprate accordng to recent developments n the Spansh bankng system. Instead, the cross-secton dsperson of bank nterest rates s the ndcator used n ths paper. The second methodology, used to assess the mpact of mergers on effcency, proftablty and soundness of merged nsttutons, conssts of a case-by-case analyss of most of the mergers and takeovers that have taken place n Span n the perod The paper s organsed as follows. Secton 2 analyses the effects of consoldaton and competton on bank nterest rates and the transmsson mechansm. Secton 3 analyses a wde range of varables n order to assess the mpact of merger processes on the levels of effcency, proftablty and solvency of merged nsttutons. Secton 4 concludes. 2 See Reboredo (1997). BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

7 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE II.- INFUENCE ON THE ETERMINATION OF BANK INTEREST RATES Theoretcal settng The estmaton of equatons that determne bank nterest rates s based on the frstorder condtons of a Klen-Mont type model, n whch ntermedares maxmse profts n the current perod and have the capacty to set the prce n both the credt and the depost markets. There s a thrd, compettve market n whch they are not able to nfluence the prce (the nterbank or government debt market) and to whch they resort to seek a return on surplus lqudty or borrow funds. Consequently the latter market s one of adjustment between the market for credt and that for deposts. Under these assumptons, the nterest rates on credt and on deposts are determned separately and ndependently. If, n addton, t s assumed that there s product dfferentaton and strategc nteracton between bank ntermedares, banks' decsons on prces wll depend on the actons of rvals or compettors, so that the elastcty perceved by each bank wll be the outcome of: the prce elastcty of the consumers whose demand t satsfes and the degree of rvalry among market partcpants. One of the features nherent to the credt market s the rsk arsng from the uncertanty about collectng loan prncpal and nterest. So as to take ths aspect nto account, the probablty of ncurrng past-due loans whch, along wth nterest rates, determnes the expected return on the loan portfolo, has been ntroduced nto the abovementoned model. The overall consderaton of all these aspects n a current proft maxmsaton model gves rse to two frst-order condtons 3: 1 p r = p + + M r = 1 + η η p + η M + η 1 [ r c ] ( r c ) (1) (2) where: r : lendng nterest rate extended by bank. r : depost nterest rate offered by. 3 See Appendx 1 for a more detaled presentaton of the model. 6 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

8 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE r: margnal fnancal cost - usually some type of representatve market rate. c : margnal operatonal cost of credt extended by. c : margnal operatonal cost of deposts rased by. p : probablty of the typcal clent of bank payng for the credt n due tme = 1 - average probablty of recordng past-due loans. η : elastcty of the demand for credt receved by f compettors do not react (related to consumer characterstcs). η : elastcty of the supply of deposts rased by f compettors do no react M η : degree of rvalry of frms n the credt market: M η : degree of rvalry of frms n the depost market. One of the features of ths model s that the credt market and the depost market are ndependent, that s, loan rates and depost rates are determned separately. However, ths s a farly controversal hypothess n bankng behavour models. In Span s case, the emprcal evdence avalable offers varous results. The papers by Hernández (1994), Sáez (1996a) and Sáez (1996b) confrm the exstence of separablty, whle Sastre (1991) and Camarero et al. (1995) reject ths hypothess. Nonetheless, the dfference n results here could stem from the dfferent sample perods analysed. These range from the eghtes -Sastre (1991) and Camarero et al. (1995)- to the nnetes -Sáez (1996a) and Sáez (1996b)-. Throughout ths perod the role played by the nterbank market n bank ntermedares decsons mght have been progressvely modfed. In the frst half of the eghtes, the notable volatlty of nterest rates on ths market mght have entaled an addtonal margnal cost of nterbank fnancng to that arsng from mantanng credt postons n the market. Thus, banks mght have encountered certan lqudty constrants, dependng on whether the gap between credt and deposts was postve or negatve. Aganst ths background, the margnal cost of obtanng new credt was not ndependent of the volume of credt and deposts but related to the magntude of the gap between them snce ths determned the lkelhood of havng to resort to obtanng nterbank BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

9 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE fnancng. Therefore, the rule for determnng the lendng nterest rate was not ndependent of the entty s volume of deposts 4. Bearng n mnd these consderatons and that the perod analysed n ths paper relates to a stuaton of scant nterbank market nterest rate volatlty, t has been opted to accept that the margnal cost of nterbank fnancng does not depend on the stock of loans and deposts. Thus separablty between the credt and depost markets s assumed and type-(1) and (2) nterest rate equatons are estmated 5. By makng approprate assumptons, these can be embedded n the followng emprcal equatons 6: r M = β + β r + β c + β p + β η + β η + ε (3) o r M = γ + γ r + γ c + γ η + γ η + ε (4) The estmaton of these equatons has been made wth a panel of Spansh bankng nsttutons -banks and savngs banks-. Ths allows to control for a seres of characterstcs proper to each bank whch gve rse to non-observable heterogenety and whch are ncluded n the ndvdual effects of both equatons ( ε,ε ). Thus, ncluded n these effects there would be a seres of aspects whch defne the management and organsatonal framework proper to each ntermedary and whch, bascally, determne the degree of X-neffcences. A decrease n the magntude of these X-neffcences n a bank would clearly reduce ts margnal cost, even though t were not necessarly reflected n ts accountng costs. As long as margnal cost s affected, the model predcts an mpact on bank lendng and depost rates. However, ths channel s not accounted for by any of the varables ncluded n equatons (3) and (4), except for the ndvdual effects ε and ε In ths study, t s assumed that the level of these neffcences holds stable over tme for each bank. Ths s a farly common assumpton n models used to estmate X-neffcences based on fronter functons wth panel data. However, some researchers have focused on relaxng ths assumpton at the cost of mposng some structure on the models (.e. some of them assume that effcency change s the same for all frms). In the current study the assumpton of frm-specfc and tme-nvarant techncal effcency s preferred snce the emprcal evdence avalable for the Spansh bankng ntermedares 4 Ths nterpretaton of the emprcal evdence n Span s case s based on the model by Tobn (1982) and the comments thereon by Kng (1986). 5 A theoretcal setup very smlar to ours s Jaumandreu and orences (1999). 6 See Appendx 1. 8 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

10 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE shows that changes over tme are ether scarcely sgnfcant 7 average 8. or non-sgnfcant, on To obtan emprcal equatons that may be estmated wth the nformaton avalable, some addtonal assumptons have been made. Frst, the prce elastcty of loan demand and of depost supply correspondng to each ntermedary ( η, η ) depends on the consumer characterstcs of each ntermedary market segment and on cyclcal macroeconomc factors. Consumer characterstcs n these market segments are assumed to hold stable over tme, so beng captured by ndvdual effects. On the other hand, the potental mpact on prce-elastcty of the economc cycle s captured by ncludng the GP growth rate as an addtonal explanatory varable n nterest rate equatons (3) and (4). Ths decson merts some further comments. If constant prce-elastcty functons are assumed away for loan demand and depost supply, then elastcty generally depends on the same varables as the orgnal functons (.e. f the supply of deposts rased by a bank s assumed to depend on ts customers' ncome, t s expected that the frst dervatve wll also depend on t). Therefore, one mportant factor determnng the tme-varyng average pattern of prce-elastcty mght be macroeconomc growth. The relatonshp between prce-elastcty and the economc cycle has been scarcely analysed n the lterature, although some nsghts can be ganed from the more wdely analysed ssue of prce mark-ups beng procyclcal or countercyclcal. Emprcal evdence can be found whch favours both alternatves and several explanatons have been provded for both results. Among them, that gven by Bls (1989) s closely related to ths paper's assumpton of a cyclcal pattern n prce-elastcty. Ths author bulds up a theoretcal model whch hnges on the result that hgher-wealth consumers have less prce elastc demands. The reason for t s that consumers wth more resources wll place a lower shadow utlty value on ncome. As a consequence, frms set hgher prce mark-ups on margnal costs n those markets. Ths cross-sectonal explanaton can be translated nto a smlar tme-varyng one n the followng way. In boom perods, when hgher average ncome s expected, average elastcty of consumer demand wll tend to be lower and prce mark-ups hgher, showng a procyclcal pattern. Secondly, t s assumed that the most relevant aspects of the multplcty of nteractons between the banks partcpatng n the market for credt and deposts (whch are M M ncluded n the terms η and η ) may be captured va an ndcator approxmatng to the 7 See Alvarez y Orea (1998). 8 See Maudos (1996) and Ros (1997). BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

11 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE changes over tme n the degree of competton n the market for credt and n that for deposts. Nonetheless, t s dffcult to defne adequate varables to capture changes n market compettve pressure. Most studes use concentraton as a proxy of the degree of competton. However there are at least three reasons why ths s not a good choce n ths study. Frst, accordng to contestable market theory, concentraton s not a good ndcator of market competton. It s possble to observe hghly concentrated markets where competton s also very ntense because barrers to entry are not substantal and the potental competton from new entrants deters non-compettve behavour by ncumbent frms. Second, concentraton measures would only make sense n a well-defned market. Many features of bankng actvty suggest thet the relevant markets for deposts and loans are manly local. Therefore, the geographc areas for relevant bank markets should frst be defned n Span, calculatng thereafter concentraton measures on those markets so defned. However, these measures could not be related to nterest rates snce nformaton on nterest rates by geographc area s not avalable. Thrd, Spansh retal bank markets mght be consdered contestable to a certan extent, gven that there s a threat of new entrants although the cost of entry and ext can be consderable. In these crcumstances, the ncrease n market concentraton, whch has been observed as a consequence of mergers, could be hardly dentfed as a sgn of weaker competton. Takng nto account all these consderatons, a dfferent ndcator of prce competton has been used n ths study: the cross-secton dsperson of loan and depost nterest rates. The dea underlyng the use of dsperson n nterest rates as an ndcator of changes n the degree of competton among bank ntermedares s as follows: as the compettve pressure n a market wth a certan degree of product dfferentaton heghtens, the companes partcpatng n sad market wll have less ablty to set prces dfferentated from those set by the rest of the compettors, whereby prce set by each company wll tend to converge. Nonetheless, ths reducton n dsperson could lkewse be the outcome of a wde range of crcumstances. Hence, ths varable cannot be unvocally nterpreted as a competton ndcator. However, f the non-sample nformaton relatve to events n the Spansh bankng sector s taken nto account, the declnng tendency of dsperson (see Chart 2), should be nterpreted as evdence of greater compettve pressure 9. 9 An example of a smlar framework used to analyze prce dsperson can be found n Abbott (1994). 10 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

12 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE A thrd assumpton made n ths study s that average costs are a good approxmaton to margnal costs,.e. most ntermedares operate wth constant returns to scale 10. astly, t s assumed that banks do not have suffcent nformaton to dstngush between the operatng costs arsng from ther respectve actvtes n the credt and depost markets, and consequently tend to charge the aggregate of both, c. ata used The varables n equatons (3) and (4) have been approxmated va the followng nformaton: r :nterest rate on mortgage loans; r : nterest rate on tme deposts wth a maturty equal to or more than one year and less than two years; r :nternal rate of return on government bonds wth a maturty equal to or more than two years or, alternatvely, the three-month nterbank nterest rate along wth the dfferental between both nterest rates; c :operatng expenses per asset unt; ( 1 p ): rato of non-performng loans to total credt extended; M η, η M :cross-secton dsperson of bank nterest rates. In the estmatons, nterest rates on specfc bank operatons have been used rather than synthetc nterest rates ncludng those on the varous credt and depost-rasng operatons, so as to avod potental effects nduced on average rates by changes n the composton of bankng actvty. When consderng the market rate to be used as representatve of the margnal fnancal cost faced by banks, two requrements should be verfed: a) t should be the prce of operatons negotated n markets where banks behave as prce-takers and to whch they can resort n case they need funds or when they have surplus lqudty; b) the average term of operatons to whch ths prce s referred should be smlar to that of deposts or loans for 10 Ths assumpton does not run counter to emprcal evdence from the Spansh bankng system, gven that economes of scale have not been observed at frm level (see footnote 1). BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

13 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE whch they mght substtute. In the Spansh fnancal system ths role has been played both by the nterbank and government debt markets. Therefore, both nterest rates have been tred as ndcators of the margnal fnancal cost faced by banks. However, care has been taken to ntroduce the nterbank nterest rate together wth an ndcator of nterest rate expectatons over a longer term -.e. the dfferental between the nternal rate of return on government bonds and the three-month nterbank rate- to take nto account that the average term of bank lendng s longer than that of operatons n the nterbank market. Alternatvely, the government debt rate has also been used as a market rate representatve of banks' margnal fnancal cost 11. In prncple, all the varables are consdered to be exogenous except for the rato of non-performng loans to total credt whch s treated as an endogenous varable snce t depends on past values of loan nterest rates. Therefore, the mortgage loan rate equaton s estmated by usng an nstrumental varable method. In partcular the generalsed method of moments technque developed n Arellano and Bond (1988) s used to obtan vald nstruments. A dummy varable (FUS) has been added to capture the possble dfferental effect of merger processes on the nterest rates of the enttes resultng from such processes. Ths dummy takes a value equal to one n these enttes durng the three years followng the merger or takeover date 12, and a value equal to zero n the remanng observatons. Ths dummy has been ntroduced nto the equatons n two dfferent ways: ether drectly, so that t affects the ndvdual effects, or nteractng t wth the ndcator of market competton. In the frst case t would reflect the mpact on nterest rates of organsatonal changes that could have a bearng on the level of X-neffcences, whle n the second nstance t would reflect an effect of consoldaton processes on the compettve response of ntermedares. The analyss has not ncluded all the mergers that have taken place n the perod under consderaton, snce a seres of pror condtons was establshed whch had to be met by the merger for ts ncluson n the analyss. Frstly, only mergers between depost money nsttutons have been taken nto account, wth all mergers between specalsed fnancal credt establshments or between the latter and depost money nsttutons beng excluded from the analyss. The reason for ther excluson s that the motvaton for ths type of merger was the reorgansaton of fnancal groups further to legslatve changes and, therefore, they do not ft nto the habtual 11 The emprcal evdence n Sastre (1998) shows that both alternatves are farly equvalent for longer-term loans, ths not beng the case for short-term and varable rate lendng. 12 There are grounds for belevng that some of the possble effects of a merger on nterest rates may be of a more permanent nature. However, merger effects would be hardly dsentagled from those caused by other factors n the smple framework consdered n ths paper. Furthermore, a majorty of studes consder that most of the effects brought about by mergers cease to be felt after three or four years. See, for nstance, Perstan (1996) and Vander Vennet (1996). 12 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

14 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE pattern of mergers between ndependent enttes. For the same reason, other mergers between depost money nsttutons when ths was a consequence of nternal group reorgansaton have also been excluded, as have mergers of foregn banks' branches when ths was a consequence of mergers between ther parent banks. A sze crteron has also been establshed so as to consder a merger operaton, excludng from the analyss all those mergers where the entty merged or taken over does not exceed 15% of the total assets of the larger-szed entty. Ths s to avod the ncluson of operatons n whch t s hghly lkely that major changes wll not be detected n vew of the small sze of one entty n relaton to the other. Also excluded are those mergers n whch the resultng new entty lasted for less than one complete fnancal year, snce ths makes the type of analyss conducted n ths study mpossble owng to the lack of data. If the dsappearance of the new entty was as a result of a new merger, only the latter operaton wll be consdered. astly, t has also been decded to exclude one partcular operaton snce, although t met the establshed requrements, t showed anomalous values for the ratos consdered (such as negatve net ncome) and excessve volatlty n the ratos relatng to balance-sheet structure; accordngly, ts ncluson n the sample mght have dstorted the data. Applyng these crtera, 18 merger operatons have been ncluded n the analyss. Of these, two nvolve large prvate banks, two medum-szed subsdares and the remanng 14 varous savngs banks. Three of the mergers are between more than two enttes, the rest beng between two nsttutons. All the data are annual average values obtaned from the nformaton on nterest rates provded monthly to the Banco de España by banks and savngs banks and from the accountng nformaton ncluded n confdental statements. The sample of ntermedares ncluded n the panel data corresponds to those whch have reported nterest rates on an ongong bass. The nformaton covers the perod from 1988 to Results of the estmatons Tables 2 and 3 offer the results of the estmatons. These should be nterpreted wth some cauton n vew of the scant number of mergers and takeovers n the sample. The key aspects of these results are as follows: a) In general, the compettve response of Spansh ntermedares resultng from consoldaton processes s not lower, on average, than that shown by other enttes. There are even sgns that ths response may have ntensfed n the mortgage market f regard s BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

15 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE pad to the sgn and the t-rato value of the coeffcent of the varable resultng from nteractng the competton ndcator wth the merger dummy varable. b) The potental organsatonal changes related to X-neffcences and not reflected n accountng costs-, followng consoldaton processes do not appear to have affected the level of ether mortgage loan nterest rates or depost nterest rates. c) The varable used to approxmate to the changes n the degree of average competton n bank markets has a hgh explanatory power n the two nterest rate equatons, ndcatng the relevance ths factor has had n determnng Spansh bank rates n the nnetes. The results obtaned appear to confrm those from other, more qualtatve studes n whch sgnfcant dfferences are scarcely detected n the frms resultng from mergers compared wth certan control groups or wth the remanng market partcpants. Ths may be nterpreted n the sense that mergers and takeovers per se do not gve rse to generally dfferentated forms of behavour, and that are other types of factors whch determne whether potental effects of a merger arse or not. Consequently, t s approprate to supplement these results based n the use of statstcal nference wth a more detaled analyss of the effects of mergers on proftablty and effcency. The followng secton undertakes ths task, lookng nto the effects of each merger observed n the sample on the balance sheet of the enttes concerned. III.- CASE BY CASE ANAYSIS OF BANK MERGERS IN SPAIN IN THE PERIO The case-by-case analyss of mergers s made by comparng changes n the values of certan fnancal ratos of the nsttuton resultng from the merger process wth the same ratos calculated for a comparable group the selecton of whch wll depend, n each case, on the characterstcs of the enttes that have merged. Methodology and ratos used n the analyss To analyse the mpact of mergers on banks, several ndcators have been selected whch seek to measure the effects of the merger on varous aspects of bank actvty. Fve groups of ndcators are specfed. Frst are those whch attempt to measure proftgeneratng capacty; second, ndcators of the level of effcency and productvty; thrd, ndcators of changes n market share; fourth, ndcators of busness structure; and lastly, ndcators of captal adequacy. 14 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

16 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE The basc ndcators used are as follows: Group 1: Proft-generatng capacty * Total ncome: nterest ncome + commssons + result on fnancal operatons * Interest expenses * Gross ncome: total ncome - nterest expenses * Operatng expenses * Net ncome: total ncome - nterest expenses - operatng expenses All of these ndcators are expressed as a percentage of average total assets Although ROE s wdely used as a proft-generatng capacty rato, t has not been used n ths analyss because of the erratc behavour of some tems -manly net provsons and proft and losses from securtes and real estate sales- that are ncluded n the calculaton of fnal proft. Group 2: Effcency and productvty * Operatng expenses / average total assets * Operatng expenses / total ncome * Operatng expenses / gross ncome * Productvty per employee: average total assets / number of employees * Productvty per offce: average total assets / number of offces * Number of employees and offces followng merger In turn, to obtan supplementary nformaton, three addtonal types of ndcators are used, namely: Group 3: Indcators of market share and total assets growth * Growth rate of total assets * Market share (n terms of total assets). BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

17 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Group 4: Indcators of busness structure * endng-depost actvty n pesetas, as a percentage of total assets Group 5: Indcators of captal adequacy * Captal / total assets In each merger these ndcators have been calculated annually for the four years pror to the operaton and the four years after, or for those years for whch data were avalable f the subsequent perod ran past The ndcators have been obtaned from the nformaton n the fnancal statements of the merged nsttuton durng the perod subsequent to the merger and by aggregatng the correspondng tems n the fnancal statements of the nsttutons ntervenng n the merger process for the prevous perod. The values of these ndcators are compared n each case, wth those that would be obtaned from a specfc control group for each type of entty 13. The control groups consdered n ths study are the followng ones: the group of four major banks, n the case of mergers between large banks, the group of subsdary banks of domestc banks for mergers of ths type, and the total sum of savngs banks for mergers between these nsttutons. The comparson s establshed between the average of the four years pror to the merger wth the average of the four years after. The values obtaned for each year, are also analysed. The analyss attempts to locate potental mprovements n the values of these ndcators for each entty vs-à-vs the values of the control group. The results are presented as the change observed n the dfference between the average values of the entty analysed and the control group before and after the merger. A sgnfcant mprovement n the compared values of a hgh number of ndcators n a specfc secton would be ndcatve of the fact that the merger has proven postve for the entty n that area of actvty. A "sgnfcant mprovement" n an ndcator s taken to be a postve change n ts average value hgher than one standard devaton of the dfference vs-à-vs the control group 14. A "sgnfcant worsenng" would be a negatve change hgher than one standard devaton, whle relatvely nsgnfcant changes would be those n the range of +1 standard devaton. Tables A.1 to A.3 ncluded n appendx 2 draw together the results of the analyss conducted, reflectng the changes that have come about n relaton to the control group n the ndcators consdered. Also, n charts 3 to 8 the man results are summarsed. Generally, 13 The control groups consdered also nclude the merged nsttutons. 14 Standard devatons have been calculated from the dfferences over the eght-year perod analy sed. 16 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

18 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE these changes are expressed n bass ponts, except n the case of market ndcators (where a dstncton s made only between a postve and a negatve change) and n the case of the number of employees and offces (where only an ncrease or a decrease n ths number s ndcated). Moreover, nformaton s gven on the ntal stuaton of the enttes takng part n the merger, showng whether these had hgher or lower effcency ratos than the control group consdered. Summary of results 15 The results of the analyss carred out do not dffer too much from those of other studes carred out on the effects of mergers n the Spansh bankng system. As an examnaton of graphs 3 to 8 shows, the effects of the mergers analysed on the proftgeneratng capacty and the level of effcency of the nsttutons are not very clear. In some cases sgns of mprovement are detected n comparson wth the control group, whle n other mergers these effects are not so clear and deteroratons are even observed after the merger. However t may be cautously ventured that the mergers analysed had a certan favourable effect on fnancal expenses (see table A.1 n appendx 2). Ths mght be related to the ncrease n market power of some of the analysed nsttutons followng the merger, owng to ther market share havng rsen n ther regonal area of operaton, but to confrm ths supposton, t would be necessary more n-depth analyss. Ths effect s counteracted by the negatve evoluton observed n total revenues, due to the change observed n the balance sheet structure wth a hgher proporton of operatons wth narrower margns (see Table A.3), so that the fnal effect on gross ncome and net ncome s uncertan -see graph 3 and 4.- In most of the cases analysed there does seem to be a slght mprovement n the rato of operatng costs to average total assets -see graph 5-. However, the changes seen are, n many cases, barely sgnfcant and f the analyss s lmted to those mergers n whch sgnfcant changes are observed, the results are much more ambguous. Sgnfcant ncreases n productvty per offce and productvty per employee have been detected n most of the cases analysed -see graphs 6 and 7-, due to the combned effect of balance-sheet growth and the reducton n the number of offces. Nonetheless, these ncreases n productvty have not been clearly reflected n the effcency rato (operatng costs/average balance sheet) due to the downward rgdty of staff costs and, to a lesser extent, of overheads. In the case of staff costs ths rgdty s explaned by the costs assocated wth makng staff cutbacks, snce the compensaton pad or the 15 A more detaled explanaton of the man fndngs of the rato analyss can be found n appendx 2. BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

19 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE costs arsng from early-retrement plans curb the reducton n staff costs. In the case of overheads the reason could have been an ncrease n some costs assocated wth the process of nternal reorgansaton. When analysng the other effcency ratos used, whch relate operatng costs to gross and total ncome, the results are less clear because, n certan cases, productvty gans have had a negatve mpact on the level of ncome generaton f they occurred as a consequence of a growth n busness areas wth lower margns. When comparng the changes n the number of employees and offces wth the growth of total assets after the merger (see Tables A.2 and A.3), t s clear that n most cases n whch after the merger there s an ncrease n market share, nether the number of employees nor the number of offces decreases. Conversely, n all those cases n whch there s a reducton n the number of employees and offces, except n one n whch the result s uncertan, there s also a slowdown n the growth of total assets and losses of market share. Ths suggests the exstence of two types of mergers, those n whch busness expanson crtera predomnate and others n whch crtera of cost cuttng and productvty ncreases predomnate. However, the dfferences between these two groups are not clear, snce as commented above, the reductons n staff and offces are not always reflected n changes n operatng costs, so that the dfferences between the two groups are not very evdent when comparng ther effcency ratos. The clearest effect n the mergers analysed, as can be seen n graph 8, s the ncrease n the captal-adequacy rato of the merged nsttutons, due largely to the dsclosure n books of reserves upon the revaluaton of assets recorded at cost prce durng merger processes. Although ths effect s a purely accountng phenomenon, t s of economc relevance for some nsttutons, partcularly savngs banks, snce t allows them to ncrease ther avalable captal 16 and thereby have a larger margn for makng new nvestments. It also contrbutes to mprovng ther fnancal ratos, whch could be reflected n a smaller rsk premum, reducng ther fnancng costs, and thus mprovng ther proft generatng capacty. IV.- CONCUSIONS In ths study a short to medum term perspectve has been adopted as a three or four year horzon has been chosen to be analyzed after each merger. Although most studes tend to focus on ths perod, the mpact of merger operatons on long run bank profltablty may take more tme to develop. Therefore t should be borne n mnd that the 16 The applcaton of accountancy methods based on the prncple of hstorc cost are the orgn of these hdden reserves whch appear when the asset s valued at current prces. 18 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

20 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE results of the study do not rule out ths potental long run effects, whch have not been analyzed here. An overall evaluaton of the results of the varous sectons of ths paper leads to two types of concluson. Frst, the consoldaton of the bankng ndustry does not appear to have lessened the growng degree of competton whch has been seen n the sector n recent years. A bgger sze offers, n prncple, greater capacty to set prces out of lne wth the market, but n an envronment charactersed by a ferce competton, t s probably very costly -n terms of market share- to take advantage of ths fact. In prncple, t could be argued that ths capacty s the man reason for the sgnfcant reducton n nterest expenses whch has been observed n some takeovers. However, t s not clear f ths should be nterpreted ether as the result of an ncrease n market power or as an strategc decson taken by most bankng nsttutons whch have ruled out competng strongly n the depost market and have shfted a good deal of compettve pressure to the mutual fund market. Wthn a process marked by the general shft of savngs from bank deposts to mutual funds, ths decson seems to be a sensble way to redstrbute compettve pressure among dfferent markets whle mnmsng ts negatve mpact on proftablty. The basc effect of any merger or takeover s to wden the range of strategc alternatves avalable to a bank, by enablng t to attan a sze whch, n the absence of ths process, t could probably not have acheved and by requrng a reassessment of exstng organsatonal arrangements. It seems that n the case of mergers and takeovers n Span one can speak of two types: those whch have sought to expand busness and those whch have opted for ncreases n productvty and mprovements n the level of effcency. The ambguty of the results obtaned n terms of proftablty per unt of assets would suggest that t s practcally mpossble to acheve both thngs at the same tme;.e. the growth n the gross ncome of certan merged nsttutons as a result of a strategy of busness expanson s usually accompaned by an ncrease n operatng costs whch tend to compensate the hgher ncome. On the other hand, those nsttutons whch opt for a sgnfcant reorgansaton, wth elmnaton of duplcatons n ther offce networks, seem to suffer a loss of ncome-generatng capacty, so that the productvty and effcency gans are not transformed nto mprovements n proftablty, at least wthn a four-year perod. In short, t may be sad, n general, that although the mergers analysed n ths study gve no clear results as regards mprovements n the proft-generatng capacty or effcency levels of the merged nsttutons, from the vewpont of the bankng sector they can be mostly consdered satsfactory, snce they have been an nstrument for achevng some postve objectves: a) certan reductons n costs, although these have been small; b) mplementaton of ratonalsaton plans whch, although they have not been mmedately BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

21 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE reflected n banks' proft and loss account due to the dffcultes and hgh costs of staff cutbacks n Span, have certanly served to mprove the compettveness of some nsttutons; and c) mprovements n captal-adequacy ratos, whch have helped to facltate nvestment growth. These effects observed n the mergers analysed, have most lkely helped put the merged nsttutons n a better poston to confront the growng competton n the fnancal sector, specally n those cases where merged nsttutons were of a relatvely small sze and compettors n the same regonal market. 20 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

22 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE APPENIX 1 The group of models that seem most satsfactory for analysng bank nterest rate determnaton are those that consder banks as frms operatng n mperfectly compettve markets. Wthn ths group, the "Klen-Mont model" s relatvely standard n studes of the settng of nterest rates by banks, beng frequently used as a reference paradgm to ntroduce elements of greater complexty 17. The Klen-Mont model assumes the exstence of two markets -loans and depostsn whch the banks have access to dfferentated segments -ther customers. In ths way they are able to mantan a certan amount of market power n those market segments. There s a thrd market n whch the banks operate as prce-takers. In most models ths s usually a publc or prvate securtes market; however, n the verson presented n ths paper, banks obtan fnance or nvest funds on the nterbank market at an nterest rate controlled ndrectly by the Bank of Span. Accordng to ths verson, the balance-sheet constrant of a bank s gven by: q + = FI + where: q: reserve rato : deposts : loans FI: nterbank fnancng Each bank maxmzes current profts gven by: π = r q + r rfi r R C where: r : rate of return of reserves R r : nterest rate on loans 17 See Klen (1971) and Mont (1973). BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

23 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE r : depost nterest rate r : nterbank market rate C : operatng costs, whch s a separable functon of the volume of loans and deposts, C = C (,). In ths model the decson varables for each ntermedary are the nterest rate on loans and on deposts, r and r. Once the values of these nterest rates are set, credt demand determnes the amount of credt and depost supply determnes the volume of depost. Ths n turn requres the mantenance of a volume of bank reserves whch, n conjuncton wth the volume of credt granted, gves the sze of the balance sheet. In these crcumstances, t s precsely nterbank borrowng whch adjusts the funds rased on the depost market to the nvestment requrements on the lendng sde. The decson-makng rules that determne the nterest rate for loans and deposts are gven by the followng frst-order condtons: 1 η r = ( r c ) (A.1) r = η 1 ( r c ) (A.2) where the superscrpt has been added n order to shft away from the representatve agent framework and explctly ntroduce the dfferentated product nature of bankng markets. In addton, the varables relatng to the reserve requrement rato, whch would nfluence the depost nterest rate, have been omtted. The reasons for ths omsson are the small magntude of the changes n ths rato n the sample perod used n the estmatons of ths paper and the fact that t was not sgnfcant n earler perods of tme 18, when these changes were larger. The meanng of the symbols s as follows: η, η :elastctes of credt demand and depost supply, respectvely, for each ntermedary ; c, c :margnal operatng costs of loans and deposts. 18 See Sastre (1991). 22 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

24 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Accordng to equaton (A.1), the bankng frm sets the lendng rate r n such a way as to make the margnal ncome and margnal cost of loans equal. The margnal cost s a functon of the opportunty cost as reflected by a market rate, such as the nterbank rate, and the ncrease n operatng costs derved from rasng the volume of loans nstead of borrowng on the nterbank market. Smlarly, equaton (A.2) ndcates that a bankng ntermedary establshes the nterest rate on deposts r n such a way that there s no dfference between rasng addtonal funds n the nterbank market or n the deposts market. In the latter case, the margnal cost s the sum of two components: the ncrease n costs due to the fact that the supply of deposts s not perfectly elastc and the ncrease n operatng expenses produced by ncreasng the level of deposts. Wth both loans and deposts, the response of nterest rates to varatons n the margnal -fnancal and operatng- cost s a functon of the prce elastcty for each of those markets, whch, n prncple, may vary at any pont on the credt demand and depost supply curves. The Klen-Mont model assumes that bankng ntermedares have market power n both the lendng and depost markets, but t does not envsage the possblty of a strategc nteracton between them. Thus, market structure s not fully reflected n ths model. To ncorporate the possblty that an nsttuton's decsons on prces and volumes depend on actons undertaken by compettors, plus the exstence of product dfferentaton (derved n the case of bankng from the fact that the market each entty serves dffers from others), two further varables are added to the model: j j e, e : substtuton elastctes between products of ntermedares and j n loan and depost markets; j j e, e :changes n the prces of compettor j when decdes to change ts prces. In other words, conjectural varatons between (,j) n loan and depost markets. In an mperfect competton model wth product dfferentaton n the loan and depost markets, the factors condtonng the nterest rates fxed by bankng ntermedares are the followng: j ( r c ) r = j j η + 1 ε e 1 (A.3) BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº

25 MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE r = 1 + η + 1 j 1 ε j e j 1 ( r c ) (A.4) These equatons ndcate that the senstvty of bank nterest rates no longer depends solely on the prce elastcty of each bankng nsttuton's own market as n (A.1) and (A.2) but also on the type of strategc nteracton among partcpants n the same market and the degree to whch ther products -or dfferent clent segments-can be substtuted for one another. Nevertheless, ths framework s stll nsuffcent to explan how banks behave, because t fals to take nto account the rsk nherent n grantng a loan because of uncertanty as to whether the nterest wll be pad and the prncpal repad 19. If ths s borne n mnd, equaton (A.3) allows us to calculate the expected return on the loan portfolo R : R = g, [ r p ( ) ] where: r : nterest rate vector of (k 1) dmenson establshed by the -th bank for k types of credt n ts market; p ( ) : average non-performng loan probablty functon of bank, whch depends, n turn, on the nterest rate on loans ( r (k)) of the economy (y) for the class k customer and on the overall state Under the assumpton that the rsk groups nto whch the customers of a bank can be classfed may be represented n the form of an average prototype customer wth a bnomal probablty functon that corresponds to the event: payment/non-payment of the loan n due tme, the expresson (A.3) may be rewrtten as: 19 The fndngs of Slovn and Sushka (1984) ndcate that the most approprate theoretcal framework for presentng emprcal evdence on bankng frms' performance should combne portfolo theory and prce-settng n an mperfect competton market. 24 BANCO E ESPAÑA / OCUMENTO E TRABAJO Nº 9924

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy 4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* Luísa Farnha** 1. INTRODUCTION The rapd growth n Portuguese households ndebtedness n the past few years ncreased the concerns that debt

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

Reporting Forms ARF 113.0A, ARF 113.0B, ARF 113.0C and ARF 113.0D FIRB Corporate (including SME Corporate), Sovereign and Bank Instruction Guide

Reporting Forms ARF 113.0A, ARF 113.0B, ARF 113.0C and ARF 113.0D FIRB Corporate (including SME Corporate), Sovereign and Bank Instruction Guide Reportng Forms ARF 113.0A, ARF 113.0B, ARF 113.0C and ARF 113.0D FIRB Corporate (ncludng SME Corporate), Soveregn and Bank Instructon Gude Ths nstructon gude s desgned to assst n the completon of the FIRB

More information

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy Fnancal Tme Seres Analyss Patrck McSharry patrck@mcsharry.net www.mcsharry.net Trnty Term 2014 Mathematcal Insttute Unversty of Oxford Course outlne 1. Data analyss, probablty, correlatons, vsualsaton

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

More information

Analysis of Premium Liabilities for Australian Lines of Business

Analysis of Premium Liabilities for Australian Lines of Business Summary of Analyss of Premum Labltes for Australan Lnes of Busness Emly Tao Honours Research Paper, The Unversty of Melbourne Emly Tao Acknowledgements I am grateful to the Australan Prudental Regulaton

More information

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall SP 2005-02 August 2005 Staff Paper Department of Appled Economcs and Management Cornell Unversty, Ithaca, New York 14853-7801 USA Farm Savngs Accounts: Examnng Income Varablty, Elgblty, and Benefts Brent

More information

Traffic-light a stress test for life insurance provisions

Traffic-light a stress test for life insurance provisions MEMORANDUM Date 006-09-7 Authors Bengt von Bahr, Göran Ronge Traffc-lght a stress test for lfe nsurance provsons Fnansnspetonen P.O. Box 6750 SE-113 85 Stocholm [Sveavägen 167] Tel +46 8 787 80 00 Fax

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo

More information

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model Testng for mperfect competton on EU depost and loan markets wth Bresnahan s market power model J.A. Bkker 1 February 2003 Research Seres Supervson no. 52 Secton Bankng and Supervsory Strateges, Drectorate

More information

Chapter 11 Practice Problems Answers

Chapter 11 Practice Problems Answers Chapter 11 Practce Problems Answers 1. Would you be more wllng to lend to a frend f she put all of her lfe savngs nto her busness than you would f she had not done so? Why? Ths problem s ntended to make

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

Simple Interest Loans (Section 5.1) :

Simple Interest Loans (Section 5.1) : Chapter 5 Fnance The frst part of ths revew wll explan the dfferent nterest and nvestment equatons you learned n secton 5.1 through 5.4 of your textbook and go through several examples. The second part

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

DEFINING %COMPLETE IN MICROSOFT PROJECT CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,

More information

Financial Mathemetics

Financial Mathemetics Fnancal Mathemetcs 15 Mathematcs Grade 12 Teacher Gude Fnancal Maths Seres Overvew In ths seres we am to show how Mathematcs can be used to support personal fnancal decsons. In ths seres we jon Tebogo,

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120 Kel Insttute for World Economcs Duesternbrooker Weg 45 Kel (Germany) Kel Workng Paper No. Path Dependences n enture Captal Markets by Andrea Schertler July The responsblty for the contents of the workng

More information

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE Samy Ben Naceur ERF Research Fellow Department of Fnance Unversté Lbre de Tuns Avenue Khéreddne Pacha, 002 Tuns Emal : sbennaceur@eudoramal.com

More information

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Canadan Provncal Governments Bev Dahlby a and Ergete Ferede b a Department of Economcs, Unversty of Alberta, Edmonton,

More information

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #...

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... ! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... 9 Sheffeld Economc Research Paper Seres SERP Number: 2011010 ISSN 1749-8368 Sarah Brown, Aurora Ortz-Núñez and Karl Taylor Educatonal loans and

More information

Stress test for measuring insurance risks in non-life insurance

Stress test for measuring insurance risks in non-life insurance PROMEMORIA Datum June 01 Fnansnspektonen Författare Bengt von Bahr, Younes Elonq and Erk Elvers Stress test for measurng nsurance rsks n non-lfe nsurance Summary Ths memo descrbes stress testng of nsurance

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000 Problem Set 5 Solutons 1 MIT s consderng buldng a new car park near Kendall Square. o unversty funds are avalable (overhead rates are under pressure and the new faclty would have to pay for tself from

More information

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1.

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1. HIGHER DOCTORATE DEGREES SUMMARY OF PRINCIPAL CHANGES General changes None Secton 3.2 Refer to text (Amendments to verson 03.0, UPR AS02 are shown n talcs.) 1 INTRODUCTION 1.1 The Unversty may award Hgher

More information

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds Investment Management and Fnancal Innovatons, Volume 10, Issue 3, 2013 Ahmed F. Salhn (Egypt) The mpact of hard dscount control mechansm on the dscount volatlty of UK closed-end funds Abstract The mpact

More information

Multiple-Period Attribution: Residuals and Compounding

Multiple-Period Attribution: Residuals and Compounding Multple-Perod Attrbuton: Resduals and Compoundng Our revewer gave these authors full marks for dealng wth an ssue that performance measurers and vendors often regard as propretary nformaton. In 1994, Dens

More information

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets)

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets) Hgh Correlaton between et Promoter Score and the Development of Consumers' Wllngness to Pay (Emprcal Evdence from European Moble Marets Ths paper shows that the correlaton between the et Promoter Score

More information

17 Capital tax competition

17 Capital tax competition 17 Captal tax competton 17.1 Introducton Governments would lke to tax a varety of transactons that ncreasngly appear to be moble across jursdctonal boundares. Ths creates one obvous problem: tax base flght.

More information

Criminal Justice System on Crime *

Criminal Justice System on Crime * On the Impact of the NSW Crmnal Justce System on Crme * Dr Vasls Sarafds, Dscplne of Operatons Management and Econometrcs Unversty of Sydney * Ths presentaton s based on jont work wth Rchard Kelaher 1

More information

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence Bank Credt Condtons and ther Influence on Productvty Growth: Company-level Evdence Rebecca Rley*, Chara Rosazza Bondbene* and Garry Young** *Natonal Insttute of Economc and Socal Research & Centre For

More information

Evaluation and use of indicators of insurance companies investment activities

Evaluation and use of indicators of insurance companies investment activities Investment Management and Fnancal Innovatons, Volume 10, Issue 3, 2013 Olha Kozmenko (Ukrane), Vctora Roenko (Ukrane) Evaluaton and use of ndcators of nsurance companes nvestment actvtes Abstract The paper

More information

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

Using Series to Analyze Financial Situations: Present Value

Using Series to Analyze Financial Situations: Present Value 2.8 Usng Seres to Analyze Fnancal Stuatons: Present Value In the prevous secton, you learned how to calculate the amount, or future value, of an ordnary smple annuty. The amount s the sum of the accumulated

More information

How To Evaluate A Dia Fund Suffcency

How To Evaluate A Dia Fund Suffcency DI Fund Suffcency Evaluaton Methodologcal Recommendatons and DIA Russa Practce Andre G. Melnkov Deputy General Drector DIA Russa THE DEPOSIT INSURANCE CONFERENCE IN THE MENA REGION AMMAN-JORDAN, 18 20

More information

Calculation of Sampling Weights

Calculation of Sampling Weights Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample

More information

Hollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA )

Hollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA ) February 17, 2011 Andrew J. Hatnay ahatnay@kmlaw.ca Dear Sr/Madam: Re: Re: Hollnger Canadan Publshng Holdngs Co. ( HCPH ) proceedng under the Companes Credtors Arrangement Act ( CCAA ) Update on CCAA Proceedngs

More information

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining Rsk Model of Long-Term Producton Schedulng n Open Pt Gold Mnng R Halatchev 1 and P Lever 2 ABSTRACT Open pt gold mnng s an mportant sector of the Australan mnng ndustry. It uses large amounts of nvestments,

More information

Solution: Let i = 10% and d = 5%. By definition, the respective forces of interest on funds A and B are. i 1 + it. S A (t) = d (1 dt) 2 1. = d 1 dt.

Solution: Let i = 10% and d = 5%. By definition, the respective forces of interest on funds A and B are. i 1 + it. S A (t) = d (1 dt) 2 1. = d 1 dt. Chapter 9 Revew problems 9.1 Interest rate measurement Example 9.1. Fund A accumulates at a smple nterest rate of 10%. Fund B accumulates at a smple dscount rate of 5%. Fnd the pont n tme at whch the forces

More information

Section 5.4 Annuities, Present Value, and Amortization

Section 5.4 Annuities, Present Value, and Amortization Secton 5.4 Annutes, Present Value, and Amortzaton Present Value In Secton 5.2, we saw that the present value of A dollars at nterest rate per perod for n perods s the amount that must be deposted today

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIIOUS AFFILIATION AND PARTICIPATION Danny Cohen-Zada Department of Economcs, Ben-uron Unversty, Beer-Sheva 84105, Israel Wllam Sander Department of Economcs, DePaul

More information

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments MARCH 211 C.D. Howe Insttute WORKING PAPER FISCAL AND TAX COMPETITIVENESS The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Provncal Governments Bev Dahlby Ergete Ferede

More information

LIFETIME INCOME OPTIONS

LIFETIME INCOME OPTIONS LIFETIME INCOME OPTIONS May 2011 by: Marca S. Wagner, Esq. The Wagner Law Group A Professonal Corporaton 99 Summer Street, 13 th Floor Boston, MA 02110 Tel: (617) 357-5200 Fax: (617) 357-5250 www.ersa-lawyers.com

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond Mke Hawkns Alexander Klemm THE INSTITUTE FOR FISCAL STUIES WP04/11 STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond (IFS and Unversty

More information

Analysis of Demand for Broadcastingng servces

Analysis of Demand for Broadcastingng servces Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura * Norhro Kasuga ** Ako Tor *** Abstract In ths paper, we wll conduct an analyss from an emprcal perspectve concernng broadcastng demand behavor and

More information

Chapter 15: Debt and Taxes

Chapter 15: Debt and Taxes Chapter 15: Debt and Taxes-1 Chapter 15: Debt and Taxes I. Basc Ideas 1. Corporate Taxes => nterest expense s tax deductble => as debt ncreases, corporate taxes fall => ncentve to fund the frm wth debt

More information

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS by Mchael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY

More information

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets Searchng and Swtchng: Emprcal estmates of consumer behavour n regulated markets Catherne Waddams Prce Centre for Competton Polcy, Unversty of East Angla Catherne Webster Centre for Competton Polcy, Unversty

More information

How To Trade Water Quality

How To Trade Water Quality Movng Beyond Open Markets for Water Qualty Tradng: The Gans from Structured Blateral Trades Tanl Zhao Yukako Sado Rchard N. Bosvert Gregory L. Poe Cornell Unversty EAERE Preconference on Water Economcs

More information

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs Management Qualty and Equty Issue Characterstcs: A Comparson of SEOs and IPOs Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: November 2009 (Accepted, Fnancal Management, February

More information

Oligopoly Theory Made Simple

Oligopoly Theory Made Simple Olgopoly Theory Made Smple Huw Dxon Chapter 6, Surfng Economcs, pp 5-60. Olgopoly made smple Chapter 6. Olgopoly Theory Made Smple 6. Introducton. Olgopoly theory les at the heart of ndustral organsaton

More information

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently.

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently. Corporate Polces & Procedures Human Resources - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 26/10/12 09/09/09 3 years Immedately Authorsaton:

More information

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity Trade Adjustment Productvty n Large Crses Gta Gopnath Department of Economcs Harvard Unversty NBER Brent Neman Booth School of Busness Unversty of Chcago NBER Onlne Appendx May 2013 Appendx A: Dervaton

More information

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW.

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. Lucía Isabel García Cebrán Departamento de Economía y Dreccón de Empresas Unversdad de Zaragoza Gran Vía, 2 50.005 Zaragoza (Span) Phone: 976-76-10-00

More information

Underwriting Risk. Glenn Meyers. Insurance Services Office, Inc.

Underwriting Risk. Glenn Meyers. Insurance Services Office, Inc. Underwrtng Rsk By Glenn Meyers Insurance Servces Offce, Inc. Abstract In a compettve nsurance market, nsurers have lmted nfluence on the premum charged for an nsurance contract. hey must decde whether

More information

7.5. Present Value of an Annuity. Investigate

7.5. Present Value of an Annuity. Investigate 7.5 Present Value of an Annuty Owen and Anna are approachng retrement and are puttng ther fnances n order. They have worked hard and nvested ther earnngs so that they now have a large amount of money on

More information

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error Intra-year Cash Flow Patterns: A Smple Soluton for an Unnecessary Apprasal Error By C. Donald Wggns (Professor of Accountng and Fnance, the Unversty of North Florda), B. Perry Woodsde (Assocate Professor

More information

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative.

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative. Queston roblem Set 3 a) We are asked how people wll react, f the nterest rate on bonds s negatve. When

More information

Management Quality, Financial and Investment Policies, and. Asymmetric Information

Management Quality, Financial and Investment Policies, and. Asymmetric Information Management Qualty, Fnancal and Investment Polces, and Asymmetrc Informaton Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: December 2007 * Professor of Fnance, Carroll School

More information

Fixed income risk attribution

Fixed income risk attribution 5 Fxed ncome rsk attrbuton Chthra Krshnamurth RskMetrcs Group chthra.krshnamurth@rskmetrcs.com We compare the rsk of the actve portfolo wth that of the benchmark and segment the dfference between the two

More information

FINANCIAL MATHEMATICS

FINANCIAL MATHEMATICS 3 LESSON FINANCIAL MATHEMATICS Annutes What s an annuty? The term annuty s used n fnancal mathematcs to refer to any termnatng sequence of regular fxed payments over a specfed perod of tme. Loans are usually

More information

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations The DAX and the Dollar: The Economc Exchange Rate Exposure of German Corporatons Martn Glaum *, Marko Brunner **, Holger Hmmel *** Ths paper examnes the economc exposure of German corporatons to changes

More information

Medium and long term. Equilibrium models approach

Medium and long term. Equilibrium models approach Medum and long term electrcty prces forecastng Equlbrum models approach J. Vllar, A. Campos, C. íaz, Insttuto de Investgacón Tecnológca, Escuela Técnca Superor de Ingenería-ICAI Unversdad ontfca Comllas

More information

Construction Rules for Morningstar Canada Target Dividend Index SM

Construction Rules for Morningstar Canada Target Dividend Index SM Constructon Rules for Mornngstar Canada Target Dvdend Index SM Mornngstar Methodology Paper October 2014 Verson 1.2 2014 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

How To Study The Nfluence Of Health Insurance On Swtchng

How To Study The Nfluence Of Health Insurance On Swtchng Workng Paper n 07-02 The nfluence of supplementary health nsurance on swtchng behavour: evdence on Swss data Brgtte Dormont, Perre- Yves Geoffard, Karne Lamraud The nfluence of supplementary health nsurance

More information

A Simplified Framework for Return Accountability

A Simplified Framework for Return Accountability Reprnted wth permsson from Fnancal Analysts Journal, May/June 1991. Copyrght 1991. Assocaton for Investment Management and Research, Charlottesvlle, VA. All rghts reserved. by Gary P. Brnson, Bran D. Snger

More information

Joe Pimbley, unpublished, 2005. Yield Curve Calculations

Joe Pimbley, unpublished, 2005. Yield Curve Calculations Joe Pmbley, unpublshed, 005. Yeld Curve Calculatons Background: Everythng s dscount factors Yeld curve calculatons nclude valuaton of forward rate agreements (FRAs), swaps, nterest rate optons, and forward

More information

Laws About Spansh Electrcty

Laws About Spansh Electrcty Structure, Functonng and Regulaton of the Spansh Electrcty Sector. The Legal Framework and the New Proposals for Reform Francsco Javer Ramos-Real Eduardo Martínez-Budría Unversdad de La Laguna and Sergo

More information

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs 0 When Talk s Free : The Effect of Tarff Structure on Usage under Two- and Three-Part Tarffs Eva Ascarza Ana Lambrecht Naufel Vlcassm July 2012 (Forthcomng at Journal of Marketng Research) Eva Ascarza

More information

A Model of Private Equity Fund Compensation

A Model of Private Equity Fund Compensation A Model of Prvate Equty Fund Compensaton Wonho Wlson Cho Andrew Metrck Ayako Yasuda KAIST Yale School of Management Unversty of Calforna at Davs June 26, 2011 Abstract: Ths paper analyzes the economcs

More information

Buy-side Analysts, Sell-side Analysts and Private Information Production Activities

Buy-side Analysts, Sell-side Analysts and Private Information Production Activities Buy-sde Analysts, Sell-sde Analysts and Prvate Informaton Producton Actvtes Glad Lvne London Busness School Regent s Park London NW1 4SA Unted Kngdom Telephone: +44 (0)0 76 5050 Fax: +44 (0)0 774 7875

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1119 Kel Insttute for World Economcs Duesternbrooker Weg 120 24105 Kel (Germany) Kel Workng Paper No. 1119 Under What Condtons Do Venture Captal Markets Emerge? by Andrea Schertler July 2002 The responsblty

More information

reduce competition increase market power cost savings economies of scale and scope cost savings Oliver Williamson: the efficiency defense

reduce competition increase market power cost savings economies of scale and scope cost savings Oliver Williamson: the efficiency defense Mergers Why merge? reduce competton ncrease market power cost savngs economes of scale and scope Why allow mergers? cost savngs Olver Wllamson: the effcency defense Merger wthout cost savngs Before merger:

More information

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework Journal of Economcs and Econometrcs Vol. 55, No.2, 202 pp. 78-93 SSN 2032-9652 E-SSN 2032-9660 Structural Estmaton of Varety Gans from Trade ntegraton n a Heterogeneous Frms Framework VCTOR RVAS ABSTRACT

More information

Brigid Mullany, Ph.D University of North Carolina, Charlotte

Brigid Mullany, Ph.D University of North Carolina, Charlotte Evaluaton And Comparson Of The Dfferent Standards Used To Defne The Postonal Accuracy And Repeatablty Of Numercally Controlled Machnng Center Axes Brgd Mullany, Ph.D Unversty of North Carolna, Charlotte

More information

The Current Employment Statistics (CES) survey,

The Current Employment Statistics (CES) survey, Busness Brths and Deaths Impact of busness brths and deaths n the payroll survey The CES probablty-based sample redesgn accounts for most busness brth employment through the mputaton of busness deaths,

More information

Interest Rate Futures

Interest Rate Futures Interest Rate Futures Chapter 6 6.1 Day Count Conventons n the U.S. (Page 129) Treasury Bonds: Corporate Bonds: Money Market Instruments: Actual/Actual (n perod) 30/360 Actual/360 The day count conventon

More information

Finite Math Chapter 10: Study Guide and Solution to Problems

Finite Math Chapter 10: Study Guide and Solution to Problems Fnte Math Chapter 10: Study Gude and Soluton to Problems Basc Formulas and Concepts 10.1 Interest Basc Concepts Interest A fee a bank pays you for money you depost nto a savngs account. Prncpal P The amount

More information

How To Calculate The Accountng Perod Of Nequalty

How To Calculate The Accountng Perod Of Nequalty Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.

More information

REQUIRED FOR YEAR END 31 MARCH 2015. Your business information

REQUIRED FOR YEAR END 31 MARCH 2015. Your business information REQUIRED FOR YEAR END 31 MARCH 2015 Your busness nformaton Your detals Busness detals Busness name Balance date IRD number Contact detals - to ensure our records are up to date, please complete the followng

More information

IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS

IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS Chrs Deeley* Last revsed: September 22, 200 * Chrs Deeley s a Senor Lecturer n the School of Accountng, Charles Sturt Unversty,

More information

Traffic-light extended with stress test for insurance and expense risks in life insurance

Traffic-light extended with stress test for insurance and expense risks in life insurance PROMEMORIA Datum 0 July 007 FI Dnr 07-1171-30 Fnansnspetonen Författare Bengt von Bahr, Göran Ronge Traffc-lght extended wth stress test for nsurance and expense rss n lfe nsurance Summary Ths memorandum

More information

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence

How Sets of Coherent Probabilities May Serve as Models for Degrees of Incoherence 1 st Internatonal Symposum on Imprecse Probabltes and Ther Applcatons, Ghent, Belgum, 29 June 2 July 1999 How Sets of Coherent Probabltes May Serve as Models for Degrees of Incoherence Mar J. Schervsh

More information

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank.

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank. Margnal Beneft Incdence Analyss Usng a Sngle Cross-secton of Data Mohamed Ihsan Ajwad and uentn Wodon World Bank August 200 Abstract In a recent paper, Lanjouw and Ravallon proposed an attractve and smple

More information

Optimal Customized Pricing in Competitive Settings

Optimal Customized Pricing in Competitive Settings Optmal Customzed Prcng n Compettve Settngs Vshal Agrawal Industral & Systems Engneerng, Georga Insttute of Technology, Atlanta, Georga 30332 vshalagrawal@gatech.edu Mark Ferguson College of Management,

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

Returns to Experience in Mozambique: A Nonparametric Regression Approach Returns to Experence n Mozambque: A Nonparametrc Regresson Approach Joel Muzma Conference Paper nº 27 Conferênca Inaugural do IESE Desafos para a nvestgação socal e económca em Moçambque 19 de Setembro

More information

Chapter 15 Debt and Taxes

Chapter 15 Debt and Taxes hapter 15 Debt and Taxes 15-1. Pelamed Pharmaceutcals has EBIT of $325 mllon n 2006. In addton, Pelamed has nterest expenses of $125 mllon and a corporate tax rate of 40%. a. What s Pelamed s 2006 net

More information

A Multistage Model of Loans and the Role of Relationships

A Multistage Model of Loans and the Role of Relationships A Multstage Model of Loans and the Role of Relatonshps Sugato Chakravarty, Purdue Unversty, and Tansel Ylmazer, Purdue Unversty Abstract The goal of ths paper s to further our understandng of how relatonshps

More information

Efficient Project Portfolio as a tool for Enterprise Risk Management

Efficient Project Portfolio as a tool for Enterprise Risk Management Effcent Proect Portfolo as a tool for Enterprse Rsk Management Valentn O. Nkonov Ural State Techncal Unversty Growth Traectory Consultng Company January 5, 27 Effcent Proect Portfolo as a tool for Enterprse

More information

Do Banks Use Private Information from Consumer Accounts? Evidence of Relationship Lending in Credit Card Interest Rate Heterogeneity

Do Banks Use Private Information from Consumer Accounts? Evidence of Relationship Lending in Credit Card Interest Rate Heterogeneity Do Banks Use Prvate Informaton from Consumer Accounts? Evdence of Relatonshp Lendng n Credt Card Interest Rate Heterogenety Sougata Kerr, Stephen Cosslett, Luca Dunn December, 2004 Author nformaton: Kerr,

More information

Chapter 8 Group-based Lending and Adverse Selection: A Study on Risk Behavior and Group Formation 1

Chapter 8 Group-based Lending and Adverse Selection: A Study on Risk Behavior and Group Formation 1 Chapter 8 Group-based Lendng and Adverse Selecton: A Study on Rsk Behavor and Group Formaton 1 8.1 Introducton Ths chapter deals wth group formaton and the adverse selecton problem. In several theoretcal

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL

More information

Hedging Interest-Rate Risk with Duration

Hedging Interest-Rate Risk with Duration FIXED-INCOME SECURITIES Chapter 5 Hedgng Interest-Rate Rsk wth Duraton Outlne Prcng and Hedgng Prcng certan cash-flows Interest rate rsk Hedgng prncples Duraton-Based Hedgng Technques Defnton of duraton

More information

Relationship Banking and SMEs A Theoretical Analysis

Relationship Banking and SMEs A Theoretical Analysis Dscusson Paper Seres A No.470 Relatonshp Bankng and SMEs A Theoretcal Analyss Tmo Baas (DIW Berln [German Insttute for Economc Research]) and Mechthld Schrooten (Assocate Professor, The Insttute of Economc

More information

Two Faces of Intra-Industry Information Transfers: Evidence from Management Earnings and Revenue Forecasts

Two Faces of Intra-Industry Information Transfers: Evidence from Management Earnings and Revenue Forecasts Two Faces of Intra-Industry Informaton Transfers: Evdence from Management Earnngs and Revenue Forecasts Yongtae Km Leavey School of Busness Santa Clara Unversty Santa Clara, CA 95053-0380 TEL: (408) 554-4667,

More information

Gender differences in revealed risk taking: evidence from mutual fund investors

Gender differences in revealed risk taking: evidence from mutual fund investors Economcs Letters 76 (2002) 151 158 www.elsever.com/ locate/ econbase Gender dfferences n revealed rsk takng: evdence from mutual fund nvestors a b c, * Peggy D. Dwyer, James H. Glkeson, John A. Lst a Unversty

More information

Foreign Direct Investment in a World of Multiple Taxes

Foreign Direct Investment in a World of Multiple Taxes Foregn Drect Investment n a World of Multple Taxes by Mhr A. Desa Harvard Unversty and NBER James R. Hnes Jr. Unversty of Mchgan and NBER July 2001 We thank Yumng Zou for excellent research assstance,

More information

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno Data Mnng from the Informaton Systems: Performance Indcators at Masaryk Unversty n Brno Mkuláš Bek EUA Workshop Strasbourg, 1-2 December 2006 1 Locaton of Brno Brno EUA Workshop Strasbourg, 1-2 December

More information