21 th October 2008 Glasgow eprints Service

Size: px
Start display at page:

Download "21 th October 2008 Glasgow eprints Service"

Transcription

1 Hirst, I. nd Dnbolt, J. nd Jones, E. (2008) Required rtes of return for corporte investment pprisl in the presence of growth opportunities. Europen Finncil Mngement 14(5):pp th October 2008 Glsgow eprints Service

2 Required Rtes of Return for Corporte Investment Apprisl in the Presence of Growth Opportunities In R. C. Hirst Deprtment of Accountncy nd Finnce, School of Mngement nd Lnguges, Heriot- Wtt University, Edinburgh, EH14 4AS, Scotlnd, UK e-mil: Jo Dnbolt Deprtment of Accounting nd Finnce, University of Glsgow, Glsgow, G12 8LE, Scotlnd, UK e-mil: Eddie Jones Mngement School nd Economics, University of Edinburgh, Edinburgh, EH8 9JY, Scotlnd, UK e-mil: Abstrct Trditionl methods of estimting required rtes of return overstte hurdle rtes in the presence of growth opportunities. We ttempt to quntify this effect by developing simple model which: (i) identifies those compnies tht hve vluble growth opportunities; (ii) splits the vlue of shres into ssets-in-plce nd growth opportunities ; nd (iii) splits the equity β into β for ssets-in-plce nd growth opportunities. We find growth opportunities for UK compnies over the period to verge 33% of equity vlue. Incorporting the effect of growth opportunities, the verge cost of cpitl for investment purposes flls by 1.1 percentge points. Keywords: Cost of cpitl, Bet, Growth opportunities, Assets-in-plce JEL Clssifiction: G31 Acknowledgements The uthors would like to thnk the nonymous referee, John Douks, Mrk Aleksnyn, Joe Hillier, Brin Nichols, Grhm Prtington, Antonios Signos nd prticipnts t the Finncil Mngement Assocition Annul Meeting (Sien, 2005), the Multintionl Finnce Society Annul Conference (Edinburgh, 2006), the Europen Finncil Mngement Assocition Annul Conference (Mdrid, 2006) nd seminrs t Glsgow Cledonin University nd Glsgow University for helpful comments on erlier versions of this pper. The norml cvet pplies.

3 1. Introduction This pper builds on n rgument tht ws first proposed by Myers nd Turnbull (1977). They note tht the mrket vlue of the firm is mde up of: (i) The present vlue of csh flows from ssets-in-plce, nd (ii) the present vlue of growth opportunities. They further note tht growth opportunities hve option-like chrcteristics, nd tht this hs implictions for rtes of return tht incorporte the mesurement of systemtic risk. They conclude: The risk (β) of n option is not the sme s the risk of the sset the option is written on. Usully it is greter. If so, the lrger the option vlue reltive to the vlue of ssets-in-plce, the greter is the systemtic risk of the firm s stock. Thus the systemtic risk of the firm s stock is n overestimte of the bet for tngible ssets, nd rte of return derived from common stock β s will be n overestimte of the pproprite hurdle rte for cpitl investment whenever firms hve vluble growth options. The prcticl nd theoreticl difficulties creted by this phenomenon re obvious. (Myers nd Turnbull, 1977, p. 332). This pper ttempts to tckle these prcticl nd theoreticl difficulties. Our min contribution is to develop simple model, bsed on stndrd pieces in the toolkit of finncil theory, to split the β of compny s shres into the two elements of ssets-inplce β nd growth opportunities β. We lso djust the cost of cpitl for the presence of growth opportunities, nd explore the properties of the model by pplying it to lrge smple of UK compnies over the period. Myers nd Turnbull s rgument, s well s our model, suggests growth opportunities should ffect required rtes of return whichever investment pprisl method is chosen. To illustrte the mgnitude of the growth opportunities effect, we look specificlly t the 2

4 chnge in the vlue of the weighted verge cost of cpitl (WACC) when growth is tken into ccount. In light of Myers nd Turnbull s nlysis, it cn be seen tht the trditionl method of clculting WACC for investment in new ssets is doubly flwed. Not only does it use the wrong β for equity committed to new ssets; it lso uses the wrong weights when combining the costs of debt nd equity. If debt is supported by ssets-in-plce, the weight given to equity should be bsed solely on the mrket vlue of equity derived from ssetsin-plce, omitting the mrket vlue of the compny s growth opportunities. From n initil smple of 5,059 firm-yer observtions, we re ble to estimte the vlue of growth opportunities for 3,715 cses. However, some of these cses yield negtive estimtes for the vlue of growth opportunities. Our model pplies to those cses in which compnies hve vluble growth opportunities. Assuming n equity risk premium of 6%, we identify vluble growth opportunities in 69% of the cses to which we cn pply the model (nd 51% of the whole dtset). For these 2,571 cses, we find tht growth opportunities ccount, on verge, for 33% of equity vlue. Adjusting WACC for the presence of vluble growth opportunities lowers the hurdle rte for new investments on verge by just over one percentge point. The djustment is lrger for compnies with higher levels of growth opportunities, rising to just over two percentge points for the decile of observtions with the highest levels of growth opportunities. The reminder of the pper is orgnised s follows: In section 2 we review relevnt prior work, while in section 3 we develop nd solve the set of equtions used in our model for splitting the equity bet. Section 4 develops the model for djusting the cost of cpitl for the presence of growth opportunities. In section 5 we pply the model to lrge smple 3

5 of UK listed compnies, while in section 6 we explore some of the properties of the model. The finl section sets out our conclusions. 2. Literture nd theoreticl foundtions Recognition tht shre vlue is divided into ssets-in-plce nd growth opportunities dtes bck to Miller nd Modiglini (1961). 1 Kester (1984) demonstrtes prcticl method of decomposing shre prices into the vlue of ssets-in-plce nd growth opportunities, nd development of this model hs been given prominence in Breley nd Myers (1991 nd subsequent editions). On per shre bsis (where the vlue of one equity shre is P s ), the shre vlue due to ssets-in-plce (P ) is given by: P = EPS K s The ernings-per-shre (EPS), vlued in perpetuity, re ssumed to generte the vlue of the firm s ssets-in-plce. This csh flow strem is discounted t rte K s (the cost of equity cpitl), which is derived from CAPM (using the compny s equity β). The element of the shre price due to growth opportunities, P g, is then derived s: P g = P P s Both Kester (1984, 1986) nd Breley & Myers (2003) use this model to show (bsed on smples of eight to fifteen compnies) tht growth opportunities constitute lrge frction often bove one-hlf of shre vlue. Applying the Kester/Breley&Myers 1 Miller nd Modiglini present vrious methods of shre vlution, including the investment opportunities pproch, under which the worth of the enterprise to n investor will depend only on: () the norml rte of return he cn ern by investing his securities (i.e., the mrket rte of return); (b) the ernings power of the physicl ssets currently held by the firm; nd (c) the opportunities, if ny, tht the firm offers for mking dditionl investments in rel ssets tht will yield more thn the norml (mrket) rte of return. (p. 416). 4

6 model to lrger smples, Dnbolt et l. (2002) 2 find growth opportunities on verge to ccount for 56% of firm vlue bsed on smple of 2,010 firm-yers for lrge UK compnies, while Andrés-Alonso et l. (2006), pplying vrint of the Kester/Breley&Myers model to smple of 391 high-tech compnies listed in OECD mrkets, find the vlue of growth opportunities to verge more thn 75% of firm vlue. However, the Kester/Breley&Myers method, by vluing the ssets-in-plce t discount rte bsed on equity β, ignores the centrl insight of Myers nd Turnbull. Thus, while the method is well estblished technique for mesuring growth opportunities, it is not stisfctory for our purpose. To develop the Myers nd Turnbull nlysis, we require model which mesures not just vlues for ssets-in-plce nd growth opportunities, but lso genertes the β vlues ssocited with ech component. A number of ppers hve developed theoreticl models of the impct of growth options on shre bet nd the bet of ssets in plce (e.g., Miles, 1986; Pindyck, 1988; Chung nd Chroenwong, 1991; Chung nd Kim, 1997). However, these ppers rely on vribles tht re not redily observble, nd the models cnnot esily be pplied to rel firms. A pper by Ben-Horim nd Cllen (1989) is perhps closest in method to the present pper. They recommend the use of Tobin s Q to estimte future growth opportunities. 3 2 Dnbolt et l. (2002) lso provide criticl evlution of the Kester/Breley&Myers method. 3 A number of prior studies (e.g., Lng et l., (1989); Alexndrou nd Sudrsnm, (2001)) hve similrly used Tobin s Q, or the Mrket-to-Book rtio, s proxy for the level of growth opportunities. However, s these studies hve not ttempted to mesure the level of growth opportunities, nor commented on the impct of growth opportunities on the cost of cpitl, review of this strnd of literture is beyond the scope of this pper. 5

7 They use the dividend discount model, s we shll do, nd they demonstrte their model by pplying it to mjor US corportion. However, Ben-Horim nd Cllen do not use n sset-pricing model nd re concerned only to mesure the cost of equity cpitl defined s the return expected by investors in the shres. While prior studies hve ddressed the mesurement of growth opportunities, they do not with the exception of Chung nd Kim s (1997) theoreticl model ddress Myers nd Turnbull s (1977) centrl concern tht the trditionl method of clculting the cost of cpitl bsed on equity β provides n overestimte of the pproprite hurdle rte for compnies with vluble growth opportunities. In this pper, we im to ddress this gp in the literture. 3. A model for splitting the equity β The model is built on the following ssumptions: 1. The compny grows t constnt rte, g. This growth rte pplies to the book vlue of debt, equity nd ll ctegories of ssets nd libilities. It lso pplies to csh flows, ernings nd dividends. Growth is vlue creting, nd we ssume new projects, like existing projects, hve positive NPV s. Where do these vluble projects come from? We ssume, with Myers nd Turnbull, tht the cquisition of growth opportunities is independent of the cquisition of rel ssets. We do not model the cquisition of growth opportunities. We simply ssume tht the compny initilly holds set of future growth opportunities (with one opportunity for ech future yer) on which its future growth will be bsed. Investment is needed to generte csh-flows from growth opportunities, but growth opportunities themselves re not cquired through investment. 6

8 New projects re funded with the sme mix of debt nd equity s existing projects nd this gering rtio remins constnt throughout project s life. The dividend nd ll vribles growing t rte g re mesured on per shre bsis. Growth is mesured in rel terms. The Gordon (1959) dividend-discount model cn therefore be used to vlue the firm s shres. These ssumptions crete simple nd trctble model whose limittions must be recognised. The compny is on fixed growth trck nd its growth opportunities re not trditionl growth options. They do not hve ll the chrcteristics tht would be predicted by stndrd option pricing model. Growth is expected to continue in perpetuity. Although the compny uses prt of its growth opportunities every yer, the vlue of its overll set of growth opportunities is not diminished becuse its future strem of profitble investments hs drwn closer nd hence become more vluble. Although compnies often hve long-term growth opportunities, we recognise tht perpetul growth is n extreme cse. 2. Asset prices re set using the stndrd cpitl sset pricing model (CAPM). 3. As the compny grows, its new investment projects hve the sme chrcteristics s its existing projects. We ssume tht newly cquired ssets hve the sme bet, β, s the stock of existing ssets. Thus the sset bet remins constnt when new ssets re cquired. Similrly, we ssume tht the β of the growth opportunity which is used in ny yer is the sme s the β of the remining portfolio of growth opportunities. Hence, the growth opportunities bet, β g, remins constnt when investment tkes plce. At the point when investment tkes plce, the growth opportunity plus the (book) vlue of the equity investment needed to implement it re put together to 7

9 become the new sset-in-plce. Hence the β of ssets-in-plce (β ) is the weighted verge of the β of the growth opportunity (β g ) nd the β of the csh investment (β c ). The β of csh is zero. 4. The compny s debt is risk free nd the book vlue of debt is equl to its mrket vlue. Our model is bsed on the proposition tht corporte debt cpcity derives from csh generting ssets. 4 Specificlly, we ssume tht ll debt is ssocited with ssets-in-plce nd tht growth opportunities support no debt. Given these ssumptions nd constnt debt-equity rtio, the level of debt plys no prt in the model for the derivtion of the two bets. However, corporte debt will be relevnt when using the β s to derive corporte required rtes of return. We use the following definitions. The vribles in bold re those we seek to estimte, while those in norml typefce re ssumed to be directly observble or mesurble: D 0 The nnul dividend per shre, ssumed to be pid just prior to the ccounting yer-end. (We obtin the dt for the empiricl nlysis from Dtstrem). D 1 The next nnul dividend per shre, due to be pid one yer from the current dte. P s P P g E K s The shre price s t the ccounting yer end. The component of the shre price ttributble to ssets-in-plce. The component of the shre price ttributble to growth opportunities. The ccounting yer end book vlue of equity (per shre). Investors required rte of return on the firm s shres. 4 This proposition hs some support in the stndrd finnce literture. See e.g., Breley nd Myers (2003): Normlly the firm s optiml debt level increses s its ssets expnd. (p. 552). 8

10 K Investors required rte of return on equity funds used in the firm s ssets-inplce. K f The risk free rte of interest. (We proxy this by the yield on long-term government bonds). K g Investors required rte of return on the component of the shre price justified by growth opportunities. K m The expected return on the mrket portfolio. (We tke the equity risk premium s given). β s The bet of the firm s shres. β The bet of the equity ssocited with the firm s ssets-in-plce. 5 β g The bet ssocited with the mrket vlue of the firm s future growth opportunities. Our objective is to show how, bsed on our ssumptions, the other vribles cn be clculted from the six observed vribles. Equtions linking the vribles re given below. From CAPM, we cn clculte the required rte of return on the firm s equity s follows: K = K + β K K ) (1) s f s ( m f The constnt growth, dividend discount model, gives vlue for the shre s: D1 P = (2) s K - g s 5 Note we re using the term bet of ssets-in-plce to refer to the bet of equity used (longside debt) to finnce ssets-in-plce. It is not n sset bet creted by ungering n equity bet. 9

11 Since the dividend grows in proportion to the other dimensions of the compny, next yer s dividend cn be estimted s: D 1 = D (1 + ) (3) 0 g The price of the shre is mde up of the ssets-in-plce nd the growth opportunities components: P = P + (4) s P g The firm could decide to bndon its growth opportunities. This would not be vlue mximising decision, but it is theoreticl possibility. The price of tking up the growth opportunities next yer is E*g (i.e., the compny grows its equity bse t rte g). If the growth opportunities were bndoned, the dividend would be incresed by this mount. The expecttion for this new level of dividend is tht it would remin constnt (subject to norml business risk) nd cn be vlued s level perpetuity discounted t the ssets-in-plce rte: P D + E * g 1 = (5) K Note tht the logic of this eqution only works when growth opportunities re nonnegtive. Growth opportunities hve option-like chrcteristics. They could, hypotheticlly, be bndoned nd the compny could crry on t its existing scle nd profitbility. If n equivlent contrction opportunity or contrction option existed it would never be exercised. The model is symmetric. It cn be pplied to corporte growth but it cnnot be pplied to firms tht re shrinking in scle. This symmetry is generl chrcteristic of the growth opportunities literture. Since Myers nd Turnbull s observtion reltes specificlly to compnies tht possess vluble growth opportunities, this feture of the model is not problem for our purpose. 10

12 The required rte of return for ssets-in-plce is derived, by wy of CAPM, from the bet of ssets-in-plce: K K + β K K ) (6) = f ( m f Given tht shre is effectively portfolio composed of the ssets-in-plce nd the growth opportunities, the shre bet will be weighted verge of the bets of the two components: P P g β s = β + β (7) g Ps Ps At the point in time when growth opportunity is converted into n sset in plce, the β of the pckge (the growth opportunity plus the equity funding (csh) needed for conversion) is equl to the β of the newly creted sset-in-plce. We tret the pckge s portfolio of two ssets, nd note tht the β of csh (β c ) is zero. The vlue of ssets-in-plce (P ) exceeds the book vlue of equity (E) by the NPV of current projects (the ssets-in-plce). From our ssumptions, the rtio of NPV (for the growth opportunity) to ssocited equity is the sme t the point of investment s throughout the rest of the project s life. In ddition, this rtio is the sme for ll the projects tht mke up the compny s ssets-in plce. We hve lredy rgued tht the β of ssets-in-plce (β ) will be the weighted verge of the β of growth opportunities (β g ) nd the β of the csh needed to relise the opportunities. Wht re the weights in this reltionship? When the investment tkes plce, the totl vlue of the new sset-in-plce is mde up of the mount of equity (csh) invested plus 11

13 the vlue of the opportunity (which is the investment s NPV). The proportion of the vlue tht comes from the opportunity is therefore: Vlue of new ssets in plce Vlue of equity investment Vlue of new ssets in plce From our ssumptions, this proportion remins the sme throughout the life of ny project nd is the sme for ll projects undertken by the firm. The proportion cn therefore be written s: Vlue of ll ssets in plce Vlue of Book vlue of ll compny equity investment ll ssets in plce Or, expressed on per shre bsis: P E P Hence P E E β = β g + P P β c Recognising tht β C is zero, this simplifies to: β g P = β P - E (8) This hs given us set of eight equtions, nd eight unknown vribles: P, P g, g, D 1, K s, K, β nd β g. The nture of the eight equtions is such tht the system cn be solved reltively simply by process of substitution. 12

14 4. Adjusting the cost of cpitl When compny invests in new ssets-in-plce, the pproprite required rte of return must s rgued by Myers nd Turnbull (1977) be bsed on the risk of ssets-in-plce. For the equity element of funding, this is mesured by the bet for ssets-in-plce (β ) nd not the bet for the shre (β s ). The set of equtions in the previous section provides mens of estimting β. With this, we use CAPM to djust the cost of equity cpitl from tht for the whole shre (K s ) to the cost of equity cpitl for ssets-in-plce (K ). The equity bet of ssets-in-plce would be useful whether project pprisl used the weighted verge cost of cpitl (WACC), djusted present vlue (APV) or projectspecific rtes. However, for illustrting the impct of djusting the required rte of return for corporte investment pprisl in the presence of growth opportunities, we will concentrte on the djustment to WACC. The trditionl WACC not only uses n inpproprite cost of equity cpitl (K s rther thn K ), but lso inpproprite weights of debt nd equity. In clculting the cost-ofcpitl for cquiring new ssets, these should be the proportions used for finncing new (nd existing) ssets. In our model these proportions re derived from the whole of the compny s debt nd the equity mrket vlue of ssets-in-plce (P rther thn P s ). It should be noted tht in the model for splitting the equity β outlined bove, ll growth rtes, interest rtes nd required returns re rel rtes. However, WACC is not only nominl rte by convention, but the fter tx djustment for the cost of debt logiclly reltes to the nominl cost of debt. We therefore move in the clcultions tht follow from rel to nominl interest rtes. The costs of equity for both conventionl nd djusted WACC simply rise by the level of forecst infltion i.e., we replce the rte on indexlinked gilts by the rte on nominl gilts in the CAPM clcultions. For the cost of debt we 13

15 use the nominl rte of return on n index of corporte bonds, s clculted by Dtstrem. 6 For the clcultion of WACC, dditionl informtion is required on the compny s gering nd tx rte. We collect dt on compnies libilities (including both long-term nd short-term), nd ssume corporte tx rte (t) of 30%. The trditionl weighted verge cost of cpitl formul (WACC s ), cn be stted s: Ps Debt WACC s = * K s + * K Debt *(1 0.30) (9) P + Debt P + Debt s s where Debt refers to the level of debt (on per shre bsis), nd K Debt to the pre-tx cost of debt. The djusted WACC cn be stted s: P Debt WACC = * K + * K Debt *(1 0.30) (10) P + Debt P + Debt We next explore the implictions of these djustments empiriclly, bsed on smple of UK compnies. We cknowledge, however, number of limittions of our model. The dividend discount vlution model is useful for compnies with stedy rte of prospective growth, nd which lso offer dividends s substntil element in shreholder return. We re unble to pply our model to compnies not pying dividends. 7 We recognise the substntil nd well-known limittions of the constnt- 6 For the risk free interest rte we use the redemption yields on British government index linked Gilts over 5 yers nd on (nominl) ten yer Gilts, respectively, while for compny interest rtes we use the yield on the Dtstrem index for corporte bonds. 7 This is reltively smll problem for the UK, where the vst mjority of compnies py 14

16 growth dividend discount model nd of ccounting mesurements of ssets nd equity in plce. 5. Applying the model To pply the model, we use dt for the UK Finncil Times All-Shre constituent compnies over fifteen-yer period from Jnury 1990 to December We re ble to obtin the ccounting nd mrket dt from Dtstrem, nd mtch this with bet estimtes from Dimson nd Mrsh s Risk Mesurement Service, for smple of 5,059 firm-yers. We obtin interest rte dt from Dtstrem. Our model ssumes knowledge of the equity risk premium, nd in the clcultions tht follow we ssume this to be 6%, which is towrds the middle of the estimtes put forwrd in the literture (Dimson et l., 2003). Since our model ssumes constnt rte of growth for ll the firm s bsic metrics, we hve to exclude cses with zero or negtive vlue of equity (143 cses), with zero dividends (571 cses), nd where the book vlue of equity exceeds the shre price (630 cses) 8, leving smple of 3,715 firm-yers for which we cn clculte the vlue of growth opportunities (Smple B), s detiled in Tble 1. Tble 1 bout here substntil dividends. In their study of dividend pyments in the UK during the 1990s, Renneboog nd Trojnowski (2005) found 85% of listed compnies to py dividends, with dividends verging 3.1% of mrket cpitlistion, or 20.3% of ernings before interest nd tx. Shre repurchses were reltively uncommon, on verge used by less thn 6% of UK compnies. These firms lso tended to py substntil dividends. Shre repurchses verged only 0.4% of mrket cpitlistion, or 2.3% of EBIT. 8 In the model, this would imply tht existing projects hve negtive NPV nd no compny would wnt to grow through scling-up under these circumstnces. 15

17 However, this smple includes 1,144 cses of non-growth compnies for which the model does not generte positive vlue for growth opportunities. If the investment in new projects is optionl, investment opportunities should not hve negtive vlue. Furthermore, our model for djusting the cost of cpitl in the presence of growth opportunities is not pplicble to such compnies. We therefore remove these cses from the min prt of our nlysis, leving finl smple of 2,571 firm-yers (Smple A). We regrd Smple A s the most pproprite for our purposes, nd we focus on the results from this smple. However, we recognise tht growth opportunities will be mesured with n error. By discrding the negtive-growth cses, Smple A must incorporte, on verge, some element of upwrd bis. We therefore lso report results for Smple B, which is bis-free, but which includes, s explined bove, genuine non-growth compnies to which our model does not pply. Smple B thus provides lower bound to our estimtes. Note tht the 2,571 cses in Smple A re not drwn eqully from ech of the fifteen yers covered by our dt. Our smple period includes the new-technology bubble er (up to 2000) nd mjor fll in the UK mrket over the following three yers. Growth expecttions were much stronger during the bubble thn subsequently nd our nlysis will therefore identify more compnies s growth compnies in the erlier yers. For our purposes this does not pose problem, but we shll offer n nlysis of results by clendr yer lter in the pper. The results re reported in Tble 2. For the smple of firm-yers with non-negtive vlues of growth opportunities (Smple A), we find the verge proportion of equity vlue ccounted for by ssets-in-plce to be pproximtely 67%, with residul 33% ccounted for by the vlue of growth opportunities. Our model provides somewht lower estimtes for the vlue of growth opportunities thn hs generlly been suggested by prior 16

18 studies. Still, they ccount for significnt proportion of equity vlue for the mjority of compnies, suggesting tht the impct of djusting the cost of cpitl in the light of such growth opportunities my be non-trivil. Tble 2 bout here Our model requires djustment to both weights nd costs of equity in the WACC clcultion. The decomposition of the equity β gives us β for ssets-in-plce (β ) verging 0.82 compred to β s of The ppliction of our model lso results in reduced verge weighting for the equity component in the compny cpitl structure (from W s of 0.83 to W of 0.78), leding to reduction in the verge nominl cost of equity cpitl (from K s of 12.3% to K of 11.5%). The impct of these reclcultions is to move from n verge trditionl WACC of 11.1% to n djusted WACC of 10.0% reduction of lmost 1.1 percentge points when the cost of equity cpitl is clculted using our model. Our model hs ssumed tht compny investments convert pre-owned growth opportunity into profitble sset-in-plce. The djusted WACC is pproprite for this specific sitution. The tble, however, gives other informtion tht might be relevnt. If compny could purchse growth opportunities on their own ( possibility tht hs not formed prt of our model), the pproprite required return would be bsed on the risk of growth opportunities (β g ). In the specific cse where the compny ws mking corporte cquisition nd the trget compny s mix of growth opportunities nd ssets-inplce exctly mtched its own, then trditionl WACC would give the pproprite rte. As explined bove, the results for Smple A in Tble 2 contin some element of upwrd bis, nd we therefore lso report results for Smple B. The men vlue of growth 17

19 opportunities for Smple B is nturlly lower t 19% of firm vlue. So is the men djustment to the cost of cpitl t 0.4 percentge points. However, given tht our model, nd Myers nd Turnbull s insight, pply only to compnies with vluble growth opportunities, we cution ginst reding too much into the Smple B results. 6. Properties of the model nd sensitivity nlyses The results reported in Tble 2 re bsed on verges. We next explore: (i) the properties of growth opportunities over time; nd (ii) the sensitivity of the WACC djustment to the level of growth opportunities Time-Series Vritions in the Levels of Growth Opportunities. The pooled results suggest growth opportunities on verge ccount for 33% of shre vlue. However, our fifteen-yer smple period includes periods of very different economic climtes, nd we next explore the properties of our model estimtes over the smple period. As cn be seen from Figure 1, the vlue of growth opportunities hs vried significntly over time. As the UK recovered from recession in the erly 1990s, the vlue of growth opportunities incresed nd the proportion of firms with estimted negtive vlues of growth opportunities declined. However, the frequency of negtive vlues of growth opportunities once gin rose with the bursting of the new-technology bubble. For the compnies with vluble growth opportunities (Smple A), the verge level of growth opportunities incresed slowly during the 1990s, from 33% in 1990 to pek of 39% in 9 We hve lso tested the sensitivity of our model to the ssumed level of the equity risk premium. The number of firm-yers for which we identify positive growth opportunities increses with the risk premium, nd the djustments to the cost of cpitl would lso be somewht higher ssuming higher equity risk premium. With risk premium of 5% (7%), growth opportunities on verge ccount for 30% (34%) of firm vlue, compred to 33% bsed on n ssumed equity risk premium of 6%. While the men djustment to WACC mounts to 1.1 percentge points ssuming 6% equity risk premium (s reported in Tble 2), this flls to 0.8 percentge points ssuming 5% risk premium, or rise to 1.3 percentge points ssuming 7% equity risk premium. 18

20 2000, before flling to low of 24% in Figure 1 bout here As result of the flling interest rtes, there hve been lrge reductions in both the trditionl nd djusted verge weighted verge cost of cpitl over the smple period. However, s cn be seen from Figure 2, the men djustment to the cost of cpitl in the presence of growth opportunities hs remined reltively stble over the economic cycle, rnging from low of 0.9 percentge points during the recession in 1990 to high of 1.3 percentge points t the pek of the new economy boom in Figure 2 bout here 6.2. The Level of Growth Opportunities. The results in Tble 2 suggest the pproprite djustment to the cost of cpitl for our smple of compnies with positive growth opportunities verge 1.1 percentge points. However, the djustment to WACC will be lrger for compnies with high levels of growth opportunities thn for compnies where growth opportunities ccount for only smll proportion of firm vlue. To explore the reltionship between the WACC djustment nd the level of growth opportunities, we could split the smple bsed on the level of growth opportunities. However, s growth opportunities re mesured with n element of error, such n pproch my introduce bis 10. Insted, we split the smple into deciles bsed on the level of dividend yield. Low dividend yield cn be tken s proxy to identify compnies with high growth opportunities 11 nd, of course, dividend yields re mesured without 10 Splitting the smple bsed on the levels of growth opportunities, rther thn on the level of dividend yield, yield similr results to those reported. 11 The correltion between the level of dividend yield nd the percentge of vlue 19

21 sttisticl error. For completeness, the nlysis is bsed on Smple B, but we wrn gin tht we do not regrd the model s meningful when pplied to compnies with high dividend yields (which we ssocite with n bsence of vluble growth opportunities). The results re reported in Tble 3. Tble 3 bout here Tble 3 suggests there is monotonic inverse reltionship between the dividend yield nd the level of growth opportunities. For the decile of compnies with the lowest dividend yield, growth opportunities on verge ccount for 56% of equity vlue. For the seventh decile, they ccount for 10%. Deciles 8, 9 nd 10 contin non-growth compnies, which fll outside the scope of our model. The djustment to the weighted verge cost of cpitl rises with the level of growth opportunities, from low of 0.1 percentge points for decile 7 (where dividend yield verge 4.1% nd growth opportunities on verge ccount for 10% of equity vlue), to high of 2.1 percentge points for the decile of firmyers with the highest levels of growth opportunities (the lowest dividend yield, t 0.8%). We find there to be little vrition in the equity β between the deciles of compnies with vluble growth opportunities. However, consistent with the theories of Jensen nd Mekling (1976) nd Myers (1977), nd empiricl evidence by e.g., Titmn nd Wessels (1988) nd Rjn nd Zingles (1995), we find high growth (low dividend) compnies to hve lower gering thn compnies with lower levels of growth opportunities. W s (the proportion of equity in the blnce sheet) rises from 77% for compnies in decile 7 with low levels of growth opportunities, to 89% for the decile of compnies with the highest levels of growth opportunities. ccounted for by growth opportunities is (bsed on Smple B). 20

22 In Tble 3, conventionlly mesured WACC (WACC s ) ppers similr for compnies with vluble growth opportunities nd firms with few or no growth opportunities. These numbers, however, re potentilly misleding. The highest growth observtions in our dt set tend to come from the yers prior to 2000 when interest rtes were high. Our low growth observtions tend to come from the finl yers of our dt, when interest rtes were substntilly lower. To remove the influence of vrying interest rtes, the tble lso shows the WACC premium the vlue of WACC less the nominl risk free interest rte both for conventionl clcultion nd fter Myers-Turnbull djustment. Our discussion will focus on this mesure. The conventionl picture shows tht high growth compnies hve higher cost of cpitl (mesured by the WACC premium). They use more equity in their cpitl mix (78% t decile 7 compred to 89% t decile 1), but their equity is still just s risky. Equity β is similr cross the deciles (0.94 for decile 7 nd 0.98 for decile 1). The result is tht the conventionl WACC premium rises from 4.1% for decile 7 to 5.1% for decile 1. After Myers-Turnbull djustment nd with 100% equity finnce for growth opportunities the picture looks very different. For finncing ssets-in-plce we find no tendency for higher growth compnies to use less gering. This is notble observtion. The tendency for growth compnies to use low levels of gering is widely recognised in the empiricl literture, with Pecking order nd gency theories being offered s explntions. Our results suggest n lterntive possible explntion. The vribility in overll gering cn be fully explined by the proposition tht growth opportunities re 100% equity finnced. High growth nd lower growth compnies pper in our nlysis to use lmost exctly the sme level of gering in finncing ssets-in-plce (77% t decile 7 nd 79% t decile 1). 21

23 Tble 3 lso shows tht the ssets-in-plce equity β is lower for compnies with higher growth prospects (0.94 for decile 7 nd 0.70 for decile 1). The combined effect of the lower β nd the unchnged gering is tht the djusted WACC premium is ctully lower for compnies with higher growth potentil. It flls from 4.0% for decile 7 to 3.1% for decile 1. Without djustment it rises from 4.1% to 5.1%. The djusted numbers hve some intuitive ppel. Why should the hurdle rte be higher for sset investments by high-growth compny thn for low-growth compny? We might hypothesise tht, other fctors equl, there is less risk in incresing compny s stock of ssets when the business hs n underlying tendency to grow thn when it does not. The lower risk would led to lower required return. After Myers-Turnbull djustment the numbers re consistent with this rgument. 7. Conclusions This pper is bsed on the well-estblished division of shre vlue into growth opportunities nd ssets-in-plce. It hs built on the insight of Myers nd Turnbull (1977) who showed tht, in the presence of growth opportunities, the risk level of the compny s ssets will differ from the risk level of its shres. The required rte of return for sset investment should be djusted ccordingly. We hve constructed model, bsed on stndrd elements in finnce theory, which splits the equity β of compny into growth opportunities element nd n ssets-in-plce element, nd pplied this model to smple of 2,571 firm-yer cses for UK compnies over the period. Our results suggest (ssuming n equity risk premium of 6 percentge points) tht ssets in plce on verge ccount for 67% of equity vlue, leving residul 33% ttributble to growth opportunities. Splitting the equity bet (β s, which verges 0.97), we find the bet for ssets-in-plce (β ) to verge 0.82 nd the 22

24 bet of growth opportunities (β g ) to be Using the trditionl method for clculting hurdle rtes, we find the cost of cpitl to be generlly higher for compnies with high levels of growth opportunities. This finding is closely linked to the lower gering levels ssocited with high growth. However, fter mking Myers-Turnbull djustment nd ssuming growth opportunities re 100% equity finnced, we find tht compnies cross the growth spectrum use very similr proportions of debt nd equity to finnce ssets-in-plce, nd tht high growth compnies hve lower required returns for sset investments. The result follows from the observtion tht the risk (β) ssocited with equity investment in new ssets is lower for high growth compnies. Controlling for the effect of growth opportunities lowers the cost of cpitl for investment pprisl by n verge of 1.1 percentge points. The djustments increse with the level of growth opportunities, rising from low of 0.1 percentge points for the decile of firms with the lowest positive vlues of growth opportunities, to 2.1 percentge points for the decile with the highest levels of growth opportunities. Anlysis of the time-series properties of our model suggests both the level of growth opportunities nd the cost of cpitl hs vried over the economic cycle. However, our nlysis suggests the djustment to the cost of cpitl to tke ccount of the effect of growth opportunities hs remined reltively stble over the smple period. When they first recognised tht growth opportunities hd significnt implictions for the required rtes of return, Myers nd Turnbull (1977) referred to the prcticl nd theoreticl difficulties of mking pproprite djustments. Growth opportunities re 23

25 difficult to mesure ccurtely, nd the dividend discount model used here, like other methods, hs substntil limittions. Our nlysis is, we believe, the first to try nd quntify the implictions of Myers nd Turnbull s observtions bout growth opportunities, nd we hve demonstrted tht, for compnies with lrge growth opportunities, these implictions re on scle tht hs prcticl significnce. 24

26 References Alexndrou, G., nd Sudrsnm, S., (2001), Shreholder Welth Effects of Corporte Selloffs: Impct on Growth Opportunities, Economic Cycle nd Brgining Power, Europen Finncil Mngement, Vol. 7, No. 2, pp Andrés-Alonso, P., Azofr-Plenzuel, V., nd Fuente-Herrero, G., (2006), The Rel Options Component of Firm Vlue: The Cse of the Technologicl Corportion, Journl of Business Finnce & Accounting, Vol. 33, No. 1&2, pp Ben-Horim, M., nd Cllen, J.L., (1989), The Cost of Cpitl, Mculy's Durtion, nd Tobin s q, Journl of Finncil Reserch, Vol. 12, No. 2, Summer, pp Breley, R.A., nd Myers, S.C., (1991), Principles of Corporte Finnce, Fourth Edition, McGrw-Hill. Breley, R.A., nd Myers, S.C., (2003), Principles of Corporte Finnce, Seventh Edition, McGrw-Hill. Chung, K.H., nd Chroenwong, C., (1991), Investment Options, Assets in Plce, nd the Risk of Stocks, Finncil Mngement, Vol. 20, No. 3, Autumn, pp Chung, K.H., nd Kim, K.H., (1997), Growth Opportunities nd Investment Decisions: A New Perspective on the Cost of Cpitl, Journl of Business Finnce & Accounting, Vol. 24, No. 3&4, pp Dnbolt, J., Hirst, I., nd Jones, E., (2002), Mesuring Growth Opportunities, Applied Finncil Economics, Vol. 12, No. 3, pp Dimson, E., nd Mrch, P., (Eds.), Risk Mesurement Service, London Business School, Institute of Finnce nd Accounting. Dimson, E., Mrch, P., nd Stunton, M., (2003), Globl Evidence on the Equity Risk Premium, Journl of Applied Corporte Finnce, Vol. 15, No. 4, pp Gordon, M.J., (1959), Dividends, Ernings nd Stock Prices, Review of Economics nd Sttistics, Vol. 41, My, pp

27 Jensen, M., nd Mekling, W., (1976), Theory of the Firm: Mngeril Behvior, Agency Costs nd Cpitl Structure, Journl of Finncil Economics, Vol. 3, pp Kester, W.C., (1984), Tody's Options for Tomorrow's Growth, Hrvrd Business Review, Mrch/April, pp Kester, W.C., (1986), An Options Approch to Corporte Finnce, in Altmn, E.I., (Ed.), Hndbook of Corporte Finnce, Chpter 5, John Wiley & Sons. Lng, L., Stulz, R., nd Wlkling, R., (1989), Mngeril Performnce, Tobin s Q, nd the Gins from Successful Tender Offers, Journl of Finncil Economics, Vol. 24, pp Miles, J.A., (1986), Growth Options nd the Rel Determinnts of Systemtic Risk, Journl of Business Finnce nd Accounting, Vol. 13, No. 1, Spring, pp Miller, M.H., nd Modiglini, F., (1961), Dividend Policy, Growth nd the Vlution of Shres, Journl of Business, Vol. 34, October, Myers, S.C., (1977), Determinnts of Corporte Borrowing, Journl of Finncil Economics, Vol. 5, pp Myers, S.C., nd Turnbull, S.M., (1977), Cpitl Budgeting nd the Cpitl Asset Pricing Model: Good News nd Bd News, Journl of Finnce, Vol. 32, No. 2, My, pp Pindyck, R.S., (1988), Irreversible Investment, Cpcity Choice, nd the Vlue of the Firm, Americn Economic Review, Vol. 78, December, pp Rjn, R.G., nd Zingles, L., (1995), Wht Do We Know About Cpitl Structure? Some Evidence From Interntionl Dt, Journl of Finnce, Vol. 50, No. 5, pp Renneboog, L., nd Trojnowski, G., (2005), Ptterns in Pyout Policy nd Pyout Chnnel Choice of UK Firms in the 1990s, Finnce Working Pper No 70/2005, Europen Corporte Governnce Institute, nd SSRN working pper

28 Titmn, S., nd Wessels, R., (1988), The Determinnts of Cpitl Structure Choice, Journl of Finnce, Vol. 42, No. 1, pp

29 Tble 1 Smple The nlysis is bsed on finncil informtion for Finncil Times All-Shre constituent compnies with ccounting yer-ends between 1 Jnury 1990 nd 31 December As the model incorportes the dividend discount model, compnies with zero dividends re removed. Our model is unsuitble for compnies with negtive or zero book vlues or where the book vlue exceeds the mrket vlue of equity. Similrly, if compnies hve discretion in whether or not to exercise their growth options, growth opportunities should not hve negtive vlue. Firm-yers for which ccounting, mrket vlue nd bet dt is vilble: 5,059 Less: - Zero dividends Zero or negtive vlue for book equity (E) Book vlue of equity exceeding shre price (E>P s ) 630 Smple B 3,715 - Clculted vlue of growth opportunities (P g ) negtive 1,144 Smple A 2,571

30 Tble 2 Growth Opportunities, Bet Coefficients nd Cost of Cpitl The tble is bsed on n ssumed equity mrket risk premium of 6%. %P refers to the percentge of shre price ttributble to ssets-in-plce, nd %P g to the percentge ttributble to growth opportunities. g is the estimted rel rte of growth. W refers to the proportion of equity in the weighted verge cost of cpitl (WACC), bsed either on the trditionl WACC clcultion (W s ) or on the revised (W ) model. K s nd K refer to the overll cost of equity nd the cost of equity for ssets-inplce, respectively. β s, β nd β g re the bet coefficients for the shre (equity), for ssets-in-plce, nd for growth opportunities, respectively. Finlly, we clculte the WACC bsed on the trditionl model, nd on our revised model. N Men Medin Std. Dev. Min. Mx. Q1 Q3 Smple A Non-negtive growth opportunities %P 2, %P g 2, G 2, W s 2, W 2, K s (%) 2, K (%) 2, β s 2, β 2, β g 2, WACC s (%) 2, WACC (%) 2, Adj to WACC 2, Smple B Including negtive growth opportunities %P 3, %P g 3, g 3, W s 3, W 3, K s (%) 3, K (%) 3, β s 3, β 3, β g 3, WACC s (%) 3, WACC (%) 3, Adj to WACC 3,

31 Tble 3 Sensitivity to the Level of Dividend Yield WACC Adj to The tble reports men vlues, for deciles bsed on the level of dividend yield (%DY). The nlysis is bsed on Smple B (3,715 firm-yer observtions), including negtive estimtes of the vlue of growth opportunities. %P g refers to the percentge ttributble to growth opportunities, β s to the bet coefficient for the shre, β to the bet for ssets in plce, W s to the proportion of equity finnce in the trditionl weighted verge cost of cpitl clcultion, nd W to the proportion of equity finnce in the djusted weighted verge cost of cpitl clcultion, K s to the trditionl cost of equity cpitl, K to the cost of equity for ssets-in-plce, WACC s to the weighted verge cost of cpitl bsed on the trditionl eqution nd WACC to the weighted verge cost of cpitl corrected to tke into ccount the presence of growth opportunities. R f refers to the nominl risk free interest rte. Equtions re s specified in the pper. %DY %P g β s β W s W K s K WACC s WACC R f WACC s - R f - R f WACC Deciles

32 Smple Yer Smple A Smple B % Negtive Pg Fig. 1. Percentge Growth Opportunities Notes: The figure shows the time-series vrition in the estimted men percentge of shre prices ccounted for by growth opportunities. Smple A refers to the smple of 2,571 firm-yers with non-negtive estimted vlues of growth opportunities (P g ), while Smple B refers to the full smple of 3,715 firm-yers, including negtive P g. %Negtive P g shows the time-vrition in the percentge proportion of the smple with negtive estimted vlues for P g. The estimtions re bsed on n ssumed equity risk premium of 6%, s in Tble 2.

33 Smple Yer WACCs WACC Fig. 2. Percentge Weighted Averge Cost of Cpitl Notes: The figure shows the time-series vrition in the men vlues of the weighted verge cost of cpitl, estimted using the trditionl (WACC s, s in eqution 9) nd the djusted (WACC, s in eqution 10) model, s discussed in the text. The nlysis is bsed on Smple A (2,571 cses).

A Closer Look at Bond Risk: Duration

A Closer Look at Bond Risk: Duration W E B E X T E S I O 4C A Closer Look t Bond Risk: Durtion This Extension explins how to mnge the risk of bond portfolio using the concept of durtion. BOD RISK In our discussion of bond vlution in Chpter

More information

The Market Approach to Valuing Businesses (Second Edition)

The Market Approach to Valuing Businesses (Second Edition) BV: Cse Anlysis Completed Trnsction & Guideline Public Comprble MARKET APPROACH The Mrket Approch to Vluing Businesses (Second Edition) Shnnon P. Prtt This mteril is reproduced from The Mrket Approch to

More information

The Okun curve is non-linear

The Okun curve is non-linear Economics Letters 70 (00) 53 57 www.elsevier.com/ locte/ econbse The Okun curve is non-liner Mtti Viren * Deprtment of Economics, 004 University of Turku, Turku, Finlnd Received 5 My 999; ccepted 0 April

More information

Value Relevant Information Beyond Analysts. Forecasts: The Role of Growth Potential and. Bankruptcy Risk

Value Relevant Information Beyond Analysts. Forecasts: The Role of Growth Potential and. Bankruptcy Risk Vlue Relevnt Informtion Beyond Anlysts Forecsts: The Role of Growth Potentil nd Bnkruptcy Risk Mingyu Chen, Colin Clubb, nd Trik Driouchi ABSTRACT This pper explores the vlue relevnt informtion beyond

More information

FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY

FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY Dhk Wter Supply Network Improvement Project (RRP BAN 47254003) FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY A. Introduction 1. The Asin Development Bnk (ADB) finncil nlysis of the proposed Dhk Wter

More information

Excess Funds and Agency Problems: An Empirical Study of Incremental Cash Disbursements

Excess Funds and Agency Problems: An Empirical Study of Incremental Cash Disbursements Excess Funds nd Agency Problems: An Empiricl Study of Incrementl Csh Disbursements Erik Lie College of Willim & Mry This study investigtes the excess funds hypothesis using smples of specil dividends,

More information

Third Quarter 2017 Results & Outlook October 26, 2017 CMS MODEL: CONSISTENT PAST WITH A SUSTAINABLE FUTURE

Third Quarter 2017 Results & Outlook October 26, 2017 CMS MODEL: CONSISTENT PAST WITH A SUSTAINABLE FUTURE Third Qurter 2017 Results & Outlook October 26, 2017 CMS MODEL: CONSISTENT PAST WITH A SUSTAINABLE FUTURE This presenttion is mde s of the dte hereof nd contins forwrd-looking sttements s defined in Rule

More information

Problem Set for Chapter 3: Simple Regression Analysis ECO382 Econometrics Queens College K.Matsuda

Problem Set for Chapter 3: Simple Regression Analysis ECO382 Econometrics Queens College K.Matsuda Problem Set for Chpter 3 Simple Regression Anlysis ECO382 Econometrics Queens College K.Mtsud Excel Assignments You re required to hnd in these Excel Assignments by the due Mtsud specifies. Legibility

More information

A portfolio approach to the optimal funding of pensions

A portfolio approach to the optimal funding of pensions Economics Letters 69 (000) 01 06 www.elsevier.com/ locte/ econbse A portfolio pproch to the optiml funding of pensions Jysri Dutt, Sndeep Kpur *, J. Michel Orszg b, b Fculty of Economics University of

More information

(a) by substituting u = x + 10 and applying the result on page 869 on the text, (b) integrating by parts with u = ln(x + 10), dv = dx, v = x, and

(a) by substituting u = x + 10 and applying the result on page 869 on the text, (b) integrating by parts with u = ln(x + 10), dv = dx, v = x, and Supplementry Questions for HP Chpter 5. Derive the formul ln( + 0) d = ( + 0) ln( + 0) + C in three wys: () by substituting u = + 0 nd pplying the result on pge 869 on the tet, (b) integrting by prts with

More information

UNIT 7 SINGLE SAMPLING PLANS

UNIT 7 SINGLE SAMPLING PLANS UNIT 7 SINGLE SAMPLING PLANS Structure 7. Introduction Objectives 7. Single Smpling Pln 7.3 Operting Chrcteristics (OC) Curve 7.4 Producer s Risk nd Consumer s Risk 7.5 Averge Outgoing Qulity (AOQ) 7.6

More information

A Fuzzy Inventory Model With Lot Size Dependent Carrying / Holding Cost

A Fuzzy Inventory Model With Lot Size Dependent Carrying / Holding Cost IOSR Journl of Mthemtics (IOSR-JM e-issn: 78-578,p-ISSN: 9-765X, Volume 7, Issue 6 (Sep. - Oct. 0, PP 06-0 www.iosrournls.org A Fuzzy Inventory Model With Lot Size Dependent Crrying / olding Cost P. Prvthi,

More information

A ppendix to. I soquants. Producing at Least Cost. Chapter

A ppendix to. I soquants. Producing at Least Cost. Chapter A ppendix to Chpter 0 Producing t est Cost This ppendix descries set of useful tools for studying firm s long-run production nd costs. The tools re isoqunts nd isocost lines. I soqunts FIGURE A0. SHOWS

More information

NEW DEVELOPMENTS VALUATION

NEW DEVELOPMENTS VALUATION VINH SON SONG HINH HYDROPOWER JSC (VSH) Nguyen Mnh Tu Emil: Tu.NguyenMnh@tls.vn Ticker: VSH - Exchnge: HSX Anlyst s opinion: BUY Trget Price: VND 12.837 STOCK STATISTICS Price s of 08/23/2010: VND 9,000

More information

checks are tax current income.

checks are tax current income. Humn Short Term Disbility Pln Wht is Disbility Insurnce? An esy explntion is; Disbility Insurnce is protection for your pycheck. Imgine if you were suddenly disbled, unble to work, due to n ccident or

More information

Menu costs, firm size and price rigidity

Menu costs, firm size and price rigidity Economics Letters 66 (2000) 59 63 www.elsevier.com/ locte/ econbse Menu costs, firm size nd price rigidity Robert A. Buckle *, John A. Crlson, b School of Economics nd Finnce, Victori University of Wellington,

More information

Press Release. May 10, 2016 Page 1/6

Press Release. May 10, 2016 Page 1/6 Press Relese My 10, Pge 1/6 Cpitl goods businesses on trck in / / Price flls for mterils shrper nd longer-lsting thn expected / Full-yer forecst therefore lowered Cpitl goods businesses: order intke, sles

More information

News Release Half-year Results 20 February Review of results and operations. Excluding significant items a

News Release Half-year Results 20 February Review of results and operations. Excluding significant items a News Relese 2018 Hlf-yer Results 20 Februry 2018 Review of results nd opertions Hlf-yer ended 31 December 2017 Reported Excluding significnt items Vrince to pcp (exc. sig. items) Operting revenue $35.9b

More information

The IndoDairy Smallholder Household Survey From Farm-to-Fact

The IndoDairy Smallholder Household Survey From Farm-to-Fact The Centre for Glol Food nd Resources The IndoDiry Smllholder Household Survey From Frm-to-Fct Fctsheet 7: Diry Frming Costs, Revenue nd Profitility Bckground This fctsheet uilds on the informtion summrised

More information

Pillar 3 Quantitative Disclosure

Pillar 3 Quantitative Disclosure Pillr 3 Quntittive Disclosure In complince with the requirements under Bsel Pillr 3 nd the Monetry Authority of Singpore (MAS) Notice 637 Public Disclosure, vrious dditionl quntittive nd qulittive disclosures

More information

Public Trustee Trust Funds. Fo he dec Vie.i i [ 31, 116

Public Trustee Trust Funds. Fo he dec Vie.i i [ 31, 116 Fo he dec Vie.i i [ 31, 116 Mngement s Responsibility for the Finncil Sttements Mngement is responsible for the integrity of the finncil informtion reported by the Public Trustee of Nov Scoti. Fulfilling

More information

Capital Structure Decisions of European and U.S. Listed Firms: Is there a Unique Financial Theory?

Capital Structure Decisions of European and U.S. Listed Firms: Is there a Unique Financial Theory? Reserch nd Applictions in Economics Volume 2, 2014 www.seipub.org/re Cpitl Structure Decisions of Europen nd U.S. Listed Firms: Is there Unique Finncil Theory? Zéli Serrsqueiro *1, Márci Rogão 2, Pulo

More information

PSAS: Government transfers what you need to know

PSAS: Government transfers what you need to know PSAS: Government trnsfers wht you need to know Ferury 2018 Overview This summry will provide users with n understnding of the significnt recognition, presenttion nd disclosure requirements of the stndrd.

More information

The Morgan Stanley FTSE Growth Optimiser Plan

The Morgan Stanley FTSE Growth Optimiser Plan The Morgn Stnley FTSE Growth Optimiser Pln Offering choice of two FTSE 100 linked growth plns Choose the growth nd risk profile tht meets your investment needs The Morgn Stnley FTSE 100 Growth Optimiser

More information

Life & Health teach-in. Conference call Zurich, 09 December 2010

Life & Health teach-in. Conference call Zurich, 09 December 2010 Life & Helth tech-in Conference cll Zurich, 09 December 2010 Tody s gend Introduction L&H overview nd underwriting Reporting nd performnce mesurement Susn Hollidy, Hed IR George Quinn, CFO Robyn Wytt,

More information

First Quarter 2010 results. Analyst and investor conference call Zurich, 06 May 2010

First Quarter 2010 results. Analyst and investor conference call Zurich, 06 May 2010 First Qurter 2010 results Anlyst nd investor conference cll Zurich, 06 My 2010 Tody s gend Introduction Susn Hollidy, Hed IR Business performnce George Quinn, CFO Questions & nswers 2 Introduction Susn

More information

THE FINAL PROOF SUPPORTING THE TURNOVER FORMULA.

THE FINAL PROOF SUPPORTING THE TURNOVER FORMULA. THE FINAL PROOF SUPPORTING THE TURNOVER FORMULA. I would like to thnk Aris for his mthemticl contriutions nd his swet which hs enled deeper understnding of the turnover formul to emerge. His contriution

More information

OPEN BUDGET QUESTIONNAIRE UKRAINE

OPEN BUDGET QUESTIONNAIRE UKRAINE Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE UKRAINE September 28, 2007 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002

More information

Does Population Aging Represent a Crisis for Rich Societies?

Does Population Aging Represent a Crisis for Rich Societies? First drft Does Popultion Aging Represent Crisis for Rich Societies? by Gry Burtless THE BROOKINGS INSTITUTION Jnury 2002 This pper ws prepred for session of the nnul meetings of the Americn Economic Assocition

More information

This paper is not to be removed from the Examination Halls UNIVERSITY OF LONDON

This paper is not to be removed from the Examination Halls UNIVERSITY OF LONDON ~~FN3092 ZA 0 his pper is not to be remove from the Exmintion Hlls UNIESIY OF LONDON FN3092 ZA BSc egrees n Diploms for Grutes in Economics, Mngement, Finnce n the Socil Sciences, the Diploms in Economics

More information

Pillar 3 Quantitative Disclosure

Pillar 3 Quantitative Disclosure Pillr 3 Quntittive Disclosure In complince with the requirements under Bsel Pillr 3 nd the Monetry Authority of Singpore (MAS) Notice 637 Public Disclosure, vrious dditionl quntittive nd qulittive disclosures

More information

Hedging the volatility of Claim Expenses using Weather Future Contracts

Hedging the volatility of Claim Expenses using Weather Future Contracts Mrshll School of Business, USC Business Field Project t Helth Net, Inc. Investment Deprtment Hedging the voltility of Clim Epenses using Wether Future Contrcts by Arm Gbrielyn MSBA Cndidte co written by

More information

OPEN BUDGET QUESTIONNAIRE CZECH REPUBLIC

OPEN BUDGET QUESTIONNAIRE CZECH REPUBLIC Interntionl Budget Project OPEN BUDGET QUESTIONNAIRE CZECH REPUBLIC October 2005 Interntionl Budget Project Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002 www.interntionlbudget.org

More information

UBS European Conference. Stefan Lippe, Chief Executive Officer 16 November 2011

UBS European Conference. Stefan Lippe, Chief Executive Officer 16 November 2011 UBS Europen Conference Stefn Lippe, Chief Executive Officer 16 November 2011 The rodmp Build on wht we re good t Outperform our peers Reinsurnce Admin Re Asset Mngement Smrt expnsion Corporte Solutions

More information

PSJ Model Guidebook. Prepared: March 2011 Revised: April 2016 Japan Securities Dealers Association PSJ Calculation Statistics Council

PSJ Model Guidebook. Prepared: March 2011 Revised: April 2016 Japan Securities Dealers Association PSJ Calculation Statistics Council PJ Model Guidebook Prepred: Mrch 0 Revised: April 06 Jpn ecurities Delers Assocition PJ Clcultion ttistics Council Tble of Contents Forwrd to the English Lnguge Version... Forwrd to the Jpnese Lnguge Version...

More information

FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY

FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY West Bengl Drinking Wter Sector Improvement Project (RRP IND 49107-006) FINANCIAL ANALYSIS I. INTRODUCTION AND METHODOLOGY A. Introduction 1. A finncil nlysis hs been conducted for the proposed West Bengl

More information

September 30, 2017 (Q2-2018) March 31, 2017 (FY2017) (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d)

September 30, 2017 (Q2-2018) March 31, 2017 (FY2017) (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d) 2 ICICI Bnk Limited CIN-L65190GJ1994PLC021012 Registered Office: ICICI Bnk Tower, Ner Chkli Circle, Old Pdr Rod, Vdodr - 390 007. Corporte Office: ICICI Bnk Towers, Bndr-Kurl Complex, Bndr (Est), Mumbi

More information

March 31, 2016 (FY2016) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d)

March 31, 2016 (FY2016) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d) 2 Sr. no. ICICI Bnk Limited CIN-L65190GJ1994PLC021012 Registered Office: ICICI Bnk Tower, Ner Chkli Circle, Old Pdr Rod, Vdodr - 390 007. Corporte Office: ICICI Bnk Towers, Bndr-Kurl Complex, Bndr (Est),

More information

FINANCIAL ANALYSIS. A. Introduction

FINANCIAL ANALYSIS. A. Introduction Power Trnsmission nd Distribution Efficiency Enhncement Project (RRP NEP 50059) FINANCIAL ANALYSIS A. Introduction 1. The finncil evlution of the proposed investment ws crried out in ccordnce with the

More information

Sr. Particulars no. (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d)

Sr. Particulars no. (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d) 2 ICICI Bnk Limited CIN-L65190GJ1994PLC021012 Registered Office: ICICI Bnk Tower, Ner Chkli Circle, Old Pdr Rod, Vdodr - 390 007. Corporte Office: ICICI Bnk Towers, Bndr-Kurl Complex, Bndr (Est), Mumbi

More information

Association of Financial Leverage with Cost of Capital and Shareholder Value: An empirical study of BSE Sensex Companies

Association of Financial Leverage with Cost of Capital and Shareholder Value: An empirical study of BSE Sensex Companies Assocition of Finncil Leverge with Cost of Cpitl nd Shreholder Vlue: An empiricl study of BSE Sensex Compnies BHARGAV PANDYA NMIMS JOURNAL OF ECONOMICS AND PUBLIC POLICY Abstrct Purpose - The pper ims

More information

CH 71 COMPLETING THE SQUARE INTRODUCTION FACTORING PERFECT SQUARE TRINOMIALS

CH 71 COMPLETING THE SQUARE INTRODUCTION FACTORING PERFECT SQUARE TRINOMIALS CH 7 COMPLETING THE SQUARE INTRODUCTION I t s now time to py our dues regrding the Qudrtic Formul. Wht, you my sk, does this men? It mens tht the formul ws merely given to you once or twice in this course,

More information

Insurance trends in Asia. Clarence Wong, Chief Economist Asia Pacific 11 April 2011 Hong Kong

Insurance trends in Asia. Clarence Wong, Chief Economist Asia Pacific 11 April 2011 Hong Kong Insurnce trends in Asi Clrence Wong, Chief Economist Asi Pcific 11 April 2011 Hong Kong Asi's insurnce mrket outlook nd drivers 2 Asi is now significnt prt of the globl primry insurnce mrket Premiums,

More information

This paper is not to be removed from the Examination Halls

This paper is not to be removed from the Examination Halls This pper is not to be remove from the Exmintion Hlls UNIVESITY OF LONON FN3092 ZA (279 0092) BSc egrees n iploms for Grutes in Economics, Mngement, Finnce n the Socil Sciences, the iploms in Economics

More information

RCBC SAVINGS BANK, INC. (A Wholly Owned Subsidiry of Rizl Commercil Bnking Corportion) STATEMENTS OF FINANCIAL POSITION DECEMBER 31, 2017 AND 2016 (Amounts in Philippine Pesos) Notes 2017 2016 R E S O

More information

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics BERTRAND VS. COURNOT COMPETITION IN ASYMMETRIC DUOPOLY: THE ROLE OF LICENSING

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics BERTRAND VS. COURNOT COMPETITION IN ASYMMETRIC DUOPOLY: THE ROLE OF LICENSING UNIVERSITY OF NOTTINGHAM Discussion Ppers in Economics Discussion Pper No. 0/0 BERTRAND VS. COURNOT COMPETITION IN ASYMMETRIC DUOPOLY: THE ROLE OF LICENSING by Arijit Mukherjee April 00 DP 0/0 ISSN 160-48

More information

June 30, 2017 (Q1-2018) March 31, 2017 (FY2017) (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d)

June 30, 2017 (Q1-2018) March 31, 2017 (FY2017) (Audited) (Audited) (Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d) Sr. ICICI Bnk Limited CIN-L65190GJ1994PLC021012 Registered Office: ICICI Bnk Tower, Ner Chkli Circle, Old Pdr Rod, Vdodr - 390 007. Corporte Office: ICICI Bnk Towers, Bndr-Kurl Complex, Bndr (Est), Mumbi

More information

OPEN BUDGET QUESTIONNAIRE

OPEN BUDGET QUESTIONNAIRE Interntionl Budget Project OPEN BUDGET QUESTIONNAIRE UNITED STATES October 2005 Interntionl Budget Project Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002 www.interntionlbudget.org

More information

Goldman Sachs European Financials Conference. George Quinn Chief Financial Officer Madrid, 9 June 2010

Goldman Sachs European Financials Conference. George Quinn Chief Financial Officer Madrid, 9 June 2010 Goldmn Schs Europen Finncils Conference George Quinn Chief Finncil Officer Mdrid, 9 June 2010 About Swiss Re 2 Swiss Re tody Cpitl strength restored Strong client frnchise demonstrted Legcy issues significntly

More information

Does Share Price Affect Marketability? Evidence from Mutual Fund Share Splits

Does Share Price Affect Marketability? Evidence from Mutual Fund Share Splits Finncil Institutions Center Does Shre Price Affect Mrketbility? Evidence from Mutul Fund Shre Splits by Chitru S. Fernndo Srinivsn Krishnmurthy Pul A. Spindt 97-06-B THE WHARTON FINANCIAL INSTITUTIONS

More information

Independent auditor s reports Group income statement Group statement of comprehensive income

Independent auditor s reports Group income statement Group statement of comprehensive income Finncil sttements 116 Consolidted finncil sttements of the BP group Independent uditor s reports Group income sttement Group sttement of comprehensive income 116 125 126 Group sttement of chnges in equity

More information

Technical Appendix. The Behavior of Growth Mixture Models Under Nonnormality: A Monte Carlo Analysis

Technical Appendix. The Behavior of Growth Mixture Models Under Nonnormality: A Monte Carlo Analysis Monte Crlo Technicl Appendix 1 Technicl Appendix The Behvior of Growth Mixture Models Under Nonnormlity: A Monte Crlo Anlysis Dniel J. Buer & Ptrick J. Currn 10/11/2002 These results re presented s compnion

More information

OPEN BUDGET QUESTIONNAIRE

OPEN BUDGET QUESTIONNAIRE Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE SOUTH KOREA September 28, 2007 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002

More information

Third Quarter 2018 Results and Outlook October 25, 2018 FOCUSED ON WORLD CLASS PERFORMANCE

Third Quarter 2018 Results and Outlook October 25, 2018 FOCUSED ON WORLD CLASS PERFORMANCE Third Qurter 2018 Results nd Outlook October 25, 2018 FOCUSED ON WORLD CLASS PERFORMANCE This presenttion is mde s of the dte hereof nd contins forwrd-looking sttements s defined in Rule 3b-6 of the Securities

More information

APPENDIX 5 FORMS RELATING TO LISTING FORM F GEM COMPANY INFORMATION SHEET

APPENDIX 5 FORMS RELATING TO LISTING FORM F GEM COMPANY INFORMATION SHEET APPENDIX 5 FORMS RELATING TO LISTING FORM F GEM COMPANY INFORMATION SHEET Cse Number: 20180815-I18008-0004 Hong Kong Exchnges nd Clering Limited nd The Stock Exchnge of Hong Kong Limited tke no responsibility

More information

Guide to Reading Your Morgan Stanley Statement

Guide to Reading Your Morgan Stanley Statement Guide to Reding Your Morgn Stnley Sttement Your ccount sttement is vluble resource tht provides the informtion you need s you work with your Finncil Advisor towrds relizing your finncil objectives. By

More information

International Monopoly under Uncertainty

International Monopoly under Uncertainty Interntionl Monopoly under Uncertinty Henry Ary University of Grnd Astrct A domestic monopolistic firm hs the option to service foreign mrket through export or y setting up plnt in the host country under

More information

This paper is not to be removed from the Examination Halls

This paper is not to be removed from the Examination Halls This pper is not to be remove from the Exmintion Hlls UNIVESITY OF LONON FN3092 ZB (279 0092) BSc egrees n iploms for Grutes in Economics, Mngement, Finnce n the Socil Sciences, the iploms in Economics

More information

Buckling of Stiffened Panels 1 overall buckling vs plate buckling PCCB Panel Collapse Combined Buckling

Buckling of Stiffened Panels 1 overall buckling vs plate buckling PCCB Panel Collapse Combined Buckling Buckling of Stiffened Pnels overll uckling vs plte uckling PCCB Pnel Collpse Comined Buckling Vrious estimtes hve een developed to determine the minimum size stiffener to insure the plte uckles while the

More information

Optimal firm's policy under lead time- and price-dependent demand: interest of customers rejection policy

Optimal firm's policy under lead time- and price-dependent demand: interest of customers rejection policy Optiml firm's policy under led time- nd price-dependent demnd: interest of customers rejection policy Abduh Syid Albn Université Grenoble Alpes, G-SCOP, F-38000 Grenoble, Frnce bduh-syid.lbn@grenoble-inp.org

More information

a p a a a a a a a a a a a a a a a a a a a a a a a a NOVA SCOTIA MUNICIPAL FINANCE CORPORATION Financial Statements of

a p a a a a a a a a a a a a a a a a a a a a a a a a NOVA SCOTIA MUNICIPAL FINANCE CORPORATION Financial Statements of p p Finncil Sttements of NOVA SCOTIA MUNICIPAL FINANCE CORPORATION Yers ended Mrch 31, 2012 nd 2011 I I KPMG LLP Teierhc ne 9021 492-6000 Chrtered Accountnts P (9021 492-t 307 Suite 500 Purdys Whrf Tower

More information

Rates of Return of the German PAYG System - How they can be measured and how they will develop

Rates of Return of the German PAYG System - How they can be measured and how they will develop Rtes of Return of the Germn PAYG System - How they cn be mesured nd how they will develop Christin Benit Wilke 97-2005 me Mnnheimer Forschungsinstitut Ökonomie und Demogrphischer Wndel Gebäude L 13, 17_D-68131

More information

Technical Report Global Leader Dry Bulk Derivatives. FIS Technical - Grains And Ferts. Highlights:

Technical Report Global Leader Dry Bulk Derivatives. FIS Technical - Grains And Ferts. Highlights: Technicl Report Technicl Anlyst FIS Technicl - Grins And Ferts Edwrd Hutn 44 20 7090 1120 Edwrdh@freightinvesr.com Highlights: SOY The weekly chrt is chowing lower high suggesting wekness going forwrd,

More information

OPEN BUDGET QUESTIONNAIRE MACEDONIA

OPEN BUDGET QUESTIONNAIRE MACEDONIA Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE MACEDONIA September 28, 2007 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002

More information

Inequality and the GB2 income distribution

Inequality and the GB2 income distribution Working Pper Series Inequlity nd the GB2 income distribution Stephen P. Jenkins ECINEQ WP 2007 73 ECINEC 2007-73 July 2007 www.ecineq.org Inequlity nd the GB2 income distribution Stephen P. Jenkins* University

More information

(Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d)

(Audited) (Audited) (Audited) (Audited) 1. Interest earned (a)+(b)+(c)+(d) 2 ICICI Bnk Limited CIN-L65190GJ1994PLC021012 Registered Office: ICICI Bnk Tower, Ner Chkli Circle, Old Pdr Rod, Vdodr - 390 007. Corporte Office: ICICI Bnk Towers, Bndr-Kurl Complex, Bndr (Est), Mumbi

More information

OPEN BUDGET QUESTIONNAIRE SOUTH AFRICA

OPEN BUDGET QUESTIONNAIRE SOUTH AFRICA Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE SOUTH AFRICA September 28, 2007 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC

More information

Matthias Weber. New York, 8 June 2011

Matthias Weber. New York, 8 June 2011 2011 Globl l Finncil i Services Investor Conference Mtthis Weber Hed Property & Specilty, Member of Group Mngement Bord New York, 8 June 2011 Swiss Re is brodly diversified by geogrphy nd product line

More information

International Budget Partnership OPEN BUDGET QUESTIONNAIRE POLAND

International Budget Partnership OPEN BUDGET QUESTIONNAIRE POLAND Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE POLAND September 28, 2007 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002

More information

Morgan Stanley European financials conference. Stefan Lippe CEO

Morgan Stanley European financials conference. Stefan Lippe CEO Morgn Stnley Europen finncils conference Stefn Lippe CEO 2009 Highlights 2 2009 Highlights Significnt progress 2009 net income of CHF 506m (vs. CHF 864m loss in FY 2008) EPS CHF 1.5 Shreholders equity

More information

First Quarter 2010 results. Appendix 06 May 2010

First Quarter 2010 results. Appendix 06 May 2010 First Qurter 2010 results Appendix 06 My 2010 Appendix Business segment results Q1 2010 Property & Csulty by line of business Non life YTD renewls Life & Helth Operting income brekdown Group items Other

More information

OPEN BUDGET QUESTIONNAIRE FRANCE

OPEN BUDGET QUESTIONNAIRE FRANCE Interntionl Budget Project OPEN BUDGET QUESTIONNAIRE FRANCE October 2005 Interntionl Budget Project Center on Budget nd Policy Priorities 820 First Street, NE Suite 510 Wshington, DC 20002 www.interntionlbudget.org

More information

Addition and Subtraction

Addition and Subtraction Addition nd Subtrction Nme: Dte: Definition: rtionl expression A rtionl expression is n lgebric expression in frction form, with polynomils in the numertor nd denomintor such tht t lest one vrible ppers

More information

Hedging, Cash Flows, and Firm Values: Evidence of an Indirect Effect. Serhat Yildiz 1 University of Mississippi

Hedging, Cash Flows, and Firm Values: Evidence of an Indirect Effect. Serhat Yildiz 1 University of Mississippi Hedging, Csh Flos, nd Firm Vlues: Evidence of n ndirect Effect Serht Yildiz University of Mississippi Andre P. Liebenberg 2 ** University of Mississippi Ethn D. Wtson 3 University of North Crolin Wilmington

More information

Technical Report Global Leader Dry Bulk Derivatives

Technical Report Global Leader Dry Bulk Derivatives Soybens Mrch 17 - Weekly Soybens Mrch 17 - Dily Source Bloomberg Weekly Close US$ 1,026 7/8 RSI 56 MACD Bullish, the hisgrm is flt S1 US$ 1,032 ½ S2 US$ 1,001 R1 US$ 1,072 R2 US$ 1,080 Dily Close US$ 1,042

More information

Swiss Solvency Test (SST)

Swiss Solvency Test (SST) Swiss Solvency Test (SST) George Quinn, CFO 1 Key messges Swiss Solvency Test (SST) Cpitl mesures re becoming more consistent nd economic, with convergence between Swiss Re s internl model, SST nd Swiss

More information

First Quarter 2012 results. Analyst and investor conference call Zurich, 04 May 2012

First Quarter 2012 results. Analyst and investor conference call Zurich, 04 May 2012 First Qurter 202 results Anlyst nd investor conference cll Zurich, 04 My 202 Business performnce George Quinn, CFO 2 Q 202 Finncil highlights A good strt Very strong Group net income USD.bn Return on equity

More information

Asset and systematic risk

Asset and systematic risk Africn Journl of Business Mngement Vol. 6(9, pp. 3504-3509, 7 Mrch, 2012 Avilble online t http://www.cdemicjournls.org/ajbm DOI: 10.5897/AJBM11.2613 ISSN 1993-8233 2012 Acdemic Journls Full Length Reserch

More information

Chapter 02: International Flow of Funds

Chapter 02: International Flow of Funds Chpter 02: Interntionl Flow of Funds 1. Recently, the U.S. experienced n nnul lnce of trde representing.. lrge surplus (exceeding $100 illion). smll surplus c. level of zero d. deficit d 2. A high home

More information

ASYMMETRIC SWITCHING COSTS CAN IMPROVE THE PREDICTIVE POWER OF SHY S MODEL

ASYMMETRIC SWITCHING COSTS CAN IMPROVE THE PREDICTIVE POWER OF SHY S MODEL Document de trvil 2012-14 / April 2012 ASYMMETRIC SWITCHIG COSTS CA IMPROVE THE PREDICTIVE POWER OF SHY S MODEL Evens Slies OFCE-Sciences-Po Asymmetric switching costs cn improve the predictive power of

More information

Chapter URL:

Chapter URL: This PDF is selection from n out-of-print volume from the Ntionl Bureu of Economic Reserch Volume Title: The Volume of ortgge Debt in the Postwr Decde Volume uthor/editor: Sul B. Klmn Volume Publisher:

More information

Technical Report Global Leader Dry Bulk Derivatives

Technical Report Global Leader Dry Bulk Derivatives Soybens Mrch 17 - Weekly Soybens Mrch 17 - Dily Weekly Close US$ 1,054 ½ RSI 59 MACD Bullish The hisgrm is widening S1 US$ 1,016 ½ S2 US$ 993 R1 US$ 1,071 R2 US$ 1,096 Dily Close US$ 1,030 RSI 60 MACD

More information

3/1/2016. Intermediate Microeconomics W3211. Lecture 7: The Endowment Economy. Today s Aims. The Story So Far. An Endowment Economy.

3/1/2016. Intermediate Microeconomics W3211. Lecture 7: The Endowment Economy. Today s Aims. The Story So Far. An Endowment Economy. 1 Intermedite Microeconomics W3211 Lecture 7: The Endowment Economy Introduction Columbi University, Spring 2016 Mrk Den: mrk.den@columbi.edu 2 The Story So Fr. 3 Tody s Aims 4 Remember: the course hd

More information

Asset finance (US) Opportunity. Flexibility. Planning. Develop your capabilities using the latest equipment

Asset finance (US) Opportunity. Flexibility. Planning. Develop your capabilities using the latest equipment Asset finnce (US) Opportunity Develop your cpbilities using the ltest equipment Flexibility Mnge your cshflow nd ccess the technology you need Plnning Mnge your investment with predictble costs nd plnned

More information

FIS Technical - Capesize

FIS Technical - Capesize Technicl Report Technicl Anlyst FIS Technicl - Cpesize Edwrd Hutn 442070901120 Edwrdh@freightinvesr.com Client Reltions Andrew Cullen 442070901120 Andrewc@freightinvesr.com Highlights: Cpesize Index- Holding

More information

International Budget Partnership OPEN BUDGET QUESTIONNAIRE United Kingdom, September 2009

International Budget Partnership OPEN BUDGET QUESTIONNAIRE United Kingdom, September 2009 Interntionl Budget Prtnership OPEN BUDGET QUESTIONNAIRE United Kingdom, September 2009 Interntionl Budget Prtnership Center on Budget nd Policy Priorities 820 First Street NE, Suite 510 Wshington, DC 20002

More information

Annual EVM results Zurich, 15 March 2013

Annual EVM results Zurich, 15 March 2013 Zurich, 15 Mrch 2013 EVM methodology An integrted economic vlution nd ccounting frmework for business plnning, pricing, reserving, steering Shows direct connection between risk-tking nd vlue cretion Provides

More information

Subprime Lending and House Price Volatility

Subprime Lending and House Price Volatility Subprime Lending nd House Price Voltility First drft: Jnury 4, 2007 This version: Jnury 25, 2008 Andrey Pvlov The Whrton School, University of Pennsylvni nd Simon Frser University E-mil: pvlov@whrton.upenn.edu

More information

Grain Marketing: Using Balance Sheets

Grain Marketing: Using Balance Sheets 1 Fct Sheet 485 Grin Mrketing: Using Blnce Sheets Introduction Grin lnce sheets re estimtes of supply nd demnd. They re the key to understnding the grin mrkets. A grin frmer who understnds how to interpret

More information

CHAPTER-IV PRE-TEST ESTIMATOR OF REGRESSION COEFFICIENTS: PERFORMANCE UNDER LINEX LOSS FUNCTION

CHAPTER-IV PRE-TEST ESTIMATOR OF REGRESSION COEFFICIENTS: PERFORMANCE UNDER LINEX LOSS FUNCTION CHAPTER-IV PRE-TEST ESTIMATOR OF REGRESSION COEFFICIENTS: PERFORMANCE UNDER LINEX LOSS FUNCTION 4.1 INTRODUCTION It hs lredy been demonstrted tht the restricted lest squres estimtor is more efficient thn

More information

What is Monte Carlo Simulation? Monte Carlo Simulation

What is Monte Carlo Simulation? Monte Carlo Simulation Wht is Monte Crlo Simultion? Monte Crlo methods re widely used clss of computtionl lgorithms for simulting the ehvior of vrious physicl nd mthemticl systems, nd for other computtions. Monte Crlo lgorithm

More information

Insuring Your Success. Bringing African Opportunities Closer

Insuring Your Success. Bringing African Opportunities Closer Insuring Your Success Bringing Africn Opportunities Closer WHO WE ARE We offer vriety of insurnce nd finncil products tilored to the needs of investors, bnks, exporters, importers nd contrctors. WE PROVIDE

More information

Fractal Analysis on the Stock Price of C to C Electronic Commerce Enterprise Ming Chen

Fractal Analysis on the Stock Price of C to C Electronic Commerce Enterprise Ming Chen 6th Interntionl Conference on Electronic, Mechnicl, Informtion nd Mngement (EMIM 2016) Frctl Anlysis on the Stock Price of C to C Electronic Commerce Enterprise Ming Chen Soochow University, Suzhou, Chin

More information

EFFECTS OF SOYBEAN CHECKOFF RESEARCH EXPENDITURES ON U.S. SOYBEAN YIELDS AND NET REVENUE: A TIME SERIES ANALYSIS. David A.

EFFECTS OF SOYBEAN CHECKOFF RESEARCH EXPENDITURES ON U.S. SOYBEAN YIELDS AND NET REVENUE: A TIME SERIES ANALYSIS. David A. EFFECTS OF SOYBEAN CHECKOFF RESEARCH EXPENDITURES ON U.S. SOYBEAN YIELDS AND NET REVENUE: A TIME SERIES ANALYSIS Dvid A. Bessler* TAMRC Commodity Mrket Reserch Report No. CM-02-09 April 2009 * Dvid A.

More information

POLICY BRIEF 11 POTENTIAL FINANCING OPTIONS FOR LARGE CITIES

POLICY BRIEF 11 POTENTIAL FINANCING OPTIONS FOR LARGE CITIES POTENTIAL FINANCING OPTIONS FOR LARGE CITIES EXECUTIVE SUMMARY In South Afric lrge cities fce myrid of chllenges including rpid urbnistion, poverty, inequlity, unemployment nd huge infrstructure needs.

More information

Technical Report Global Leader Dry Bulk Derivatives. FIS Technical - Grains And Ferts. Highlights:

Technical Report Global Leader Dry Bulk Derivatives. FIS Technical - Grains And Ferts. Highlights: Technicl Report Technicl Anlyst FIS Technicl - Grins And Ferts Edwrd Hutn 44 20 7090 1120 Edwrdh@freightinvesr.com Highlights: SOY The weekly schstic is wrning slowing momentum in the mrket. USD 966 ¼

More information

ECON 105 Homework 2 KEY Open Economy Macroeconomics Due November 29

ECON 105 Homework 2 KEY Open Economy Macroeconomics Due November 29 Instructions: ECON 105 Homework 2 KEY Open Economy Mcroeconomics Due Novemer 29 The purpose of this ssignment it to integrte the explntions found in chpter 16 ok Kennedy with the D-S model nd the Money

More information

PRICING CONVERTIBLE BONDS WITH KNOWN INTEREST RATE. Jong Heon Kim

PRICING CONVERTIBLE BONDS WITH KNOWN INTEREST RATE. Jong Heon Kim Kngweon-Kyungki Mth. Jour. 14 2006, No. 2, pp. 185 202 PRICING CONVERTIBLE BONDS WITH KNOWN INTEREST RATE Jong Heon Kim Abstrct. In this pper, using the Blck-Scholes nlysis, we will derive the prtil differentil

More information

PEARLS MONITORING SYSTEM

PEARLS MONITORING SYSTEM WORLD COUNCIL OF CREDIT UNIONS TOOLKIT SERIES Number 4 PEARLS MONITORING SYSTEM by: Dvid C. Richrdson World Council of Credit Unions 5710 Minerl Point Rod Mdison, Wisconsin, 52701, USA April, 2009 2009

More information

Market Segmentation, Price Disparity, and Transmission of Pricing Information: Evidence from Class A and H Shares of Chinese Dual-Listed Companies *

Market Segmentation, Price Disparity, and Transmission of Pricing Information: Evidence from Class A and H Shares of Chinese Dual-Listed Companies * Journl of Finncil Risk Mngement, 5, 4, 4-4 Published Online September 5 in SciRes. http://www.scirp.org/journl/jfrm http://dx.doi.org/.436/jfrm.5.43 Mrket Segmenttion, Price Disprity, nd Trnsmission of

More information