Postprint.

Size: px
Start display at page:

Download "Postprint. http://www.diva-portal.org"

Transcription

1 htt:// Postrit This is the acceted versio of a aer ublished i Joural of Public Ecoomics. This aer has bee eer-reviewed but does ot iclude the fial ublisher roof-correctios or joural agiatio. Citatio for the origial ublished aer (versio of record): Arosso, T., Cialai, C., Löfgre, K. (2012) Geuie savig ad the social cost of taxatio. Joural of Public Ecoomics, 96(1-2): htt://dx.doi.org/ /j.jubeco Access to the ublished versio may require subscritio. N.B. Whe citig this work, cite the origial ublished aer. Permaet lik to this versio: htt://ur.kb.se/resolve?ur=ur:b:se:umu:diva-47547

2 1 Geuie Savig ad the Social Cost of Taxatio * Thomas Arosso, Catia Cialai ad Karl-Gustaf Löfgre Deartmet of Ecoomics Umeå Uiversity SE Umeå, Swede Setember 2011 Abstract Followig the 1987 reort by The World Commissio o Eviromet ad Develomet, the geuie savig has come to lay a key role i the cotext of sustaiable develomet, ad the World Bak regularly ublishes umbers for geuie savig o a atioal basis. However, these umbers are tyically calculated as if the tax system is o-distortioary. This aer resets a aalogue to geuie savig i a secod best ecoomy, where the govermet raises reveue by meas of distortioary taxatio. We show how the social cost of ublic debt, which deeds o the margial excess burde, ought to be reflected i the geuie savig. By resetig calculatios for Greece, Jaa, Portugal, U.K., U.S. ad OECDaverage, we also show that the umbers ublished by the World Bak are likely to be biased ad may eve give icorrect iformatio as to whether the ecoomy is locally sustaiable. JEL classificatio: D60, H21, I31, Q56. Keywords: Welfare chage, ivestmet, savig, taxatio. * The authors would like to thak two aoymous referees, Tomas Sjögre, ad Magus Wikström for helful commets ad suggestios. Research grats from the Swedish Research Coucil are also gratefully ackowledged.

3 2 1. Itroductio Sice the 1970s, a theory of welfare accoutig has gradually evolved. Oe of the basic ideas behid the research i welfare accoutig has bee to rovide a coheret framework for measurig chages i welfare i a dyamic ecoomy, as well as uderstadig how the curret rocedures for atioal accoutig ought to be modified with this articular objective i mid. 1 I this aer, we revisit the relatioshi betwee caital formatio ad the subsequet welfare chage by resetig a measure of geuie savig for a secod best ecoomy where the ublic reveue set o evirometal olicy is raised by distortioary taxes. We argue below that such a measure is ot oly iterestig from a theoretical oit of view; it has also bearig o statistics of relevace for evirometal olicy frequetly ublished by the World Bak. The geuie savig is a idicator of comrehesive et ivestmet, i.e. the value of the et ivestmet i all caital stocks of relevace for society. As such, geuie savig does ot oly reflect the social value of et ivestmet i hysical caital (the measure of et ivestmet used i covetioal atioal accoutig); it also reflects the social value of chages i other caital stocks, such as atural ad huma caital. The remarkable feature with geuie savig is that it costitutes a exact measure of welfare chage over a short time-iterval. 2 Followig the 1987 reort by The World Commissio o Eviromet ad Develomet, it has also come to lay a iterestig role as a idicator of sustaiable develomet. The World Commissio wrote that develomet is sustaiable if it meets the eeds of the reset without comromisig the ability of future geeratios to meet their ow eeds (Our Commo Future, age 54). Oe ossible iterretatio is that sustaiable develomet requires welfare to be o-decliig. 3 This suggests, i tur, that the geuie savig is a local idicator of sustaiable develomet, where the emhasis o the word local is due to that we are measurig the welfare chage over a short time-iterval. 4 1 The semial cotributio to the theory of welfare accoutig is Weitzma (1976), showig how a welfareequivalet measure of et atioal roduct ought to be defied if the resource allocatio is first best. Arosso (1998, 2008) aalyzes the corresodig welfare measuremet roblem i secod best ecoomies, where the ublic reveue is raised by distortioary taxes. See also the literature reviews by Weitzma (2003) ad Arosso, Löfgre ad Backlud (2004). 2 Although Weitzma (1976) did ot attemt to aalyze geuie savig, it shows u i the roof of his mai result, i.e. we eed Weitzma s welfare measure to relate the idicator of welfare chage to the geuie savig. Stadard refereces for geuie savig are Pearce ad Atkiso (1993) ad Hamilto (1994, 1996). 3 This defiitio is used i Arrow et al. (2003). 4 See also Asheim (1994) ad Pezzey (1993), who show that a ositive value of geuie savig does ot give ay iformatio as to whether the curret level of utility or cosumtio is sustaiable forever.

4 3 Aother iterretatio of sustaiable develomet is that the curret (istataeous) utility level must ot fall short of the maximum level that ca be sustaied forever, i which case o-ositive geuie savig idicates that the curret utility level faced by the reresetative cosumer exceeds the maximum sustaiable level (Pezzey ad Toma 2002, Pezzey 2004). As such, the geuie savig has become a imortat statistic uderlyig the evirometal olicy debate, ad the World Bak regularly ublishes umbers for geuie savig o a atioal basis for a large umber of coutries. 5 However, the aroriate rocedures for calculatig the geuie savig have ot received sufficiet attetio. I fact, the calculatios that we have see either assume that the resource allocatio is first best, or that the resource allocatio is subotimal i the sese that society has ot reached the best ossible outcome give its objective ad costraits (due to uiteralized market failures). 6 To our kowledge, there are o studies dealig with the measuremet of geuie savig (or a aalogue thereof) i ecoomies where the resource allocatio is secod best otimal; a sceario that will arise if restrictios faced by olicy makers revet them from imlemetig the first best resource allocatio. This ga i the literature is somewhat surrisig cosiderig that the reveue raised by the ublic sector i real world ecoomies tyically ecessitates distortioary taxes, which are associated with a excess burde that may affect both the sig ad magitude of the welfare chage that the ecoomy exerieces durig a short time-iterval. Arguably, the riciles for measurig geuie savig ought to be modified accordigly; at least if the welfare ecoomic foudatio is to be take seriously. Therefore, the urose of this aer is to reset a aalogue to geuie savig i a secod best ecoomy, where the govermet raises reveue through a distortioary tax (istead of a lum-sum tax). Our study is based o a model develoed by Chamley (1985), which is a extesio of the Ramsey model i the sese of addig a ublic sector ad assumig that the ublic reveue is raised by usig a liear, yet time-varyig, labor icome tax. We show that the margial excess burde of taxatio affects the secod best aalogue to geuie savig via the accumulatio of ublic assets. Fially, we exemlify by adjustig the World Bak umbers for geuie savig ad show that eglectig the social costs of taxatio (as the World Bak does) may give rise 5 See also Hamilto (2010) for a overview of research o geuie savig. 6 See, e.g., Arosso ad Löfgre (1998) ad Löfgre ad Li (forthcomig).

5 4 to biased estimates of geuie savig ad, i some cases, alter our coclusios as to whether the ecoomy is locally sustaiable. 2. The Model The model reseted below cotais cosumers, firms ad a govermet. We start by describig the decisio roblems faced by agets i the rivate sector ad the cotiue with the olicy roblem facig the govermet. Followig much earlier literature, the secod best roblem will be described as a Stackelberg game, where the govermet is actig leader ad the rivate agets are followers. Cosumers ad Firms The model develoed i this sectio largely resembles the Ramsey-tye models used i earlier literature o welfare accoutig with the modificatio that the ublic reveue is raised by a labor icome tax. 7, 8 Followig the covetio i earlier literature, we assume that the ecoomy is oulated by a fixed umber of idetical cosumers ormalized to oe. The refereces are described by a time-searable utility fuctio. The objective fuctio facig the cosumer is rereseted by the reset value of future utility, t U(0) u( c( t), z( t), q( t)) e dt 0, (1) where c is the cosumtio of a rivate good, z leisure ad q the quatity of a ublic good decided uo by the govermet, while the arameter deotes the utility discout rate (i.e. the margial rate of time referece). The ublic good is a state-variable ad may be thought of as ublic caital that leads to higher evirometal quality (e.g., eviromet-friedly ifrastructure, ublic arks, ublicly rovided carbo-siks, etc.). This is clearly a somewhat aïve descritio of evirometal quality; by focusig solely o the ublic sector cotributio to such quality, it leaves out a umber of vital relatioshis betwee roductio, cosumtio ad damages to the eviromet. Yet, this simlificatio is aalytically 7 Addig aother distortioary tax will ot affect the ricial fidigs below. See Chamley (1986) for a dyamic reresetative aget model with liear taxes o labor icome ad caital icome. 8 Arosso (2008) uses a similar model to derive a secod best aalogue to Weitzma s (1976) welfare measure (i.e. a secod best aalogue to the comrehesive et atioal roduct) whe ublic reveue is collected through distortioary taxes, as well as aalyzes the role of ublic goods i welfare accoutig.

6 5 coveiet ad is of o ractical imortace for the qualitative relatioshi betwee geuie savig ad tax distortios, which is the mai focus i this aer. As a cosequece, we abstract from other asects of evirometal quality. The determiatio of the ublic good is discussed below. Leisure is defied as a fixed time edowmet, l, less the hours of work, l. The istataeous utility fuctio, u( ), is icreasig i each argumet ad strictly cocave. The cosumer holds two assets; caital, k, ad govermet bods, b, which are assumed to be erfect substitutes. If we defie writte as a k b, the asset accumulatio equatio ca be a( t) r( t) a( t) w ( t) l( t) c( t) (2) with a(0) a0, where w is the margial wage rate defied as w ( t) w( t)[1 ( t)], i which w is the gross wage rate ad the tax rate. The variable r is the iterest rate. The rice of the rivate cosumtio good has bee ormalized to oe. The cosumer chooses his/her cosumtio of the rivate good, c, ad hours of work, l, at each istat to maximize the reset value of future utility subject to equatio (2), the iitial coditio, ad a No Pozi Game coditio (which is a restrictio o the reset value of the termial asset). The cosumer also treats the factor rices ad olicy variables at each oit i time as exogeous. By usig the first order coditios, oe ca write the demad for the rivate good ad labor suly as fuctios of the et-of-tax wage rate, the margial utility of wealth ad the ublic good, resectively, 9 c( t) c( w ( t), ( t), q( t)) (3) l( t) l( w ( t), ( t), q( t)). (4) The margial utility of wealth obeys, i tur, the differetial equatio 9 Note that the curret value Hamiltoia imlied by the cosumer s decisio roblem ca be writte as (if the time-idicator is suressed) J u( c, z, q) a where the margial utility of wealth i curret value terms aears as the costate variable attached to wealth. Equatios (3) ad (4) are derived from the first order coditios u ( c, z, q) 0 ad u ( c, z, q) w 0. c z

7 6 ( t) ( t) ( t) r( t). (5) Fially, by substitutig equatios (3) ad (4) ito the istataeous direct utility fuctio, we obtai the istataeous idirect utility fuctio defied coditioal o the margial utility of wealth v( t) v( w ( t), ( t), q( t)) u c( w ( t), ( t), q( t)), l l( w ( t), ( t), q( t)), q( t). (6) Turig to the roductio side, we assume that idetical cometitive firms use labor ad caital to roduce a homogeous good uder costat returs to scale ad ormalize the umber of firms to oe. The roductio fuctio is give by f ( l( t), k( t)), ad the firm obeys the first order coditios f ( l, k) w 0 l ad f ( l, k) r 0 k. The Govermet The social welfare fuctio coicides with the objective faced by the reresetative cosumer. By usig the coditioal idirect utility fuctio reseted i equatio (6), the social welfare fuctio at time 0 ca be writte as t V (0) v( w ( t), ( t), q( t)) e dt 0. (7) Turig to the state-variables faced by the govermet, the accumulatio equatio for the ublic good is assumed to take the followig form: q( t) g( t) q( t) (8) where gt () is the cotributio to the ublic good at time t ad the rate of dereciatio. We ca thik of g as reresetig ublic exediture o ivestmet i eviromet-friedly ifrastructure or abatemet of the atural eviromet. The govermet uses the icome tax to fiace the cotributios to the ublic good, although it does ot ecessarily balace the

8 7 budget at each istat. If we write the uit tax o labor as for govermet bods is writte as w ww, the equatio of motio b( t) r( t) b( t) g( t) [ w( t) w ( t)] l( t). (9) Fially, by combiig equatios (2), (9) ad the zero rofit coditio, we ca derive the resource costrait f ( l, k) wl rk 0, k( t) f ( l( t), k( t)) c( t) g( t). (10) To simlify the otatio, we assume that f () measures outut et of caital dereciatio, which meas that the left had side of equatio (10) reresets the et ivestmet i hysical caital. Equatio (10) meas that outut is used for rivate cosumtio as well as rivate ad ublic ivestmet. The decisio roblem facig the govermet will be to choose the tax rate (or et wage rate) ad cotributio to the ublic good at each istat to maximize the social welfare fuctio reseted i equatio (7) subject to the state-differetial equatios (5), (8), (9) ad (10), as well as subject to the first order coditios for the rivate cotrol variables give by equatios (3) ad (4), ad the first order coditios of the firm (which defie the gross wage rate ad iterest rate by the margial roduct of labor ad caital, resectively). The reaso as to why equatio (5) aears as a state-differetial equatio i the govermet s decisioroblem is that the equatio of motio for the rivate margial utility of wealth is art of the ecessary coditios faced by the cosumer ad, therefore, a costrait that the otimal tax ad exediture olicy must fulfill. 10 The curret value Hamiltoia associated with the ublic decisio roblem ca be writte as (suressig the time-idicator for otatioal coveiece) 10 The resource allocatio must also obey iitial coditios for k ad b as well as a No Pozi Game coditio for b. As oited out by Chamley (1985), the govermet does ot face ay exlicit costrait o the iitial rivate margial utility of wealth, (0).

9 8 H v( w,, q) k q b (11) where,, ad are the costate variables (measured i curret value utility) attached to the state variables i the decisio-roblem faced by the govermet, i.e. the stock of hysical caital, the evirometal ublic good, the stock of govermet bods ad the rivate margial utility of wealth, resectively. The first order coditios are reseted i the Aedix. Here, we use these coditios to derive a measure of welfare chage. 3. Measurig Geuie Savig The covetioal aroach to measurig geuie savig is to add the value of chages i evirometal ad/or atural caital stocks to the et ivestmet i hysical caital, as well as addig the value of et ivestmet i other caital goods such as huma caital. I our simle model, which abstracts from huma caital, this suggests that we should defie geuie savig by addig the value of et ivestmet i the evirometal ublic good to the value of et ivestmet i hysical caital, i.e. kq. 11 We show below that this rocedure gives a correct measure of welfare chage if the resource allocatio is first best, while it does ot give a correct measure of welfare chage i the secod best framework addressed here. Defie the otimal value fuctio at time t as follows: ( st) V ( t) u( c ( s), z ( s), q ( s)) e ds t (12) where c c( w,, q ) ad z l l( w,, q ) are defied by equatios (3) ad (4). We use the sueridex 0 to deote secod best otimal resource allocatio. By totally differetiatig the otimal value fuctio rereseted by equatio (12) with resect to time, we obtai a measure of welfare chage over a short time-iterval 11 Although ivestmet i huma caital would affect the exact form of the geuie savig measure, addig huma caital to the model would ot affect the qualitative results reseted below for how the riciles of measurig geuie savig ought to be modified i a secod best ecoomy by comariso with the corresodig riciles i the first best. The welfare measuremet roblem associated with huma caital is addressed by Arosso ad Löfgre (1996).

10 9 0 dv () t u c t z t q t V t dt ( ( ), ( ), ( )) ( ). (13) To exlore the relatioshi betwee the right had side of equatio (13) ad the measure of geuie savig suggested above, i.e. kq, ad to be able to relate our study to earlier comarable literature (see the itroductio), we begi by evaluatig the welfare chage measure i a first best resource allocatio. We will the cotiue with the secod best aalogue to geuie savig. Secial Case: Geuie Savig i the First Best I terms of our model, the first best resource allocatio costitutes a secial case where ( t) ( t) 0 ad ( t) ( t) for all t. Such a allocatio would follow if the labor icome tax were relaced by a lum-sum tax to fiace the cotributio to the evirometal ublic good at each istat. By usig that V( t) H( t) at the otimal resource allocatio, 12 ad if we use the sueridex * to deote the first best (to distiguish it from the secod best), we obtai the familiar result * dv () t * * * * ( t) k ( t) ( t) q ( t) dt. (14) If alied to the model set out above with a two-dimesioal caital cocet, the right had side of equatio (14) is the covetioal geuie savig measure. I our model, the geuie savig is give by the sum of the value of et ivestmet i hysical ad evirometal caital. This aroach to measure the geuie savig is also cosistet with the aroach take by the World Bak; let be that they use a broader caital cocet tha we do (that also icludes huma caital). Geuie Savig i the Secod Best Model Let us ow retur to the more geeral secod best model set out above. As we show i the Aedix, by alyig the same rocedure as above, we ca derive the followig result: 12 The otimal cotrol roblem is time-autoomous, excet for the time-deedece of the utility discout factor.

11 10 Proositio 1. The welfare chage measure for the secod best ecoomy is give by 0 dv () t ( t) k ( t) ( t) q ( t) ( t) b ( t) ( t) ( t) dt. (15) If we follow covetio ad defie geuie savig as ( t) k( t) ( t) q( t), the the right had side of equatio (15) is iterretable as a geeralized measure of geuie savig. The geeralizatio follows because the social laer faces two additioal state variables here (i additio to k ad q); amely, the stock of ublic debt, b, ad the rivate margial utility of wealth,. The costate variable () t attached to the govermet debt at time t is iterretable as the egative of the margial excess burde at time t; it reflects that icreased govermet debt at reset ecessitates higher distortioary taxes i the future. If ( t) 0, as oe would ormally exect, the ituitio is that ublic debt (asset) accumulatio gives rise to a social cost (beefit) due to the distortios geerated by the tax system. Therefore, ublic debt or asset accumulatio affects the geuie savig i the secod best (which it does ot i the first best where 0 i real cosumtio uits, ). As oited out by Chamley (1985), the margial excess burde measured MEB ( t) / ( t) (0) / (0), is costat over time alog the otimal ath. 13 Otherwise, it would be ossible for the govermet to reduce the overall welfare cost of taxatio by chagig its debt olicy. We will retur to the margial excess burde below. The welfare effect of chages i the rivate margial utility of wealth, i.e. the fourth term i equatio (15), is also due to the aearace of distortioary taxatio, although for aother reaso. The tax system distorts the labor suly ad rivate cosumtio ad, therefore, also the ath for the rivate margial utility of wealth, causig it to differ from the ath for the shadow rice of hysical caital, () t. The associated welfare cost of this discreacy is catured by the variable () t. 14 To uderstad why chages i the rivate margial utility of wealth affect the welfare chage measure, recall that the ublic decisio-roblem is 13 This is see by solvig the equatios of motio for () t ad () t subject to trasversality coditios.

12 11 formulated i terms of demad fuctios ad a idirect istataeous utility fuctio, which are defied coditioal o the rivate margial utility of wealth. If evaluated i the first best, H / 0 (i which case 0 ) because the rivate cost beefit rule for resectively, would i that case coicide with the corresodig social cost beefit rule, whereas H / rivate ad social cost beefit rules. is geerally ozero i the secod best due to discreacies betwee the c ad l, If we measure the covetioal geuie savig i cosumtio uits, we ca rewrite equatio (15) as follows: GS [ k q]/, 0 0 dv ( t) ( t) 0 ( t) GS ( t) MEB b ( t) ( t) 0 dt () t. (16) The exressio withi square brackets of equatio (16) is the geeralized measure of geuie savig exressed i cosumtio uits. Sice 0 ( t) 0, it follows that welfare icreases over the short time-iterval ( t, t dt) if, ad oly if, the exressio withi square brackets is ositive. Equatio (16) costitutes the basis for the alicatio below. 4. Alicatio I this sectio, we exemlify by calculatig how the margial value of ublic debt will modify the umbers for geuie savig ublished by the World Bak. Our startig oit is the World Bak measure of geuie savig, which is defied by subtractig atural resource deletio ad damages from carbo dioxide emissios from the et ivestmet i hysical caital ad the addig educatio exeditures (which serve as a roxy for ivestmet i huma caital; let be that the roxy is somewhat misleadig, as the coectio betwee such exediture ad the future earigs of the ivestors is uclear). To be able to adjust the curret umbers for geuie savig, we make two simlifyig assumtios: (i) the resource allocatio is secod best otimal i the sese discussed above, 14 I a simlified versio of this model without the ublic good, Chamley (1985) shows that the variable is equal to zero at time 0 (due to that there is o iitial coditio o the rivate margial utility of wealth i the secod best roblem), while it is egative i a steady state.

13 12 ad (ii) the iterest rate is costat ad equal to the rate of time referece, so ( t) 0 for all t, i which case the fourth term o the right had side of equatio (15) vaishes. The secod assumtio is eeded because there is o way to estimate the value of chages i the rivate margial utility of wealth, give the data to which we have access. 15 Therefore, we augmet the umbers for geuie savig ublished by the World Bak by the value of the chage i govermet debt defied as the ublic deficit times the margial excess burde measured i cosumtio uits, where the latter is based o estimates i emirical literature. 16 To be more secific, we will subtract db() t MEB dt from the umber for geuie savig ublished by the World Bak. We cosider three differet umbers for margial excess burde; 0.1, 0.3 ad 0.5, resectively, which are well i lie with although i the lower rage of the estimates summarized by Jacobs (2009). 17 The results are reseted i Figure 1, which cotais the umbers ublished by the World Bak as well as the umbers followig the adjustmet metioed above. Figure 1 HERE Figure 1 resets the umbers for geuie savig (GS) ublished by the World Bak, as well as our geeralized measure of geuie savig (GGS), for Greece, Jaa, Portugal, U.K., U.S. ad OECD-average, for the eriod All umbers o which the curves are based are give i hudreds of U.S. dollars i 2009 rices ad measured er caita. 19 We make three 15 This is, of course, a restrictive assumtio. It may serve as reasoable aroximatio if the ecoomy is relatively close to a statioary equilibrium. 16 See Jacobs (2009) for a recet comrehesive literature review. 17 We realize, of course, that the studies surveyed by Jacobs are tyically based o models differet from ours. The mea value of margial excess burde amog the studies i his survey is Data for the geuie savig origiates from the World Bak ad were obtaied from the World Develomet Idicators (collected i the srig of 2011) at htt://databak.worldbak.org/dd/home.do, whereas data for budget surluses ad deficits were collected from the OECD Ecoomic Outlook 87 data base. We used the GNP deflator (UN statistics) to covert the omial umbers for geuie savig ad budget surluses/deficits ito real umbers. 19 We assumed away oulatio growth i Sectio 2, because such growth is ot imortat for our qualitative uderstadig of how the riciles for measurig geuie savig i a secod best ecoomy differ from the corresodig riciles that aly i a first best resource allocatio. I ractice, oulatio growth adds comlicatios to welfare measuremet, sice chages i the oulatio affect the welfare chage betwee two subsequet eriods (deedig o the form of the objective fuctio). We abstract from these comlicatios here.

14 13 broad observatios from the figure. First, eglectig the accumulatio of ublic debt may lead to the wrog coclusio as to whether the ecoomy is locally sustaiable. This is the case for the U.S. i 2008, where the covetioal geuie savig is ositive, whereas the geeralized geuie savig is egative if based o the umbers 0.3 ad 0.5, resectively, for the margial excess burde. Similar fidigs aly for the U.K. i 2009, Greece i ad Portugal i Secod, with the highest umber for margial excess burde, i.e. 0.5, which is i lie with the emirical evidece referred to above, ublic debt accumulatio may have a cosiderable effect o the geeralized geuie savig. Third, ad erhas eve more imortat, sice the covetioal geuie savig ad the budget deficit move together to some extet (e.g., the et ivestmets i hysical caital tyically fall ad budget deficits tyically icrease durig recessios), the covetioal geuie savig measure may be a oor idicator as to whe the ecoomy is at the risk of becomig locally usustaiable, i.e. the sigal that this statistic is desiged to give may come several years after which the geeralized geuie savig has tured egative. It is ecessary to exercise cautio i the iterretatio of the results i Figure 1. Oe reaso is, of course, that the World Bak umbers are ucertai, ad it is ot always clear that the measure used by the World Bak covers all imortat asects of the covetioal geuie savigs measure - as it ought to be defied i a world without tax distortios - or that all comoets are measured i the best way ossible. The estimates of margial excess burde are also subject to ucertaity, ad the aroriate value to be used may also differ betwee coutries. However, to arrive at a accurate icture of the savigs behavior of society, our results suggest, evertheless, that the savigs by the ublic sector may be of ractical relevace whe determiig whether or ot the ecoomy is locally sustaiable. Aedix For the aalysis to be carried out below, it will be more coveiet to use the reset value Hamiltoia tha the curret value Hamiltoia. We will, therefore, reformulate equatio (11) i reset value terms, through multilyig by exlicitly. We have e t, ad also write out the costrait fuctios

15 14 H ( t) H ( w ( t), g( t), k( t), q( t), b( t), ( t), ( t), ( t), ( t), ( t), t) t v( w ( t), ( t), q( t)) e ( t)[ f ( l( t), k( t)) c( t) g( t)] ( t)[ g( t) q( t)] ( t)[ r( t) b( t) g( t) ( w( t) w ( t)) l( t)] ( t) ( t)[ r( t)] (A1) where the subidex attached to the Hamiltoia ad costate variables deotes reset value, the factor rices wt () ad rt () are defied by the margial roducts of labor ad caital, resectively, while c( t) c( w ( t), ( t), q( t)) ad l( t) l( w ( t), ( t), q( t)) accordig to equatios (3) ad (4). The first order coditios for the cotrol variables are (suressig the time idicator) H w 0 ad H g 0 (A2) while the equatios of motio for the costate variables become H k, H q, H b, ad H. (A3) Derivatio of Equatio (15) By totally differetiatig equatio (A1) with resect to time, we obtai dh H dw H dg H dk H dq H db H d dt w dt g dt k dt q dt b dt dt H d H d H d H d H dt dt dt dt t (A4) where H / t v( w,, q)ex( t), sice the direct effect of time is due to the utility discout factor. Now, H / dk / dt, H / dq / dt, H / db / dt ad

16 15 H / d/ dt accordig to the defiitio of the Hamiltoia. Therefore, by usig the first order coditios i equatios (A1) ad (A2), equatio (A4) reduces to read dh dt v( w,, q) e t. (A5) For otatioal coveiece, we have suressed the sueridex 0 for secod best i equatio (A5). Solvig equatio (A5) for H ( ) T gives T s H ( T) H ( t) v( w ( s), ( s), q( s)) e ds t. (A6) If T aroaches ifiity, ad by usig the trasversality coditio lim H ( T) 0 T, 20 we obtai s H ( t) v( w ( s), ( s), q( s)) e ds t. (A7) Fially, trasformig equatio (A7) to curret value, through multilyig both sides by e t, we obtai V( t) H( t), where t H( t) H ( t) e is the curret value Hamiltoia ad ( st) V ( t) v( w ( s), ( s), q( s)) e ds t the social welfare fuctio. 21 Substitutio of V( t) H( t) ito equatio (13) gives equatio (15). Refereces Arosso, T. (1998) Welfare Measuremet, Gree Accoutig ad Distortioary Taxes. Joural of Public Ecoomics 70, Arosso, T. (2008) Social Accoutig ad the Public Sector. Iteratioal Ecoomic Review 49, See Seierstad ad Sydsaeter (1987, Chater 4, age 245). 21 A result aalogous to equatio (A7) was also derived by Arosso (1998), although his study focuses o Hamiltoia-based welfare measures ad does ot address geuie savig.

17 16 Arosso, T. ad Löfgre, K-G. (1996) Social Accoutig ad Welfare Measuremet i a Growth Model with Huma Caital. Scadiavia Joural of Ecoomics 98, Arosso, T. ad Löfgre, K-G. (1998) Gree Accoutig: What Do We Kow ad What Do We Need To Kow? I Tieteberg, T. ad Folmer, H. (eds) Iteratioal Yearbook of Evirometal ad Resource Ecoomics 1998/1999. Edward Elgar Publishig Limited. Arosso, T., Löfgre, K-G. ad Backlud, K. (2004) Welfare Measuremet i Imerfect Markets: A Growth Theoretical Aroach. Edward Elgar Publishig Limited. Arrow, K. J., Dasguta, P. ad Mäler, K-G. (2003) Evaluatig Projects ad Assessig Sustaiable Develomet i Imerfect Ecoomies. Evirometal ad Resource Ecoomics 26, Asheim, G.B. (1994) Net Natioal Product as a Idicator of Sustaiability. Scadiavia Joural of Ecoomics 96, Chamley, C. (1985) Efficiet Taxatio i a Stylized Model of Itertemoral Geeral Equilibrium. Iteratioal Ecoomic Review 26, Chamley, C. (1986) Otimal Taxatio of Caital Icome i Geeral Equilibrium with Ifiite Lives. Ecoometrica 54, Hamilto, K. (1994) Gree Adjustmets to GDP. Resources Policy 20, Hamilto, K. (1996) Pollutio ad Pollutio Abatemet i the Natioal Accouts. Review of Icome ad Wealth 42, Hamilto, K. (2010) Geuie Savig, Social Welfare, ad Rules for Sustaiability. I Arosso, T. ad Löfgre, K-G. (eds) Hadbook of Evirometal Accoutig. Edward Elgar Publishig Limited. Jacobs, B. (2009) The Margial Cost of Public Fuds ad Otimal Secod-Best Policy Rules. Erasmus Uiversity. Mimeo. Löfgre, K-G. ad Li, C-Z. (forthcomig) Itroductio. I Löfgre, K-G. ad Li, C-Z. (eds) Gree Natioal Accoutig ad Sustaiability. Edward Elgar Publishig Limited. Pearce, D.W. ad Atkiso, G. (1993) Caital Theory ad the Measuremet of Sustaiable Develomet: A Idicator of Weak Sustaiability. Ecological Ecoomics 8, Pezzey, J. (1993) The Otimal Sustaiable Deletio of Noreewable Resources. Uiversity College, Lodo. Pezzey, J. (2004) Oe-Sided Sustaiability Tests with Ameities, ad Chages i Techology, Trade ad Poulatio. Joural of Evirometal Ecoomics ad Maagemet 48,

18 17 Pezzey, J. ad Toma, M. (2002) Progress ad Problems i the Ecoomics of Sustaiability." I Tieteberg, T. ad Folmer, H. (eds) Iteratioal Yearbook of Evirometal ad Resource Ecoomics 2002/2003, Chelteham: Edward Elgar Publishig Limited. Seierstad, A. ad Sydsaeter, K. (1987) Otimal Cotrol Theory with Ecoomic Alicatios. Amsterdam: North-Hollad. Weitzma, M.L. (1976) O the Welfare Sigificace of Natioal roduct i a Dyamic Ecoomy. Quarterly Joural of Ecoomics 90, Weitzma, M.L. (2003) Icome, Caital, ad the Maximum Pricile. Harvard Uiversity Press. World Commissio o Eviromet ad Develomet (1987) Our Commo Future. Oxford: Oxford Uiversity Press.

19 18 Figure 1 Geuie Savig ad Geeralized Geuie Savig Greece Portugal GS GGS(0.1) GGS(0.3) GGS(0.5) GS GGS(0.1) GGS(0.3) GGS(0.5) Jaa USA GS GGS(0.1) GGS(0.3) GGS(0.5) GS GGS(0.1) GGS(0.3) GGS(0.5) UK OECD GS GGS(0.1) GGS(0.3) GGS(0.5) GS GGS(0.1) GGS(0.3) GGS(0.5)

CHAPTER 3 THE TIME VALUE OF MONEY

CHAPTER 3 THE TIME VALUE OF MONEY CHAPTER 3 THE TIME VALUE OF MONEY OVERVIEW A dollar i the had today is worth more tha a dollar to be received i the future because, if you had it ow, you could ivest that dollar ad ear iterest. Of all

More information

Government intervention in credit allocation: a collective decision making model. Ruth Ben-Yashar and Miriam Krausz* Bar-Ilan University, Israel

Government intervention in credit allocation: a collective decision making model. Ruth Ben-Yashar and Miriam Krausz* Bar-Ilan University, Israel Govermet itervetio i credit allocatio: a collective decisio makig model Ruth Be-Yashar ad Miriam Krausz* Bar-Ila Uiversity, Israel Abstract The urose of this study is to address the imortat issue of govermet

More information

Ekkehart Schlicht: Economic Surplus and Derived Demand

Ekkehart Schlicht: Economic Surplus and Derived Demand Ekkehart Schlicht: Ecoomic Surplus ad Derived Demad Muich Discussio Paper No. 2006-17 Departmet of Ecoomics Uiversity of Muich Volkswirtschaftliche Fakultät Ludwig-Maximilias-Uiversität Müche Olie at http://epub.ub.ui-mueche.de/940/

More information

.04. This means $1000 is multiplied by 1.02 five times, once for each of the remaining sixmonth

.04. This means $1000 is multiplied by 1.02 five times, once for each of the remaining sixmonth Questio 1: What is a ordiary auity? Let s look at a ordiary auity that is certai ad simple. By this, we mea a auity over a fixed term whose paymet period matches the iterest coversio period. Additioally,

More information

3 Energy. 3.3. Non-Flow Energy Equation (NFEE) Internal Energy. MECH 225 Engineering Science 2

3 Energy. 3.3. Non-Flow Energy Equation (NFEE) Internal Energy. MECH 225 Engineering Science 2 MECH 5 Egieerig Sciece 3 Eergy 3.3. No-Flow Eergy Equatio (NFEE) You may have oticed that the term system kees croig u. It is ecessary, therefore, that before we start ay aalysis we defie the system that

More information

BENEFIT-COST ANALYSIS Financial and Economic Appraisal using Spreadsheets

BENEFIT-COST ANALYSIS Financial and Economic Appraisal using Spreadsheets BENEIT-CST ANALYSIS iacial ad Ecoomic Appraisal usig Spreadsheets Ch. 2: Ivestmet Appraisal - Priciples Harry Campbell & Richard Brow School of Ecoomics The Uiversity of Queeslad Review of basic cocepts

More information

INVESTMENT PERFORMANCE COUNCIL (IPC)

INVESTMENT PERFORMANCE COUNCIL (IPC) INVESTMENT PEFOMANCE COUNCIL (IPC) INVITATION TO COMMENT: Global Ivestmet Performace Stadards (GIPS ) Guidace Statemet o Calculatio Methodology The Associatio for Ivestmet Maagemet ad esearch (AIM) seeks

More information

CDs Bought at a Bank verses CD s Bought from a Brokerage. Floyd Vest

CDs Bought at a Bank verses CD s Bought from a Brokerage. Floyd Vest CDs Bought at a Bak verses CD s Bought from a Brokerage Floyd Vest CDs bought at a bak. CD stads for Certificate of Deposit with the CD origiatig i a FDIC isured bak so that the CD is isured by the Uited

More information

INVESTMENT PERFORMANCE COUNCIL (IPC) Guidance Statement on Calculation Methodology

INVESTMENT PERFORMANCE COUNCIL (IPC) Guidance Statement on Calculation Methodology Adoptio Date: 4 March 2004 Effective Date: 1 Jue 2004 Retroactive Applicatio: No Public Commet Period: Aug Nov 2002 INVESTMENT PERFORMANCE COUNCIL (IPC) Preface Guidace Statemet o Calculatio Methodology

More information

Present Value Tax Expenditure Estimate of Tax Assistance for Retirement Saving

Present Value Tax Expenditure Estimate of Tax Assistance for Retirement Saving Preset Value Tax Expediture Estimate of Tax Assistace for Retiremet Savig Tax Policy Brach Departmet of Fiace Jue 30, 1998 2 Preset Value Tax Expediture Estimate of Tax Assistace for Retiremet Savig This

More information

I. Chi-squared Distributions

I. Chi-squared Distributions 1 M 358K Supplemet to Chapter 23: CHI-SQUARED DISTRIBUTIONS, T-DISTRIBUTIONS, AND DEGREES OF FREEDOM To uderstad t-distributios, we first eed to look at aother family of distributios, the chi-squared distributios.

More information

The analysis of the Cournot oligopoly model considering the subjective motive in the strategy selection

The analysis of the Cournot oligopoly model considering the subjective motive in the strategy selection The aalysis of the Courot oligopoly model cosiderig the subjective motive i the strategy selectio Shigehito Furuyama Teruhisa Nakai Departmet of Systems Maagemet Egieerig Faculty of Egieerig Kasai Uiversity

More information

Taking DCOP to the Real World: Efficient Complete Solutions for Distributed Multi-Event Scheduling

Taking DCOP to the Real World: Efficient Complete Solutions for Distributed Multi-Event Scheduling Taig DCOP to the Real World: Efficiet Complete Solutios for Distributed Multi-Evet Schedulig Rajiv T. Maheswara, Milid Tambe, Emma Bowrig, Joatha P. Pearce, ad Pradeep araatham Uiversity of Souther Califoria

More information

RF Engineering Continuing Education Introduction to Traffic Planning

RF Engineering Continuing Education Introduction to Traffic Planning RF Egieerig otiuig Educatio Itroductio to Traffic Plaig Queuig Systems Figure. shows a schematic reresetatio of a queuig system. This reresetatio is a mathematical abstractio suitable for may differet

More information

Incremental calculation of weighted mean and variance

Incremental calculation of weighted mean and variance Icremetal calculatio of weighted mea ad variace Toy Fich faf@cam.ac.uk dot@dotat.at Uiversity of Cambridge Computig Service February 009 Abstract I these otes I eplai how to derive formulae for umerically

More information

How to read A Mutual Fund shareholder report

How to read A Mutual Fund shareholder report Ivestor BulletI How to read A Mutual Fud shareholder report The SEC s Office of Ivestor Educatio ad Advocacy is issuig this Ivestor Bulleti to educate idividual ivestors about mutual fud shareholder reports.

More information

Vladimir N. Burkov, Dmitri A. Novikov MODELS AND METHODS OF MULTIPROJECTS MANAGEMENT

Vladimir N. Burkov, Dmitri A. Novikov MODELS AND METHODS OF MULTIPROJECTS MANAGEMENT Keywords: project maagemet, resource allocatio, etwork plaig Vladimir N Burkov, Dmitri A Novikov MODELS AND METHODS OF MULTIPROJECTS MANAGEMENT The paper deals with the problems of resource allocatio betwee

More information

Sequences and Series

Sequences and Series CHAPTER 9 Sequeces ad Series 9.. Covergece: Defiitio ad Examples Sequeces The purpose of this chapter is to itroduce a particular way of geeratig algorithms for fidig the values of fuctios defied by their

More information

CS103A Handout 23 Winter 2002 February 22, 2002 Solving Recurrence Relations

CS103A Handout 23 Winter 2002 February 22, 2002 Solving Recurrence Relations CS3A Hadout 3 Witer 00 February, 00 Solvig Recurrece Relatios Itroductio A wide variety of recurrece problems occur i models. Some of these recurrece relatios ca be solved usig iteratio or some other ad

More information

Confidence Intervals for One Mean

Confidence Intervals for One Mean Chapter 420 Cofidece Itervals for Oe Mea Itroductio This routie calculates the sample size ecessary to achieve a specified distace from the mea to the cofidece limit(s) at a stated cofidece level for a

More information

I. Why is there a time value to money (TVM)?

I. Why is there a time value to money (TVM)? Itroductio to the Time Value of Moey Lecture Outlie I. Why is there the cocept of time value? II. Sigle cash flows over multiple periods III. Groups of cash flows IV. Warigs o doig time value calculatios

More information

bstract The aer ivestigates the imact of fiacial itegratio o asset retur, risk diversificatio ad breadth of fiacial markets. We aalyse a three-coutry macroecoomic model i which (i) the umber of fiacial

More information

Investing in Stocks WHAT ARE THE DIFFERENT CLASSIFICATIONS OF STOCKS? WHY INVEST IN STOCKS? CAN YOU LOSE MONEY?

Investing in Stocks WHAT ARE THE DIFFERENT CLASSIFICATIONS OF STOCKS? WHY INVEST IN STOCKS? CAN YOU LOSE MONEY? Ivestig i Stocks Ivestig i Stocks Busiesses sell shares of stock to ivestors as a way to raise moey to fiace expasio, pay off debt ad provide operatig capital. Ecoomic coditios: Employmet, iflatio, ivetory

More information

Chapter 5 Unit 1. IET 350 Engineering Economics. Learning Objectives Chapter 5. Learning Objectives Unit 1. Annual Amount and Gradient Functions

Chapter 5 Unit 1. IET 350 Engineering Economics. Learning Objectives Chapter 5. Learning Objectives Unit 1. Annual Amount and Gradient Functions Chapter 5 Uit Aual Amout ad Gradiet Fuctios IET 350 Egieerig Ecoomics Learig Objectives Chapter 5 Upo completio of this chapter you should uderstad: Calculatig future values from aual amouts. Calculatig

More information

Soving Recurrence Relations

Soving Recurrence Relations Sovig Recurrece Relatios Part 1. Homogeeous liear 2d degree relatios with costat coefficiets. Cosider the recurrece relatio ( ) T () + at ( 1) + bt ( 2) = 0 This is called a homogeeous liear 2d degree

More information

*The most important feature of MRP as compared with ordinary inventory control analysis is its time phasing feature.

*The most important feature of MRP as compared with ordinary inventory control analysis is its time phasing feature. Itegrated Productio ad Ivetory Cotrol System MRP ad MRP II Framework of Maufacturig System Ivetory cotrol, productio schedulig, capacity plaig ad fiacial ad busiess decisios i a productio system are iterrelated.

More information

1 Computing the Standard Deviation of Sample Means

1 Computing the Standard Deviation of Sample Means Computig the Stadard Deviatio of Sample Meas Quality cotrol charts are based o sample meas ot o idividual values withi a sample. A sample is a group of items, which are cosidered all together for our aalysis.

More information

I apply to subscribe for a Stocks & Shares ISA for the tax year 20 /20 and each subsequent year until further notice.

I apply to subscribe for a Stocks & Shares ISA for the tax year 20 /20 and each subsequent year until further notice. IFSL Brooks Macdoald Fud Stocks & Shares ISA Trasfer Applicatio Form IFSL Brooks Macdoald Fud Stocks & Shares ISA Trasfer Applicatio Form Please complete usig BLOCK CAPITALS ad retur the completed form

More information

Estimating Probability Distributions by Observing Betting Practices

Estimating Probability Distributions by Observing Betting Practices 5th Iteratioal Symposium o Imprecise Probability: Theories ad Applicatios, Prague, Czech Republic, 007 Estimatig Probability Distributios by Observig Bettig Practices Dr C Lych Natioal Uiversity of Irelad,

More information

THE ARITHMETIC OF INTEGERS. - multiplication, exponentiation, division, addition, and subtraction

THE ARITHMETIC OF INTEGERS. - multiplication, exponentiation, division, addition, and subtraction THE ARITHMETIC OF INTEGERS - multiplicatio, expoetiatio, divisio, additio, ad subtractio What to do ad what ot to do. THE INTEGERS Recall that a iteger is oe of the whole umbers, which may be either positive,

More information

Present Values, Investment Returns and Discount Rates

Present Values, Investment Returns and Discount Rates Preset Values, Ivestmet Returs ad Discout Rates Dimitry Midli, ASA, MAAA, PhD Presidet CDI Advisors LLC dmidli@cdiadvisors.com May 2, 203 Copyright 20, CDI Advisors LLC The cocept of preset value lies

More information

TO: Users of the ACTEX Review Seminar on DVD for SOA Exam FM/CAS Exam 2

TO: Users of the ACTEX Review Seminar on DVD for SOA Exam FM/CAS Exam 2 TO: Users of the ACTEX Review Semiar o DVD for SOA Exam FM/CAS Exam FROM: Richard L. (Dick) Lodo, FSA Dear Studets, Thak you for purchasig the DVD recordig of the ACTEX Review Semiar for SOA Exam FM (CAS

More information

Audit of Assumptions for the March 2001 Budget. REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 304 Session 2000 2001: 7 March 2001

Audit of Assumptions for the March 2001 Budget. REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 304 Session 2000 2001: 7 March 2001 Audit of Assumptios for the March 2001 Budget REPORT BY THE COMPTROLLER AND AUDITOR GENERAL HC 304 Sessio 2000 2001: 7 March 2001 Audit of Assumptios for the March 2001 Budget REPORT BY THE COMPTROLLER

More information

Regression with a Binary Dependent Variable (SW Ch. 11)

Regression with a Binary Dependent Variable (SW Ch. 11) Regressio with a Biary Deedet Variable (SW Ch. 11) So far the deedet variable (Y) has bee cotiuous: district-wide average test score traffic fatality rate But we might wat to uderstad the effect of X o

More information

where: T = number of years of cash flow in investment's life n = the year in which the cash flow X n i = IRR = the internal rate of return

where: T = number of years of cash flow in investment's life n = the year in which the cash flow X n i = IRR = the internal rate of return EVALUATING ALTERNATIVE CAPITAL INVESTMENT PROGRAMS By Ke D. Duft, Extesio Ecoomist I the March 98 issue of this publicatio we reviewed the procedure by which a capital ivestmet project was assessed. The

More information

DAME - Microsoft Excel add-in for solving multicriteria decision problems with scenarios Radomir Perzina 1, Jaroslav Ramik 2

DAME - Microsoft Excel add-in for solving multicriteria decision problems with scenarios Radomir Perzina 1, Jaroslav Ramik 2 Itroductio DAME - Microsoft Excel add-i for solvig multicriteria decisio problems with scearios Radomir Perzia, Jaroslav Ramik 2 Abstract. The mai goal of every ecoomic aget is to make a good decisio,

More information

Chapter 7 Methods of Finding Estimators

Chapter 7 Methods of Finding Estimators Chapter 7 for BST 695: Special Topics i Statistical Theory. Kui Zhag, 011 Chapter 7 Methods of Fidig Estimators Sectio 7.1 Itroductio Defiitio 7.1.1 A poit estimator is ay fuctio W( X) W( X1, X,, X ) of

More information

Research Article Sign Data Derivative Recovery

Research Article Sign Data Derivative Recovery Iteratioal Scholarly Research Network ISRN Applied Mathematics Volume 0, Article ID 63070, 7 pages doi:0.540/0/63070 Research Article Sig Data Derivative Recovery L. M. Housto, G. A. Glass, ad A. D. Dymikov

More information

Statement of cash flows

Statement of cash flows 6 Statemet of cash flows this chapter covers... I this chapter we study the statemet of cash flows, which liks profit from the statemet of profit or loss ad other comprehesive icome with chages i assets

More information

Output Analysis (2, Chapters 10 &11 Law)

Output Analysis (2, Chapters 10 &11 Law) B. Maddah ENMG 6 Simulatio 05/0/07 Output Aalysis (, Chapters 10 &11 Law) Comparig alterative system cofiguratio Sice the output of a simulatio is radom, the comparig differet systems via simulatio should

More information

Nr. 2. Interpolation of Discount Factors. Heinz Cremers Willi Schwarz. Mai 1996

Nr. 2. Interpolation of Discount Factors. Heinz Cremers Willi Schwarz. Mai 1996 Nr 2 Iterpolatio of Discout Factors Heiz Cremers Willi Schwarz Mai 1996 Autore: Herausgeber: Prof Dr Heiz Cremers Quatitative Methode ud Spezielle Bakbetriebslehre Hochschule für Bakwirtschaft Dr Willi

More information

How to use what you OWN to reduce what you OWE

How to use what you OWN to reduce what you OWE How to use what you OWN to reduce what you OWE Maulife Oe A Overview Most Caadias maage their fiaces by doig two thigs: 1. Depositig their icome ad other short-term assets ito chequig ad savigs accouts.

More information

Annuities Under Random Rates of Interest II By Abraham Zaks. Technion I.I.T. Haifa ISRAEL and Haifa University Haifa ISRAEL.

Annuities Under Random Rates of Interest II By Abraham Zaks. Technion I.I.T. Haifa ISRAEL and Haifa University Haifa ISRAEL. Auities Uder Radom Rates of Iterest II By Abraham Zas Techio I.I.T. Haifa ISRAEL ad Haifa Uiversity Haifa ISRAEL Departmet of Mathematics, Techio - Israel Istitute of Techology, 3000, Haifa, Israel I memory

More information

A markovian study of no claim discount system of Insurance Regulatory and Development Authority and its application

A markovian study of no claim discount system of Insurance Regulatory and Development Authority and its application Thailad Statisticia July 214; 12(2): 223-236 htt://statassoc.or.th Cotributed aer A markovia study of o claim discout system of Isurace Regulatory ad Develomet Authority ad its alicatio Dili C. Nath* [a]

More information

PENSION ANNUITY. Policy Conditions Document reference: PPAS1(7) This is an important document. Please keep it in a safe place.

PENSION ANNUITY. Policy Conditions Document reference: PPAS1(7) This is an important document. Please keep it in a safe place. PENSION ANNUITY Policy Coditios Documet referece: PPAS1(7) This is a importat documet. Please keep it i a safe place. Pesio Auity Policy Coditios Welcome to LV=, ad thak you for choosig our Pesio Auity.

More information

Simple Annuities Present Value.

Simple Annuities Present Value. Simple Auities Preset Value. OBJECTIVES (i) To uderstad the uderlyig priciple of a preset value auity. (ii) To use a CASIO CFX-9850GB PLUS to efficietly compute values associated with preset value auities.

More information

Hypothesis testing. Null and alternative hypotheses

Hypothesis testing. Null and alternative hypotheses Hypothesis testig Aother importat use of samplig distributios is to test hypotheses about populatio parameters, e.g. mea, proportio, regressio coefficiets, etc. For example, it is possible to stipulate

More information

Introducing Your New Wells Fargo Trust and Investment Statement. Your Account Information Simply Stated.

Introducing Your New Wells Fargo Trust and Investment Statement. Your Account Information Simply Stated. Itroducig Your New Wells Fargo Trust ad Ivestmet Statemet. Your Accout Iformatio Simply Stated. We are pleased to itroduce your ew easy-to-read statemet. It provides a overview of your accout ad a complete

More information

Properties of MLE: consistency, asymptotic normality. Fisher information.

Properties of MLE: consistency, asymptotic normality. Fisher information. Lecture 3 Properties of MLE: cosistecy, asymptotic ormality. Fisher iformatio. I this sectio we will try to uderstad why MLEs are good. Let us recall two facts from probability that we be used ofte throughout

More information

ECE606: Solid State Devices Lecture 16 p-n diode AC Response

ECE606: Solid State Devices Lecture 16 p-n diode AC Response ECE66: Solid State Devices Lecture 16 - diode C esose Gerhard Klimeck gekco@urdue.edu Klimeck ECE66 Fall 1 otes adoted from lam Toic Ma Equilibrium DC Small sigal Large Sigal Circuits Diode Schottky Diode

More information

CHAPTER 3 DIGITAL CODING OF SIGNALS

CHAPTER 3 DIGITAL CODING OF SIGNALS CHAPTER 3 DIGITAL CODING OF SIGNALS Computers are ofte used to automate the recordig of measuremets. The trasducers ad sigal coditioig circuits produce a voltage sigal that is proportioal to a quatity

More information

Subject CT5 Contingencies Core Technical Syllabus

Subject CT5 Contingencies Core Technical Syllabus Subject CT5 Cotigecies Core Techical Syllabus for the 2015 exams 1 Jue 2014 Aim The aim of the Cotigecies subject is to provide a groudig i the mathematical techiques which ca be used to model ad value

More information

Solving Logarithms and Exponential Equations

Solving Logarithms and Exponential Equations Solvig Logarithms ad Epoetial Equatios Logarithmic Equatios There are two major ideas required whe solvig Logarithmic Equatios. The first is the Defiitio of a Logarithm. You may recall from a earlier topic:

More information

Trigonometric Form of a Complex Number. The Complex Plane. axis. ( 2, 1) or 2 i FIGURE 6.44. The absolute value of the complex number z a bi is

Trigonometric Form of a Complex Number. The Complex Plane. axis. ( 2, 1) or 2 i FIGURE 6.44. The absolute value of the complex number z a bi is 0_0605.qxd /5/05 0:45 AM Page 470 470 Chapter 6 Additioal Topics i Trigoometry 6.5 Trigoometric Form of a Complex Number What you should lear Plot complex umbers i the complex plae ad fid absolute values

More information

Time Value of Money. First some technical stuff. HP10B II users

Time Value of Money. First some technical stuff. HP10B II users Time Value of Moey Basis for the course Power of compoud iterest $3,600 each year ito a 401(k) pla yields $2,390,000 i 40 years First some techical stuff You will use your fiacial calculator i every sigle

More information

Modified Line Search Method for Global Optimization

Modified Line Search Method for Global Optimization Modified Lie Search Method for Global Optimizatio Cria Grosa ad Ajith Abraham Ceter of Excellece for Quatifiable Quality of Service Norwegia Uiversity of Sciece ad Techology Trodheim, Norway {cria, ajith}@q2s.tu.o

More information

Basic Elements of Arithmetic Sequences and Series

Basic Elements of Arithmetic Sequences and Series MA40S PRE-CALCULUS UNIT G GEOMETRIC SEQUENCES CLASS NOTES (COMPLETED NO NEED TO COPY NOTES FROM OVERHEAD) Basic Elemets of Arithmetic Sequeces ad Series Objective: To establish basic elemets of arithmetic

More information

MAGNT Research Report (ISSN. 1444-8939) Vol.3 (2). PP: 189-198

MAGNT Research Report (ISSN. 1444-8939) Vol.3 (2). PP: 189-198 MAGNT Research Reort (ISSN. 14448939) Vol.3 (2). PP: 189198 Exlaiig the Model of the Imact of Demograhic Variables with kowledge ad Collaborative Accordig to the Moderatig Role of Orgaizatioal Culture

More information

Information about Bankruptcy

Information about Bankruptcy Iformatio about Bakruptcy Isolvecy Service of Irelad Seirbhís Dócmhaieachta a héirea Isolvecy Service of Irelad Seirbhís Dócmhaieachta a héirea What is the? The Isolvecy Service of Irelad () is a idepedet

More information

5.4 Amortization. Question 1: How do you find the present value of an annuity? Question 2: How is a loan amortized?

5.4 Amortization. Question 1: How do you find the present value of an annuity? Question 2: How is a loan amortized? 5.4 Amortizatio Questio 1: How do you fid the preset value of a auity? Questio 2: How is a loa amortized? Questio 3: How do you make a amortizatio table? Oe of the most commo fiacial istrumets a perso

More information

THE TIME VALUE OF MONEY

THE TIME VALUE OF MONEY QRMC04 9/17/01 4:43 PM Page 51 CHAPTER FOUR THE TIME VALUE OF MONEY 4.1 INTRODUCTION AND FUTURE VALUE The perspective ad the orgaizatio of this chapter differs from that of chapters 2 ad 3 i that topics

More information

Engineering Data Management

Engineering Data Management BaaERP 5.0c Maufacturig Egieerig Data Maagemet Module Procedure UP128A US Documetiformatio Documet Documet code : UP128A US Documet group : User Documetatio Documet title : Egieerig Data Maagemet Applicatio/Package

More information

Supply Chain Network Design with Preferential Tariff under Economic Partnership Agreement

Supply Chain Network Design with Preferential Tariff under Economic Partnership Agreement roceedigs of the 2014 Iteratioal oferece o Idustrial Egieerig ad Oeratios Maageet Bali, Idoesia, Jauary 7 9, 2014 Suly hai Network Desig with referetial ariff uder Ecooic artershi greeet eichi Fuaki Yokohaa

More information

Risk contributions of trading and non-trading hours: Evidence from commodity futures markets

Risk contributions of trading and non-trading hours: Evidence from commodity futures markets Risk cotributios of tradig ad o-tradig hours: Evidece from commodity futures markets Qigfu Liu Istitute for Fiacial Studies Fuda Uiversity, Shaghai, Chia Yubi A 1 Odette School of Busiess Uiversity of

More information

NATIONAL SENIOR CERTIFICATE GRADE 12

NATIONAL SENIOR CERTIFICATE GRADE 12 NATIONAL SENIOR CERTIFICATE GRADE MATHEMATICS P EXEMPLAR 04 MARKS: 50 TIME: 3 hours This questio paper cosists of 8 pages ad iformatio sheet. Please tur over Mathematics/P DBE/04 NSC Grade Eemplar INSTRUCTIONS

More information

Enhancing Oracle Business Intelligence with cubus EV How users of Oracle BI on Essbase cubes can benefit from cubus outperform EV Analytics (cubus EV)

Enhancing Oracle Business Intelligence with cubus EV How users of Oracle BI on Essbase cubes can benefit from cubus outperform EV Analytics (cubus EV) Ehacig Oracle Busiess Itelligece with cubus EV How users of Oracle BI o Essbase cubes ca beefit from cubus outperform EV Aalytics (cubus EV) CONTENT 01 cubus EV as a ehacemet to Oracle BI o Essbase 02

More information

A Dynamic Theory of Public Spending, Taxation, and Debt

A Dynamic Theory of Public Spending, Taxation, and Debt America Ecoomic Review 2008, 98:1, 201 236 http://www.aeaweb.org/articles.php?doi=10.1257/aer.98.1.201 A Dyamic Theory of Public Spedig, Taxatio, ad Debt By Marco Battaglii ad Stephe Coate* This paper

More information

CHAPTER 4: NET PRESENT VALUE

CHAPTER 4: NET PRESENT VALUE EMBA 807 Corporate Fiace Dr. Rodey Boehe CHAPTER 4: NET PRESENT VALUE (Assiged probles are, 2, 7, 8,, 6, 23, 25, 28, 29, 3, 33, 36, 4, 42, 46, 50, ad 52) The title of this chapter ay be Net Preset Value,

More information

Data Analysis and Statistical Behaviors of Stock Market Fluctuations

Data Analysis and Statistical Behaviors of Stock Market Fluctuations 44 JOURNAL OF COMPUTERS, VOL. 3, NO. 0, OCTOBER 2008 Data Aalysis ad Statistical Behaviors of Stock Market Fluctuatios Ju Wag Departmet of Mathematics, Beijig Jiaotog Uiversity, Beijig 00044, Chia Email:

More information

Savings and Retirement Benefits

Savings and Retirement Benefits 60 Baltimore Couty Public Schools offers you several ways to begi savig moey through payroll deductios. Defied Beefit Pesio Pla Tax Sheltered Auities ad Custodial Accouts Defied Beefit Pesio Pla Did you

More information

A probabilistic proof of a binomial identity

A probabilistic proof of a binomial identity A probabilistic proof of a biomial idetity Joatho Peterso Abstract We give a elemetary probabilistic proof of a biomial idetity. The proof is obtaied by computig the probability of a certai evet i two

More information

Institute of Actuaries of India Subject CT1 Financial Mathematics

Institute of Actuaries of India Subject CT1 Financial Mathematics Istitute of Actuaries of Idia Subject CT1 Fiacial Mathematics For 2014 Examiatios Subject CT1 Fiacial Mathematics Core Techical Aim The aim of the Fiacial Mathematics subject is to provide a groudig i

More information

Learning objectives. Duc K. Nguyen - Corporate Finance 21/10/2014

Learning objectives. Duc K. Nguyen - Corporate Finance 21/10/2014 1 Lecture 3 Time Value of Moey ad Project Valuatio The timelie Three rules of time travels NPV of a stream of cash flows Perpetuities, auities ad other special cases Learig objectives 2 Uderstad the time-value

More information

Sole trader financial statements

Sole trader financial statements 3 Sole trader fiacial statemets this chapter covers... I this chapter we look at preparig the year ed fiacial statemets of sole traders (that is, oe perso ruig their ow busiess). We preset the fiacial

More information

Automatic Tuning for FOREX Trading System Using Fuzzy Time Series

Automatic Tuning for FOREX Trading System Using Fuzzy Time Series utomatic Tuig for FOREX Tradig System Usig Fuzzy Time Series Kraimo Maeesilp ad Pitihate Soorasa bstract Efficiecy of the automatic currecy tradig system is time depedet due to usig fixed parameters which

More information

Option Pricing: A Simplified Approach

Option Pricing: A Simplified Approach Otio Pricig: A Simlified Aroach Joh C. Cox Massachusetts Istitute of Techology ad Staford Uiversity Stehe A. Ross Yale Uiversity Mark Rubistei Uiversity of Califoria, Berkeley March 1979 revised July 1979

More information

Unit 8: Inference for Proportions. Chapters 8 & 9 in IPS

Unit 8: Inference for Proportions. Chapters 8 & 9 in IPS Uit 8: Iferece for Proortios Chaters 8 & 9 i IPS Lecture Outlie Iferece for a Proortio (oe samle) Iferece for Two Proortios (two samles) Cotigecy Tables ad the χ test Iferece for Proortios IPS, Chater

More information

BENCHMARK NEW PRODUCT DEVELOPMENT PROCESSES USING DEA-BASED MODULARIZED APPROACH

BENCHMARK NEW PRODUCT DEVELOPMENT PROCESSES USING DEA-BASED MODULARIZED APPROACH BENCHMARK NEW PRODUCT DEVELOPMENT PROCESSES USING DEA-BASED MODULARIZED APPROACH Tzu-A Chiag, Migchi Uiversity o Techology, tachiag@mail.mit.edu.tw Amy J.C. Traey, Natioal Taiei Uiversity o Techology,

More information

Forecasting. Forecasting Application. Practical Forecasting. Chapter 7 OVERVIEW KEY CONCEPTS. Chapter 7. Chapter 7

Forecasting. Forecasting Application. Practical Forecasting. Chapter 7 OVERVIEW KEY CONCEPTS. Chapter 7. Chapter 7 Forecastig Chapter 7 Chapter 7 OVERVIEW Forecastig Applicatios Qualitative Aalysis Tred Aalysis ad Projectio Busiess Cycle Expoetial Smoothig Ecoometric Forecastig Judgig Forecast Reliability Choosig the

More information

Chapter 6: Variance, the law of large numbers and the Monte-Carlo method

Chapter 6: Variance, the law of large numbers and the Monte-Carlo method Chapter 6: Variace, the law of large umbers ad the Mote-Carlo method Expected value, variace, ad Chebyshev iequality. If X is a radom variable recall that the expected value of X, E[X] is the average value

More information

Decomposition of Gini and the generalized entropy inequality measures. Abstract

Decomposition of Gini and the generalized entropy inequality measures. Abstract Decompositio of Gii ad the geeralized etropy iequality measures Stéphae Mussard LAMETA Uiversity of Motpellier I Fraçoise Seyte LAMETA Uiversity of Motpellier I Michel Terraza LAMETA Uiversity of Motpellier

More information

Erik Ottosson & Fredrik Weissenrieder, 1996-03-01 CVA. Cash Value Added - a new method for measuring financial performance.

Erik Ottosson & Fredrik Weissenrieder, 1996-03-01 CVA. Cash Value Added - a new method for measuring financial performance. CVA Cash Value Added - a ew method for measurig fiacial performace Erik Ottosso Strategic Cotroller Sveska Cellulosa Aktiebolaget SCA Box 7827 S-103 97 Stockholm Swede Fredrik Weisserieder Departmet of

More information

PROCEEDINGS OF THE YEREVAN STATE UNIVERSITY AN ALTERNATIVE MODEL FOR BONUS-MALUS SYSTEM

PROCEEDINGS OF THE YEREVAN STATE UNIVERSITY AN ALTERNATIVE MODEL FOR BONUS-MALUS SYSTEM PROCEEDINGS OF THE YEREVAN STATE UNIVERSITY Physical ad Mathematical Scieces 2015, 1, p. 15 19 M a t h e m a t i c s AN ALTERNATIVE MODEL FOR BONUS-MALUS SYSTEM A. G. GULYAN Chair of Actuarial Mathematics

More information

I apply to subscribe for a Stocks & Shares NISA for the tax year 2015/2016 and each subsequent year until further notice.

I apply to subscribe for a Stocks & Shares NISA for the tax year 2015/2016 and each subsequent year until further notice. IFSL Brooks Macdoald Fud Stocks & Shares NISA trasfer applicatio form IFSL Brooks Macdoald Fud Stocks & Shares NISA trasfer applicatio form Please complete usig BLOCK CAPITALS ad retur the completed form

More information

How To Solve The Homewor Problem Beautifully

How To Solve The Homewor Problem Beautifully Egieerig 33 eautiful Homewor et 3 of 7 Kuszmar roblem.5.5 large departmet store sells sport shirts i three sizes small, medium, ad large, three patters plaid, prit, ad stripe, ad two sleeve legths log

More information

SEQUENCES AND SERIES

SEQUENCES AND SERIES Chapter 9 SEQUENCES AND SERIES Natural umbers are the product of huma spirit. DEDEKIND 9.1 Itroductio I mathematics, the word, sequece is used i much the same way as it is i ordiary Eglish. Whe we say

More information

TIAA-CREF Wealth Management. Personalized, objective financial advice for every stage of life

TIAA-CREF Wealth Management. Personalized, objective financial advice for every stage of life TIAA-CREF Wealth Maagemet Persoalized, objective fiacial advice for every stage of life A persoalized team approach for a trusted lifelog relatioship No matter who you are, you ca t be a expert i all aspects

More information

Entropy of bi-capacities

Entropy of bi-capacities Etropy of bi-capacities Iva Kojadiovic LINA CNRS FRE 2729 Site école polytechique de l uiv. de Nates Rue Christia Pauc 44306 Nates, Frace iva.kojadiovic@uiv-ates.fr Jea-Luc Marichal Applied Mathematics

More information

Guidelines for a Good Presentation. Luis M. Correia

Guidelines for a Good Presentation. Luis M. Correia Guidelies for a Good Presetatio Luis M. Correia Outlie Basic riciles. Structure. Sizes ad cotrast. Style. Examles. Coclusios. Basic Priciles The resetatio of a work is iteded to show oly its major asects,

More information

How To Get A Kukandruk Studetfiace

How To Get A Kukandruk Studetfiace Curret Year Icome Assessmet Form Academic Year 2015/16 Persoal details Perso 1 Your Customer Referece Number Your Customer Referece Number Name Name Date of birth Address / / Date of birth / / Address

More information

Convexity, Inequalities, and Norms

Convexity, Inequalities, and Norms Covexity, Iequalities, ad Norms Covex Fuctios You are probably familiar with the otio of cocavity of fuctios. Give a twicedifferetiable fuctio ϕ: R R, We say that ϕ is covex (or cocave up) if ϕ (x) 0 for

More information

Systems Design Project: Indoor Location of Wireless Devices

Systems Design Project: Indoor Location of Wireless Devices Systems Desig Project: Idoor Locatio of Wireless Devices Prepared By: Bria Murphy Seior Systems Sciece ad Egieerig Washigto Uiversity i St. Louis Phoe: (805) 698-5295 Email: bcm1@cec.wustl.edu Supervised

More information

A Mixed-Integer Optimization Model for Compressor Selection in Natural Gas Pipeline Network System Operations

A Mixed-Integer Optimization Model for Compressor Selection in Natural Gas Pipeline Network System Operations Joural of virometal Iformatics 3 () 33-4 (2004) 04JI00025 726-235/684-8799 2004 ISIS www.iseis.org/jei A Mixed-Iteger Otimizatio Model for Comressor Selectio i Natural as Pielie Network System Oeratios

More information

Is the Event Study Methodology Useful for Merger Analysis? A Comparison of Stock Market and Accounting Data

Is the Event Study Methodology Useful for Merger Analysis? A Comparison of Stock Market and Accounting Data Discussio Paper No. 163 Is the Evet Study Methodology Useful for Merger Aalysis? A Compariso of Stock Market ad Accoutig Data Tomaso Duso* laus Gugler** Burci Yurtoglu*** September 2006 *Tomaso Duso Humboldt

More information

1 Correlation and Regression Analysis

1 Correlation and Regression Analysis 1 Correlatio ad Regressio Aalysis I this sectio we will be ivestigatig the relatioship betwee two cotiuous variable, such as height ad weight, the cocetratio of a ijected drug ad heart rate, or the cosumptio

More information

Definition. A variable X that takes on values X 1, X 2, X 3,...X k with respective frequencies f 1, f 2, f 3,...f k has mean

Definition. A variable X that takes on values X 1, X 2, X 3,...X k with respective frequencies f 1, f 2, f 3,...f k has mean 1 Social Studies 201 October 13, 2004 Note: The examples i these otes may be differet tha used i class. However, the examples are similar ad the methods used are idetical to what was preseted i class.

More information

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES

SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES SECTION 1.5 : SUMMATION NOTATION + WORK WITH SEQUENCES Read Sectio 1.5 (pages 5 9) Overview I Sectio 1.5 we lear to work with summatio otatio ad formulas. We will also itroduce a brief overview of sequeces,

More information

Lecture 13. Lecturer: Jonathan Kelner Scribe: Jonathan Pines (2009)

Lecture 13. Lecturer: Jonathan Kelner Scribe: Jonathan Pines (2009) 18.409 A Algorithmist s Toolkit October 27, 2009 Lecture 13 Lecturer: Joatha Keler Scribe: Joatha Pies (2009) 1 Outlie Last time, we proved the Bru-Mikowski iequality for boxes. Today we ll go over the

More information

REFURBISHMENTS AND AUGMENTATIONS

REFURBISHMENTS AND AUGMENTATIONS INTRODUCTION TIER WORKING PAPER No. 0 REFURBISHMENTS AND AUGMENTATIONS Workig Paper No. How Water Prices are Set provided a overview of how water prices are set o the basis of lower boud costs. As oted

More information

Department of Computer Science, University of Otago

Department of Computer Science, University of Otago Departmet of Computer Sciece, Uiversity of Otago Techical Report OUCS-2006-09 Permutatios Cotaiig May Patters Authors: M.H. Albert Departmet of Computer Sciece, Uiversity of Otago Micah Colema, Rya Fly

More information