Vertical externalities with lump-sum taxes: how much difference does unemployment make?

Size: px
Start display at page:

Download "Vertical externalities with lump-sum taxes: how much difference does unemployment make?"

Transcription

1 Eropan Jornal o ovrnmn and Economics Volm 3, mr (Jn 204) I: Vrical xrnaliis wih lmp-sm axs: how mch dirnc dos nmploymn mak? Digo Marinz, Univrsidad Palo d Olavid, pain omas jögrn, Umå Univrsiy, wdn Asrac his papr analyss how h xisnc o nmploymn acs h convnional approach o vrical xrnaliis. W discss h opimaliy rl or h provision o plic inps oh in a niary and in a dral sa. Or indings indica ha dcnralising spnding rsponsailiy on plic inps in h prsnc o nmploymn allows op o closr o h irs s lvl. Morovr, w dscri h inailiy o h dral govrnmn, having as a acklrg ladr, o rplica h niary ocom, nlss hr ar nw policy insrmns a govrnmn's disposal. JEL classiicaion J2; H4; H7. Kywords Plic inps; nmploymn; vrical xrnaliis. Acknowldgmns W ar gral o h paricipans a h 20h panish Ming on Plic Economics, hr anonymos rrs and h dior or hir commns. h ahors wold lik also o hank h panish Minisry o cinc (Projcs ECO and ECO ), Jna d Andalcia (Projcs EJ and EJ-6882), h Bank o wdn rcnnary ondaion (ilsn Riksankns Jilmsond), h wdish Concil or Working Li and ocial Rsarch (A) and h aional ax Board (kavrk) or rsarch grans. 75

2 Eropan Jornal o ovrnmn and Economics 3() Inrodcion h sandard approach o vrical xrnaliis salishs ha sharing axs wn dirn lvls o govrnmn has an impac on icincy. rom h sminal conriion y Kn (998), a nmr a paprs has dal wih his iss, oring varios solions which may inrnalis his prolm (s, or insanc, Boadway and rmlay, 2006). A common iss in all hs conriions is assming disorionary axaion. Anohr common ar in his lirar is h assmpion o a compiiv laor mark, wih h laor orc maching xacly h dmand or laor. Paprs sch as Dahly and Wilson (2003) and Kosogiannis and Marinz (2008) giv a cnral rol o h spply and dmand or laor in drmining qiliria always wih laor mark claring. In sch a world, hr is no scop or on o h convnional iscal policis aimd a ighing nmploymn, namly h provision o plic inps. In ac, o h s o or knowldg, no papr so ar has dal wih vrical xpndir xrnaliis (casd y h provision o prodciviy-nhancing plic xpndirs in a dral conx) in h prsnc o nmploymn. his has no n h cas whn horizonal xrnaliis ar involvd (Ogawa al, 2006). his papr prcisly comins vrical xrnaliis and laor mark imprcions in a singl modl. Indd, w ild a horical ramwork in which h dral govrnmn is in charg o nmploymn nis and h sas provid a plic inp wih posiiv cs on dmand or laor. ch a horical ramwork inds som ral paralllls in h inrnaional vidnc so long as in conris lik pain, h U or Asralia (js o nam a w) h allocaion o spnding rsponsiiliis and axs across irs o govrnmn is o h kind w ar considring hr. axs ar assmd o lmp-sm cas w ar inrsd in ocsing on h icincy implicaions drivd rom h xpndir sid o govrnmn dcisions rahr han on vrical ax xrnaliis. Anyway, w will show ha ignoring disorionary axaion as a policy varial may play a crcial rol or corrcing h vrical xrnaliy. h rsls in h papr may smmarisd as ollows. irs, w show ha, in spi o sing xclsivly lmp-sm axs o inanc govrnmns, a vrical xpndir xrnaliy ariss whn nmploymn xiss. his conirms a prvios rsl ond in h lirar (Dahly and Wilson, 2003; Marinz, 2008), namly, ha oh vrical (ax and xpndir) xrnaliis ar indpndn o ach ohr. h provision o plic inps cras a posiiv vrical impac on dral rvns as long as his yp o plic spnding incrass h dmand or laor and, hror, i rdcs h rsorcs ndd a dral lvl or paying nmploymn nis. And his occrs wiho h co-occpancy o lasic ax ass. Morovr, w also s how h rl or h provision o plic inps a sa lvl is closr o h prodcion icincy condiion han ha corrsponding o a niary conry wih a non-claring laor mark. Oviosly, his dos no imply ha dcnralisaion is closr o opimaliy han cnralisaion h ac ha h assignmn o disoring insrmns (i.., h plic inp) across dirn lvls o govrnmn rally mars or assssing opimaliy. cond, w hav analysd whhr h dral govrnmn is al o rplica h ocom o a niary conry. As is sandard in mch o h arlir lirar, w hav assmd ha h ppr lvl govrnmn knows h sas' racion ncions and hror havs as a acklrg ladr vis-a-vis h sa govrnmns. Or rsls dvia rom h arlir sdis so long as h dral govrnmn has no sicin policy insrmns a is disposal o implmn h niary qilirim. his is a consqnc o sing lmp-sm insrmns. 76

3 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs In a sns, hs rsls ar rlad o h discssion iniiad y ao (2000), who has shown ha h ailiy o h dral govrnmn o rplica scond-s rsls dpnds on wha yp o policy insrmn is availal o h dral govrnmn. Prcisly, as rsl o aking ino considraion a nw (non-lmp-sm) policy insrmn, i.., a plic inp providd y h dral govrnmn ha is complmn o ha ord y h sas, h ppr lvl o govrnmn is al o rplica h scond-s ocom o a niary conry. h srcr o h papr is as ollows. cion 2 dscris h main ars o h modl and h dirn vrsions o h opimaliy rl or h provision o plic inps. cions 3 and 4 vala h ailiy o h dral govrnmn o rplica h niary ocom. inally, scion 5 conclds. h Basic Modl his scion aims o show wo rsls. irs, w characris h qilirim in a cnralisd conry wih nmploymn. his allows s o s how h opimal rl or h provision o plic inps is modiid in h prsnc o nmploymn. I will also srv as a nchmark scnario wih which w can compar h dral qiliria o analysd low. cond, h nchmark modl prsnd in his scion also highlighs ha h iscal dcisions akn y on lvl o govrnmn (pariclarly ha wih spnding rsponsiiliis on plic inps) will ac h ohr lvls o h plic scor. As a consqnc, vrical xpndir xrnaliis will aris vn hogh only lmp-sm axs ar sd o rais rvn in h plic scor. h horical ramwork consiss o irms, hosholds and wo dirn irs o govrnmn: h dral lvl and k snaional sas. irms ar idnical across h conry and, or h sak o simpliciy, w assm ha hir nmr is normalisd o on in ach sa. All o hm prodc a singl good on h asis o h ollowing prodcion ncion:, K, K, () whr is laor, K a ixd acor and a plic inp. ch a prodcion chnology allows s o qaliy h plic inp as acor-agmning. 2 In his conx, h plic spnding will incras h rrn o h ixd prodcion acor K, which w normalisd o on, in which cas h proi can xprssd as:, w, (2) whr w is h wag ra. 3 h irs-ordr condiion or proi maximisaion rads w (, ), and i implicly dins h dmand or laor as: w, w (3) W do no dno h sas y s-indxs or making asir h noaion and givn ha hy ar assmd o idnical. 2 An alrnaiv approach wold imply a prodcion ncion wih consan rrns o scal in all h inps (priva and plic). his wold h cas o irm-agmning plic inp. I wold cra conomic rns ha, in rms o h modl w dvlop hr, wold no xhii ssanial dirncs wih rspc o wha w oain low. 3 h rrn o laor is no acd y h plic inp, alhogh his wold h normal siaion wih acor-agmning plic inps. his is no h cas hr cas w ar inrsd in considring h impac o h plic inp on mploymn, and h dmand or laor w oain low implis ha h wag ra is indpndn o w ( M, g). In a modl wih ll-mploymn, howvr, w shold s p w ( M, g). 77

4 Eropan Jornal o ovrnmn and Economics 3() By comining qaions (2) and (3), w oain h proi ncion: w, (4) W assm ha all hosholds hav h sam prrncs or consmpion c across h draion and hs prrncs ar dscrid y a iliy ncion (c), which is incrasing in c. Each sa is poplad y hr yps o consmrs: a irm-ownr as wll as mployd and nmployd workrs, rspcivly. hs consmr yps ar dnod y h sprindics "", "" and "". h irm-ownr is ndowd wih a ixd acor o prodcion K, which h irmownr hirs o h irm in rrn or h irm s proi. His dg-consrain is dind y c, whr is a lmp-sm ax. Rgarding h ohr wo yps o consmrs, w mak a disincion wn h oal laor orc availal or working, M, and h nmr o hosholds ha civly ar mployd. Oviosly, ll mploymn is characrisd y M. h dg consrain or an mployd workr is c w, whr is a lmp-sm ax, whil h dg consrain acing an nmployd workr is givn y c, whr dnos a n o ax nmploymn ni. In a cnralisd conry, or h policy varials,,,, h govrnmn maximiss a iliarian wlar ncion W M k k k (5) sjc o h ollowing dg consrain: M 0 k k k k (6) In a siaion whr hr is no nmploymn, h irs-ordr condiions ar as ollows: OC : (7) OC : (8) : OC (9) OC : 0, (0) whr is h Lagrang mliplir associad wih h govrnmn s dg consrain. h irs wo qaions show h sandard rsl rom opimisaion wih lmp-sm axs and ransrs: h priva marginal iliy (o ach yp o consmr) ms qal o h social wlar cos o axaion, which hr is caprd y h Lagrang mliplir. Eqaion (9), in rn, is h sandard prodcion icincy condiion in h provision o plic inps. inally, (0) is h dg consrain o cnral govrnmn, whr h las rm o LH in (6) can droppd as hr is ll mploymn and M. L s now rn o h qilirim wih nmploymn. I is assmd ha h o xisnc o a minimm wag, w, which xcds h mark-claring wag, w, cras nmploymn so ha M. his modiicaion will hav an impac on h opimal provision o. In addiion, h irs-ordr condiion or h nmploymn ni ms also akn ino considraion. h irs-ordr condiions or and ar 78

5 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs OC : () OC :. (2) L s now modiy h modl o incld dirn irs o govrnmns. W assm ha h dral lvl is in charg o providing h nmploymn ni whil h sas provid h plic inps. 4 Boh lvls o govrnmn shar h ax on mployd workrs (wih h ax ras and chosn y h dral and sa govrnmns, rspcivly; ). h rvns collcd rom h ax on prois ar assignd in a proporion (which is xognosly drmind) o h sas ( 0 ), whil h ax ra is xclsivly dcidd y h dral govrnmn. In sch a ramwork, l s assm ha h sas hav as ash playrs, ha is, ach snaional govrnmn ignors h impac o is iscal dcisions on dral rvns. hror, h opimisaion prolm o solvd y h sas is: Max W s.. w M ( ) 0 o w, o w w, whr is a vrical lmp-sm rom h dral govrnmn o sas. h las inqaliy rrs o h disorion xising in h laor mark, which is h rason or nmploymn. h irs-ordr condiions or, and giv: OC OC (3) : (4) 0 : (5) OC : 0 (6) Osrv ha w, or lar s, din h irs-ordr condiion or o a ncion whras w also s h shor noaion or h sa govrnmn s dg consrain. Eqaion (4) ss p h sam rl or choosing h opimal ax ra on mployd workrs in a cnralisd conry as in a world wih wo irs o govrnmn. his is a dirc consqnc o sing lmp-sm axs. Evn in h prsnc o ax sharing wn dirn lvls o govrnmn, i hoshold havior is no acd y axs, hr is no scop or vrical ax xrnaliis. By conras, and laving asid h discssion on h opimal lvls o (s Marinz and anchz (200) or a graphical analysis and Marinz and jongrn (203) wih a similar modl o his on), l s gin y comparing h provision o h plic inp in a wo-ir plic scor (qaion (5)) wih h provision in a 4 his disriion o spnding rsponsailiis is no crcial or h rsls, which wold symmric wih an invrs vrical assignmn o plic xpndirs. Anyway, h schm w ollow hr is in lin wih h mainsram o hory o iscal dralism. 79

6 Eropan Jornal o ovrnmn and Economics 3() dirs rom is qivaln in (2), niary plic scor (2). h rm namly, ( ). As long as h dral govrnmn implmns a nonngaiv lmp-sm ax on mployd workrs, i ollows ha sinc h sas dcid ovr, his nds o rdc h ovr-provision ias ha h prsnc o nmploymn cras in h provision o plic inps. In ohr words, xprssion (5) is closr o (9) han qaion (2). 5 In his rgard, and conrary o h convnional viw in h lirar on vrical xrnaliis, w propos hr ha mor dralism may lad o mor prodcion icincy. o s his in an xrm cas, assm ha all rn axs accr o h sas ( ); h dral govrnmn nds o inancd y a ngaiv iscal gran (rom sas) and/or y charging a posiiv ax ra on workrs. his lar solion involvs an opimal rl or h provision o plic inps closr o h prodcion icincy condiion, minimising h dirnial c ha h prsnc o nmploymn cras in h discssion on opimaliy. Consqnly, h havior o dral govrnmn coms a crcial iss o drmin h c o nmploymn on h achivmn o h prodcion icincy condiion in h provision o plic inps. his is wha w sdy in h nx scion. h ailiy o h dral govrnmn o rplica h cnralisd ocom A common way o corrcing vrical (ax and xpndir) xrnaliis is o assm ha h dral govrnmn acs as a acklrg ladr vis-a-vis h lowr lvl govrnmns. In sch a conx, h sqnc o h gam is as ollows. irs, h dral govrnmn dcids on,, and, rsidally, on, whil aking ino considraion h sas' racions o changs in dral policy varials. cond, h sa govrnmns drmin and, raing as xognos all h dcision varials o h ppr-lvl o govrnmn. Dspi h ac ha h dral govrnmn is h irs-movr, w ar no hr sric sns in h prsnc o a pr acklrg ladr sinc i lacks nogh policy insrmns ha ar sragically complmnary (or ssi) o h insrmns o h ollowr(s). Undr h nw condiions, h opimisaion prolm acing h dral govrnmn can now sad as ollows: Max W w km k k ) s.. k k( ) k( M ) k 0 ( (7) (,,,, M, ) (8) (,,,, M, ) (9) w, o w w. 5 I is sraighorward o show ha wih ll mploymn no vrical (ax and xpndir) xrnaliis appar. 80

7 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs Exprssions (8) and (9) ar h sas' racion ncions. 6 As wrin aov, givn ha w hav s p lmp-sm axs on laor incom, hr is no scop or vrical ax xrnaliis. In ohr words, h changs in h dral ax ras do no ac h marginal cos o h plic nds prcivd y h sa govrnmns and, consqnly, h sa ax ras. hror, or solving h dral prolm, som inormaion on comparaiv saics o hs racion ncions is rqird. o do ha, w sar rom h irs-ordr condiions o sas (5) and (6). 7 Dirniaing h ncions and (and ignoring sprindx "" or sak o simpliciy in h noaion) prodcs: d d d d d 0 d d d d d 0 his wo-qaion sysm can xprssd sing a maricial orm as ollows (and ar solving or d and d ): d d rom (22), w can rriv: d d d d d d d d d d d d d d d (20) (2) (22) A ) (23) ( A ) (24) ( A ) (25) ( A ) (26) ( g g A ) (27) ( g g A ) (28) ( g g whr A is. Rrning o h dral govrnmn s prolm, i is clar ha is dg consrain can wrin as M. Plgging his ino h ojciv ncion (7), w oain h irs-ordr condiions or h policy varials o h dral govrnmn: 6 Boh qaions ar no ndamnally rdcd orms sinc ( w, ) ; h nx chnical dvlopmns ar, howvr, lly consisn wih h compl diniion o h ncions involvd. 7 h irs-ordr condiion (4) can ignord in his analysis. In a sns, his xprssion dos no admi any inlnc rom dral varials and, consqnly, i dos no mar a his poin. Anyway, xprssion (4) can asily insrd in (5) wiho modiying ssanially h analysis low. 8

8 Eropan Jornal o ovrnmn and Economics 3() OC( ) : ( ( ) ( ) ( OC( ) : ( ) ( OC( ) : ( ( ) ( ) ( ) ( M )( w ) ( ) ( ) ( M )( w ) ( M )( ) ( ) ( w ) ( ) ( ) 0 0 ) 0 ) ) ) (29a) (29) (29c) OC( ) : k k( ) k( M ) k 0 (29d) aking ino accon ha can rsidally oaind rom h aov or qaion-sysm, w simpliy (29a)-(29d), which givs s h ollowing rsls: 0 (30) (3), (32) whr w (, ), (23)-(25) and h corrsponding parial drivaivs o and (according o (5) and (6)) hav n sd. Wha is implicily salishd in (30)-(32) is h inailiy o dral govrnmn o ac sas' havior. On conclsion is ha h dral ax ra on mployd workrs,, has no c on h corrsponding sa ax ra, (qaion (30)), also non o h policy varials o h ppr lvl o govrnmn has any impac on h sa provision o plic inps. Indd, rom xprssions (23)-(25), i is clar ha 0, ha is, hr is no way hrogh which h dral govrnmn can modiy h provision o plic inps. h niq impac o h dral policy varials ( and on ) is rivial: an incras (dcras) in som o hm rdcs (incrass) h sa ax ra in a magnid givn y h nmr o mployd workrs. hror, h highs lvl o govrnmn is no al o rplica no only h irs-s ocom o (9) also h opimaliy rl or h provision o plic inps in a niary conry wih nmploymn. 8 w insrmns or h dral govrnmn: complmnary plic inps hings may dirn i h dral govrnmn is also in charg o providing a plic inp,, which is assmd o complmnary wih h sa plic inp (now dnod ). his modiicaion mans ha h modl coms mor ralisic in h sns ha dirn lvls o govrnmn ar now joinly involvd in inancing complmnary plic inrasrcr projcs. his modiicaion o h modl implis ha h prodcion, proi and laor dmand ncions ar modiid as ollows: 8 Anyway, w ms awar ha h irs-s vals or long as hy ar lmp-sm axs. and ar garand in ach scnario as 82

9 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs K,, K,, w,, (33) (34) w,, w. (35) As or, comining (34) and (35), h proi ncion can wrin as ollows: w,,. W k k M k, In a niary conry, h govrnmn maximiss sjc o k k k k km 0. In a siaion characrisd y ll mploymn ( M ), h opimal provision o plic inps is givn y h sandard prodcion icincy condiion:. By conras, whn nmploymn appars as a rsl o non mark-claring wag ra, h irs-ordr condiions w.r.. and ar, rspcivly: OC : OC : (37) I is sraighorward o show ha whn h govrnmn is concrnd wih h lvl o mploymn, i h c o, say, h sa plic inp on laor dmand is highr han h qivaln c y h dral plic inp ( ), hn h opimal amon o will xcd. In a dcnralisd nvironmn, in which oh h dral and h sa govrnmns hav as ash compiors, h irs-ordr condiions or and ar, rspcivly: OC : OC : (39) Comparing hs xprssions wih (36) and (37), i is clar ha oh yps o plic inps will ndrprovidd i govrnmns s posiiv ax ras on mployd workrs. Undr hs circmsancs, h lvls o and will low h opimal ons drivd rom a cnralisd sing. In ohr words, ach lvl o govrnmn dcids a lvl o plic inp wiho considring is impac on ohr jrisdicions. Consqnly, hr now xiss a dol vrical xpndir xrnaliy rom ach lvl o govrnmn o h ohr. h qsion now is whhr h dral govrnmn, having as acklrg ladr, is al o rplica h scond-s ocom. Rcall ha h answr o his qsion was "no" in a sing in which h dral insrmns wr,, and. Wih h dral govrnmn also providing a plic inp, is opimisaion prolm is now: (36) (38) 83

10 Eropan Jornal o ovrnmn and Economics 3() Max s.. W k k w km ( ) k k( ) k( M ) k k 0 (40) (,,,, M,, ) (4) (,,,, M,, ) (42) w,, o w w. o ha h sas' racion ncions (4) and (42) now incld a nw argmn: h dral plic inp. As or, w irs nd o know som comparaiv saics o hs ncions. Eqaions (23)-(28) ar sill valid in h nw conx -wih a sligh chang: h rm A ms ssid y A -(s low)- and w only hav o add h corrsponding rspons o and o h nw dral policy insrmn. Pariclarly, w can wri: d d d d A ) (43) ( A ), (44) ( whr A is. In his rgard, a signiican dirnc appars whn comparing hs nw rsls wih h prvios ons. Whil in cion 3 h dral govrnmn only had a vry limid (and rivial) impac on sa ax ra (rcall xprssions (30)-(32) and h ac ha 0 ), hings ar now qi dirn. Considr irs h d cas o ; ar som algra maniplaions i can sn ha h c o d changs in h dral plic inp on h sa provision o plic inps is givn y: d d / / 0. his mans ha an incras in h dral plic inp ncorags h provision o h sa plic inp. ha is, hr is an addiional channl hrogh which h dral govrnmn can ac sas' havior. In h cas o h sa ax ra, somhing similar happns: d d d d 0. B hr h c o dral plic inp on sa policy varial is no so clar. Indd, an incras in h dral plic inp may lad o ihr an incras or a dcras in h sa ax ra on mployd workrs. Anyway, i is worh noing ha again dral govrnmn may ac sas' havior, which was no possil ndr h prvios assmpions. ivn his, h irs-ordr condiion or h opimal provision o is as ollows: 84

11 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs OC : d d ( d d d d ). d d Ar som algra maniplaions, i can shown ha o rplica h sconds condiion (36) rqirs o hold: d d. I h individal iliy is assmd o linar ( ( c) c ), i is sraighorward o prov ha oh sids o xprssion (46) hav h sam sign. Hnc, o rplica h scond s ocom or h provision o plic inps is a ral possiiliy whn dral govrnmn can spnd mony in plic inps which ar complmnary o sa plic inps. Conclding rmarks Vrical xrnaliis sally involv challngs or icincy in dral conris. haring axs wn dirn lvls o govrnmn or h provision o crain plic xpndirs wih cs on ohr irs o govrnmn rvns imply dviaions rom h opimaliy rls, which wold oaind in a cnralisd world. Howvr, h prsnc o vrical (ax and xpndir) xrnaliis can disrgardd i lmp-sm axs ar sd. Indd, h ida o govrnmns acing iscal dcisions akn y ohrs rqirs disoring axs al o modiy hosholds' havior. All hs gnral samns hav o qaliid in h prsnc o nmploymn, and his has n wha w hav don in his papr. Pariclarly, w hav il a simpl modl wih lmp-sm axs and nmploymn in which h opimal rl or h provision o plic inps dpnds on whhr h srcr o h conry is dral or no. Indd, whil hr is no scop or vrical ax xrnaliis (h ac o sing lmp-sm axs hr is crcial), a dviaion rom h scond-s ocom aks plac whn sas ar in charg o h provision o prodciviy-nhancing plic acors and h dral govrnmn inancs nmploymn nis. W hav conirmd ha h opimaliy condiion or h provision o plic inps ms considr h impac o his yp o plic xpndir on mploymn and, consqnly, on plic spnding in nmploymn nis. As h prodcion icincy condiion or plic inps is no saisid vn in h cas o a cnralisd conry, w hav analysd wha wold occr whn sas having as ash playrs ak par in h gam. inc s-naional govrnmns do no ak ino accon h c o hir plic xpndirs on nmploymn nis, h ovr-provision o plic inps (compard o h irs-s cas wih ll mploymn) is lowr wih a dral srcr han in a niary conry. Whn w hav wondrd ao h capailiy o dral govrnmn o rplica h ocom o a niary conry, w hav assmd ha h ppr lvl o govrnmn havs as a acklrg ladr, considring h sas racion ncions. Undr sch a scnario, w hav concldd ha, nlik prvios paprs, dral govrnmn is no al o inrnalis h vrical xpndir xrnaliy. dral policy varials hav no impac on sas' dcision varials. In par, his is casd y sing lmp-sm axs; indd, disorionary axaion can ac agns' havior and his is h way hrogh which all h cs o plic inps can inrnalisd. By conras, whn h dral govrnmn is also in (45) (46) 85

12 Eropan Jornal o ovrnmn and Economics 3() charg o providing a plic inp which is complmnary o h sa plic inp, i is possil o rplica h scond-s ocom or h opimal provision o sch as plic inps. A nmr o isss aris or rhr rsarch. Asymmris a rgional lvl in h draion can akn ino considraion. ivn or dral dg consrain, h characrisaion o qiliria may hn involv ha no all h rsorcs collcd y h ppr lvl o govrnmn in a rgion ms spn in sch rriory; consqnly, som possiiliis or horizonal rdisriion aris and vn or xplici qalisaion schms. Also ndr his ramwork, in h prsnc o moil prodcion acors, phnomna o ax compiion may ak plac, wih h consqn cs on icincy and rgional laor marks. A hird avn or rhr rsarch cold asd on an alrnaiv way or inclding nmploymn in h modl. L hink s, or insanc, o a sysm o gnros nogh nmploymn nis and in which h workrs ak laor dcisions. As a policy implicaion w wold ndrlin how imporan h coordinaion o dirn lvls o govrnmn is o aain social wlar gains. Indd, h dsign o dral and sa iscal policis ms ak ino accon h magnid o hir cross cs on h ax rvns o ohr irs o govrnmn. Pariclarly, his is r in h cas o plic inrasrcr cas his yp o govrnmn xpndir is vry vlnral o plic spnding cs and is nis ar vry visil. Incrasing h coordinaion in h provision o plic ranspor inrasrcr (som roads may providd a h rgional lvl, whras railways may providd y h dral govrnmn) ranslas ino mor social wlar, par o which will in rms o mploymn. his wold spcially appropria in conris lik pain, whr h nmploymn ras hav rachd xraordinarily high vals in h armah o h ra Rcssion. his is spcially prinn in h conx o iscal asriy o many dvlopd conris in h armah o his rcssion. rowh-nhancing policis sch as hos rlad o plic inrasrcr projcs ar al o gnra posiiv iscal xrnaliis in h orm o rdcd plic spnding in nmploymn nis and incrasd ax rvns rom laor axaion. his is a valal ni ha shold no ndrsimad whn dsigning conomic policis. Rrncs Boadway, Roin and Jan-rançois rmlay (2006) A hory o iscal imalanc, inanzarchiv/plic inanc Analysis 62 (): -27. Dahly, Bv and Lonard. Wilson (2003) Vrical iscal xrnaliis in a draion, Jornal o Plic Economics 87(5/6): Kn, Michal (998) Vrical ax xrnaliis in h hory o iscal dralism, IM a Paprs 45 (3): Kosogiannis, Chrisos and Digo Marinz (2008) Ad valorm axs and h iscal gap in draions, Economics Lrs 99 (3): Marinz, Digo (2008) Opimal dral axs wih plic inps, inanzarchiv /Plic inanc Analysis 64(4): Marinz, Digo and A. Jsús anchz (200) A no on h opimal lvl o plic inps, ocial Choic and Wlar 34(3): Marinz, Digo and omas jongrn (203) Can laor mark imprcions cas ovrprovision o plic inps?, Jornal o Economic Rsarch, 8 (2): Ogawa, Hikar, Yashiro ao and oshiki amai (2006) A no on nmploymn and capial ax compiion, Jornal o Uran Economics 60(2):

13 Marinz and jögrn Vrical xrnaliis wih lmp-sm axs ao, Moohiro (2000) iscal xrnaliis and icin ransrs in a draion, Inrnaional ax and Plic inanc, 7:

Estimating Powers with Base Close to Unity and Large Exponents

Estimating Powers with Base Close to Unity and Large Exponents Divulgacions Mamáicas Vol. 3 No. 2005), pp. 2 34 Esimaing Powrs wih Bas Clos o Uniy and Larg Exponns Esimacón d Poncias con Bas Crcana a la Unidad y Grands Exponns Vio Lampr [email protected]) FGG,

More information

Many quantities are transduced in a displacement and then in an electric signal (pressure, temperature, acceleration). Prof. B.

Many quantities are transduced in a displacement and then in an electric signal (pressure, temperature, acceleration). Prof. B. Displacmn snsors Many quaniis ar ransducd in a displacmn and hn in an lcric signal (prssur, mpraur, acclraion). Poniomrs Poniomrs i p p i o i p A poniomr is basd on a sliding conac moving on a rsisor.

More information

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model Gn. Mah. Nos, Vol. 9, No. 2, Dcmbr, 23, pp. 4- ISSN 229-784; Copyrigh ICSRS Publicaion, 23 www.i-csrs.org Availabl fr onlin a hp://www.gman.in Numrical Algorihm for h Sochasic Prsn Valu of Aggrga Claims

More information

Term Structure of Interest Rates: The Theories

Term Structure of Interest Rates: The Theories Handou 03 Econ 333 Abdul Munasb Trm Srucur of Inrs Ras: Th Thors Trm Srucur Facs Lookng a Fgur, w obsrv wo rm srucur facs Fac : Inrs ras for dffrn maurs nd o mov oghr ovr m Fac : Ylds on shor-rm bond mor

More information

QUALITY OF DYING AND DEATH QUESTIONNAIRE FOR NURSES VERSION 3.2A

QUALITY OF DYING AND DEATH QUESTIONNAIRE FOR NURSES VERSION 3.2A UNIVERSITY OF WASHINGTON SCHOOL OF MEDICINE QUALITY OF DYING AND DEATH QUESTIONNAIRE FOR NURSES VERSION 3.2A Plas rurn your compld qusionnair in h nclosd nvlop o: [Rurn Addrss] RNID PID Copyrigh by h Univrsiy

More information

MULTINATIONAL FINANCE

MULTINATIONAL FINANCE MULTINATIONAL FINANCE Drminas and Forcasing o Excang Ras (Capr 2 & 4 Oulin o Lcur 1 Drminaion o xcang ras Floaing xcang ra sysm T Ass Mark Modl Pariy Condiions Purcasing Powr Pariy (PPP Inrnaional Fisr

More information

Adverse Selection and Moral Hazard in a Model With 2 States of the World

Adverse Selection and Moral Hazard in a Model With 2 States of the World Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

QUANTITATIVE METHODS CLASSES WEEK SEVEN QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.

More information

GENETIC ALGORITHMS IN SEASONAL DEMAND FORECASTING

GENETIC ALGORITHMS IN SEASONAL DEMAND FORECASTING forcasing, dmand, gnic algorihm Grzgorz Chodak*, Wiold Kwaśnicki* GENETIC ALGORITHMS IN SEASONAL DEMAND FORECASTING Th mhod of forcasing sasonal dmand applying gnic algorihm is prsnd. Spcific form of usd

More information

Question 3: How do you find the relative extrema of a function?

Question 3: How do you find the relative extrema of a function? ustion 3: How do you find th rlativ trma of a function? Th stratgy for tracking th sign of th drivativ is usful for mor than dtrmining whr a function is incrasing or dcrasing. It is also usful for locating

More information

Securitization of Motor Insurance Loss Rate Risks

Securitization of Motor Insurance Loss Rate Risks criizaion of Moor Insranc Loss Ra Risks aan Ba and Cangki Kim * Absrac W ry o ransfr loss ra risks in moor insranc o capial mark. W s ranc cniq o dg moor insranc risks. As an xampl, w focs on AXA and ir

More information

Development Strategy, Technology Choice and Inequality

Development Strategy, Technology Choice and Inequality Dvlopmn Sragy, Tchnology Choic and Inqualiy Absrac Jusin Yifu Lin China Cnr for Economic Rsarch, Ping Univrsiy [email protected] Binai Chn China Cnr for Economic Rsarch, Ping Univrsiy [email protected] This

More information

Parallel and Distributed Programming. Performance Metrics

Parallel and Distributed Programming. Performance Metrics Paralll and Distributd Programming Prformanc! wo main goals to b achivd with th dsign of aralll alications ar:! Prformanc: th caacity to rduc th tim to solv th roblm whn th comuting rsourcs incras;! Scalability:

More information

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book.

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book. Rsourc Allocation Abstract This is a small toy xampl which is wll-suitd as a first introduction to Cnts. Th CN modl is dscribd in grat dtail, xplaining th basic concpts of C-nts. Hnc, it can b rad by popl

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

Ref No: Version 5.1 Issued: September, 2013

Ref No: Version 5.1 Issued: September, 2013 Sv Goodridg 21 Casl Sr Edardson SA 5039 obil: 0405 111 646 [email protected] Adlaid SEO ~ Sv Goodridg Sarch Engin Succss R No: Vrsion 5.1 Issud: Spbr, 2013 Sv Goodridg ~ Adlaid SEO SEO-Packs.doc

More information

Transient Thermoelastic Behavior of Semi-infinite Cylinder by Using Marchi-Zgrablich and Fourier Transform Technique

Transient Thermoelastic Behavior of Semi-infinite Cylinder by Using Marchi-Zgrablich and Fourier Transform Technique Inrnaional Journal of Mahmaical Enginring and Scinc ISSN : 77-698 Volum 1 Issu 5 (May 01) hp://www.ijms.com/ hps://sis.googl.com/si/ijmsjournal/ Transin Thrmolasic Bhavior of Smi-infini Cylindr by Using

More information

A Note on Approximating. the Normal Distribution Function

A Note on Approximating. the Normal Distribution Function Applid Mathmatical Scincs, Vol, 00, no 9, 45-49 A Not on Approimating th Normal Distribution Function K M Aludaat and M T Alodat Dpartmnt of Statistics Yarmouk Univrsity, Jordan Aludaatkm@hotmailcom and

More information

The Sensitivity of Beta to the Time Horizon when Log Prices follow an Ornstein- Uhlenbeck Process

The Sensitivity of Beta to the Time Horizon when Log Prices follow an Ornstein- Uhlenbeck Process T Snsiiviy of Ba o Tim Horizon wn Log Prics follow an Ornsin- Ulnbck Procss Oc 8, 00) KiHoon Jimmy Hong Dparmn of Economics, Cambridg Univrsiy Ocobr 4, 00 Sv Sacll Triniy Collg, Cambridg Univrsiy Prsnaion

More information

Brussels, February 28th, 2013 WHAT IS

Brussels, February 28th, 2013 WHAT IS Brussls, Fbruary 28h, 2013 WHAT IS 1 OPEN SOURCE 2 CLOUD 3 SERVICES 4 BROKER 5 INTERMEDIATION AGGREGATION ARBITRAGE Cloud Srvics Brokr provids a singl consisn inrfac o mulipl diffring providrs, whhr h

More information

BIS Working Papers. Why does financial sector growth crowd out real economic growth? No 490. Monetary and Economic Department

BIS Working Papers. Why does financial sector growth crowd out real economic growth? No 490. Monetary and Economic Department BIS Working Pprs No 490 Why dos inncil scor growh crowd ou rl conomic growh? y Sphn G Ccchi nd Eniss Khrroui Monry nd Economic Dprmn Frury 05 JEL clssiicion: D9, E, E44, O4 Kywords: Growh, inncil dvlopmn,

More information

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS 25 Vol. 3 () January-March, pp.37-5/tripathi EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS *Shilpa Tripathi Dpartmnt of Chmical Enginring, Indor Institut

More information

CEO Björn Ivroth. Oslo, 29 April 2015. Q1 2015 Presentation

CEO Björn Ivroth. Oslo, 29 April 2015. Q1 2015 Presentation CEO Björ Ivroh Oslo, 29 April 2015 2015 Prsaio Par I `15 Rpor o Highlighs o Group o Sgms o Fiac Par II Mark oulook Summary Appdix 2015 prsaio 2 Highlighs Lyg Bidco AS has acquird 88 % of h shars o No icludig

More information

You can recycle all your cans, plastics, paper, cardboard, garden waste and food waste at home.

You can recycle all your cans, plastics, paper, cardboard, garden waste and food waste at home. Your 4 bin srvic You can rcycl all your cans, plasics, papr, cardboard, gardn was and food was a hom. This guid conains imporan informaion abou wha can b rcycld in your bins. Plas ak a momn o rad i. for

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

IMES DISCUSSION PAPER SERIES

IMES DISCUSSION PAPER SERIES IMES DISCUSSIN PAPER SERIES Th Choic of Invoic Currncy in Intrnational Trad: Implications for th Intrnationalization of th Yn Hiroyuki I, Akira TANI, and Toyoichirou SHIRTA Discussion Papr No. 003-E-13

More information

SIF 8035 Informasjonssystemer Våren 2001

SIF 8035 Informasjonssystemer Våren 2001 SIF 8035 Iformasjossysmr Vår 2001 Øvig 6 SAP Løsigsforslag Cas scripio Th compay IDES AG is a Grma-bas car proucr, which buys car pars (bumprs) from BMW a Volkswag. Th compay is maag from Hamburg, hough

More information

Estimating Private Equity Returns from Limited Partner Cash Flows

Estimating Private Equity Returns from Limited Partner Cash Flows Esimaing Priva Equiy Rurns from Limid Parnr Cash Flows Andrw Ang, Bingxu Chn, William N. Gozmann, and Ludovic Phalippou* Novmbr 25, 2013 W inroduc a mhodology o sima h hisorical im sris of rurns o invsmn

More information

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers)

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers) Intrmdiat Macroconomic Thory / Macroconomic Analysis (ECON 3560/5040) Final Exam (Answrs) Part A (5 points) Stat whthr you think ach of th following qustions is tru (T), fals (F), or uncrtain (U) and brifly

More information

SPECIAL VOWEL SOUNDS

SPECIAL VOWEL SOUNDS SPECIAL VOWEL SOUNDS Plas consult th appropriat supplmnt for th corrsponding computr softwar lsson. Rfr to th 42 Sounds Postr for ach of th Spcial Vowl Sounds. TEACHER INFORMATION: Spcial Vowl Sounds (SVS)

More information

Rural and Remote Broadband Access: Issues and Solutions in Australia

Rural and Remote Broadband Access: Issues and Solutions in Australia Rural and Rmot Broadband Accss: Issus and Solutions in Australia Dr Tony Warrn Group Managr Rgulatory Stratgy Tlstra Corp Pag 1 Tlstra in confidnc Ovrviw Australia s gographical siz and population dnsity

More information

Option Pricing with Constant & Time Varying Volatility

Option Pricing with Constant & Time Varying Volatility Opion Pricing wih Consan & im arying olailiy Willi mmlr Cnr for Empirical Macroconomics Bilfld Grmany; h Brnard chwarz Cnr for Economic Policy Analysis Nw York NY UA and Economics Dparmn h Nw chool for

More information

CONTINUOUS TIME KALMAN FILTER MODELS FOR THE VALUATION OF COMMODITY FUTURES AND OPTIONS

CONTINUOUS TIME KALMAN FILTER MODELS FOR THE VALUATION OF COMMODITY FUTURES AND OPTIONS CONTINUOUS TIME KALMAN FILTER MODELS FOR THE VALUATION OF COMMODITY FUTURES AND OPTIONS ANDRÉS GARCÍA MIRANTES DOCTORAL THESIS PhD IN QUANTITATIVE FINANCE AND BANKING UNIVERSIDAD DE CASTILLA-LA MANCHA

More information

Exotic Options Pricing under Stochastic Volatility

Exotic Options Pricing under Stochastic Volatility Exoic Opion Pricing undr Sochaic olailiy Nabil AHANI Prliminary draf April 9h Do no quo Conac informaion: Nabil ahani HEC Monréal Canada Rarch Chair in Rik Managmn 3 Chmin d la Cô-Sain-Cahrin Monral Qubc

More information

International Capital Flows and U.S. Interest Rates

International Capital Flows and U.S. Interest Rates IIIS Discussion Papr No.3/Dcmbr 2005 Inrnaional Capial Flows and U.S. Inrs Ras Francis E. Warnock Global Economis and Marks Group Dardn Businss School Univrsiy of Virginia Vronica C. Warnock Dparmn of

More information

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange Lctur 6: Th Forign xchang Markt xchang Rats in th long run CON 34 Mony and Banking Profssor Yamin Ahmad xchang Rats in th Short Run Intrst Parity Big Concpts Long run: Law of on pric Purchasing Powr Parity

More information

Economics Honors Exam 2008 Solutions Question 5

Economics Honors Exam 2008 Solutions Question 5 Economics Honors Exam 2008 Soluions Quesion 5 (a) (2 poins) Oupu can be decomposed as Y = C + I + G. And we can solve for i by subsiuing in equaions given in he quesion, Y = C + I + G = c 0 + c Y D + I

More information

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13)

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13) con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc

More information

NBER WORKING PAPER SERIES INTERNATIONAL CAPITAL FLOWS AND U.S. INTEREST RATES. Francis E. Warnock Veronica Cacdac Warnock

NBER WORKING PAPER SERIES INTERNATIONAL CAPITAL FLOWS AND U.S. INTEREST RATES. Francis E. Warnock Veronica Cacdac Warnock NBER WORKING PAPER SERIES INTERNATIONAL CAPITAL FLOWS AND U.S. INTEREST RATES Francis E. Warnock Vronica Cacdac Warnock Working Papr 2560 hp://www.nbr.org/paprs/w2560 NATIONAL BUREAU OF ECONOMIC RESEARCH

More information

Theoretical aspects of investment demand for gold

Theoretical aspects of investment demand for gold Victor Sazonov (Russia), Dmitry Nikolav (Russia) Thortical aspcts of invstmnt dmand for gold Abstract Th main objctiv of this articl is construction of a thortical modl of invstmnt in gold. Our modl is

More information

EXTRACTION OF FINANCIAL MARKET EXPECTATIONS ABOUT INFLATION AND INTEREST RATES FROM A LIQUID MARKET. Documentos de Trabajo N.

EXTRACTION OF FINANCIAL MARKET EXPECTATIONS ABOUT INFLATION AND INTEREST RATES FROM A LIQUID MARKET. Documentos de Trabajo N. ETRCTION OF FINNCIL MRKET EPECTTIONS OUT INFLTION ND INTEREST RTES FROM LIQUID MRKET 2009 Ricardo Gimno and José Manul Marqués Documnos d Trabajo N.º 0906 ETRCTION OF FINNCIL MRKET EPECTTIONS OUT INFLTION

More information

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele c rkley xtnsion yor st w rkly c rkley xtnsion st with rkly c rkley xtn Crtificat yor Program st in with rkly c rk xtnsion yor st with rkl c rkley xtnsion yor st w rkly Financial c Planning rkley xtnsion

More information

WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769

WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769 08-16-85 WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769 Summary of Dutis : Dtrmins City accptanc of workrs' compnsation cass for injurd mploys; authorizs appropriat tratmnt

More information

Fraud, Investments and Liability Regimes in Payment. Platforms

Fraud, Investments and Liability Regimes in Payment. Platforms Fraud, Invstmnts and Liability Rgims in Paymnt Platforms Anna Crti and Mariann Vrdir y ptmbr 25, 2011 Abstract In this papr, w discuss how fraud liability rgims impact th pric structur that is chosn by

More information

Category 7: Employee Commuting

Category 7: Employee Commuting 7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil

More information

Financial Mathematics

Financial Mathematics Financial Mathatics A ractical Guid for Actuaris and othr Businss rofssionals B Chris Ruckan, FSA & Jo Francis, FSA, CFA ublishd b B rofssional Education Solutions to practic qustions Chaptr 7 Solution

More information

Removal of Cu(II) from Water by Adsorption on Chicken Eggshell

Removal of Cu(II) from Water by Adsorption on Chicken Eggshell Inrnaional Journal of Enginring & Tchnology IJET-IJENS Vol:3 No: 4 Rmoval of u(ii) from War by Adsorpion on hickn Eggshll Nurul Aimi bini Rohaizar*, Norhafizah bini Abd. Hadi*, Wong h Sin* Absrac Th us

More information

Unit 2. Unit 2: Rhythms in Mexican Music. Find Our Second Neighborhood (5 minutes) Preparation

Unit 2. Unit 2: Rhythms in Mexican Music. Find Our Second Neighborhood (5 minutes) Preparation Uni 2 Prparaion Uni 2: Rhyhms in Mxican Music Find Our Scond Nighborhood (5 minus) Th Conducor now aks us on a journy from Morningsid Highs, Manhaan, o Eas Harlm, Manhaan, o m our nx singr, Clso. Hav sudns

More information

New Basis Functions. Section 8. Complex Fourier Series

New Basis Functions. Section 8. Complex Fourier Series Nw Basis Functions Sction 8 Complx Fourir Sris Th complx Fourir sris is prsntd first with priod 2, thn with gnral priod. Th connction with th ral-valud Fourir sris is xplaind and formula ar givn for convrting

More information

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct Air Handling Systms Enginring & chnical Bulltin 81-1-ISD Economic Considrations of Hat ransfr on Sht Mtal Duct Othr bulltins hav dmonstratd th nd to add insulation to cooling/hating ducts in ordr to achiv

More information

Dept. of Heating, Ventilation and Air-Conditioning. Zentralschweizerisches Technikum Luzern Ingenieurschule HTL

Dept. of Heating, Ventilation and Air-Conditioning. Zentralschweizerisches Technikum Luzern Ingenieurschule HTL Znralshwizrishs Thnikum Luzrn Ingniurshul HTL Dp. o Haing, Vnilaion Elkrohnik - Mashinnhnik - Hizungs-, Lüungs-, Klimahnik - Arhikur - Bauingniurwsn Dvlopd in h proj Low Tmpraur Low Cos Ha Pump Haing Sysm

More information

(Analytic Formula for the European Normal Black Scholes Formula)

(Analytic Formula for the European Normal Black Scholes Formula) (Analytic Formula for th Europan Normal Black Schols Formula) by Kazuhiro Iwasawa Dcmbr 2, 2001 In this short summary papr, a brif summary of Black Schols typ formula for Normal modl will b givn. Usually

More information

MTBF: Understanding Its Role in Reliability

MTBF: Understanding Its Role in Reliability Modul MTBF: Undrsanding Is Rol in Rliabiliy By David C. Wilson Foundr / CEO March 4, Wilson Consuling Srvics, LLC [email protected] www.wilsonconsulingsrvics.n Wilson Consuling Srvics, LLC Pag

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:

More information

Technological Entrepreneurship : Modeling and Forecasting the Diffusion of Innovation in LCD Monitor Industry

Technological Entrepreneurship : Modeling and Forecasting the Diffusion of Innovation in LCD Monitor Industry 0 Inrnaional Confrnc on Economics and Financ Rsarch IPEDR vol.4 (0 (0 IACSIT Prss, Singaor Tchnological Enrrnurshi : Modling and Forcasing h Diffusion of Innovaion in LCD Monior Indusry Li-Ming Chuang,

More information

RELATION BETWEEN STATIC STIFFNESS AND FREQUENCY RESPONSE FUNCTION : APPLICATION TO THE HIGH SPEED MACHINE-TOOL

RELATION BETWEEN STATIC STIFFNESS AND FREQUENCY RESPONSE FUNCTION : APPLICATION TO THE HIGH SPEED MACHINE-TOOL RELATION BETWEEN STATIC STIFFNESS AND FREQUENCY RESPONSE FUNCTION : APPLICATION TO THE HIGH SPEED MACHINE-TOOL L. Hzé *, P. Ray *, G. Gog *, C. Barra **, O. Vida ** * Laboraoir d Rchrchs Appicaions n Mécani

More information

IT Update - August 2006

IT Update - August 2006 IT Nws Saus: No Aciv Til: Da: 7726 Summay (Opional): Body: Wlcom Back! Offic of Infomaion Tchnology Upda: IT Upda - Augus 26 Rob K. Blchman, Ph.D. Associa Dico, Offic of Infomaion Tchnology Whil You W

More information

est with berkeley / uc berkeley exte xtension / be your best with berkel

est with berkeley / uc berkeley exte xtension / be your best with berkel c rkley xtnsion yor st rkly c rkley xtnsion st with rkly c rkley xt Post-Baccalarat yor st Program with for rkly c rk xtnsion yor st with rkl c rkley xtnsion yor st rkly Consling c rkley and xtnsion st

More information

Economic Insecurity, Individual Behavior and Social Policy

Economic Insecurity, Individual Behavior and Social Policy Economic Inscurity, Individual Bhavior and Social Policy By Indrmit S. Gill [email protected] and Nadm Ilahi [email protected] Th World Bank Washington, DC 20433 First Draft: March 27, 2000 Papr writtn

More information

Gold versus stock investment: An econometric analysis

Gold versus stock investment: An econometric analysis Intrnational Journal of Dvlopmnt and Sustainability Onlin ISSN: 268-8662 www.isdsnt.com/ijds Volum Numbr, Jun 202, Pag -7 ISDS Articl ID: IJDS20300 Gold vrsus stock invstmnt: An conomtric analysis Martin

More information

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13 Lctur nots: 160B rvisd 9/28/06 Lctur 1: xchang Rats and th Forign xchang Markt FT chaptr 13 Topics: xchang Rats Forign xchang markt Asst approach to xchang rats Intrst Rat Parity Conditions 1) Dfinitions

More information

Natural Gas & Electricity Prices

Natural Gas & Electricity Prices Click to dit Mastr titl styl Click to dit Mastr txt styls Scond lvl Third lvl Natural Gas & Elctricity Prics Fourth lvl» Fifth lvl Glnn S. Pool Manufacturing Support Mgr. Enrgy April 4, 2013 Click Vrso

More information

Performance Evaluation

Performance Evaluation Prformanc Evaluation ( ) Contnts lists availabl at ScincDirct Prformanc Evaluation journal hompag: www.lsvir.com/locat/pva Modling Bay-lik rputation systms: Analysis, charactrization and insuranc mchanism

More information

Keywords Cloud Computing, Service level agreement, cloud provider, business level policies, performance objectives.

Keywords Cloud Computing, Service level agreement, cloud provider, business level policies, performance objectives. Volum 3, Issu 6, Jun 2013 ISSN: 2277 128X Intrnational Journal of Advancd Rsarch in Computr Scinc and Softwar Enginring Rsarch Papr Availabl onlin at: wwwijarcsscom Dynamic Ranking and Slction of Cloud

More information

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman Cloud and Big Data Summr Scool, Stockolm, Aug., 2015 Jffry D. Ullman Givn a st of points, wit a notion of distanc btwn points, group t points into som numbr of clustrs, so tat mmbrs of a clustr ar clos

More information

ME 612 Metal Forming and Theory of Plasticity. 6. Strain

ME 612 Metal Forming and Theory of Plasticity. 6. Strain Mtal Forming and Thory of Plasticity -mail: [email protected] Makin Mühndisliği Bölümü Gbz Yüksk Tknoloji Enstitüsü 6.1. Uniaxial Strain Figur 6.1 Dfinition of th uniaxial strain (a) Tnsil and (b) Comprssiv.

More information

www.akcp.com Virtual Sensors

www.akcp.com Virtual Sensors www.akcp.cm Irduci: Virual Ssrs Virual ssrs ca b a vry pwrful l i yur mirig sysm. O h scuriyprb yu ca hav up 80 f hs virual ssrs ad hy allw fr a muliud f applicais. Igrai wih MODBUS wrks wih h scuriyprb

More information

Electronic Commerce. and. Competitive First-Degree Price Discrimination

Electronic Commerce. and. Competitive First-Degree Price Discrimination Elctronic Commrc and Comptitiv First-Dgr Pric Discrimination David Ulph* and Nir Vulkan ** Fbruary 000 * ESRC Cntr for Economic arning and Social Evolution (ESE), Dpartmnt of Economics, Univrsity Collg

More information

Traffic Flow Analysis (2)

Traffic Flow Analysis (2) Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,

More information

Chad Saunders 1, Richard E Scott 2

Chad Saunders 1, Richard E Scott 2 Chad Sauds 1, Richad E Sco 2 1 Haskay School of Busiss. 2 Dpam of Commuiy Halh Scics ad Family Mdici / Dico, Offic of Global -Halh Sagy. Uivsiy of Calgay, Calgay, Alba, Caada Md--Tl 2013 Luxmboug, G. D.

More information

Can Nuclear Power Supply Clean Energy in the Long Run? A Model with Endogenous Substitution of Resources

Can Nuclear Power Supply Clean Energy in the Long Run? A Model with Endogenous Substitution of Resources Can Nclear Power Spply Clean Energy in he ong Rn? A Model wih Endogenos Sbsiion of Resorces by Ujjayan Chakravory, Berrand Magné and Michel Moreax 1 Absrac This paper models nclear energy by developing

More information

A Theoretical Model of Public Response to the Homeland Security Advisory System

A Theoretical Model of Public Response to the Homeland Security Advisory System A Thortical Modl of Public Rspons to th Homland Scurity Advisory Systm Amy (Wnxuan) Ding Dpartmnt of Information and Dcision Scincs Univrsity of Illinois Chicago, IL 60607 wxding@uicdu Using a diffrntial

More information

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W Cllo Tchnology LG has introducd th NON 2, with nwly dvlopd Cllo Tchnology which improvs prformanc and rliability. Up to 320W 300W Cllo Tchnology Cll Connction Elctrically Low Loss Low Strss Optical Absorption

More information

Taxes and the present value assessment of economic losses in personal injury litigation: Comment 1

Taxes and the present value assessment of economic losses in personal injury litigation: Comment 1 Taxs and h prsn valu assssmn of conomc losss n prsonal njury lgaon: Commn 1 Sco Glbr Economcs Dparmn Souhrn Illnos Unvrsy Carbondal Carbondal, IL 62901 -mal: [email protected], offc phon: (618) 453-5095 cll

More information

Authenticated Encryption. Jeremy, Paul, Ken, and Mike

Authenticated Encryption. Jeremy, Paul, Ken, and Mike uthntcatd Encrypton Jrmy Paul Kn and M Objctvs Examn thr mthods of authntcatd ncrypton and dtrmn th bst soluton consdrng prformanc and scurty Basc Componnts Mssag uthntcaton Cod + Symmtrc Encrypton Both

More information

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME!

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME! union scholars YOU CAN CHANGE THE WORLD... program AND EARN MONEY FOR COLLEGE AT THE SAME TIME! AFSCME Unitd Ngro Collg Fund Harvard Univrsity Labor and Worklif Program APPLICATION DEADLINE: FEBRUARY 28

More information

X-CAPM: An Extrapolative Capital Asset Pricing Model

X-CAPM: An Extrapolative Capital Asset Pricing Model X-CAPM: An Exapolaiv Capial Ass Picing Modl Nicholas Babis*, Robin Gnwood**, Lawnc Jin*, and Andi Shlif** *Yal Univsiy and **Havad Univsiy Absac Suvy vidnc suggss ha many invsos fom blifs abou fuu sock

More information

Basis risk. When speaking about forward or futures contracts, basis risk is the market

Basis risk. When speaking about forward or futures contracts, basis risk is the market Basis risk Whn spaking about forward or futurs contracts, basis risk is th markt risk mismatch btwn a position in th spot asst and th corrsponding futurs contract. Mor broadly spaking, basis risk (also

More information

The Constrained Ski-Rental Problem and its Application to Online Cloud Cost Optimization

The Constrained Ski-Rental Problem and its Application to Online Cloud Cost Optimization 3 Procdings IEEE INFOCOM Th Constraind Ski-Rntal Problm and its Application to Onlin Cloud Cost Optimization Ali Khanafr, Murali Kodialam, and Krishna P. N. Puttaswam Coordinatd Scinc Laborator, Univrsit

More information

Lecture 3: Diffusion: Fick s first law

Lecture 3: Diffusion: Fick s first law Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th

More information

Abstract. Introduction. Statistical Approach for Analyzing Cell Phone Handoff Behavior. Volume 3, Issue 1, 2009

Abstract. Introduction. Statistical Approach for Analyzing Cell Phone Handoff Behavior. Volume 3, Issue 1, 2009 Volum 3, Issu 1, 29 Statistical Approach for Analyzing Cll Phon Handoff Bhavior Shalini Saxna, Florida Atlantic Univrsity, Boca Raton, FL, [email protected] Sad A. Rajput, Farquhar Collg of Arts

More information

Logo Design/Development 1-on-1

Logo Design/Development 1-on-1 Logo Dsign/Dvlopmnt 1-on-1 If your company is looking to mak an imprssion and grow in th marktplac, you ll nd a logo. Fortunatly, a good graphic dsignr can crat on for you. Whil th pric tags for thos famous

More information

World Class Payments in the UK Enhancing the payments experience

World Class Payments in the UK Enhancing the payments experience World Class Paymns in h UK Enhancing h paymns xprinc An Iniial Rpor Augus 2015 UK cusomrs, businsss and hos in h public scor hav old us wha hy wan from h paymns of omorrow. W ar conidn of h dircion ha

More information

Oakland Accelerated College Experience 2014-2015

Oakland Accelerated College Experience 2014-2015 Oklnd Accld Cllg Exinc 2014-2015 Oklnd ACE Sdn Alicin nd Inin Ls N Fis N Middl n iniil H Addss Ci Zi Cd Bs Eil Addss Bs Phn Nb Cll Alniv Nb Cll Cll H Cll H D Bih (/dd/) Ening Gd s 09/2014 Ovll Cliv GPA/4.0

More information

STATEMENT OF INSOLVENCY PRACTICE 3.2

STATEMENT OF INSOLVENCY PRACTICE 3.2 STATEMENT OF INSOLVENCY PRACTICE 3.2 COMPANY VOLUNTARY ARRANGEMENTS INTRODUCTION 1 A Company Voluntary Arrangmnt (CVA) is a statutory contract twn a company and its crditors undr which an insolvncy practitionr

More information

SOLUTIONS TO CONCEPTS CHAPTER 19

SOLUTIONS TO CONCEPTS CHAPTER 19 SOLUTIONS TO CONCEPTS CHAPTER 9. Th isal angls mad by th tr with th ys can b calclatd b blow. Hight o th tr AB 2 = A.4 Distanc rom th y OB 5 similarly, B = 2.5 / 8 =.25 C =.8 / 7 =.257 D = 2.8 / =.28 Sinc,

More information

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST: .4 Eponntial Functions: Diffrntiation an Intgration TOOTLIFTST: Eponntial functions ar of th form f ( ) Ab. W will, in this sction, look at a spcific typ of ponntial function whr th bas, b, is.78.... This

More information

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power

5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power Prim numbrs W giv spcial nams to numbrs dpnding on how many factors thy hav. A prim numbr has xactly two factors: itslf and 1. A composit numbr has mor than two factors. 1 is a spcial numbr nithr prim

More information

Rapid Estimation of Water Flooding Performance and Optimization in EOR by Using Capacitance Resistive Model

Rapid Estimation of Water Flooding Performance and Optimization in EOR by Using Capacitance Resistive Model Iranian Journal of Chmical Enginring Vol. 9, No. 4 (Auumn), 22, IAChE Rapid Esimaion of War Flooding Prformanc and Opimizaion in EOR by Using Capacianc Rsisiv Modl A.R. Basami, M. Dlshad 2, P. Pourafshary

More information

ISSeG EGEE07 Poster Ideas for Edinburgh Brainstorming

ISSeG EGEE07 Poster Ideas for Edinburgh Brainstorming SSG EGEE07 Pos das fo Edinbugh Bainsoming 3xposs, plus hoizonal and vical banns (A0=841mm x 1189mm) Why SSG: anion gabbing: hadlins/shock phoos/damaic ycaching imag Wha is SSG: pojc ovviw: SSG ino, diffnc

More information

MAXIMAL CHAINS IN THE TURING DEGREES

MAXIMAL CHAINS IN THE TURING DEGREES MAXIMAL CHAINS IN THE TURING DEGREES C. T. CHONG AND LIANG YU Abstract. W study th problm of xistnc of maximal chains in th Turing dgrs. W show that:. ZF + DC+ Thr xists no maximal chain in th Turing dgrs

More information

TELL YOUR STORY WITH MYNEWSDESK The world's leading all-in-one brand newsroom and multimedia PR platform

TELL YOUR STORY WITH MYNEWSDESK The world's leading all-in-one brand newsroom and multimedia PR platform TELL YOUR STORY WITH MYNEWSDESK Th world's lading all-in-on brand nwsroom and multimdia PR platform SO WHAT'S THE STORY WITH MYNEWSDESK? Th world s lading all-in-on nwsroom and digital PR platform. Usd

More information

CHAPTER 4c. ROOTS OF EQUATIONS

CHAPTER 4c. ROOTS OF EQUATIONS CHAPTER c. ROOTS OF EQUATIONS A. J. Clark School o Enginring Dpartmnt o Civil and Environmntal Enginring by Dr. Ibrahim A. Aakka Spring 00 ENCE 03 - Computation Mthod in Civil Enginring II Dpartmnt o Civil

More information