The Sao Paulo Stock Exchange and the Economic Stabilization

Size: px
Start display at page:

Download "The Sao Paulo Stock Exchange and the Economic Stabilization"

Transcription

1 The Sao Paulo Sock Exchange and he Economc Sablzaon Track: Fnance Key Words: Economc Sablzaon, Sock Exchange Auhor: Wllam Ed Junor Full Professor Fnance Deparmen FGV/EAESP Escola de Admnsração de Empresas de São Paulo (The Sao Paulo Managemen School) Fundação Geúlo Vargas Av. Nove de Julho 2029 São Paulo SP E-mal: Phone: Fax: Elecronc copy avalable a: hp://ssrn.com/absrac=435325

2 The Sao Paulo Sock Exchange and he Economc Sablzaon Absrac: The nflaonary sablzaon recenly observed n Brazl brngs a lo of changes n all aspecs of he counry s economc lfe. In hs work we look a he mpacs on he sock marke, specfcally a Bovespa he São Paulo Sock Exchange. We analyze he leadng varables and sascs ha descrbe Bovespa s behavor, such as volaly and sysemac rsk, comparng he four years precedng and he four years afer 994, when he Real Plan was mplemened. In order o elmnae exogenous nfluences, we use conrol seres made wh nernaonal Sock Exchanges Indexes. The resuls show ha afer 994 here was reduced volaly, ncreased rade volume, reduced effcency of he Bovespa Index and no changes n sysemac rsk. Key Words: Economc Sablzaon, Sock Exchange - Objecves The cenral purpose of hs paper s o analyze he mpacs of he nflaonary sablzaon brough abou afer he nroducon of he Real Plan on Bovespa s markes. Aspecs such as volaly, reurn probably dsrbuon, rade volume, volume per rade, marke effcency and sysemac rsk are a he paper s core. The paper s organzed no fve secons. Ths, he frs one, deals wh he paper s objecves and organzaon. The second secon nroduces he paper s hypoheses, he hrh deals wh he mehodology and daa employed, he forh presen he resuls found, and he ffh nroduces conclusons. 2 - Hypoheses In order o develop he sudy, he followng hypoheses were formulaed and subsequenly esed: H: A drop occurred n asses volaly levels. H2: Changes ook place as regards he dsrbuon of reurn on asses probables. Dsrbuons became closer o normal dsrbuon. H3: There were changes o daly raded volumes and average volume per deal. H3a: Daly raded volumes ncreased. H3b: Average volume per deal dropped. H4: Ibovespa s heorecal porfolo became more effcen as compared o a hypohecal nernaonal porfolo. H5: Asses sysemac rsk dropped afer he sablzaon. 3 Mehodology and daa The purpose of hs sudy s o analyze he effecs of he nflaonary sablzaon promoed by he Real Plan on he behavor of sock exchange radng. In order o do so, we wll analyze he behavor of Ibovespa Bovespa Index n wo perods: n he four years pror o June 30 h, 994, and he four years subsequen o ha dae. In a sudy such as hs, he consrucon of conrol seres s requred so as o enable operang wh he spread beween he analyzed varable and he conrol seres, n such a manner as o perm checkng wheher he analyzed effec akes place n he analyzed marke alone or wheher s a global effec. One of he conrol seres used n hs sudy, and labeled Lan Amercan (LA) seres, s based on he followng Lan Amercan sock exchange raes: Buenos Ares (MERVAL), Sanago de Chle (IPSA) and Mexco Cy (IPYP). Anoher seres, labeled Cenral Markes (CM) wll comprse he raes for he sock exchanges a New York (S&P500), Tokyo (NIKKEY225), Frankfur (DAX), Pars (CAC40) and London (FTSE). Ths wll provde us wh seres wh whch o analyze he reurn and volaly n boh cenral markes (CM) and Lan Amercan ones (LA). These seres wll be bul by weghng each rae wh he relave GDP of each counry n 997, as descrbed below: Conrol seres reurn = r p w p = = GDP daly dáro a counry p' s p m = GDP p DGDP = Counry p' m s Gross r p p= sock exchange on dae Domesc Produc n 997 m = number of counres comprsng he conrol seres All seres, ncludng Ibovespa s, have been adjused o he U.S. Dollar (US$) foregn exchange rae. Wh he Brazlan and conrol seres, furher seres can be bul o ndcae he spread beween he varaon n he Brazlan marke and oher markes. Ths wll gve us he excess changes n he Brazlan marke as compared o oher markes for each of he 2. w p Elecronc copy avalable a: hp://ssrn.com/absrac=435325

3 characerscs addressed. Where hese excesses are sgnfcanly over zero, we wll have an ndcaon of he effecs of sablzaon. In some analyses, he enre egh-year perod wll be dvded no one-year perods o enable denfcaon of changes n he behavor of he several ndcaors over me. In all analyses, excep he ones ha deal wh rade volume, he fgures n pon wll be compued for Ibovespa and he conrol seres. Subsequenly, we wll compue he fgures referred o heren as excesses by subracng from he conrol seres he fgures obaned from he sample asses. The aspecs o be addressed are: 3. Volaly: Two volaly seres wll be bul and esmaed n wo dsnc ways: a) hsorc volaly as descrbed n Hull (998), usng a 2-day wndow: n = 2 observaons P r daly reurn = = ln P r =. r n ( r r ) = n+ σ annualzed = 25. n 25 = number of busness days n one year = n+ P = asse closng prce on dae and b) condonal volaly hrough a Garch-class model as descrbed n Mlls (994). Average and volaly of he excess reurn volaly (reurn on he asse mnus reurn on conrol seres) wll be compued and compared for he perods pror and subsequen o he Real Plan hrough varance comparson F-ess, average volaly dsrbuon comparson -ess, and he spread beween he average of wo dsrbuons, a a 5% sgnfcance level. One-year sub-perods wll also be analyzed. Daly reurns: also as descrbed n Hull (998), compued on ongong bases. 3.2 Daly Traded Fnancal Volume: Averages before and afer he Real Plan wll be compared, as well as he evoluon n sub-perods, hrough -ess o compare average volaly dsrbuons, and hrough he dfference beween he average of wo dsrbuons, a a 5% sgnfcance level. 3.3 Average Volume per Deal: Calculaed as he quoen of fnancal volume raded and he number of deals per radng day. Here, oo, an averages analyss wll be performed by means of -ess o compare average volales dsrbuon, and of he dfference beween he average of wo dsrbuons, a a 5% sgnfcance level. 3.4 Effcency of he IBOVESPA porfolo Consrucon of an effcen froner s requred o evaluae changes n he IBOVESPA porfolo s effcency. Ths effcen froner wll be bul wh raes from sock exchanges he world over, hereby mmckng he effcen froner of a welldversfed nvesor. An effcen porfolo s a porfolo made up of asses wh he leas reurn varance as compared o all oher porfolos wh he same expeced reurn. An effcen froner, n urn, s he unverse of all effcen porfolos, whch can be obaned by means of he followng problem concernng he opmzaon of several expeced reurns (E(Rp)): MnmzeVarance ( Rp) = ( Rp) subjec o condons : E N = x = N = x r = N 2 N = j= x x σ j j 3

4 where Rp s he reurn on porfolo p, N s he number of rsky asses, s he co-varance of he reurn on he -rsk asse and he j-rsk asses, r s he reurn on he j-rsk, and x s he percenage share of asse n porfolo p. We noe ha, n hs case, shor sellng s allowed, as x can be negave. The frs sep o buldng he effcen froner s o esmae average reurns and he varance-co-varance marx for he reurns on he rsky asses, whch, n hs sudy, are he raes for he counres ha make up wha, we have ermed cenral markes. We subsequenly solve he opmzaon problem above usng he daa hus obaned. Huang and Lzenberger (989) have demonsraed ha he effcen froner can be obaned from all convex combnaons of wo effcen porfolos. In hs way, we calculae wo effcen porfolos and subsequenly draw he effcen froner hrough he combnaon of hese by varyng he w proporon of he equaons below: E ( Rq ) = w. E ( R ) + ( w ). E ( Rj ) Varance ( Rq ) = w σ + ( w ) σ j + 2. w.( w ) σ j where Rq s he reurn on porfolo q, R s he reurn on effcen porfolo, s he co-varance of he reurn of porfolos and j, 2 s he varance of he reurn on porfolo. In order o buld an effcen froner where shor sellng of rsky asses s no allowed, we add he followng resrcon o he orgnal opmzaon problem: x 0, =, L, N When shor sellng s resrced, we can no longer use he combnaon of wo effcen porfolos o buld he effcen froner and, herefore, he opmzaon problem mus be repeaed for dfferen expeced reurns (E(Rp)). Once he effcen froners have been bul for he cenral markes, boh wh and whou rsky asses shor-sellng consrans, we calculae he spread beween he Bovespa rae (Ibovespa) and each of he froners. In hs sudy, we chose o use he Eucldan spread: Eucldan Spread = 00. ( Reurn Reurn ) 2 + ( σ ) 2 Ibovespa Froner Ibovespa σ Froner If he spread beween Ibovespa and he effcen froner ncreases from one perod o anoher, we can assume ha Ibovespa became less effcen; f he oppose akes place, we sae ha he rae became more effcen. 3.5 Sysemac Rsk Fnancal leraure proposes wo dsnc ways of measurng sysemac rsk: a) use of dversfcaon analyss b) regresson under he so-called Marke Model. Boh wll be used here. Regardng he former, he average sandard devaon of he asses nvolved n he sudy wll be compared wh he same measuremen for porfolos bul wh dfferen numbers of componen asses. Ths comparson wll be drawn monhly and average fgures wll be compued. I s a noorous fac ha porfolos wh around 5 asses almos compleely elmnae he non-sysemac rsk of asses. Therefore, comparson beween he wo average fgures wll enable observaon of sysemac rsk changes. As regards he use of he Marke Model, he conrol seres made up of he New York (S&P500), Tokyo (NIKKEY225), Frankfur (DAX), Pars (CAC40) and London (FTSE) ndexes wll be used as marke. The regresson below wll be processed wh monhly daa: R = a +β R + ε j, j where R j, s he reurn on asse j a momen and R s he marke s reurn, ha s he reurn on he conrol seres comprsng he ndexes for cenral counres. j s he sysemac-rsk measure o be used for he purposes of comparson. 4 - Resuls 4. Volaly Ibovespa s volaly dropped afer he economc sablzaon. The nex able shows he resuls found when we analyze he hsorc volaly of he excess reurn as compared o Lan Amercan markes and wh cenral markes. Hsorc Volaly Alfa = 5% Drop Years Cenral Markes Lan Amerca 4 4.3% 50.3% 3 4.9% 49.0% % 36.7% 0.0% 6.9% We noe ha, n general, he longer he observaon wndow, he greaer s he observed drop n hsorc volaly. The same apples o he condonal volaly analyss. For example, usng as conrol seres he seres peranng o cenral markes, we noe a 4.3% drop n he Brazlan marke s volaly under he 4-year wndow. The effecs of sablzaon appear o make j 4

5 hemselves fel over longer perods as, when a -year wndow s used, no drop occurs n relaon o cenral markes and he drop as compared o Lan Amerca s slgh. The able below llusraes he analyss of he condonal volaly of excess reurns. A Garch (,) model was used o esmae volaly. Condonal Volaly (GARCH (,)) Alfa = 5% Drop Year Cenral Markes Lan Amerca % 48.2% % 47.0% % 35.2% 0.00% 8.3% The same effec observed n he analyss of hsorc volaly occurs n connecon wh condonal volaly analyss. Agan, we see ha he effecs of sablzaon make hemselves fel over longer me perods. Also n hs case, he volaly drop s greaer wh longer analyss perods. In boh cases, he F-ess o compare pre- and pos-real volaly dsrbuon varances and he -ess performed o compare pre- and pos-real average volaly dsrbuons ndcae sgnfcan resuls a 5% sgnfcance levels. The chars below llusrae excess volaly as compared o Lan Amerca (BOVESPA LA) and Cenral Markes (BOVESPA CM), respecvely. Also, hey perm observaon of he relave reducon of he Brazlan marke s volaly over me..800 BOVESPA - LA BOVESPA LA Volaly /07/ BOVESPA CM Excess Reurn Volaly /07/ The char daed 04/07/994 shows he momen of mplemenaon of he Real Plan and, herefore, he begnnng of nflaon sablzaon n Brazl. We also see, here, a clear drop n excess volaly levels n boh cases afer he Real Plan was nroduced. 4.2 Reurns dsrbuon The es used o denfy he normaly of a seres was he Jarque-Bera es, whch uses he hrd and four momens, skewness and kuross, o denfy devaons from normaly. The sascs obaned have 2 dsrbuon and he dsrbuon s close o normal f a Jarque-Bera sasc under 5.99 s obaned, a a 5% sgnfcance level. The char below ndcaes hs sasc s behavor for excess reurns over me 5

6 CM LA Lnear (LA) Lnear (CM) We noe ha he excess reurns seres, wheher n relaon o Cenral Markes (CM) or Lan Amercan ones (LA) do no, n general, have characerscs conssen wh normal dsrbuon. The one excepon perans o he Lan Amercan seres n 994. All ohers are que dsan from normal dsrbuon. We can, however, noe a rend owards greaer proxmy o normal dsrbuon, represened by he wo lnes found n he char. Reurns n 996 do no allow a very conclusve analyss, as he seres agan become dsan from normaly. In he remanng years however, hs rend can be denfed. The resuls of he Jarque-Bera es can be confrmed by observng he skewness and kuross coeffcens of he excess reurns over me. The chars below ndcae he dsance of expeced fgures from normal dsrbuon a hese momens. Kuross Normal Ds.= 3 CM LA

7 Skewness Normal Ds.= 0 CM LA Daly Traded Fnancal Volume Here, we compare raded volumes convered no U.S. dollars a he R$/US$ exchange rae of he dae n queson pror and subsequenly o he nroducon of he Real Plan. The nex char ndcaes he evoluon of volume n connecon wh he perod under analyss. 450% 4% 400% Average Volume Increase 350% 300% 250% 200% 50% 00% 50% 228% 09% 47% 0% Years Noe ha when he average volume n U.S. Dollars n he four-year pror o he Plan s compared o he volume n he four subsequen years, he ncrease s n excess of 400%. Agan, he ncrease n greaer over me, as when he year pror o mplemenaon of he plan s compared o he year afer ha, growh s lmed o 47%. As regards average volume per deal, he phenomenon s repeaed, wh greaer averages as me advances. The nex char llusraes he phenomenon: 350% 320% 300% Average Increase 250% 200% 50% 00% 209% 3% 50% 38% 0% Years 4.4 Marke Effcency Afer mplemenaon of he Real Plan and he nsallaon of an nflaon envronmen beer algned wh he realy n cenral counres, he Brazlan sock marke became less effcen as compared o a hypohecal porfolo made up of a group of cenral markes raes. The nex char shows ha, boh wh and whou he shor-sellng consran (CM SS = no shor sellng allowed; MC CS = shor-sellng allowed) n he consrucon of effcen froners, Ibovespa became more dsan from he global effcen froner. 7

8 9.0 3% % Pre-Real Pos-Real 00% 6.0 Change 80% Eucldan Spread % 40% Spread Change 2.0 9% 20%.0-0% CM SS CM CS In he case of he shor-sellng consran (MC SS case), he Eucldan spread ncreases by 9%. In he absence of hs consran, he spread ncreased by 3%, showng a loss of effcency by he Brazlan marke as compared o cenral ones. I s also worh nong ha he cenral markes are more effcen han Lan Amercan ones whn he medum varance envronmen. The wo chars below show he effcen froners drawn wh dfferen markes combnaons, he frs one depcng he pre-real perod and he second one n regard o perod afer he mplemenaon. Pre-Real Effcen Froner 2.0% 0.0% Reurn 8.0% 6.0% 4.0% 2.0% 0.0% 0.0% 5.0% 0.0% 5.0% 20.0% 25.0% 30.0% 35.0% 40.0% 45.0% 50.0% 55.0% 60.0% Rsk (Sandard Dev.) CM+LA+Ibovespa Porfolo CM+LA Porfolo CM Porfolo W/O Shor-Sale CM+Ibovespa Porfolo CM Porfolo w/ Shor-Sale LA+Ibovespa Porfolo LA Porfolo Pos-Real Effcen Froner 2.0% 0.0% 8.0% Reurn 6.0% 4.0% 2.0% 0.0% 0.0% 5.0% 0.0% 5.0% 20.0% 25.0% 30.0% 35.0% 40.0% 45.0% Rsk (Sandard Dev.) CM+LA+Ibovespa Porfolo CM+LA Porfolo CM Porfolo W/O Shor Sale CM+Ibovespa Porfolo CM Porfolo W/ Shor-Sale LA+Ibovespa Porfolo LA Porfolo 8

9 In addon, we also noe ha nseron of Ibovespa no a hypohecal porfolo, be made up of Lan Amercan markes only or of all he markes, makes hese porfolos more effcen afer he Real plan han before. Ths phenomenon s made clear when we analyze, on he chars, he froners for he LA and LA+Ibovespa Porfolos, as well as hose for he CM+LA and CM+LA+Ibovespa Porfolos. The greaer lefward shf of he froners conanng Ibovespa afer he nroducon of he Real Plan s clear. Analyss of he chars also shows anoher neresng resul: global markes became less effcen afer 994. The global froner, made up of all markes (MC+AL+Ibovespa Porfolo) shfed o he lef and down n he char, ndcang ha nvesors ge less reurn for he same level of rsk afer 994. The nex char llusraes hs behavor, showng wo global froners: before and afer July, 994. I clearly shows he froner s downward shf. In hs way, nvesors ge less reurn for a gven rsk level n he perod afer he Real han hey dd prevously. 6.0% 4.0% 2.0% Pre-Real Froner 0.0% 8.0% 6.0% 4.0% Pos-Real Froner 2.0% 0.0% 0.0% 2.0% 4.0% 6.0% 8.0% 0.0% 2.0% 4.0% 4.5 Sysemac Rsk: Dversfcaon The frs procedure used o measure he share sysemac rsk holds n he oal rsk of a ypcal sock n he Brazlan marke was ha of random dversfcaon, as proposed by Evans and Archer (967). Under hs procedure, wo nvesmen porfolos of dfferen szes are bul ad her sandard devaon s compued. As he number of asses n each porfolo ncreases, he effec of dversfcaon s fel, wh he reducon of he sandard devaon. For hs sudy, drawng of los, and for each porfolo sze generaed porfolos comprsng from o 40 socks, 40 porfolos were generaed. The 57 mos lqud socks n he perod ha were sll acve n 997 were used o consruc he porfolos. Monhly reurn on hese was compued for boh wndows: 4 years before and afer he nroducon of he Real Plan. The char below shows he behavor of he porfolos sandard devaon by number of componen sock n he wo perods addressed: pre- and pos-real. 60% 40% 20% Pre Pos 00% Sandard Dev. 80% 60% Pre-Real Sysem Rsk 40% 20% Pos-Real Sysem Rsk 0% Number of Shares n he Porfolo 9

10 Le us make an nal observaon: he general rsk level of asses a Bovespa dropped percepbly afer 994. The sandard devaon of a ypcal sock was 39% before 994 and dropped o 57% aferwards. However, he composon of he oal rsk of socks remaned consan, as llusraed by he nex char. Despe he grea drop n he oal rsk of socks afer 994, he share of oal rsk arbued o sysemac rsk remaned consan, n he vcny of 62%. Sudes such as Solnk s (973) ndcae ha, unlke wha s usually assumed, a greaer sysemac rsk does no have s roos on a counry s economc nsably, bu may relae o he concenraon levels a s marke. Ths concenraon can be analyzed by means of he composon of marke ndexes. In he case of Ibovespa and durng he perod n pon, hs concenraon remaned hgh, jusfyng he seady sysemac rsk level. 60,0% 40,0% 36,3% Pre Pos 20,0% 00,0% 85,7% 80,0% 60,0% 56,7% 62,9% 62,5% 40,0% 35,4% 20,0% 0,0% Dversfed Porfolo rsk Typcal Sock Rsk % Sysem Rsk 4.6 Sysemac Rsk: Marke Model By regressng he monhly reurns on Ibovespa agans he porfolo made up of cenral marke raes n he pre- and pos-real perods, he resuls presened n he able below were obaned: Pre-Real Pos-Real Consan Bea Bea Ibovespa s bea coeffcen relave o he marke dropped remarkably, showng ha, as compared o he oher markes, he Brazlan marke s sysemac rsk was reduced by 44%. Noe ha he beas are sascally sgnfcan n boh perods. The consans, however, a 95%, are no sascally dfferen from zero. If he fgures were sgnfcan, we mgh nfer ha a drasc drop occurred n he rsk-premum offered by he Ibovespa porfolo as compared o hose avalable o nvesors n cenral markes. VI - Conclusons Our core purpose was o pon ou wha effecs he sablzaon of nflaon raes mgh have had on he Brazlan sock marke. The frs concluson s ha sablzaon dd have effecs on he sock marke. In order o analyze hese effecs, we mus revew he paper s nal hypoheses. The able below nroduces he resuls as regards each of hem. Hypohess Resul H A drop occurred n asses volaly levels. Canno be rejeced; we have observed a reducon of boh hsorc and condonal volaly H2 Changes ook place as regards he dsrbuon of reurn on asses probables. Dsrbuons were closer o normal dsrbuon. Canno be rejeced ; dsrbuons are no normal, bu here s a rend owards greaer proxmy o normal dsrbuon H3a Daly raded volumes ncreased Canno be rejeced; daly raded volumes dd ncrease H3b Average volume per deal dropped Rejeced, average daly volume has ncreased H4 Ibovespa s heorecal porfolo became more effcen as compared o a hypohecal nernaonal porfolo Rejeced; IBOVESPA s heorecal porfolo became less effcen relave o he global porfolo 0

11 H5 Asses sysemac rsk dropped afer he Rejeced, sysemac rsk share n socks remaned sablzaon unchanged. Some conclusons arse from he analyss of hese resuls. The frs perans o he oal rsk of Bovespa socks. Afer he Real Plan was nroduced, socks rsk dropped. Economc sablzaon apparenly brngs abou reduced rsk. On he oher hand, he sable share of sysemac rsk relave o oal rsk ndcaes ha he former does no have s roos n macroeconomc nsably bu, raher, n some oher srucural marke facor, such as concenraon. We also noe ha he bea for he Ibovespa porfolo dropped from he pre- o he pos-real perod, ndcang beer algnmen wh he global marke s behavor. Anoher neresng concluson has o do wh he spread from normaly n he behavor of sock reurns. Even hough a rend owards greaer proxmy wh he normal excess reurns dsrbuon was observed, we noe ha he seres under analyss are raher dsan from hs dsrbuon. Snce mos basc economerc procedures assume normaly n seres and hs s no he case here, addonal cauon mus be used n dealng wh fnancal seres. As for fnancal volume, we have observed an ncrease n s absolue U.S. dollar-denomnaed amoun. Some provsos mus be offered. Frs, he fxed foregn exchange rae durng he pos-real perod may have dsored hs resul. Bu even assumng a 00% deprecaon, a grea ncrease n raded volume would have aken place. We sugges new sudes be made o lead o beer undersandng of hs phenomenon. As for average volume per deal, a surprsng observaon was made: unlke our nal hypohess, ndcang a reducon of hs measure, snce we suspeced ha sablzaon would brng abou an ncrease n he number of parcpans n he sock marke, a subsanal ncrease was found, ndcang even greaer concenraon n erms of parcpans n he marke. Anoher neresng resul perans o he reduced effcency of he heorecal Ibovespa porfolo relave o he global one. We mgh suppose ha global markes became more effcen durng he analyzed perod and ha he Ibovespa porfolo underwen no changes. Bu emprcal evdence fals o suppor hs: n fac, oher markes became less effcen, as can be seen from froners analyss n he pre- and pos-real perods. Therefore, he fac s ha he Ibovespa porfolo followed hs drop n effcency, bu more nensely. In hs paper, we sough o observe he effecs of economc sablzaon on he Brazlan varable ncome marke. The use of nernaonal conrol seres enables us o assume ha he effecs of exogenous phenomena have been elmnaed. I s possble, however, ha oher endogenous effecs oher han reduced nflaon levels may have conrbued o he effecs noed here. Oher sudes, akng accoun of effecs such as, say concenraon n fnancal nsuons, he more nense nroducon of foregn nsuons no he Brazlan economy, and ohers, mus be carred ou o more clearly denfy he effecs of nflaon sablzaon on he Brazlan sock marke. 7 - References BLACK, J., BRADLEY, J.F., Essenals Mahemacs for Economss, 2ª Ed, Wley, 994. ERRUNZA, V., LOSQ, E., How Rsky Are Emergng Markes? Journal of Porfolo Managemen, fall, 987, p EVANS, J., ARCHER, S.H., Dversfcaon and he reducon of dsperson: an emprcal analyss, Journal of Fnance, 968. GIACCOTTO, C., SFIRIDIS, J.M., and Hypohess Tesng n Even Sudes: The Case of Varance Changes, Journal of Economc and Busness, v.48, 996, p GRANGER, C.W.J., TERÄSVIRTA, T., Modelng Nonlnear Economc Relaonshps, Oxford Press, 993. HARGIS, K. - The Inernaonalzaon Of Emergng Equy Markes: Domesc Marke Developmen Or Reardaon?, Workng Paper, Souh Carolna Unversy, 996. HARGIS, K., MALONEY, W.F., Emergng Equy Markes: Are They For Real?, Workng Paper, Souh Carolna, 996. HARGIS. K., Tme-Varyng Transmsson Of Prces And Volaly: Lan Amercan Equy Markes , Workng Paper, Souh Carolna, 995. HARVEY, A.C., Tme Seres Models, 2ª ed., Harveser, 993. HUANG, C-F., LITZENBERGER, R.H., Foundaons for Fnancal Economcs, Prence-Hall, Englewood Clffs: New Jersey, 989 HULL, J. C., Inroducon o Fuures and Opons Markes, 3ª ed., Prence Hall, 998. INTERNATIONAL MONETARY FUND - Inernaonal Fnancal Sascs May 2000 JONG, F., KEMNA, A., KLOEK, T., A Conrbuon o Even Sudy Mehodology wh an Applcaon o he Duch Sock Marke., Journal of Bankng and Fnance, v.6, 992, p.-36. MILLS, T.C., The Economerc Modelng of Fnancal Tme Seres, Cambrdge, 994. SEWELL, S.P., STANSELL, S.R, LEE, I., PAN, M.S., Nonlneares In Emergng Foregn Capal Markes, Journal Of Busness, Fnance & Accounng, v.20, n.2, Jan., 993, p SHARPE, W.F., ALEXANDER, G.J., BAILEY, J.V., Invesmens, 5ª ed., Prence Hall, 995. SOLNIK, G., Why no dversfy nernaonally raher han domescally?, Fnancal Analys Journal, July, 974, p In January 999 Brazl has devaluaed he Real. We consder hs a heavy endogenous economc phenomenon wh we canno solae n order o observe he effecs of sablzaon. Tha s why our sample perod ends a December 998.

Methodology of the CBOE S&P 500 PutWrite Index (PUT SM ) (with supplemental information regarding the CBOE S&P 500 PutWrite T-W Index (PWT SM ))

Methodology of the CBOE S&P 500 PutWrite Index (PUT SM ) (with supplemental information regarding the CBOE S&P 500 PutWrite T-W Index (PWT SM )) ehodology of he CBOE S&P 500 PuWre Index (PUT S ) (wh supplemenal nformaon regardng he CBOE S&P 500 PuWre T-W Index (PWT S )) The CBOE S&P 500 PuWre Index (cker symbol PUT ) racks he value of a passve

More information

The Feedback from Stock Prices to Credit Spreads

The Feedback from Stock Prices to Credit Spreads Appled Fnance Projec Ka Fa Law (Keh) The Feedback from Sock Prces o Cred Spreads Maser n Fnancal Engneerng Program BA 3N Appled Fnance Projec Ka Fa Law (Keh) Appled Fnance Projec Ka Fa Law (Keh). Inroducon

More information

Trading volume and stock market volatility: evidence from emerging stock markets

Trading volume and stock market volatility: evidence from emerging stock markets Invesmen Managemen and Fnancal Innovaons, Volume 5, Issue 4, 008 Guner Gursoy (Turkey), Asl Yuksel (Turkey), Aydn Yuksel (Turkey) Tradng volume and sock marke volaly: evdence from emergng sock markes Absrac

More information

Selected Financial Formulae. Basic Time Value Formulae PV A FV A. FV Ad

Selected Financial Formulae. Basic Time Value Formulae PV A FV A. FV Ad Basc Tme Value e Fuure Value of a Sngle Sum PV( + Presen Value of a Sngle Sum PV ------------------ ( + Solve for for a Sngle Sum ln ------ PV -------------------- ln( + Solve for for a Sngle Sum ------

More information

The Cause of Short-Term Momentum Strategies in Stock Market: Evidence from Taiwan

The Cause of Short-Term Momentum Strategies in Stock Market: Evidence from Taiwan he Cause of Shor-erm Momenum Sraeges n Sock Marke: Evdence from awan Hung-Chh Wang 1, Y. Angela Lu 2, and Chun-Hua Susan Ln 3+ 1 B. A. Dep.,C C U, and B. A. Dep., awan Shoufu Unversy, awan (.O.C. 2 Dep.

More information

The Performance of Seasoned Equity Issues in a Risk- Adjusted Environment?

The Performance of Seasoned Equity Issues in a Risk- Adjusted Environment? The Performance of Seasoned Equy Issues n a Rsk- Adjused Envronmen? Allen, D.E., and V. Souck 2 Deparmen of Accounng, Fnance and Economcs, Edh Cowan Unversy, W.A. 2 Erdeon Group, Sngapore Emal: d.allen@ecu.edu.au

More information

Expiration-day effects, settlement mechanism, and market structure: an empirical examination of Taiwan futures exchange

Expiration-day effects, settlement mechanism, and market structure: an empirical examination of Taiwan futures exchange Invesmen Managemen and Fnancal Innovaons, Volume 8, Issue 1, 2011 Cha-Cheng Chen (Tawan), Su-Wen Kuo (Tawan), Chn-Sheng Huang (Tawan) Expraon-day effecs, selemen mechansm, and marke srucure: an emprcal

More information

12/7/2011. Procedures to be Covered. Time Series Analysis Using Statgraphics Centurion. Time Series Analysis. Example #1 U.S.

12/7/2011. Procedures to be Covered. Time Series Analysis Using Statgraphics Centurion. Time Series Analysis. Example #1 U.S. Tme Seres Analyss Usng Sagraphcs Cenuron Nel W. Polhemus, CTO, SaPon Technologes, Inc. Procedures o be Covered Descrpve Mehods (me sequence plos, auocorrelaon funcons, perodograms) Smoohng Seasonal Decomposon

More information

The performance of imbalance-based trading strategy on tender offer announcement day

The performance of imbalance-based trading strategy on tender offer announcement day Invesmen Managemen and Fnancal Innovaons, Volume, Issue 2, 24 Han-Chng Huang (awan), Yong-Chern Su (awan), Y-Chun Lu (awan) he performance of mbalance-based radng sraegy on ender offer announcemen day

More information

GUIDANCE STATEMENT ON CALCULATION METHODOLOGY

GUIDANCE STATEMENT ON CALCULATION METHODOLOGY GUIDANCE STATEMENT ON CALCULATION METHODOLOGY Adopon Dae: 9/28/0 Effecve Dae: //20 Reroacve Applcaon: No Requred www.gpssandards.org 204 CFA Insue Gudance Saemen on Calculaon Mehodology GIPS GUIDANCE STATEMENT

More information

No. 32-2009. David Büttner and Bernd Hayo. Determinants of European Stock Market Integration

No. 32-2009. David Büttner and Bernd Hayo. Determinants of European Stock Market Integration MAGKS Aachen Segen Marburg Geßen Göngen Kassel Jon Dscusson Paper Seres n Economcs by he Unverses of Aachen Geßen Göngen Kassel Marburg Segen ISSN 1867-3678 No. 32-2009 Davd Büner and Bernd Hayo Deermnans

More information

A STUDY ON THE CAUSAL RELATIONSHIP BETWEEN RELATIVE EQUITY PERFORMANCE AND THE EXCHANGE RATE

A STUDY ON THE CAUSAL RELATIONSHIP BETWEEN RELATIVE EQUITY PERFORMANCE AND THE EXCHANGE RATE A STUDY ON THE CAUSAL RELATIONSHIP BETWEEN RELATIVE EQUITY PERFORMANCE AND THE EXCHANGE RATE The Swedsh Case Phlp Barsk* and Magnus Cederlöf Maser s Thess n Inernaonal Economcs Sockholm School of Economcs

More information

Estimating intrinsic currency values

Estimating intrinsic currency values Cung edge Foregn exchange Esmang nrnsc currency values Forex marke praconers consanly alk abou he srenghenng or weakenng of ndvdual currences. In hs arcle, Jan Chen and Paul Dous presen a new mehodology

More information

What Explains Superior Retail Performance?

What Explains Superior Retail Performance? Wha Explans Superor Real Performance? Vshal Gaur, Marshall Fsher, Ananh Raman The Wharon School, Unversy of Pennsylvana vshal@grace.wharon.upenn.edu fsher@wharon.upenn.edu Harvard Busness School araman@hbs.edu

More information

FOREIGN AID AND ECONOMIC GROWTH: NEW EVIDENCE FROM PANEL COINTEGRATION

FOREIGN AID AND ECONOMIC GROWTH: NEW EVIDENCE FROM PANEL COINTEGRATION JOURAL OF ECOOMIC DEVELOPME 7 Volume 30, umber, June 005 FOREIG AID AD ECOOMIC GROWH: EW EVIDECE FROM PAEL COIEGRAIO ABDULASSER HAEMI-J AD MAUCHEHR IRADOUS * Unversy of Skövde and Unversy of Örebro he

More information

Information-based trading, price impact of trades, and trade autocorrelation

Information-based trading, price impact of trades, and trade autocorrelation Informaon-based radng, prce mpac of rades, and rade auocorrelaon Kee H. Chung a,, Mngsheng L b, Thomas H. McInsh c a Sae Unversy of New York (SUNY) a Buffalo, Buffalo, NY 426, USA b Unversy of Lousana

More information

Long Run Underperformance of Seasoned Equity Offerings: Fact or an Illusion?

Long Run Underperformance of Seasoned Equity Offerings: Fact or an Illusion? Long Run Underperformance of Seasoned Equy Offerngs: Fac or an Illuson? 1 2 Allen D.E. and V. Souck 1 Edh Cowan Unversy, 2 Unversy of Wesern Ausrala, E-Mal: d.allen@ecu.edu.au Keywords: Seasoned Equy Issues,

More information

Market-Wide Short-Selling Restrictions

Market-Wide Short-Selling Restrictions Marke-Wde Shor-Sellng Resrcons Anchada Charoenrook and Hazem Daouk + Ths verson: Augus 2005 Absrac In hs paper we examne he effec of marke-wde shor-sale resrcons on skewness volaly probably of marke crashes

More information

DOCUMENTOS DE ECONOMIA Y FINANZAS INTERNACIONALES

DOCUMENTOS DE ECONOMIA Y FINANZAS INTERNACIONALES DOCUMENTOS DE ECONOMI Y FINNZS INTERNCIONLES INTERTEMPORL CURRENT CCOUNT ND PRODUCTIVITY SHOCKS: EVIDENCE FOR SOME EUROPEN COUNTRIES Fernando Perez de Graca Juncal Cuñado prl 2001 socacón Española de Economía

More information

Insurance. By Mark Dorfman, Alexander Kling, and Jochen Russ. Abstract

Insurance. By Mark Dorfman, Alexander Kling, and Jochen Russ. Abstract he Impac Of Deflaon On Insurance Companes Offerng Parcpang fe Insurance y Mar Dorfman, lexander Klng, and Jochen Russ bsrac We presen a smple model n whch he mpac of a deflaonary economy on lfe nsurers

More information

The Joint Cross Section of Stocks and Options *

The Joint Cross Section of Stocks and Options * The Jon Cross Secon of Socks and Opons * Andrew Ang Columba Unversy and NBER Turan G. Bal Baruch College, CUNY Nusre Cakc Fordham Unversy Ths Verson: 1 March 2010 Keywords: mpled volaly, rsk premums, reurn

More information

THE USE IN BANKS OF VALUE AT RISK METHOD IN MARKET RISK MANAGEMENT. Ioan TRENCA *

THE USE IN BANKS OF VALUE AT RISK METHOD IN MARKET RISK MANAGEMENT. Ioan TRENCA * ANALELE ŞTIINłIFICE ALE UNIVERSITĂłII ALEXANDRU IOAN CUZA DIN IAŞI Tomul LVI ŞnŃe Economce 009 THE USE IN BANKS OF VALUE AT RISK METHOD IN MARKET RISK MANAGEMENT Ioan TRENCA * Absrac In sophscaed marke

More information

Testing techniques and forecasting ability of FX Options Implied Risk Neutral Densities. Oren Tapiero

Testing techniques and forecasting ability of FX Options Implied Risk Neutral Densities. Oren Tapiero Tesng echnques and forecasng ably of FX Opons Impled Rsk Neural Denses Oren Tapero 1 Table of Conens Absrac 3 Inroducon 4 I. The Daa 7 1. Opon Selecon Crerons 7. Use of mpled spo raes nsead of quoed spo

More information

Kalman filtering as a performance monitoring technique for a propensity scorecard

Kalman filtering as a performance monitoring technique for a propensity scorecard Kalman flerng as a performance monorng echnque for a propensy scorecard Kaarzyna Bjak * Unversy of Souhampon, Souhampon, UK, and Buro Informacj Kredyowej S.A., Warsaw, Poland Absrac Propensy scorecards

More information

Swiss National Bank Working Papers

Swiss National Bank Working Papers 01-10 Swss Naonal Bank Workng Papers Global and counry-specfc busness cycle rsk n me-varyng excess reurns on asse markes Thomas Nschka The vews expressed n hs paper are hose of he auhor(s and do no necessarly

More information

Capacity Planning. Operations Planning

Capacity Planning. Operations Planning Operaons Plannng Capacy Plannng Sales and Operaons Plannng Forecasng Capacy plannng Invenory opmzaon How much capacy assgned o each producon un? Realsc capacy esmaes Sraegc level Moderaely long me horzon

More information

Performance Measurement for Traditional Investment

Performance Measurement for Traditional Investment E D H E C I S K A N D A S S E T M A N A G E M E N T E S E A C H C E N T E erformance Measuremen for Tradonal Invesmen Leraure Survey January 007 Véronque Le Sourd Senor esearch Engneer a he EDHEC sk and

More information

Combining Mean Reversion and Momentum Trading Strategies in. Foreign Exchange Markets

Combining Mean Reversion and Momentum Trading Strategies in. Foreign Exchange Markets Combnng Mean Reverson and Momenum Tradng Sraeges n Foregn Exchange Markes Alna F. Serban * Deparmen of Economcs, Wes Vrgna Unversy Morganown WV, 26506 November 2009 Absrac The leraure on equy markes documens

More information

JCER DISCUSSION PAPER

JCER DISCUSSION PAPER JCER DISCUSSION PAPER No.135 Sraegy swchng n he Japanese sock marke Ryuch Yamamoo and Hdeak Hraa February 2012 公 益 社 団 法 人 日 本 経 済 研 究 センター Japan Cener for Economc Research Sraegy swchng n he Japanese

More information

MORE ON TVM, "SIX FUNCTIONS OF A DOLLAR", FINANCIAL MECHANICS. Copyright 2004, S. Malpezzi

MORE ON TVM, SIX FUNCTIONS OF A DOLLAR, FINANCIAL MECHANICS. Copyright 2004, S. Malpezzi MORE ON VM, "SIX FUNCIONS OF A DOLLAR", FINANCIAL MECHANICS Copyrgh 2004, S. Malpezz I wan everyone o be very clear on boh he "rees" (our basc fnancal funcons) and he "fores" (he dea of he cash flow model).

More information

What influences the growth of household debt?

What influences the growth of household debt? Wha nfluences he growh of household deb? Dag Hennng Jacobsen, economs n he Secures Markes Deparmen, and Bjørn E. Naug, senor economs n he Research Deparmen 1 Household deb has ncreased by 10 11 per cen

More information

Contagion Across and Integration of European Emerging Stock Markets: Evidence from Intraday Data

Contagion Across and Integration of European Emerging Stock Markets: Evidence from Intraday Data Conagon Across and Inegraon of European Emergng Sock Markes: Evdence from Inraday Daa Balázs Éger a Evžen Kočenda b Absrac We analyze nerrelaons beween hree sock markes n Cenral and Easern Europe and,

More information

Who are the sentiment traders? Evidence from the cross-section of stock returns and demand. April 26, 2014. Luke DeVault. Richard Sias.

Who are the sentiment traders? Evidence from the cross-section of stock returns and demand. April 26, 2014. Luke DeVault. Richard Sias. Who are he senmen raders? Evdence from he cross-secon of sock reurns and demand Aprl 26 2014 Luke DeVaul Rchard Sas and Laura Sarks ABSTRACT Recen work suggess ha senmen raders shf from less volale o speculave

More information

Efficiency of General Insurance in Malaysia Using Stochastic Frontier Analysis (SFA)

Efficiency of General Insurance in Malaysia Using Stochastic Frontier Analysis (SFA) Inernaonal Journal of Modern Engneerng Research (IJMER) www.jmer.com Vol., Issue.5, Sep-Oc. 01 pp-3886-3890 ISSN: 49-6645 Effcency of General Insurance n Malaysa Usng Sochasc Froner Analyss (SFA) Mohamad

More information

Fixed Income Attribution. Remco van Eeuwijk, Managing Director Wilshire Associates Incorporated 15 February 2006

Fixed Income Attribution. Remco van Eeuwijk, Managing Director Wilshire Associates Incorporated 15 February 2006 Fxed Incoe Arbuon eco van Eeuwk Managng Drecor Wlshre Assocaes Incorporaed 5 February 2006 Agenda Inroducon Goal of Perforance Arbuon Invesen Processes and Arbuon Mehodologes Facor-based Perforance Arbuon

More information

Searching for a Common Factor. in Public and Private Real Estate Returns

Searching for a Common Factor. in Public and Private Real Estate Returns Searchng for a Common Facor n Publc and Prvae Real Esae Reurns Andrew Ang, * Nel Nabar, and Samuel Wald Absrac We nroduce a mehodology o esmae common real esae reurns and cycles across publc and prvae

More information

The Sarbanes-Oxley Act and Small Public Companies

The Sarbanes-Oxley Act and Small Public Companies The Sarbanes-Oxley Ac and Small Publc Companes Smry Prakash Randhawa * June 5 h 2009 ABSTRACT Ths sudy consrucs measures of coss as well as benefs of mplemenng Secon 404 for small publc companes. In hs

More information

Guidelines and Specification for the Construction and Maintenance of the. NASDAQ OMX Credit SEK Indexes

Guidelines and Specification for the Construction and Maintenance of the. NASDAQ OMX Credit SEK Indexes Gudelnes and Specfcaon for he Consrucon and Manenance of he NASDAQ OMX Cred SEK Indexes Verson as of Aprl 7h 2014 Conens Rules for he Consrucon and Manenance of he NASDAQ OMX Cred SEK Index seres... 3

More information

How Much Life Insurance is Enough?

How Much Life Insurance is Enough? How Much Lfe Insurance s Enough? Uly-Based pproach By LJ Rossouw BSTRCT The paper ams o nvesgae how much lfe nsurance proecon cover a uly maxmsng ndvdual should buy. Ths queson s relevan n he nsurance

More information

Diversification in Banking Is Noninterest Income the Answer?

Diversification in Banking Is Noninterest Income the Answer? Dversfcaon n Bankng Is Nonneres Income he Answer? Kevn J. Sroh Frs Draf: March 5, 2002 Ths Draf: Sepember 23, 2002 Absrac The U.S. bankng ndusry s seadly ncreasng s relance on nonradonal busness acves

More information

IMES DISCUSSION PAPER SERIES

IMES DISCUSSION PAPER SERIES IMS DISCUSSION PPR SRIS Rsk Managemen for quy Porfolos of Japanese Banks kra ID and Toshkazu OHB Dscusson Paper No. 98--9 INSTITUT FOR MONTRY ND CONOMIC STUDIS BNK OF JPN C.P.O BOX 23 TOKYO 1-863 JPN NOT:

More information

Prot sharing: a stochastic control approach.

Prot sharing: a stochastic control approach. Pro sharng: a sochasc conrol approach. Donaen Hanau Aprl 2, 2009 ESC Rennes. 35065 Rennes, France. Absrac A majory of lfe nsurance conracs encompass a guaraneed neres rae and a parcpaon o earnngs of he

More information

The Cost of Equity in Canada: An International Comparison

The Cost of Equity in Canada: An International Comparison Workng Paper/Documen de raval 2008-21 The Cos of Equy n Canada: An Inernaonal Comparson by Jonahan Wmer www.bank-banque-canada.ca Bank of Canada Workng Paper 2008-21 July 2008 The Cos of Equy n Canada:

More information

Banks Non-Interest Income and Systemic Risk. July 2011. Abstract

Banks Non-Interest Income and Systemic Risk. July 2011. Abstract Banks Non-Ineres Income and Sysemc Rsk Markus K. Brunnermeer, a Gang Dong, b and Darus Pala b July 2011 Absrac Whch bank acves conrbue more o sysemc rsk? Ths paper documens ha banks wh hgher non-neres

More information

International Portfolio Equilibrium and the Current Account

International Portfolio Equilibrium and the Current Account Inernaonal Porfolo Equlbrum and he Curren Accoun Rober Kollmann (*) ECARE Free Unversy of Brussels Unversy of Pars XII Cenre for Economc Polcy Research UK Ocober 006 Ths paper analyzes he deermnans of

More information

Comments on "Time-varying Risk Premia and the Cost of Capital: An Alternative. Implication of the Q Theory of Investment" Janice C.

Comments on Time-varying Risk Premia and the Cost of Capital: An Alternative. Implication of the Q Theory of Investment Janice C. Commens on "Tme-varyng Rsk Prema and he Cos of Capal: An Alernave Implcaon of he Q Theory of Invesmen" Jance C. Eberly * Kellogg School of Managemen, Norhwesern Unversy, Evanson, IL 60208 and Naonal Bureau

More information

Payout Policy Choices and Shareholder Investment Horizons

Payout Policy Choices and Shareholder Investment Horizons Payou Polcy Choces and Shareholder Invesmen Horzons José-Mguel Gaspar* Massmo Massa** Pedro Maos*** Rajdeep Pagr Zahd Rehman Absrac Ths paper examnes how shareholder nvesmen horzons nfluence payou polcy

More information

Analyzing Energy Use with Decomposition Methods

Analyzing Energy Use with Decomposition Methods nalyzng nergy Use wh Decomposon Mehods eve HNN nergy Technology Polcy Dvson eve.henen@ea.org nergy Tranng Week Pars 1 h prl 213 OCD/ 213 Dscusson nergy consumpon and energy effcency? How can energy consumpon

More information

Ground rules. Guide to the calculation methods of the FTSE Actuaries UK Gilts Index Series v1.9

Ground rules. Guide to the calculation methods of the FTSE Actuaries UK Gilts Index Series v1.9 Ground rules Gude o he calculaon mehods of he FTSE Acuares UK Gls Index Seres v1.9 fserussell.com Ocober 2015 Conens 1.0 Inroducon... 4 1.1 Scope... 4 1.2 FTSE Russell... 5 1.3 Overvew of he calculaons...

More information

THE IMPACTS OF INTERNATIONAL PORTFOLIO INVESTMENTS ON ISTANBUL STOCK EXCHANGE MARKET

THE IMPACTS OF INTERNATIONAL PORTFOLIO INVESTMENTS ON ISTANBUL STOCK EXCHANGE MARKET THE IMPACTS OF INTERNATIONAL PORTFOLIO INVESTMENTS ON ISTANBUL STOCK EXCHANGE MARKET ABSTRACT Karal SOMUNCU Mehme Baha KARAN The am for hs sudy s o nvesgae he role of nernaonal nvesors durng he fnancal

More information

Spline. Computer Graphics. B-splines. B-Splines (for basis splines) Generating a curve. Basis Functions. Lecture 14 Curves and Surfaces II

Spline. Computer Graphics. B-splines. B-Splines (for basis splines) Generating a curve. Basis Functions. Lecture 14 Curves and Surfaces II Lecure 4 Curves and Surfaces II Splne A long flexble srps of meal used by drafspersons o lay ou he surfaces of arplanes, cars and shps Ducks weghs aached o he splnes were used o pull he splne n dfferen

More information

Fundamental Analysis of Receivables and Bad Debt Reserves

Fundamental Analysis of Receivables and Bad Debt Reserves Fundamenal Analyss of Recevables and Bad Deb Reserves Mchael Calegar Assocae Professor Deparmen of Accounng Sana Clara Unversy e-mal: mcalegar@scu.edu February 21 2005 Fundamenal Analyss of Recevables

More information

Levy-Grant-Schemes in Vocational Education

Levy-Grant-Schemes in Vocational Education Levy-Gran-Schemes n Vocaonal Educaon Sefan Bornemann Munch Graduae School of Economcs Inernaonal Educaonal Economcs Conference Taru, Augus 26h, 2005 Sefan Bornemann / MGSE Srucure Movaon and Objecve Leraure

More information

Return Persistence, Risk Dynamics and Momentum Exposures of Equity and Bond Mutual Funds

Return Persistence, Risk Dynamics and Momentum Exposures of Equity and Bond Mutual Funds Reurn Perssence, Rsk Dynamcs and Momenum Exposures of Equy and Bond Muual Funds Joop Hu, Marn Marens, and Therry Pos Ths Verson: 22-2-2008 Absrac To analyze perssence n muual fund performance, s common

More information

Systematic risk measurement in the global banking stock market with time series analysis and CoVaR

Systematic risk measurement in the global banking stock market with time series analysis and CoVaR Invesmen Managemen and Fnancal Innovaons, Volume 1, Issue 1, 213 Tesuo Kurosak (USA, Young Shn Km (Germany Sysemac rsk measuremen n he global bankng sock marke wh meseres analyss and CoVaR Absrac Movaed

More information

Spillover effects from the U.S. financial crisis: Some time-series evidence from national stock returns

Spillover effects from the U.S. financial crisis: Some time-series evidence from national stock returns Spllover effecs from he U.S. fnancal crss: Some me-seres evdence from naonal sock reurns by Apanard Penny Angknand Mlken Insue pangknand@mlkennsue.org James R. Barh Auburn Unversy and Mlken Insue jbarh@mlkennsue.org

More information

The Rules of the Settlement Guarantee Fund. 1. These Rules, hereinafter referred to as "the Rules", define the procedures for the formation

The Rules of the Settlement Guarantee Fund. 1. These Rules, hereinafter referred to as the Rules, define the procedures for the formation Vald as of May 31, 2010 The Rules of he Selemen Guaranee Fund 1 1. These Rules, herenafer referred o as "he Rules", defne he procedures for he formaon and use of he Selemen Guaranee Fund, as defned n Arcle

More information

Distribution Channel Strategy and Efficiency Performance of the Life insurance. Industry in Taiwan. Abstract

Distribution Channel Strategy and Efficiency Performance of the Life insurance. Industry in Taiwan. Abstract Dsrbuon Channel Sraegy and Effcency Performance of he Lfe nsurance Indusry n Tawan Absrac Changes n regulaons and laws he pas few decades have afeced Tawan s lfe nsurance ndusry and caused many nsurers

More information

Both human traders and algorithmic

Both human traders and algorithmic Shuhao Chen s a Ph.D. canddae n sascs a Rugers Unversy n Pscaaway, NJ. bhmchen@sa.rugers.edu Rong Chen s a professor of Rugers Unversy n Pscaaway, NJ and Peng Unversy, n Bejng, Chna. rongchen@sa.rugers.edu

More information

Effects of Regional Bank Merger on Small Business Borrowing: Evidence from Japan

Effects of Regional Bank Merger on Small Business Borrowing: Evidence from Japan Inernaonal Journal of Economcs and Fnance; Vol. 7, No. 11; 015 ISSN 1916-971X E-ISSN 1916-978 Publshed by Canadan Cener of Scence and Educaon Effecs of Regonal Bank Merger on Small Busness Borrowng: Evdence

More information

TAX COMPETITION AND BRAIN DRAIN IN THE EUROPEAN UNION MEMBERS

TAX COMPETITION AND BRAIN DRAIN IN THE EUROPEAN UNION MEMBERS Year V, No.7/2008 133 AX COMPEON AND BRAN DRAN N HE EUROPEAN UNON MEMBERS Lec. Raluca DRĂCEA, PhD Lec. Crsan SANCU, PhD Unversy of Craova 1. nroducon he presen paper ams o sudy he correlaon beween he bran

More information

ASSESSING BOND MARKET INTEGRATION IN ASIA

ASSESSING BOND MARKET INTEGRATION IN ASIA Workng Paper 10/2007 21 June 2007 ASSESSING BOND MARKET INTEGRATION IN ASIA Prepared by Ip-wng Yu, Laurence Fung and Ch-sang Tam 1 Research Deparmen Absrac Developmen of he local bond markes has been a

More information

The US Dollar Index Futures Contract

The US Dollar Index Futures Contract The S Dollar Inde uures Conrac I. Inroducon The S Dollar Inde uures Conrac Redfeld (986 and Eyan, Harpaz, and Krull (988 presen descrpons and prcng models for he S dollar nde (SDX fuures conrac. Ths arcle

More information

INTERNATIONAL JOURNAL OF STRATEGIC MANAGEMENT

INTERNATIONAL JOURNAL OF STRATEGIC MANAGEMENT IJSM, Volume, Number, 0 ISSN: 555-4 INTERNATIONAL JOURNAL OF STRATEGIC MANAGEMENT SPONSORED BY: Angelo Sae Unversy San Angelo, Texas, USA www.angelo.edu Managng Edors: Professor Alan S. Khade, Ph.D. Calforna

More information

Index Mathematics Methodology

Index Mathematics Methodology Index Mahemacs Mehodology S&P Dow Jones Indces: Index Mehodology Ocober 2015 Table of Conens Inroducon 4 Dfferen Varees of Indces 4 The Index Dvsor 5 Capalzaon Weghed Indces 6 Defnon 6 Adjusmens o Share

More information

The Definition and Measurement of Productivity* Mark Rogers

The Definition and Measurement of Productivity* Mark Rogers The Defnon and Measuremen of Producvy* Mark Rogers Melbourne Insue of Appled Economc and Socal Research The Unversy of Melbourne Melbourne Insue Workng Paper No. 9/98 ISSN 1328-4991 ISBN 0 7325 0912 6

More information

Malaysia s International Relations and Foreign Direct Investment (FDI): A Structural Change Analysis

Malaysia s International Relations and Foreign Direct Investment (FDI): A Structural Change Analysis www.ccsene.org/ass Asan Socal Scence Vol. 6, No. 7; July Malaysa s Inernaonal Relaons and Foregn Drec Invesmen (FDI: A Srucural Change Analyss Har Wa Mun Faculy of Accounancy and Managemen, Unvers Tunku

More information

THE IMPACT OF UNSECURED DEBT ON FINANCIAL DISTRESS AMONG BRITISH HOUSEHOLDS. Ana del Río and Garry Young. Documentos de Trabajo N.

THE IMPACT OF UNSECURED DEBT ON FINANCIAL DISTRESS AMONG BRITISH HOUSEHOLDS. Ana del Río and Garry Young. Documentos de Trabajo N. THE IMPACT OF UNSECURED DEBT ON FINANCIAL DISTRESS AMONG BRITISH HOUSEHOLDS 2005 Ana del Río and Garry Young Documenos de Trabajo N.º 0512 THE IMPACT OF UNSECURED DEBT ON FINANCIAL DISTRESS AMONG BRITISH

More information

Working PaPer SerieS. risk SPillover among hedge funds The role of redemptions and fund failures. no 1112 / november 2009

Working PaPer SerieS. risk SPillover among hedge funds The role of redemptions and fund failures. no 1112 / november 2009 Workng PaPer SereS no 1112 / november 2009 rsk SPllover among hedge funds The role of redemptons and fund falures by Benjamn Klaus and Bronka Rzepkowsk WORKING PAPER SERIES NO 1112 / NOVEMBER 2009 RISK

More information

The impact of unsecured debt on financial distress among British households

The impact of unsecured debt on financial distress among British households The mpac of unsecured deb on fnancal dsress among Brsh households Ana Del-Río* and Garr Young** Workng Paper no. 262 * Banco de España. Alcalá, 50. 28014 Madrd, Span Emal: adelro@bde.es ** Fnancal Sabl,

More information

Revision: June 12, 2010 215 E Main Suite D Pullman, WA 99163 (509) 334 6306 Voice and Fax

Revision: June 12, 2010 215 E Main Suite D Pullman, WA 99163 (509) 334 6306 Voice and Fax .3: Inucors Reson: June, 5 E Man Sue D Pullman, WA 9963 59 334 636 Voce an Fax Oerew We connue our suy of energy sorage elemens wh a scusson of nucors. Inucors, lke ressors an capacors, are passe wo-ermnal

More information

The current account-interest rate relation: A panel data study for OECD countries

The current account-interest rate relation: A panel data study for OECD countries E3 Journal of Busness Managemen and Economcs Vol. 3(2). pp. 048-054, February, 2012 Avalable onlne hp://www.e3journals.org/jbme ISSN 2141-7482 E3 Journals 2012 Full lengh research paper The curren accoun-neres

More information

Revista Contaduría y Administración

Revista Contaduría y Administración Revsa Conaduría y dmnsracón Edada por la Dvsón de Invesgacón de la Faculad de Conaduría y dmnsracón de la UNM hp://conadurayadmnsraconunam.mx rículo orgnal acepado (en correccón) Tíulo: Model of forecas

More information

Australian dollar and Yen carry trade regimes and their determinants

Australian dollar and Yen carry trade regimes and their determinants Ausralan dollar and Yen carry rade regmes and her deermnans Suk-Joong Km* Dscplne of Fnance The Unversy of Sydney Busness School The Unversy of Sydney 2006 NSW Ausrala January 2015 Absrac: Ths paper nvesgaes

More information

How To Calculate Backup From A Backup From An Oal To A Daa

How To Calculate Backup From A Backup From An Oal To A Daa 6 IJCSNS Inernaonal Journal of Compuer Scence and Nework Secury, VOL.4 No.7, July 04 Mahemacal Model of Daa Backup and Recovery Karel Burda The Faculy of Elecrcal Engneerng and Communcaon Brno Unversy

More information

A GENERALIZED FRAMEWORK FOR CREDIT RISK PORTFOLIO MODELS

A GENERALIZED FRAMEWORK FOR CREDIT RISK PORTFOLIO MODELS A GENERALIZED FRAMEWORK FOR CREDIT RISK PORTFOLIO MODELS H. UGUR KOYLUOGLU ANDREW HICKMAN Olver, Wyman & Company CSFP Capal, Inc. * 666 Ffh Avenue Eleven Madson Avenue New Yor, New Yor 10103 New Yor, New

More information

Applying the Theta Model to Short-Term Forecasts in Monthly Time Series

Applying the Theta Model to Short-Term Forecasts in Monthly Time Series Applyng he Thea Model o Shor-Term Forecass n Monhly Tme Seres Glson Adamczuk Olvera *, Marcelo Gonçalves Trenn +, Anselmo Chaves Neo ** * Deparmen of Mechancal Engneerng, Federal Technologcal Unversy of

More information

This research paper analyzes the impact of information technology (IT) in a healthcare

This research paper analyzes the impact of information technology (IT) in a healthcare Producvy of Informaon Sysems n he Healhcare Indusry Nrup M. Menon Byungae Lee Lesle Eldenburg Texas Tech Unversy, College of Busness MS 2101, Lubbock, Texas 79409 menon@ba.u.edu The Unversy of Illnos a

More information

Tecnológico de Monterrey, Campus Ciudad de México, Mexico D.C., Mexico **

Tecnológico de Monterrey, Campus Ciudad de México, Mexico D.C., Mexico ** Produc Specalzaon Effcenc and Producv Change n he Spansh Insurance Indusr Hugo Fuenes * Eml Grfell-Tajé ** and Sergo Perelman *** * Tecnológco de Monerre Campus Cudad de Méco Meco.C. Meco ** eparamen d

More information

Pedro M. Castro Iiro Harjunkoski Ignacio E. Grossmann. Lisbon, Portugal Ladenburg, Germany Pittsburgh, USA

Pedro M. Castro Iiro Harjunkoski Ignacio E. Grossmann. Lisbon, Portugal Ladenburg, Germany Pittsburgh, USA Pedro M. Casro Iro Harjunkosk Ignaco E. Grossmann Lsbon Porugal Ladenburg Germany Psburgh USA 1 Process operaons are ofen subjec o energy consrans Heang and coolng ules elecrcal power Avalably Prce Challengng

More information

THE VOLATILITY OF THE FIRM S ASSETS

THE VOLATILITY OF THE FIRM S ASSETS TH VOLTILITY OF TH FIRM S SSTS By Jaewon Cho* and Mahew Rchardson** bsrac: Ths paper nvesgaes he condonal volaly of he frm s asses n conras o exsng sudes ha focus prmarly on equy volaly. Usng a novel daase

More information

Peter-Jan Engelen University of Antwerp, Belgium

Peter-Jan Engelen University of Antwerp, Belgium An Emprcal Assessmen of he Effcency of Tradng Hals o Dssemnae Prce-Sensve Informaon Durng he Openng Hours of a Sock Exchange. The Case of Euronex Brussels Peer-Jan Engelen Unversy of Anwerp, Belgum Absrac

More information

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS. Exponential Smoothing for Inventory Control: Means and Variances of Lead-Time Demand

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS. Exponential Smoothing for Inventory Control: Means and Variances of Lead-Time Demand ISSN 440-77X ISBN 0 736 094 X AUSTRALIA DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS Exponenal Smoohng for Invenory Conrol: Means and Varances of Lead-Tme Demand Ralph D. Snyder, Anne B. Koehler,

More information

THE LINK BETWEEN MONETARY POLICY AND BANKS LENDING BEHAVIOUR: THE GHANAIAN CASE

THE LINK BETWEEN MONETARY POLICY AND BANKS LENDING BEHAVIOUR: THE GHANAIAN CASE 38 Banks and Bank Sysems / Volume 1, Issue 4, 2006 Absrac THE LINK BETWEEN MONETARY POLICY AND BANKS LENDING BEHAVIOUR: THE GHANAIAN CASE Mohammed Amdu * Purpose The sudy examnes wheher bank lendng s consraned

More information

Proceedings of the 2008 Winter Simulation Conference S. J. Mason, R. R. Hill, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds.

Proceedings of the 2008 Winter Simulation Conference S. J. Mason, R. R. Hill, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds. Proceedngs of he 008 Wner Smulaon Conference S. J. Mason, R. R. Hll, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds. DEMAND FORECAST OF SEMICONDUCTOR PRODUCTS BASED ON TECHNOLOGY DIFFUSION Chen-Fu Chen,

More information

Lecture 40 Induction. Review Inductors Self-induction RL circuits Energy stored in a Magnetic Field

Lecture 40 Induction. Review Inductors Self-induction RL circuits Energy stored in a Magnetic Field ecure 4 nducon evew nducors Self-nducon crcus nergy sored n a Magnec Feld 1 evew nducon end nergy Transfers mf Bv Mechancal energy ransform n elecrc and hen n hermal energy P Fv B v evew eformulaon of

More information

MATURITY AND VOLATILITY EFFECTS ON SMILES

MATURITY AND VOLATILITY EFFECTS ON SMILES 5// MATURITY AND VOLATILITY EFFECTS ON SMILES Or Dyng Smlng? João L. C. Dqe Unversdade Técnca de Lsboa - Inso Speror de Economa e Gesão Ra Mgel Lp,, LISBOA, PORTUGAL Paríca Texera Lopes Unversdade do Poro

More information

YÖNET M VE EKONOM Y l:2005 Cilt:12 Say :1 Celal Bayar Üniversitesi..B.F. MAN SA

YÖNET M VE EKONOM Y l:2005 Cilt:12 Say :1 Celal Bayar Üniversitesi..B.F. MAN SA YÖNET M VE EKONOM Y l:2005 Cl:12 Say :1 Celal Bayar Ünverses..B.F. MAN SA Exchange Rae Pass-Through Elasces n Fnal and Inermedae Goods: The Case of Turkey Dr. Kemal TÜRKCAN Osmangaz Ünverses, BF, ksa Bölümü,

More information

Attribution Strategies and Return on Keyword Investment in Paid Search Advertising

Attribution Strategies and Return on Keyword Investment in Paid Search Advertising Arbuon Sraeges and Reurn on Keyword Invesmen n Pad Search Adversng by Hongshuang (Alce) L, P. K. Kannan, Sva Vswanahan and Abhshek Pan * December 15, 2015 * Honshuang (Alce) L s Asssan Professor of Markeng,

More information

FINANCIAL CONSTRAINTS, THE USER COST OF CAPITAL AND CORPORATE INVESTMENT IN AUSTRALIA

FINANCIAL CONSTRAINTS, THE USER COST OF CAPITAL AND CORPORATE INVESTMENT IN AUSTRALIA FINANCIAL CONSTRAINTS THE USER COST OF CAPITAL AND CORPORATE INVESTMENT IN AUSTRALIA Gann La Cava Research Dscusson Paper 2005-2 December 2005 Economc Analyss Reserve Bank of Ausrala The auhor would lke

More information

Working Paper Tracking the new economy: Using growth theory to detect changes in trend productivity

Working Paper Tracking the new economy: Using growth theory to detect changes in trend productivity econsor www.econsor.eu Der Open-Access-Publkaonsserver der ZBW Lebnz-Informaonszenrum Wrschaf The Open Access Publcaon erver of he ZBW Lebnz Informaon Cenre for Economcs Kahn James A.; Rch Rober Workng

More information

The Incentive Effects of Organizational Forms: Evidence from Florida s Non-Emergency Medicaid Transportation Programs

The Incentive Effects of Organizational Forms: Evidence from Florida s Non-Emergency Medicaid Transportation Programs The Incenve Effecs of Organzaonal Forms: Evdence from Florda s Non-Emergency Medcad Transporaon Programs Chfeng Da* Deparmen of Economcs Souhern Illnos Unversy Carbondale, IL 62901 Davd Denslow Deparmen

More information

Time Series. A thesis. Submitted to the. Edith Cowan University. Perth, Western Australia. David Sheung Chi Fung. In Fulfillment of the Requirements

Time Series. A thesis. Submitted to the. Edith Cowan University. Perth, Western Australia. David Sheung Chi Fung. In Fulfillment of the Requirements Mehods for he Esmaon of Mssng Values n Tme Seres A hess Submed o he Faculy of Communcaons, ealh and Scence Edh Cowan Unversy Perh, Wesern Ausrala By Davd Sheung Ch Fung In Fulfllmen of he Requremens For

More information

Is there a too-big-to-fail discount in excess returns on German banks stocks? Thomas Nitschka. SNB Working Papers 8/2015

Is there a too-big-to-fail discount in excess returns on German banks stocks? Thomas Nitschka. SNB Working Papers 8/2015 Is here a oo-bg-o-fal dscoun n excess reurns on German banks socks? Thomas Nschka SNB Workng Papers 8/2015 Legal Issues Dsclamer The vews expressed n hs paper are hose of he auhor(s) and do no necessarly

More information

Anomaly Detection in Network Traffic Using Selected Methods of Time Series Analysis

Anomaly Detection in Network Traffic Using Selected Methods of Time Series Analysis I. J. Compuer Nework and Informaon Secury, 2015, 9, 10-18 Publshed Onlne Augus 2015 n MECS (hp://www.mecs-press.org/) DOI: 10.5815/jcns.2015.09.02 Anomaly Deecon n Nework Traffc Usng Seleced Mehods of

More information

Stress testing French banks' income subcomponents *

Stress testing French banks' income subcomponents * Sress esng Frenc banks' ncome subcomponens * J. Coffne, S. Ln and C. Marn 22 February 2009 Absrac Usng a broad daase of ndvdual consoldaed daa of Frenc banks over e perod 1993-2007, we seek o evaluae e

More information

Stock Market Declines and Liquidity

Stock Market Declines and Liquidity Soc Mare eclnes and Lqudy ALLAUEEN HAMEE, WENJIN KANG, and S. VISWANATHAN* ABSTACT Conssen wh recen heorecal models where bndng capal consrans lead o sudden lqudy dry-ups, we fnd ha negave mare reurns

More information

CHAPTER 10 DUMMY VARIABLE REGRESSION MODELS

CHAPTER 10 DUMMY VARIABLE REGRESSION MODELS CHAPTER 10 DUMMY VARIABLE REGRESSION MODELS QUESTIONS 10.1. (a) and (b) These are varables ha canno be quanfed on a cardnal scale. They usually denoe he possesson or nonpossesson of an arbue, such as naonaly,

More information

SHIPPING ECONOMIC ANALYSIS FOR ULTRA LARGE CONTAINERSHIP

SHIPPING ECONOMIC ANALYSIS FOR ULTRA LARGE CONTAINERSHIP Journal of he Easern Asa Socey for Transporaon Sudes, Vol. 6, pp. 936-951, 2005 SHIPPING ECONOMIC ANALYSIS FOR ULTRA LARGE CONTAINERSHIP Chaug-Ing HSU Professor Deparen of Transporaon Technology and Manageen

More information

Monopolistic Competition and Macroeconomic Dynamics

Monopolistic Competition and Macroeconomic Dynamics Monopolsc Compeon and Macroeconomc Dynamcs Pasquale Commendaore, Unversà d Napol Federco II Ingrd Kubn, Venna Unversy of Economcs and Busness Admnsraon Absrac Modern macroeconomc models wh a Keynesan flavor

More information