Exploring the Two-Way Relationship between Income Inequality and Growth

Size: px
Start display at page:

Download "Exploring the Two-Way Relationship between Income Inequality and Growth"

Transcription

1 Journal of Advanced Managemen Scence Vol. 2, No. 1, March 214 Explorng he wo-way Relaonshp beween Income Inequaly and Growh Cheah Yng Lm and Sok Kun Sek School of Mahemacal Scences, Unvers Sans Malaysa, Penang, Malaysa Emal: educaon, prce level of nvesmen and rade openness have no sgnfcance mpac on nequaly. hese facors have mpacs on growh bu he mpacs vary across counres. Absrac We conduc emprcal analyses on he wo-way relaonshp beween nequaly and growh n hree groups of levels,.e. lower mddle, upper mddle and hgh counres. he daa s colleced for 31 counres, rangng from 199 o 211. Besdes, four varables are esed as deermnans of growh and nequaly. Applyng a panel daa approach, our resuls deec only one-way relaonshp,.e. growh nfluences nequaly. here s no sgnfcance effec from nequaly on growh across hree groups of counres. Our resuls also reveal ha enrollmens of prmary educaon, prce level of nvesmen and rade openness have no sgnfcance mpac on nequaly. hese facors have mpacs on growh bu he mpacs vary across counres. II. A. he Measuremen of Income Inequaly Lorenz curve and Gn coeffcen are wo ways of measuremens commonly used o measure nequaly. As n [1] Lorenz curve shows he relaonshp beween percenage of populaon and he percenage of oal he populaon receved. he horzonal axs represens he percenage of populaon. he vercal axs shows he percenage of oal ha receved by he percenage of populaon consdered. Boh of he varables on he horzonal axs and vercal axs mus be ordered from he lowes o he hghes. Index erms economc growh, nequaly, Gn ndex, panel daa, nvered-u Kuznes curve I. INRODUCION he sudes concernng he relaonshp beween nequaly and economc growh had been conduced over he las half cenury. Economc growh s he ncrease n he amoun of producon of goods and servces n an economy over a ceran perod of me. Economc growh can be measured hrough he real gross domesc produc (real GDP) or real per capa gross domesc produc (real per capa GDP). Income nequaly s measured by Gn ndex. he hgher he value of Gn ndex means he hgher n nequaly or he larger of he gap beween he rch and he poor. Boh varables are beleved o be relaed snce hgher nequaly s ofen found n lower developed counres. Mos sudes focused n a one-way regresson,.e. eher o sudy he mpac of growh on nequaly or he mpac of nequaly on growh. In hs paper, we seek o nvesgae he relaonshp usng wo-way approach. he sudy s focused on hree groups of levels,.e. lower mddle, upper mddle and hgh groups. Apar from hs, we also seek o reveal he facors ha deermne he relaonshp of nequaly and growh. Applyng a panel daa approach, our resuls only deec one-way relaonshp,.e. growh nfluences nequaly. We fal o deec sgnfcance mpac from nequaly on growh across 3 groups of counres. Enrollmens of prmary Fgure 1. Lorenz curve. As shown n Fg. 1, he dashed lne represens a perfecly equal dsrbuon n an economy and mples ha every person n he populaon has he same. By conras, he horzonal axes and he vercal axes, whch are he lnes of perfec nequaly, represen a perfecly unequal dsrbuon n an economy. In hs case, only one person has all he and all ohers have none. he nequaly of he dsrbuon s shown by he dsance of he Lorenz curve from he lne of perfec equaly. he nequaly becomes hgher f he Lorenz curve bends furher away from he lne of perfec equaly (45 degree lne) as n [2]. Gn coeffcen s a measuremen of nequaly based on Lorenz curve, whch ranges beween and 1. Gn coeffcen wh represens perfec equaly Manuscrp receved Augus 1, 213; revsed December 12, 213 do: /joams LIERAURE REVIEW 33

2 Journal of Advanced Managemen Scence Vol. 2, No. 1, March 214 and 1 represens perfec nequaly. he larger he Gn coeffcen over means he hgher he nequaly. B. Invered Kuznes Curve Kuznes depcs he relaonshp beween he nequaly and growh n an nvered U-shaped curve as shown n Fg. 2. Accordng o Kuznes, developmen nvolves he shf of populaon from he agrculural secor (low wage-rural secor) o ndusral secor (hghwage urban secor). In he early sages of developmen, movemens from agrculure o ndusral secor would ncrease he of he populaon, bu he for hose who say n agrculure secor would no ncrease as fas as hose n ndusral secor and hs would ncrease he nequaly of he populaon. Whle a he laer sages, he aggregae of he populaon would sll ncrease, bu he nequaly decrease as he labor force n ndusral secor ncrease and decrease n agrculure secor. Income Inequaly Fgure 2. Kuznes nvered U curve. Source: Mekenbayeva and Karakuş (211). C. Emprcal Fndngs Income per Capa Prevous sudes repored dfferen relaonshp beween nequaly and growh whch devaes from he nvered Kuznes U curve. Some auhors fnd a negave relaonshp beween nequaly and economc growh, whle some oban a posve relaonshp beween he boh varables. For example, [3] conduced he panel daa analyss n 45 counres for he perod of Hs resul showed ha nequaly has a posve effec on economc growh n he shor and medum erms. On he oher hand, [4] focused hs sudes n 2 developng counres for he perod of and hs resul also suppored for he posve relaonshp beween growh and nequaly. However, [5] found negave relaonshp beween he wo varables n hs sudy n 3117 Uned Saes counes for he perod of Oher han ha, some sudes consder ha boh negave and posve relaonshps are possble depend on he level of developmen of he counres nvolved. For nsance, [1] found posve relaonshp beween nequaly and economc growh n developed counres whle negave relaonshp n developng counres n her sudy n 5 developed counres and 4 developng counres for he perod of Comparng he resuls ha focused on developed versus developng counres, mos of he researchers fnd a negave effec of nequaly on economc growh n developng counres or poorer counres and a posve relaonshp beween he boh varables n developed or rcher counres. hese researchers nclude [1], [6] and [7] Mnory papers show an nvered-u shaped relaonshp beween nequaly and economc growh. hese papers nclude [8] and [9]. Besdes ha, [1] shows an ordnary U-curve relaonshp beween boh varables. here are a number of deermnans ha had been found o affec he relaonshp beween nequaly and economc growh. For nsance, [11] found ha more physcal and human capal, openness o rade and hgher governmen spendng would reduce nequaly and enhance economc growh. On he oher hand, [7] found ha cred marke mperfecon, polcal economy, socal unres and savng raes are among he deermnans ha affec he relaons beween nequaly and growh whle [12] hnk ha measuremen error s an mporan facor ha affecs he relaonshp beween nequaly and growh besdes polcal economy and wealh effec. Besdes ha, [13] has evdence o show ha regonal producve srucure specfcally agrculural secor would change he relaon of he boh varables from negave o posve for he boom of he earnngs dsrbuon whle [14] found ha he nfluence of nequaly on growh s affeced by urbanzaon and socal coheson. III. DAA Before conducng he analyses, we caegorze he counres no hree groups accordng o he World Bank s classfcaon of counres by group usng 211 daa on gross naonal (GNI) per capa. In hs sudy, he group of low s no consdered due o he daa avalably problem. here are 8 counres, 11 counres and 12 counres for he group of lower mddle, upper mddle and hgh respecvely. he counres ha nclude n hs analyss are shown n able I. he daa used n hs analyss are from year 199 o 211. Daa on growh rae of GDP per capa, percenage of gross enrollmen n prmary educaon and ferly rae are aken from he World Bank. Daa on prce level of nvesmen and rade openness are aken from Penn World ables. he Gn daa are aken from wo sources, World Bank and European Unon Sascs on Income and Lvng Condons (EU-SILC). he followng able shows he un of measuremen of each daa used. ABLE I. Income group Lower mddle Upper mddle Hgh CLASSIFICAION OF COUNRIES BASED ON INCOME GROUP Counres Armena, Bolva, El Salvador, Georga, Honduras, Moldova, Paraguay, Ukrane. Argenna, Brazl, Colomba, Cosa Rca, Domncan Republc, Kazakhsan, Peru, Romana, Russan Federaon, Uruguay, Bulgara. Poland, Belgum, Denmark, Esona, Greece, Span, France, Luxembourg, Ausra, Fnland, Sweden, Uned Kngdom. 34

3 Journal of Advanced Managemen Scence Vol. 2, No. 1, March 214 No. ABLE II. UNI OF MEASUREMEN OF DAA Daa 1. Growh rae of GDP per capa (Growh) % Un of measuremen 2. Gross enrollmen n prmary educaon (Edu) % 3. Ferly rae (Fer) % 4. Prce level of nvesmen (PLI) % 5. rade openness (Open) % 6. Income nequaly (Gn) Index IV. MEHODOLOGY Smulaneous equaons model s used n hs sudy as here are wo equaons nvolved,.e. Gn (nequaly of ) and growh. hese equaons are: Growh Edu PLI Open, 1 2, 3, 4, Fer 5, 6, + Growh Gn 1, 1, Gn Edu PLI, 7 8, 9, Open Fer Growh 1, 11, 12, Gn 2, 1, where Growh, and Gn are he endogenous varables, Edu,, PLI,, Open, and, (1) (2) Fer are he exogenous varables, Gn, 1 and Growh, 1 are he lagged endogenous varables and, s he unobserved error erm. We esmae he equaon (1) and (2) smulaneously usng generalzed mehod of momens (GMM). A. Generalzed Mehod of Momens (GMM) Ordnary Leas Squares (OLS) s based or msleadng when endogeney problem arses. Endogeney problem occurs when he assumpon of cov( x,,, ) s volaed. When hs problem arses, one should apply GMM as he nsrumen varables n GMM help o conrol he relaon beween x, and, so ha cov( x, ) as n [15].,, Suppose here are n equaons o be esmaed, he equaons can be wren n marx noaon as: y x (3),,, where 1,..., n s he equaon number, and 1,..., s he number of observaons. y, s n 1 vecor of dependen varables, x, s a n k marx of ndependen varables,, s unobserved error erm and s a k 1 vecor of unknowns parameer. Now, assume here s a n 1 dmensonal ( n k) funcon f (, y, x, z ) where z s a ( n 1 ) vecor of nsrumen varables. he man dea of GMM s o selec a se of parameer esmaes ha mach he heorecal relaon as close as possble or he esmaed parameers are closely equal o he acual parameers. If s he acual value of, we seek o acheve he followng momen condon: = E f y x z E f (, y, x, z ) (,,, ) (4) where s a ( n 1) vecor of unknown parameers. he heorecal momen s replaced by he sample momen of observaons: 1 f (, y, x, z ) f (, y, x, z ) = (5) 1 If he number of momens s equal o he number of unknown parameers ( n k), he GMM esmaor ˆ can be obaned by solvng f ( ˆ, y, x, z ). When he equaons are over-denfed, whch means here are more momen han unknown parameers ( n k), here wll be no unque soluon. he problem s solved by mnmzng he weghed dsance beween he heorecal and acual values by consderng k lnear combnaon of he n momen condon: Q(, y, x, z ) (6) mn f (, y, x, z ) W (, y, x, z ) f (, y, x, z ) where W s akng as he n n posve defne weghng marx. A necessary condon o oban an effcen esmae of s o se W as he nverse of he covarance marx of he sample momens. If he opmal weghng marx s W lm. E m, y, x, z m, y, x, z he followng mnmzaon problem for GMM esmaes wll be obaned: Q(, y, x, z ) 1 mn f (, y, x, z ) W f (, y, x, z ) We expec he law of large numbers holds f saonary and m, y, x, z s connuous, p where m(, y, x, z ) Em, y, x, z In he case where m, y, x, z. (7) z s s no serally correlaed, he opmal weghng marx W can be consanly esmaed by: 35

4 Journal of Advanced Managemen Scence Vol. 2, No. 1, March 214 ˆ 1 p W f (, y, x, z ) f (, y, x, z ) W (8) 1 where ˆ s he conssen esmae of as n [16]. B. J Sasc (J-es) J-es s used o es he valdy of over-denfyng resrcons. he es s appled o check he orhogonaly condons and correc model specfcaon under overdenfcaon case such ha cov(, z ). In order o ge he denfed GMM esmaor, he number of nsrumen varables should a leas equal or greaer han he number of parameers ( n k). he J-sasc mulpled by he sze of observaons ( ) s an asympocally freedom. 2 n k dsrbuon wh ( n k) degrees of a 1 2 nk H ˆ,, ˆ ˆ,,. f, y x z W f, y x z he man dea of J-es s o check f he sample momens of f ( ˆ, y, x, z ) are expeced o be zero f he populaon momens E f y x z (9) (,,, ). he valdy of over-denfyng resrcons s sasfed when one canno rejec he null hypohess of vald overdenfcaon, whch means he nsrumen varables are good as n [16]. Parameers V. RESUL ABLE III. SUMMARY OF RESUL OF ESIMAION Growh equaon Consan Edu PLI Open Fer Gn Growh (-1) Lower mddle *** *** ** * Upper mddle ** *** Hgh ** * -.714***.85* R-square Gn equaon Consan Edu PLI Open Fer Growh Gn (-1) *** * *** **.9535*** R-square J-sa Noes: *** denoes he 1% sgnfcan level. ** denoes he 5% sgnfcan level. * denoes he 1% sgnfcan level. he resuls of esmaon are summarzed n able III. he frs column s he resul for lower mddle group and he second and hrd columns are resuls for upper mddle and hgh groups respecvely. he resuls of growh equaon show ha nequaly or Gn does no have sgnfcance mpac on growh movemen for all groups. However, growh s mosly deermned by s prevous growh as he ncrease of 1% n Growh (-1) leads o sgnfcance ncrease of.33% and.4% n curren growh n lower mddle and upper mddle groups respecvely. Prevous growh does no have sgnfcance mpac on curren growh n hgh group. he resuls of Gn equaon show ha nequaly s hghly mpaced by prevous nequaly. 1% ncrease n prevous nequaly or Gn (-1) wll lead o.93%, 1.2% and.95% ncrease n curren nequaly n lower mddle, upper mddle and hgh groups respecvely. Growh only shows sgnfcance mpac on deermnng nequaly n hgh group bu no he oher groups. 1% ncrease n growh leads o.38% declne n Gn or mprovemen n nequaly n hgh group. Besdes, we also nvesgae f he four varables of Edu, PLI, Open and Fer have sgnfcance mpac on growh and nequaly. Our resuls reveal ha hese four varables do no have sgnfcance mpac on deermnng he nequaly n all groups bu may have dfferen effecs on growh across groups. I s surprsed ha oal enrollmen rae as % on populaon (Edu) has negave mpac on growh n lower mddle group. Perhaps prmary educaon s no able o produce sklls/ knowledge for labour o mprove producon and growh. On he oher hand, rade openness leads o negave mpac on growh for lower mddle group bu mposes posve mpac on growh n hgh group. hs phenomenon s due o producers n lower group have lower compeve power and hey open radng may deerorae her busness. PLI s measured as purchasng power pary over nvesmen dvded by he exchange rae mulpled by 1. PLI has negave mpac on growh n all groups. hs may be explaned by hgher purchasng power leads o hgher consumpon, hence hgher mpor relave o expor and hs leads o lower or growh. he J-sa shows ha all esmaons fulfll he over denfcaon requremen. he R-square shows ha he nequaly equaon can be explaned by (above 87%) by he endogenous varables. However, he R- square values are relavely low for growh equaon. here may be oher mporan facors ha no nclude n hs equaon bu have sgnfcance mpac on growh. VI. CONCLUSION hs sudy nvesgaes he wo-way relaonshp beween nequaly and economc growh usng a panel of 31 counres over he perod 199 o 211. he counres are classfed no hree groups whch are lower mddle, upper mddle and hgh group accordng o counres classfcaon from World Bank. GMM esmaon approach s appled o 36

5 Journal of Advanced Managemen Scence Vol. 2, No. 1, March 214 provde conssen esmaes when here s an endogeney problem. Besdes ha, hs sudy nvesgaes four oher varables o esmae her possble mpacs on nequaly and economc growh,.e. enrollmen of prmary educaon, ferly rae, prce level of nvesmen and rade openness. Includng hese varables n esmaon could nfluence he relaonshp beween nequaly and growh. he resuls of esmaon ndcae ha here s a oneway relaonshp beween nequaly and growh,.e. nequaly has no sgnfcan mpac on growh n all groups bu growh has posve sgnfcan mpac on nequaly n hgh group. he movemens of nequaly and growh do no mpaced by groups as groups do no lead o sgnfcan dfferences n her movemens. Enrollmens of prmary educaon, prce level of nvesmen and rade openness have no sgnfcan mpac on nequaly. On he oher hand, enrollmens of prmary educaon, prce level of nvesmen and rade openness have sgnfcan mpac on growh bu he mpacs vary across groups. REFERENCES [1] K. Mekenbayeva and S. B. Karakuş, Income nequaly and economc growh: Enhancng or reardng mpac? n Proc. 14h Inernaonal Suden Conference, Izmr, urkey, May [2] R. B. Ekelund and R. D. ollson, Economcs Prvae Markes and Publc Choce, Uned Saes: Addson-Wesley, [3] K. J. Forbes, A reassessmen of he relaonshp beween nequaly and growh, he Amercan Economc Revew, vol. 9, pp , 2. [4] A. Heyse, Income dsrbuon and economc growh n developng counres: An emprcal analyss, Indan Journal of Economcs and Busness, pp , 26. [5] J. Roh, How does nequaly affec he growh of U.S. counes? Honors Projecs, Paper 32, 21. [6] A. Caselló-Clmen, Inequaly and growh n advanced economes: An emprcal nvesgaon, n Proc. 4h ECFIN Annual Research Conference, Brussels, Belgum, Ocober [7] R. J. Barro, Inequaly and growh n a panel of counres, Journal of Economc Growh, vol. 5, pp. 5-32, 2. [8] A. V. Banerjee and E. Duflo, Inequaly and growh: Wha can he daa say? Journal of Economc Growh, vol. 8, pp , 23. [9] B. Al, Kuznes hypohess revsed n a developng economy, Inernaonal Research Journal of Fnance and Economcs, vol. 72, no. 5, pp. 2-61, 211. [1] G. Angeles-Casro, he relaonshp beween economc growh and nequaly: Evdence from he age of marke lberalsm, PhD hess, Unversy of Ken, 26. [11] A. abassum and M.. Majeed, Economc growh and nequaly relaonshp: Role of cred marke mperfecon, he Paksan Developmen Revew, vol. 47, pp , 28. [12] Banerjee, V. Abhj, and E. Duflo, Inequaly and growh: Wha can he daa say? Journal of Economc Growh, vol. 8, pp , 23. [13] M. C. N. Smões, J. A. S. Andrade, and A. P. S. Duare, A regonal perspecve on nequaly and growh n Porugal usng panel conegraon analyss, n Proc. 14h INFER Annual Conference, Llle, France, 212, [14] B. Fallah and M. Parrdge, he elusve nequaly-economc growh relaonshp: Are here dfferences beween ces and he counrysde? he Annals of Regonal Scence, vol. 41, pp , 26. [15] S. Vochocsky, Does he profle of nequaly maer for economc growh? Dsngushng beween he effecs of nequaly n dfferen pars of he dsrbuon, Journal of Economc Growh, vol. 1, pp , 25. [16] S. K. Sek, Economerc srucures, he naure of shocks and he role of exchange rae n he moneary polcy formaon n he emergng counres of Eas-Asa, German: VDM Verlag Dr. Müller, 29. Cheah Yng Lm s a maser suden n he program of sascs, Unvers Sans Malaysa. he resuls summarzed n hs paper are par of her maser dsseraon. Sok Kun Sek was born n he cy of Malacca, Malaysa. She compleed her prmary, secondary and hgh school n Malacca. She obaned her Bachelor Degree n Economcs from he Naonal Unversy of Malaysa (Selangor, Malaysa), and Maser n Economcs n he same unversy, Afer ha she furhered her docoral sudy n Quanave Economcs a Chrsan-Albrechs- Unversy of Kel, (Kel, Germany), Currenly she s a Senor Lecurer a School of Mahemacal Scences, Unvers Sans Malaysa (Penang, Malaysa). Her man neres s economercs/ me seres and moneary polcy and exchange rae. Dr. Sek has joned IEEE snce 21. Besdes a member of IEEE snce 21, Dr. Sek s also a lfe member of Malaysan Mahemacal Socey (PERSAMA) snce 21. She became a member of Inernaonal Economcs Developmen Research Cener (IEDRC) snce year 211. In addon, she also joned he Economerc Socey snce

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Social security, education, retirement and growth*

Social security, education, retirement and growth* Hacenda P úblca Espa ñola / Revsa de Econom ía P úblca, 198-(3/2011): 9-36 2011, Insuo de Esudos Fscales Socal secury, educaon, reremen and growh* CRUZ A. ECHEVARR ÍA AMAIA IZA** Unversdad del Pa ís Vasco

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

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

The Japan-U.S. Exchange Rate, Productivity, and the Competitiveness of Japanese Industries*

The Japan-U.S. Exchange Rate, Productivity, and the Competitiveness of Japanese Industries* 1 The apan-u.s. Exchange Rae Producvy and he Compeveness of apanese Indusres* March 2009 Rober Dekle Deparmen of Economcs USC and Kyoj Fukao Insue of Economc Research Hosubash Unversy Wh he Asssance of

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

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

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

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

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

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

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

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

[ ] Econ4415 International trade. Trade with monopolistic competition and transportation costs

[ ] Econ4415 International trade. Trade with monopolistic competition and transportation costs Econ445 Inernaonal rade Trade wh monopolsc compeon and ransporaon coss We have nroduced some basc feaures of he Dx-Sglz modellng approach. We shall now also nroduce rade coss n he Dx-Sglz framework. I

More information

Sustainability of Public Debt and Budget Deficit: PROHL, Silika and SCHNEIDER, Friedrich *) Working Paper No. 0610 July 2006

Sustainability of Public Debt and Budget Deficit: PROHL, Silika and SCHNEIDER, Friedrich *) Working Paper No. 0610 July 2006 DEPARTMENT OF ECONOMICS JOHANNES KEPLER UNIVERSITY OF LINZ Susanably of Publc Deb and udge Defc: Panel conegraon analyss for he European Unon Member counres by PROHL, Slka and SCHNEIDER, Fredrch *) Workng

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

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

Short-term to long-term employment effects of the Football World Cup 1974 in Germany

Short-term to long-term employment effects of the Football World Cup 1974 in Germany Floran Hagn, Wolfgang Maenng Shor-erm o long-erm employmen effecs of he Fooball World Cup 1974 n Germany Absrac: Ths sudy demonsraes ha he Fooball World Cup 1974 n Germany was no able o generae any shor

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

APPLICATION OF CHAOS THEORY TO ANALYSIS OF COMPUTER NETWORK TRAFFIC Liudvikas Kaklauskas, Leonidas Sakalauskas

APPLICATION OF CHAOS THEORY TO ANALYSIS OF COMPUTER NETWORK TRAFFIC Liudvikas Kaklauskas, Leonidas Sakalauskas The XIII Inernaonal Conference Appled Sochasc Models and Daa Analyss (ASMDA-2009) June 30-July 3 2009 Vlnus LITHUANIA ISBN 978-9955-28-463-5 L. Sakalauskas C. Skadas and E. K. Zavadskas (Eds.): ASMDA-2009

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

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 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

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

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

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

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

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 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

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

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

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

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

Marginal tax rates and tax-favoured pension savings of the self-employed Evidence from Sweden. Håkan Selin

Marginal tax rates and tax-favoured pension savings of the self-employed Evidence from Sweden. Håkan Selin Margnal ax raes and ax-favoured penson savngs of he self-employed Evdence from Sweden Håkan Seln CESfo GmbH Phone: +49 (0 89 9224-1410 Poschngersr. 5 ax: +49 (0 89 9224-1409 81679 Munch E-mal: offce@cesfo.de

More information

The Long-Run Impact of Bank Credit on Economic Growth in. Ethiopia: Evidence from the Johansen s Multivariate. Cointegration Approach

The Long-Run Impact of Bank Credit on Economic Growth in. Ethiopia: Evidence from the Johansen s Multivariate. Cointegration Approach European Journal of Busness an Managemen www.se.org The Long-Run Impac of Bank Cre on Economc Growh n Ehopa: Evence from he Johansen s Mulvarae Conegraon Approach K. Sreerama Mury, K. Salaja 2, an Wonaferahu

More information

Fiscal Consolidation Strategy

Fiscal Consolidation Strategy JOHN F. COGAN JOHN B. TAYLOR VOLKER WIELAND MAIK WOLTERS Fscal Consoldaon Sraegy Insue for Moneary and Fnancal Sably GOETHE UNIVERSITY FRANKFURT AM MAIN WORKING PAPER SERIES NO. 6 () Insue for Moneary

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

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

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

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

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

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

MULTI-WORKDAY ERGONOMIC WORKFORCE SCHEDULING WITH DAYS OFF

MULTI-WORKDAY ERGONOMIC WORKFORCE SCHEDULING WITH DAYS OFF Proceedngs of he 4h Inernaonal Conference on Engneerng, Projec, and Producon Managemen (EPPM 203) MULTI-WORKDAY ERGONOMIC WORKFORCE SCHEDULING WITH DAYS OFF Tar Raanamanee and Suebsak Nanhavanj School

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

THE HEALTH BENEFITS OF CONTROLLING CARBON EMISSIONS IN CHINA 1. by Richard F. GARBACCIO; Mun S. HO; and Dale W. JORGENSON

THE HEALTH BENEFITS OF CONTROLLING CARBON EMISSIONS IN CHINA 1. by Richard F. GARBACCIO; Mun S. HO; and Dale W. JORGENSON THE HEALTH BENEFITS OF CONTROLLING CARBON EMISSIONS IN CHINA 1 by Rchard F. GARBACCIO; Mun S. HO; and Dale W. JORGENSON 1. Inroducon Ar polluon from rapd ndusralzaon and he use of energy has been recognzed

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

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

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

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 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

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

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

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 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

Optimal Taxation. 1 Warm-Up: The Neoclassical Growth Model with Endogenous Labour Supply. β t u (c t, L t ) max. t=0

Optimal Taxation. 1 Warm-Up: The Neoclassical Growth Model with Endogenous Labour Supply. β t u (c t, L t ) max. t=0 Opmal Taxaon Reference: L&S 3rd edon chaper 16 1 Warm-Up: The Neoclasscal Growh Model wh Endogenous Labour Supply You looked a lle b a hs for Problem Se 3. Sudy planner s problem: max {c,l,,k +1 } =0 β

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

How To Write A Dscusson Paper On The Power Of The Internet

How To Write A Dscusson Paper On The Power Of The Internet Dscusson Paper No. 5-048 Facly- and Servce-based Compeon and Invesmen n Fxed Broadband Neworks: Lessons from a Decade of Access Regulaons n he European Unon Member Saes Wolfgang Brglauer laus Gugler and

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

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

An Analysis of the Banana Import market in the U.S.

An Analysis of the Banana Import market in the U.S. An Analyss of he Banana Impor marke n he U.S. Cha-Hsen Su Ph.D. Suden Deparmen of Agrculural Economcs Texas A&M Unversy CSu@ag.amu.edu Arun Ishdor Asssan Professor Deparmen of Agrculural Economcs Texas

More information

An Anti-spam Filter Combination Framework for Text-and-Image Emails through Incremental Learning

An Anti-spam Filter Combination Framework for Text-and-Image Emails through Incremental Learning An An-spam Fler Combnaon Framework for Tex-and-Image Emals hrough Incremenal Learnng 1 Byungk Byun, 1 Chn-Hu Lee, 2 Seve Webb, 2 Danesh Iran, and 2 Calon Pu 1 School of Elecrcal & Compuer Engr. Georga

More information

National Public Debt and Fiscal Insurance in. a Monetary Union with Ramsey Taxes

National Public Debt and Fiscal Insurance in. a Monetary Union with Ramsey Taxes Naonal Publc Deb and Fscal Insurance n a Moneary Unon wh Ramsey Taxes Kenneh Klezer Deparmen of Economcs Unversy of Calforna Sana Cruz, CA 95064 July 2013 Absrac Opmal fscal polcy s suded n an nerdependen

More information

Corporate Governance and Financing Policy: New Evidence

Corporate Governance and Financing Policy: New Evidence Corporae Governance and Fnancng Polcy: New Evdence Lubomr P. Lov Sern School of Busness New York Unversy llov@sern.nyu.edu February 2, 2004 Absrac Pror research has ofen aken he vew ha enrenched managers

More information

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Journal of Appled Mahemacs and Compuaonal Mechancs 3, (), 45-5 HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Sansław Kukla, Urszula Sedlecka Insue of Mahemacs,

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

Working Paper Ageing, demographic risks, and pension reform. ETLA Discussion Papers, The Research Institute of the Finnish Economy (ETLA), No.

Working Paper Ageing, demographic risks, and pension reform. ETLA Discussion Papers, The Research Institute of the Finnish Economy (ETLA), No. econsor www.econsor.eu Der Open-Access-Publkaonsserver der ZBW Lebnz-Informaonszenrum Wrschaf The Open Access Publcaon Server of he ZBW Lebnz Informaon Cenre for Economcs Lassla, Jukka; Valkonen, Tarmo

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

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

Y2K* Stephanie Schmitt-Grohé. Rutgers Uni ersity, 75 Hamilton Street, New Brunswick, New Jersey 08901 E-mail: grohe@econ.rutgers.edu.

Y2K* Stephanie Schmitt-Grohé. Rutgers Uni ersity, 75 Hamilton Street, New Brunswick, New Jersey 08901 E-mail: grohe@econ.rutgers.edu. Revew of Economc Dynamcs 2, 850856 Ž 1999. Arcle ID redy.1999.0065, avalable onlne a hp:www.dealbrary.com on Y2K* Sephane Schm-Grohé Rugers Unersy, 75 Hamlon Sree, New Brunswc, New Jersey 08901 E-mal:

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

Calculating and interpreting multipliers in the presence of non-stationary time series: The case of U.S. federal infrastructure spending

Calculating and interpreting multipliers in the presence of non-stationary time series: The case of U.S. federal infrastructure spending AMERICAN JOURNAL OF SOCIAL AND MANAGEMENT SCIENCES ISSN Prn: 156-1540, ISSN Onlne: 151-1559, do:10.551/ajsms.010.1.1.4.38 010, ScenceHuβ, hp://www.schub.org/ajsms Calculang and nerpreng mulplers n he presence

More information

How Competitive is the World Wheat Market?

How Competitive is the World Wheat Market? How Compeve s he World Whea Marke? Coln A. Carer, Donald MacLaren, and Alper Ylmaz * JEL classfcaon: F4; L0; Q7 Absrac Japan s one of he larges mporers of whea, wh mpors orgnang from hree conres, Asrala,

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

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

Parallel to the decline in macroeconomic

Parallel to the decline in macroeconomic Frm Volaly and Cred: Macroeconomc nalyss Leo Kaas Ths paper examnes a racable real busness cycle model wh dosyncrac producvy shocks and bndng cred consrans on enrepreneurs. The model shows how frm volaly

More information

Linear methods for regression and classification with functional data

Linear methods for regression and classification with functional data Lnear mehods for regresson and classfcaon wh funconal daa Glber Sapora Chare de Sasue Appluée & CEDRIC Conservaore Naonal des Ars e Méers 9 rue San Marn, case 44 754 Pars cedex 3, France sapora@cnam.fr

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

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

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

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

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

OPENING THE INTERREGIONAL TRADE BLACK BOX : THE C-INTEREG DATABASE FOR THE SPANISH ECONOMY (1995-2005)

OPENING THE INTERREGIONAL TRADE BLACK BOX : THE C-INTEREG DATABASE FOR THE SPANISH ECONOMY (1995-2005) OPENING THE INTERREGIONAL TRADE BLACK BOX : THE C-INTEREG DATABASE FOR THE SPANISH ECONOMY (1995-2005) AUTHORS: Carlos Llano Economc Analyss Deparmen. and L.R.Klen Insue-CEPREDE. Faculad de CC.EE y EE.

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

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

Boosting for Learning Multiple Classes with Imbalanced Class Distribution

Boosting for Learning Multiple Classes with Imbalanced Class Distribution Boosng for Learnng Mulple Classes wh Imbalanced Class Dsrbuon Yanmn Sun Deparmen of Elecrcal and Compuer Engneerng Unversy of Waerloo Waerloo, Onaro, Canada y8sun@engmal.uwaerloo.ca Mohamed S. Kamel Deparmen

More information