Why Market-Valuation-Indifferent Indexing Works

Size: px
Start display at page:

Download "Why Market-Valuation-Indifferent Indexing Works"

Transcription

1 Volum 61 Numbr 5 005, CFA Institut PERSPECTIVES Why Markt-Valuation-Indirnt Indxing Works Jack Trynor By th nd o th 0th cntury, vn casual invstors had bcom comortabl with th ida o indx unds. Th ida o a bttr indx und (s Arnott, Hsu, and Moor 005), howvr, is mind-boggling. This articl ors on man s viw o why it will actually work. H dins markt-valuation-indirnt (MVI) indxing to b indxing in which th indx is built on any wights that avoid th roblm with markt caitalization. Th bad nws about stock markts is that thy ric stocks imrctly. Th good nws is that th misricings ar always rlativ. Not only will ovrricd stocks b countrbalancd by undrricd stocks, but th distribution o rror at any oint in tim will b symmtrical. W can ictur this distribution as a bll-shad curv with rror on th horizontal axis and som masur o rquncy on th vrtical axis. Bcaus it rlcts both th numbr o comanis and thir siz, aggrgat valu is th aroriat masur o rquncy. But which masur o aggrgat valu tru valu or markt valu? I w us markt valu, thn, alas, it will mak biggr bts on ovrricd stocks and smallr bts on undrricd stocks. To gt a handl on how much rror, w bgin by dining u rlativ rror (xrssd as a raction o tru valu) and v(u) amount o tru valu with rror. Whn w considr th thousands o stocks in th markt, th randomnss o articular stocks is submrgd in a dnsity unction that associats a rlativly stabl amount o dnsity unction v(u) with rlativ rror u to satisy v( u) v( u). (1) But 1 + u is th markt valu o $1.00 o tru valu with rlativ rror u. So th amount o markt Jack Trynor is rsidnt and CEO o Trynor Caital Managmnt, Inc., Palos Vrds Estats, Caliornia. valu with rror u is (1 + u)v(u); thn, th rror distribution satisis ( 1+ u) v( u) > ( 1 u) v( u). Unlik th distribution o th ricing rror that uss tru valu, th rror distribution or markt valus is skwd to th right. This lack o symmtry is th roblm with caitalization wighting: By using markt valus to dtrmin its wights, a ca-wightd indx und will invst mor mony in ovrricd stocks than in undrricd stocks. Considr a symmtrical distribution o markt rrors u around a man rror u. For ach stock whos rror xcds th man by u u, thr will tnd to b a stock whos rror alls short o th man by u u. Exrssd in trms o a rquncy unction v( ) o tru valus, th original symmtry condition is obviously satisid by v( u u) v( u u), () (3) bcaus th scond argumnt is indd minus th irst, as w sciid. On th othr hand, i w xct markt rrors to b symmtrical around a man rror o zro, w nd to add th ollowing condition: wightd by th tru valus, th man o th rrors in markt ric is zro. In trms o our symbols, w can xrss th nw condition: uv ( u) 0. (4) Obviously, th sum ovr all stocks undrricd and ovrricd is zro. Th Basic Equation How dos MVI indxing avoid ca-wightd indxing s roblm? Th ky is a siml quation linking th covariancs o ortolio wights with markt ric r shar, tru valu r shar, and rrors in markt ric r shar. Stmbr/Octobr Coyright 005, CFA Institut. Rroducd and rublishd rom Financial Analysts Journal with rmission rom CFA Institut. All rights rsrvd.

2 I, as bor, u is th rlativ rror, thn 1 + u is th ratio o markt to tru valu v and v( 1 + u) v+ vu (5) is markt ric. So, to a common divisor qual to th numbr o stocks, th covarianc o ortolio wights w with shar rics is wv( 1+ u) w u( 1+ u) wv + wvu w v wv w v + wvu. (6) Th xrssion in brackts is th covarianc o ortolio wights with th tru shar valus. Now, considr th covarianc o ortolio wights with dollar rrors in shar ric, cov w( uv) wuv w uv wuv cov w( uv) + w uv. (7) W s that th xrssion wuv quals this covarianc lus th roduct wuv. But undr our xandd symmtry condition, w hav uv w uv 0. (8) So th irst o th thr covariancs quals th algbraic sum o th scond and third. Th scond is th covarianc o ortolio wights with tru valus, and th third is th covarianc o th wights with th dollar rrors in rics. Imlications or MVI Indxing On alication o MVI indxing is wighting schms in which th covarianc o wights with markt valus is zro. In this cas, to satisy Equation 6, ithr th othr two covariancs must ost xactly which is highly imrobabl or both must b zro. An xtrm xaml is a ortolio with qual wights. On avrag, th numbr o ovrricd stocks will b th sam as th numbr o undrricd stocks. But i all th stocks ar assignd th sam wight, th invstmnt in th ovrricd sgmnt will dnd only on that numbr and th invstmnt in th undrricd sgmnt will dnd only on that sam numbr. So th two invstmnts will tnd to b qual in contrast to th ca-wightd indx und, which ays mor or th ovrricd sgmnt and lss or th undrricd sgmnt. Alas, a schm that wights largca and small-ca stocks th sam is going to hav small-ca markt bias, howvr, rlativ to many bnchmark ortolios, hnc mor snsitivity to any systmatic small-ca actor (as discussd in, or xaml, Fama and Frnch 1973). Th quation rlating th thr covariancs can b alid in othr ways. For xaml, instad o dmonstrating mirically that a givn st o wights has zro covarianc with markt rics, w can aal to a riori rasons why crtain sts o wights will hav a zro covarianc with th rrors. W hav sn that i th ortolio givs th sam wight to undrricing rrors it givs to ovrricing rrors, th third covarianc vanishs. But thn th othr two covariancs in th quation must b qual. So w can us markt valus, which ar obsrvabl, rathr than tru valus, which ar not, to stimat th small-ca bias in such sts o wights. Eliminating Small-Ca Bias Is th constant-wight ortolio th bst MVI indxing can do? Dos it hav th smallst tracking rror vrsus a convntional ca-wightd indx? Som wighting schms will hav lss small-ca bias than othrs. Examls includ wighting by numbr o mloys, numbr o customrs, or sals. And som schms may actually wight larg cas mor havily than th markt indxs do. Suos w usd th numbr o cororat jts or cororat limousins. Radrs ar ncouragd to giv r rin to thir imagination. A dirnt aroach is to rank stocks by caitalization. Form ca-wightd ortolios that start with th biggst singl stock, th biggst stocks, tc., u to 500 stocks. Evry on o ths ortolios xct th last will hav a larg-ca bias rlativ to th S&P 500 Indx. But ach MVI ortolio will hav a small-ca bias rlativ to its corrsonding cawightd countrart. Thus thr will always b a uniqu numbr o stocks or which th MVI ortolio has th sam small-ca bias as th cawightd S&P 500. I this brakvn ortolio includs nough stocks, it can still b satisactorily divrsiid. W hav still othr ways to rmov small-ca bias. Considr a ca-wightd ortolio o th 100 smallst comanis in th Wilshir 5000 Indx. It will hav no alha rsulting rom MVI indxing and lots o small-ca bias. A short osition in this ortolio will ost a lot o small-ca bias without rducing th MVI alha , CFA Institut

3 Why Markt-Valuation-Indirnt Indxing Works An aroriat blnd o any two schms with oosit biass will always liminat bias rlativ to any givn bnchmark. And i dirnt clints hav dirnt bnchmarks, th blnd can b tailord to thir bnchmarks. Th Sourc o MVI s Advantag Stocks in th MVI ortolio with a givn tru valu may gt a larg wight or a small wight. Bcaus thy ar as likly to b undrricd as ovrricd, howvr, whatvr wight th mthod assigns is as likly to contribut to th undrricd stock as to th ovrricd stock. Avragd across all th stocks in th MVI ortolio, th aggrgat dollar invstmnts will tnd to b th sam. O cours, at a oint in tim, ral stocks won t oblig th author by alling into xactly countrbalancing airs. But th asist way to xlain how MVI caitalizs on th tndncy or ricing rrors to b symmtric is to ocus on such an idalizd air. Bcaus o th rrors in markt ric, th corrsonding undrricd or ovrricd stocks in a ca-wightd ortolio will hav dirnt markt valus vn i thy hav th sam tru valus. Lt th tru valus o thos stocks b v, and lt th aggrgat ricing rrors b + and. I ca-wightd invstors snd v + dollars on th ormr and v dollars on th lattr, thy will snd a total o ( v + ) + ( v ) v dollars and gt (9) v v ( v + ) ( v ) v (10) + + worth o tru valu. On th othr hand, th MVI invstors snd th sam numbr o dollars on th undrricd as thy snd on th ovrricd stocks. But a dollar snt on ovrricd scuritis buys lss tru valu than a dollar snt on undrricd scuritis. For xaml, a dollar snt on a stock with tru valu v and markt ric v + buys v/(v + ) o th tru valu; a dollar snt on a stock with tru valu v and markt ric v buys v/(v ) o th tru valu. I th MVI invstors snd v dollars on ach stock, thy mak th sam total invstmnt as th ca-wightd invstors and gt v v v v + + worth o tru valu, or v v ( v ) + v ( v + ) v v v v v v v (11) 1 v, v 1 whr th xrssion in brackts is always gratr than zro. (Th xrssion /ν is what w rviously calld u ric rror rlativ to tru valu.) Thus or th sam total invstmnt, th MVI invstors own mor tru valu than th cawightd invstors, with a dirnc that dnds only on th rlativ siz o th aggrgat ricing rror. Th gain or th whol markt sums across rrors occurring with a wid rang o rquncis. I th rquncy unction is (/ν), thn th gain can b xrssd as ( / v) d( / v). (1) 1 ( / v) For small rrors, w can aroximat this intgral by 1 + v v d v v d v + v v d v. (13) Th valu o th irst intgral is 1. I, as w hav assumd or th rquncy distribution o tru valus, th man o th rrors is 0, thn th scond intgral is th varianc o th rrors. Whn stocks ar accuratly ricd, th MVI ortolio ralizs no gain rlativ to th ricwightd ortolio. But whn th rror in markt rics is xrssd as a raction o th tru valu, thn th gain rom MVI is th squar o th standard rror, σ. Tabl 1 dislays a rang o ossibl valus o σ, σ, 1 + σ, and (or rasons to b xlaind) 1/(1 σ ). MVI invstors raliz this bnit vn i misricd stocks nvr rvrt to thir tru valus. I rvrsion occurs, it ors an additional bnit (s Andix A). To b sur, th corrct intgral is not as simly rlatd to th standard rror o stock rics as our crud aroximation is. But in th vnt, small ricing rrors will b much mor rqunt than larg ricing rrors. Th radr can gt som sns o how bad our aroximation is by imagining that, instad o bing saml avrags, th numbrs in Stmbr/Octobr

4 Tabl 1. MVI s Advantag or Indicatd Standard Errors in Markt Pric σ σ 1 + σ 1 σ th σ column ar ric rrors on a sciic stock, in which that stock s contribution to th aroximation rror is th dirnc btwn th righthand columns. It taks a 31 rcnt ricing rror to roduc a 1 rcnt rror in such a stock s contribution to th intgral. And all individual stock rrors, small or larg, ositiv or ngativ, caus th author s aroximation to undrstat th tru gain rom MVI. But that s th only uros in including th right-hand column. Th author trusts nobody will think it is an stimat o th tru valu o th intgral or th indicatd varianc. Bcaus w can t obsrv th markt s ricing rrors, w can t radily rsolv dbats about thir magnitud. Eugn Fama has on viw; Fischr Black had anothr. A 1 rcnt standard rror in stock rics roducs a gain rlativ to ca wighting o surly too small to warrant intrst in MVI wighting. But th gain incrass raidly as th standard rror incrass, bing 400 tims as big or a 0 rcnt standard rror. Can w aord to b wrong about our rconctions? Trading Costs MVI ortolio managrs trad mor than managrs o ca-wightd ortolios, although how much mor dnds on th ric discrancis th MVI managrs choos to tolrat bor trading back to th rscribd wights. Th trad siz will incras with t, so volum will b roortional to siz t t 1 1. t t siz (14) Th cost o incrasing th triggr siz is dartur rom th ortolio roortions rscribd by MVI. Trading lags bring MVI closr to th ca-wightd rsult. Whn all rics ris or all in roortion to th MVI ortolio managr s wights, howvr, no trading is ndd. Conclusion Th author has argud that on dosn t nd to know tru valus in ordr to avoid th roblm with ca-wightd indx unds. On can still njoy all th bnits o an indx und a high lvl o divrsiication and low trading costs by invsting randomly with rsct to th markt s ricing rrors. Andix A: Rvrsion to Tru Valu Th rat o rturn rom th rvrsion o markt valu to tru valu dnds on th rvrsion rat. Is th avrag tim to rvrsion 1 yar or 10 yars? W do not know. Prsumably, rsulting rats o rturn ar also roortional to th initial ricing rror. Assum ovr- and undrricd stocks hav th sam absolut rror ; thn, or an ovrricd stock with tru valu v 1 and markt ric 1, th rat o rturn is roortional to v1 1 (A1), 1 1 and or an undrricd stock with tru valu v and markt ric, th rat o rturn is roortional to v. (A) , CFA Institut

5 Why Markt-Valuation-Indirnt Indxing Works For th MVI invstor with qual ositions in th two stocks, th avrag rturn is v 1 (A3) bor dividing by th ctiv rvrsion tim. For th whol ortolio, th rturn is 1 1 (A4) T v v d v var T v, again assuming a man o zro. Rrncs Arnott, Robrt D., Jason Hsu, and Phili Moor Fundamntal Indxation. Financial Analysts Journal, vol. 61, no. (March/Aril): Fama, Eugn, and Knnth Frnch Th Cross-Sction o Exctd Rturns. Journal o Financ, vol. 47, no. (Jun): Stmbr/Octobr

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

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

More information

Parallel and Distributed Programming. Performance Metrics

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

More information

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

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

More information

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

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

More information

Foreign Exchange Markets and Exchange Rates

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

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

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

More information

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

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

More information

AP Calculus AB 2008 Scoring Guidelines

AP Calculus AB 2008 Scoring Guidelines AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.

More information

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

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

More information

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data FACULTY SALARIES FALL 2004 NKU CUPA Data Compard To Publishd National Data May 2005 Fall 2004 NKU Faculty Salaris Compard To Fall 2004 Publishd CUPA Data In th fall 2004 Northrn Kntucky Univrsity was among

More information

A Note on Approximating. the Normal Distribution Function

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

More information

New Basis Functions. Section 8. Complex Fourier Series

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

More information

ESCI 241 Meteorology Lesson 6 Humidity

ESCI 241 Meteorology Lesson 6 Humidity ESCI 41 Mtorology Lsson 6 Humiity Raing: MT Chatr 5 PARTIAL PRESSURE In a mixtur of gass, ach gas scis contributs to th total rssur. ο Th rssur xrt by a singl gas scis is known as th artial rssur for that

More information

CHAPTER 4c. ROOTS OF EQUATIONS

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

More information

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

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

More information

THE FUNDAMENTALS OF CURRENT SENSE TRANSFORMER DESIGN. Patrick A. Cattermole, Senior Applications Engineer MMG 10 Vansco Road, Toronto Ontario Canada

THE FUNDAMENTALS OF CURRENT SENSE TRANSFORMER DESIGN. Patrick A. Cattermole, Senior Applications Engineer MMG 10 Vansco Road, Toronto Ontario Canada , Snior Alications nginr MMG 10 Vansco Road, Toronto Ontario Canada Abstract Th following ar will first rviw th basic rincils of oration of a Currnt Sns Transformr and thn follow a simlifid dsign rocdur.

More information

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force ctivation nrgis http://www.wwnorton.com/chmistry/tutorials/ch14.htm (back to collision thory...) Potntial and Kintic nrgy during a collision + + ngativly chargd lctron cloud Rpulsiv Forc ngativly chargd

More information

SPECIAL VOWEL SOUNDS

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

More information

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

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

More information

Factorials! Stirling s formula

Factorials! Stirling s formula Author s not: This articl may us idas you havn t larnd yt, and might sm ovrly complicatd. It is not. Undrstanding Stirling s formula is not for th faint of hart, and rquirs concntrating on a sustaind mathmatical

More information

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

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

More information

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:

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

More information

(Analytic Formula for the European Normal Black Scholes Formula)

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

More information

Lecture 3: Diffusion: Fick s first law

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

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

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

More information

Rural and Remote Broadband Access: Issues and Solutions in Australia

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

More information

Financial Mathematics

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

More information

Traffic Flow Analysis (2)

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

More information

Fundamentals: NATURE OF HEAT, TEMPERATURE, AND ENERGY

Fundamentals: NATURE OF HEAT, TEMPERATURE, AND ENERGY Fundamntals: NATURE OF HEAT, TEMPERATURE, AND ENERGY DEFINITIONS: Quantum Mchanics study of individual intractions within atoms and molculs of particl associatd with occupid quantum stat of a singl particl

More information

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

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

More information

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

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

More information

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

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

More information

Lecture 20: Emitter Follower and Differential Amplifiers

Lecture 20: Emitter Follower and Differential Amplifiers Whits, EE 3 Lctur 0 Pag of 8 Lctur 0: Emittr Followr and Diffrntial Amplifirs Th nxt two amplifir circuits w will discuss ar ry important to lctrical nginring in gnral, and to th NorCal 40A spcifically.

More information

Mathematics. Mathematics 3. hsn.uk.net. Higher HSN23000

Mathematics. Mathematics 3. hsn.uk.net. Higher HSN23000 hsn uknt Highr Mathmatics UNIT Mathmatics HSN000 This documnt was producd spcially for th HSNuknt wbsit, and w rquir that any copis or drivativ works attribut th work to Highr Still Nots For mor dtails

More information

Analyzing the Economic Efficiency of ebaylike Online Reputation Reporting Mechanisms

Analyzing the Economic Efficiency of ebaylike Online Reputation Reporting Mechanisms A rsarch and ducation initiativ at th MIT Sloan School of Managmnt Analyzing th Economic Efficincy of Baylik Onlin Rputation Rporting Mchanisms Papr Chrysanthos Dllarocas July For mor information, plas

More information

Logo Design/Development 1-on-1

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

More information

Section 7.4: Exponential Growth and Decay

Section 7.4: Exponential Growth and Decay 1 Sction 7.4: Exponntial Growth and Dcay Practic HW from Stwart Txtbook (not to hand in) p. 532 # 1-17 odd In th nxt two ction, w xamin how population growth can b modld uing diffrntial quation. W tart

More information

Chapter 10 Function of a Matrix

Chapter 10 Function of a Matrix EE448/58 Vrsion. John Stnsby Chatr Function of a atrix t f(z) b a comlx-valud function of a comlx variabl z. t A b an n n comlxvalud matrix. In this chatr, w giv a dfinition for th n n matrix f(a). Also,

More information

Gold versus stock investment: An econometric analysis

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

More information

MONEY ILLUSION IN THE STOCK MARKET: THE MODIGLIANI-COHN HYPOTHESIS*

MONEY ILLUSION IN THE STOCK MARKET: THE MODIGLIANI-COHN HYPOTHESIS* MONEY ILLUSION IN THE STOCK MARKET: THE MODIGLIANI-COHN HYPOTHESIS* RANDOLPH B. COHEN CHRISTOPHER POLK TUOMO VUOLTEENAHO Modigliani and Cohn hypothsiz that th stock markt suffrs from mony illusion, discounting

More information

Working Paper Series Brasília n. 184 Apr. 2009 p. 1-60

Working Paper Series Brasília n. 184 Apr. 2009 p. 1-60 ISSN 58-3548 CGC.38.66/-5 Working Papr Sris rasília n. 84 Apr. 9 p. -6 Working Papr Sris Editd by sarch Dpartmnt Dpp E-mail: workingpapr@bcb.gov.br Editor: njamin Miranda Tabak E-mail: bnjamin.tabak@bcb.gov.br

More information

E X C H A N G E R U L E S A N D C L E A R I N G R U L E S O F N A S D A Q O M X D E R I V A T I V E S M A R K E T S

E X C H A N G E R U L E S A N D C L E A R I N G R U L E S O F N A S D A Q O M X D E R I V A T I V E S M A R K E T S E X C H A N G E R U L E S A N D C L E A R I N G R U L E S O F N A S D A Q O M X D E R I V A T I V E S M A R K E T S Fair Valu 1 Valuation Variabls Tabl 1 blow shows th variabls us in th rspctiv valuation

More information

Chapter 2: Privatization, Diffusion of Share Ownership, and Politics

Chapter 2: Privatization, Diffusion of Share Ownership, and Politics Chiara ratton-lavoi Chaptr Chaptr : rivatization Diusion o har wnrship an olitics. Introuction inc th 980s many national govrnmnts hav pursu privatization programs. Although th wor "privatization" ncompasss

More information

Economic Analysis of Floating Exchange Rate Systems

Economic Analysis of Floating Exchange Rate Systems Economic Analysis of Floating Rat Systms Th businss sction of any nwspapr will hav a tabl of spot s. Ths ar th s at which a prson could hav bought othr currncis or forign, such as th English Pound, Frnch

More information

Media Considerations Related to Puerto Rico s Fiscal Situation

Media Considerations Related to Puerto Rico s Fiscal Situation CUNY Graduat School of Journalism Jun, Mdia Considrations Rlatd to Purto Rico s Fiscal Situation Alan Schankl Managing Dirctor Municial Stratgy and Rsarch Economy is Stagnant and Dbt Continus to Grow.%.%.%

More information

A tutorial for laboratory determination of Planck s constant from the Planck radiation law

A tutorial for laboratory determination of Planck s constant from the Planck radiation law A tutorial for laboratory dtrmination of Planck s constant from th Planck radiation law Adam Usman, John Dogari, M. idwan Enuwa and sa Sambo Dartmnt of Physics, Fdral Univrsity of Tchnology, P. M. B. 076,

More information

The price of liquidity in constant leverage strategies. Marcos Escobar, Andreas Kiechle, Luis Seco and Rudi Zagst

The price of liquidity in constant leverage strategies. Marcos Escobar, Andreas Kiechle, Luis Seco and Rudi Zagst RACSAM Rv. R. Acad. Cin. Sri A. Mat. VO. 103 2, 2009, pp. 373 385 Matmática Aplicada / Applid Mathmatics Th pric of liquidity in constant lvrag stratgis Marcos Escobar, Andras Kichl, uis Sco and Rudi Zagst

More information

NAVAL POSTGRADUATE SCHOOL

NAVAL POSTGRADUATE SCHOOL NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA MBA PROFESSIONAL REPORT Th Survivor Bnfit Plan: A Cost-Bnfit Analysis By: Advisors: Scott E. Batty, and Tho Kang Dcmbr 2007 William R. Gats, Raymond E. Franck

More information

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

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

More information

Category 7: Employee Commuting

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

More information

In the first years of the millennium, Americans flocked to Paris to enjoy French

In the first years of the millennium, Americans flocked to Paris to enjoy French 14 chaptr Exchang Rats and th Forign Exchang Markt: An Asst Approach 320 In th first yars of th millnnium, Amricans flockd to Paris to njoy Frnch cuisin whil shopping for dsignr clothing and othr spcialtis.

More information

Fraud, Investments and Liability Regimes in Payment. Platforms

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

More information

Version 1.0. General Certificate of Education (A-level) January 2012. Mathematics MPC3. (Specification 6360) Pure Core 3. Final.

Version 1.0. General Certificate of Education (A-level) January 2012. Mathematics MPC3. (Specification 6360) Pure Core 3. Final. Vrsion.0 Gnral Crtificat of Education (A-lvl) January 0 Mathmatics MPC (Spcification 660) Pur Cor Final Mark Schm Mark schms ar prpard by th Principal Eaminr and considrd, togthr with th rlvant qustions,

More information

Cost-Volume-Profit Analysis

Cost-Volume-Profit Analysis ch03.qxd 9/7/04 4:06 PM Pag 86 CHAPTER Cost-Volum-Profit Analysis In Brif Managrs nd to stimat futur rvnus, costs, and profits to hlp thm plan and monitor oprations. Thy us cost-volum-profit (CVP) analysis

More information

Electronic Commerce. and. Competitive First-Degree Price Discrimination

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

More information

Dual Fuel Competition in the British Energy Retail Markets

Dual Fuel Competition in the British Energy Retail Markets Dual Ful Comtition in th British Enry Rtail Markts Richard Grn * Univrsity of Hull Businss School Univrsity of Hull Hull HU6 7RX Tl: 048 46570 Fax: 048 4666 Email: R.J.Grn@hull.ac.uk May 005 Rvisd: 6 May,

More information

AP Calculus Multiple-Choice Question Collection 1969 1998. connect to college success www.collegeboard.com

AP Calculus Multiple-Choice Question Collection 1969 1998. connect to college success www.collegeboard.com AP Calculus Multipl-Choic Qustion Collction 969 998 connct to collg succss www.collgboard.com Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos

More information

Relationship between Cost of Equity Capital And Voluntary Corporate Disclosures

Relationship between Cost of Equity Capital And Voluntary Corporate Disclosures Rlationship btwn Cost of Equity Capital And Voluntary Corporat Disclosurs Elna Ptrova Eli Lilly & Co, Sofia, Bulgaria E-mail: ptrova.lnaa@gmail.com Gorgios Gorgakopoulos (Corrsponding author) Amstrdam

More information

Vibrational Spectroscopy

Vibrational Spectroscopy Vibrational Spctroscopy armonic scillator Potntial Enrgy Slction Ruls V( ) = k = R R whr R quilibrium bond lngth Th dipol momnt of a molcul can b pandd as a function of = R R. µ ( ) =µ ( ) + + + + 6 3

More information

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM RESEARCH PAPERS IN MANAGEMENT STUDIES SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM M.A.H. Dmpstr & S.S.G. Hong WP 26/2000 Th Judg Institut of Managmnt Trumpington Strt Cambridg CB2 1AG Ths paprs

More information

Theoretical aspects of investment demand for gold

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

More information

Noise Power Ratio (NPR) A 65-Year Old Telephone System Specification Finds New Life in Modern Wireless Applications.

Noise Power Ratio (NPR) A 65-Year Old Telephone System Specification Finds New Life in Modern Wireless Applications. TUTORIL ois Powr Ratio (PR) 65-Yar Old Tlphon Systm Spcification Finds w Lif in Modrn Wirlss pplications ITRODUTIO by Walt Kstr Th concpt of ois Powr Ratio (PR) has bn around sinc th arly days of frquncy

More information

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

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

More information

OPTIONS AND FUTURES: A TECHNICAL APPRAISAL

OPTIONS AND FUTURES: A TECHNICAL APPRAISAL Pag 15 OPTIONS AND FUTURES: A TECHNICAL APPRAISAL by David J.S. Rutldg Papr prsntd to Sminar on Trading in Options: Opportunitis in th Intrnational Markt sponsord by Th Sydny Stock Exchang and Th Scuritis

More information

any any assistance on on this this examination.

any any assistance on on this this examination. I I ledge on on my honor that I have not given or received any any assistance on on this this examination. Signed: Name: Perm #: TA: This quiz consists of 11 questions and has a total of 6 ages, including

More information

Global Financial Management

Global Financial Management Global Financial Managmnt Valuation of Stocks Copyright 999 by Alon Brav, Stphn Gray, Campbll R Harvy and Ernst Maug. All rights rsrvd. No part of this lctur may b rproducd without th prmission of th authors.

More information

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives Unit Stats Gnral Accounting Offic Washington, DC 20548 Halth, Eucation, an Human Srvics Division B-285141 April 21, 2000 Th Honorabl Charls B. Rangl Ranking Minority Mmbr Committ on Ways an Mans Hous of

More information

Free ACA SOLUTION (IRS 1094&1095 Reporting)

Free ACA SOLUTION (IRS 1094&1095 Reporting) Fr ACA SOLUTION (IRS 1094&1095 Rporting) Th Insuranc Exchang (301) 279-1062 ACA Srvics Transmit IRS Form 1094 -C for mployrs Print & mail IRS Form 1095-C to mploys HR Assist 360 will gnrat th 1095 s for

More information

High Interest Rates In Ghana,

High Interest Rates In Ghana, NO. 27 IEA MONOGRAPH High Intrst Rats In Ghana, A Critical Analysis IEA Ghana THE INSTITUTE OF ECONOMIC AFFAIRS A Public Policy Institut High Intrst Rats In Ghana, A Critical Analysis 1 by DR. J. K. KWAKYE

More information

Asset set Liability Management for

Asset set Liability Management for KSD -larning and rfrnc products for th global financ profssional Highlights Library of 29 Courss Availabl Products Upcoming Products Rply Form Asst st Liability Managmnt for Insuranc Companis A comprhnsiv

More information

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE Ballast Dsign Softwar Ptr Grn, Snior ighting Systms Enginr, Intrnational Rctifir, ighting Group, 101S Spulvda Boulvard, El Sgundo, CA, 9045-438 as prsntd at PCIM Europ 0 Abstract: W hav dvlopd a Windows

More information

Remember you can apply online. It s quick and easy. Go to www.gov.uk/advancedlearningloans. Title. Forename(s) Surname. Sex. Male Date of birth D

Remember you can apply online. It s quick and easy. Go to www.gov.uk/advancedlearningloans. Title. Forename(s) Surname. Sex. Male Date of birth D 24+ Advancd Larning Loan Application form Rmmbr you can apply onlin. It s quick and asy. Go to www.gov.uk/advancdlarningloans About this form Complt this form if: you r studying an ligibl cours at an approvd

More information

Wage Inflation and the Distribution of Output Gaps in Europe: Insiders vs. Outsiders

Wage Inflation and the Distribution of Output Gaps in Europe: Insiders vs. Outsiders Economtric Rsarch and Spcial Studis Dpartmnt Wag Inflation and th Distribution of Output Gaps in Europ: Insidrs vs. Outsidrs M. Dmrtzis and A. Hughs Halltt Rsarch Mmorandum WO&E no. 631 Sptmbr 2000 D Ndrlandsch

More information

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

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

More information

[ ] These are the motor parameters that are needed: Motor voltage constant. J total (lb-in-sec^2)

[ ] These are the motor parameters that are needed: Motor voltage constant. J total (lb-in-sec^2) MEASURING MOOR PARAMEERS Fil: Motor paramtrs hs ar th motor paramtrs that ar ndd: Motor voltag constant (volts-sc/rad Motor torqu constant (lb-in/amp Motor rsistanc R a (ohms Motor inductanc L a (Hnris

More information

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List.

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List. Elmntary Rndring Elmntary rastr algorithms for fast rndring Gomtric Primitivs Lin procssing Polygon procssing Managing OpnGL Stat OpnGL uffrs OpnGL Gomtric Primitivs ll gomtric primitivs ar spcifid by

More information

Magic Message Maker Amaze your customers with this Gift of Caring communication piece

Magic Message Maker Amaze your customers with this Gift of Caring communication piece Magic Mssag Makr maz your customrs with this Gift of aring communication pic Girls larn th powr and impact of crativ markting with this attntion grabbing communication pic that will hlp thm o a World of

More information

IMES DISCUSSION PAPER SERIES

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

More information

Entity-Relationship Model

Entity-Relationship Model Entity-Rlationship Modl Kuang-hua Chn Dpartmnt of Library and Information Scinc National Taiwan Univrsity A Company Databas Kps track of a company s mploys, dpartmnts and projcts Aftr th rquirmnts collction

More information

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective Ovrviw Lctur 4 Projctions - 3D Viwing Projctions Paralll Prspctiv 3D Viw Volum 3D Viwing Transformation Camra Modl - Assignmnt 2 OFF fils 3D mor compl than 2D On mor dimnsion Displa dvic still 2D Analog

More information

the so-called KOBOS system. 1 with the exception of a very small group of the most active stocks which also trade continuously through

the so-called KOBOS system. 1 with the exception of a very small group of the most active stocks which also trade continuously through Liquidity and Information-Basd Trading on th Ordr Drivn Capital Markt: Th Cas of th Pragu tock Exchang Libor 1ÀPH³HN Cntr for Economic Rsarch and Graduat Education, Charls Univrsity and Th Economic Institut

More information

Modern Portfolio Theory (MPT) Statistics

Modern Portfolio Theory (MPT) Statistics Modrn Portfolo Thory (MPT) Statstcs Mornngstar Mthodology Papr Novmr 30, 007 007 Mornngstar, Inc. All rghts rsrvd. Th nformaton n ths documnt s th proprty of Mornngstar, Inc. Rproducton or transcrpton

More information

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8 Jun 22 Enpris Rnt Author: Documnt Vrsion: Product: Product Vrsion: SAP Vrsion: Enpris Enpris Rnt 88 88 Enpris Rnt 22 Enpris Solutions All rights rsrvd No parts of this work may b rproducd in any form or

More information

Continuity Cloud Virtual Firewall Guide

Continuity Cloud Virtual Firewall Guide Cloud Virtual Firwall Guid uh6 Vrsion 1.0 Octobr 2015 Foldr BDR Guid for Vam Pag 1 of 36 Cloud Virtual Firwall Guid CONTENTS INTRODUCTION... 3 ACCESSING THE VIRTUAL FIREWALL... 4 HYPER-V/VIRTUALBOX CONTINUITY

More information

Key Management System Framework for Cloud Storage Singa Suparman, Eng Pin Kwang Temasek Polytechnic {singas,engpk}@tp.edu.sg

Key Management System Framework for Cloud Storage Singa Suparman, Eng Pin Kwang Temasek Polytechnic {singas,engpk}@tp.edu.sg Ky Managmnt Systm Framwork for Cloud Storag Singa Suparman, Eng Pin Kwang Tmask Polytchnic {singas,ngpk}@tp.du.sg Abstract In cloud storag, data ar oftn movd from on cloud storag srvic to anothr. Mor frquntly

More information

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

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

More information

Production Costing (Chapter 8 of W&W)

Production Costing (Chapter 8 of W&W) Production Costing (Chaptr 8 of W&W).0 Introduction Production costs rfr to th oprational costs associatd with producing lctric nrgy. Th most significant componnt of production costs ar th ful costs ncssary

More information

Authenticated Encryption. Jeremy, Paul, Ken, and Mike

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

More information

Section A This ONE question is compulsory and MUST be attempted

Section A This ONE question is compulsory and MUST be attempted Profssional Lvl Options Moul Avanc Financial Managmnt Tusay 3 Dcmbr 2013 Tim allow Raing an planning: Writing: 15 minuts 3 hours This papr is ivi into two sctions: Sction A This ONE qustion is compulsory

More information

content Fresh thinking for decision makers

content Fresh thinking for decision makers Roland Brgr Stratgy Consultants contnt Frsh thinking for dcision makrs Think your bank can maintain its liquidity vn undr xtrm strss? Fin, but thr's mor to stratgic liquidity managmnt than that Th prcis

More information

Category 11: Use of Sold Products

Category 11: Use of Sold Products 11 Catgory 11: Us of Sold Products Catgory dscription T his catgory includs missions from th us of goods and srvics sold by th rporting company in th rporting yar. A rporting company s scop 3 missions

More information

Over-investment of free cash flow

Over-investment of free cash flow Rv Acc Stud (2006) 11:159 189 DOI 10.1007/s11142-006-9012-1 Ovr-invstmnt of fr cash flow Scott Richardson Publishd onlin: 23 Jun 2006 Ó Springr Scinc+Businss Mdia, LLC 2006 Abstract This papr xamins th

More information

Performance Evaluation

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

More information

Voice Biometrics: How does it work? Konstantin Simonchik

Voice Biometrics: How does it work? Konstantin Simonchik Voic Biomtrics: How dos it work? Konstantin Simonchik Lappnranta, 4 Octobr 2012 Voicprint Makup Fingrprint Facprint Lik a ingrprint or acprint, a voicprint also has availabl paramtrs that provid uniqu

More information

On the moments of the aggregate discounted claims with dependence introduced by a FGM copula

On the moments of the aggregate discounted claims with dependence introduced by a FGM copula On th momnts of th aggrgat discountd claims with dpndnc introducd by a FGM copula - Mathiu BARGES Univrsité Lyon, Laboratoir SAF, Univrsité Laval - Hélèn COSSETTE Ecol Actuariat, Univrsité Laval, Québc,

More information

FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS

FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS By Rui PdroPrira Magalhas 1 Sptmbr 2013 A Dissrtation submittd in part fulfilmnt

More information

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind Dfining Rtirmnt Succss for Dfind Contribution Plan Sponsors: Bgin with th End in Mind David Blanchtt, CFA, CFP, AIFA Had of Rtirmnt Rsarch Morningstar Invstmnt Managmnt david.blanchtt@morningstar.com Nathan

More information

IBM Healthcare Home Care Monitoring

IBM Healthcare Home Care Monitoring IBM Halthcar Hom Car Monitoring Sptmbr 30th, 2015 by Sal P. Causi, P. Eng. IBM Halthcar Businss Dvlopmnt Excutiv scausi@ca.ibm.com IBM Canada Cloud Computing Tigr Tam Homcar by dfinition 1. With a gnsis

More information

Journal of Engineering and Natural Sciences Mühendislik ve Fen Bilimleri Dergisi

Journal of Engineering and Natural Sciences Mühendislik ve Fen Bilimleri Dergisi Journal of Enginring and Natural Scincs Mühndisli v Fn Bilimlri Drgisi Sigma 4/ Invitd Rviw Par OPTIMAL DESIGN OF NONLINEAR MAGNETIC SYSTEMS USING FINITE ELEMENTS Lvnt OVACIK * Istanbul Tchnical Univrsity,

More information

Dehumidifiers: A Major Consumer of Residential Electricity

Dehumidifiers: A Major Consumer of Residential Electricity Dhumidifirs: A Major Consumr of Rsidntial Elctricity Laurn Mattison and Dav Korn, Th Cadmus Group, Inc. ABSTRACT An stimatd 19% of U.S. homs hav dhumidifirs, and thy can account for a substantial portion

More information