BA 351 CORPORATE FINANCE LECTURE 4 TAXES AND THE MARGINAL INVESTOR. John R. Graham Adapted from S. Viswanathan FUQUA SCHOOL OF BUSINESS

Size: px
Start display at page:

Download "BA 351 CORPORATE FINANCE LECTURE 4 TAXES AND THE MARGINAL INVESTOR. John R. Graham Adapted from S. Viswanathan FUQUA SCHOOL OF BUSINESS"

Transcription

1 BA 351 CORPORATE FINANCE LECTURE 4 TAXES AND THE MARGINAL INVESTOR John R. Gaham Adapted fom S. Viswanathan FUQUA SCHOOL OF BUSINESS DUKE UNIVERSITY 1

2 In this lectue we conside the effect of govenment tax policy on valuing cetain cash flows. In paticula we conside the effect of copoate taxes and pesonal income taxes on the cost of capital. We stat by consideing a wold whee thee is a copoate tax but no pesonal income tax. Such situation leads to the taditional MM fomula which implies that thee is a tax advantage to debt. Let the copoate tax ate be τ C. The value of a leveed fim would then be just the value of the unleveed fim plus the pesent value of the tax shields (this is just the APV fomula which we will study late). Thus: Value of Leveed fim = Value of Unleveed fim + PV of tax shields. To deive this fomula, conside a fim whose only asset is a pepetual cash flow of $1M and whose copoate tax ate is 40%. Suppose that municipal bonds exist and that these ae tax fee and ean a etun of 10% (i.e. eveyone can boow and lend tax-fee, at the pesonal level, of 10%). One can eplicate a cash flow of $1M(1-0.4) = $0.6M evey peiod by investing in $1M(1-0.4)/0.10 = $6M woth of pepetual bonds. Equivalently, conside the following table: 2

3 REPLICATING THE UNLEVERED FIRM t = 0 t=1 t=2 and so on Befoe Tax Cash Flow $1M $1M Afte Tax Cash Flow $0.6M $0.6M Replicating Investment $0.6M/0.1 = $6.0M $0.6M $0.6M The afte-tax income to the copoation (and to the individual as thee ae no pesonal taxes) in this example is $0.6M a yea, afte payment of the 40% copoate tax. An investment of $6M in tax exempt secuities would also yield an afte tax income of $0.6M a yea. Thus the value of the unleveed cash flows of the fim is $6M. This could have been diectly obtained as $1M(1-0.4)/0.1 = $6M. Now suppose the fim issues $2M face value in pepetual debt. The inteest ate of the debt must be 10% (if it is less than 10% no one will puchase the debt). At 10%, the inteest payment pe yea is $0.2M. Redoing the table above, we obtain: 3

4 REPLICATING THE LEVERED FIRM t = 0 t = 1 t = 2 and so on Befoe Tax and Inteest Cash Flow $1M $1M Inteest Payment $0.2M $0.2M Net Income Afte Inteest Befoe Taxes $0.8M $0.8M Taxes $0.32M $0.32M Afte Tax Equity Cash Flow $0.48M $0.48M Replicating equity investment $0.48M/0.1 = $4.8M Replicating debt investment $0.2M/0.1 = $2.0M $0.48M $0.2M $0.48M $0.2M The total value of the fim is thus the value of equity plus the value of debt. Thus the total value of the fim is $4.8M + $2.0M = $6.8M. Thus the additional value fom undetaking $2M in debt is $0.8M. An altenative way to calculate this is as follows: 4

5 t = 0 t =1 t=2 and so on Inteest Payment $0.2M $0.2M Tax Shield Fom Inteest Payment $0.08M $0.08M Replicating equity investment $0.08/0.1 = $0.8M $0.08M $0.08M fomula: Thus an equity investment of $0.08M will eplicate the tax shield. Hence we obtain the Value of Leveed fim = Value of Unleveed fim + PV of tax shields In this wold with pepetual debt (with no pesonal taxes) we can also obtain the following fomula: PV of tax shields = τ c D whee D is the amount of debt that is undetaken and τ c is the copoate tax ate. Again, in this example, the debt is $2M and the tax ate times the debt is $0.4($2M) = $0.8M which agees with ou answe above. I caution that this additional fomula is coect only in the case of pepetual debt and no pesonal taxes. Bealey and Myes pesent a simila example using Meck's balance sheet. Meck is a fim that has no debt in its balance sheet. The top panel in Table 18-3a (see B&M, page 502) shows Meck's balance sheet (both the book value and the maket value) while panel b shows Meck's balance sheets afte it decides to boow $1 billion in pepetual debt. The $1 billion in pepetual debt with a copoate tax ate of 35% is woth $350M (again we ae assuming 5

6 that thee ae no pesonal taxes). Thus Meck's total value inceases by $350M to $134,506M. Its equity value captues the entie incease and inceases to $125,877M. In the above appoach we ignoed the pesonal tax status of investos. But pesonal taxes do affect the tax advantage to debt elative to equity because they affect the befoe-tax yields that investos demand on these instuments. If debt at the pesonal level is taxed at a highe ate than equity at the pesonal level, investos demand a highe befoe-tax yield on debt. This highe befoe-tax yield on debt will educe the tax advantage of debt. In what follows, we quantify the effect of pesonal taxes on the tax advantage (o disadvantage) fom leveing up the fim. To emphasize the dependence of the tax advantage to leveage, conside an investo who has a tax ate of τ p on debt income and τ e on equity income. These two tax ates need not be the same fo a vaiety of easons. Fist, capital gains ae often taxed at a diffeent ate than dividend and inteest income. This was tue befoe the 1986 Tax Refom Act. A lowe capital gains tax is again the law unde the 1991 and 1997 tax packages. Thus fo such individuals, the maginal tax ate on inteest income is highe than that on capital gains income. Also, even with the same ate of taxation on capital gains, dividends and inteest income, the effective ate on capital gains would still be lowe because the capital gains tax is paid only when gains ae ealized; that is, capital gains taxation can be delayed, so the "value" of capital gains taxation is the pesent value of the taxes that will be paid in the futue. Futhe, capital gains can be avoided altogethe at death (even fo one's heis). Finally, thee ae investos like copoations who have specific deductions that make the tax ates on dividends and inteest income diffeent. Thus, it is easonable to assume that thee ae diffeent tax ates fo inteest income and equity income. 6

7 Now, conside a fim that has a cash flow befoe tax and inteest of C. Suppose the fim is unleveed. Then the cash flow afte taxes is C (1 - τ c ). If the shaeholde has access to boowing and lending at the tax fee ate of, then we have the following table: REPLICATING THE UNLEVERED FIRM t = 0 t = 1 t = 2 and so on Opeating Cash Flow C C Afte Copoate Tax Cash Flow C(1 τ c ) C(1 τ c ) Afte Copoate And Pesonal Taxes Cash Flow C(1 τ c )(1 τ e ) C(1 τ c )(1 τ e ) Replicating investment C(1 τ c )(1 τ e )/ C(1 τ c )(1 τ e ) C(1 τ c )(1 τ e ) Thus the value of the unleveed fim is C( 1 τ )(1 τ c e ) Conside now a leveed fim that has debt of maket value D and inteest D ( D is not independent of the distibution of pesonal tax ates and, but we ignoe that fo now). Then we can eplicate the debt and equity cash flows of the leveed fim as follows: 7

8 REPLICATING THE LEVERED FIRM t = 0 t = 1 t = 2 and so on Opeating Cash Flow C C Inteest D D D D Befoe Tax, Afte Inteest CF C D D C D D Afte Tax Copoate Equity CF (C D D)(1 τ c ) (C D D)(1 τ c ) Afte Copoate and Pesonal Taxes Cash Flow (C - D D)(1 τ c )(1 τ e ) (C - D D)(1 τ c )(1 τ e ) Replicating Investment (Equity) (C- D D)(1 τ c )(1 τ e ) / (C - D D)(1 τ c )(1 τ e ) (C - D D)(1 τ c )(1 τ e ) Afte Pesonal Tax Debt CF D D(1 τ p ) D D(1 τ p ) Replicating Investment (Debt) D D(1 τ p )/ D D(1 τ p ) D D(1 τ p ) 8

9 Thus the value of the leveed fim is: C(1 τ c )(1 τ = ( C D )(1 τ D D (1 c )(1 τ e ) τ + D p ) e ) D D + [(1 τ ) (1 τ )(1 τ )] p c e Since the fist tem epesents the value of the unleveed fim, the gain to leveage is: D D [ 1 τ ) (1 τ )(1 τ )] ( p c e We can simplify this futhe if the individual who has pesonal tax ates of τ e and τ p detemines the yield (and coupon ate) on debt. Fo then D = ( 1 τ ) p and thus the gains to leveage is: (*) D 1 (1 τ c )(1 τ 1 τ p e ) Bealey and Myes (page 505) develop a diagammatic deivation of this fomula and you may want to take a look at this. 9

10 Suppose the individual that we ae consideing is taxed at the same ate of inteest and dividend income, i.e., τ p = τ e. Then the gains to leveage would be just τ c D, the same fomula that we got when thee wee no pesonal taxes. Thus the taditional MM appoach is coect when the tax ate on equity income and debt income is identical. The gains to leveage fomula above (Equation * above) depends on the pesonal tax ates of the investo unde consideation. Since diffeent investos have diffeent tax ates on debt and equity income, on whose pesonal tax ates should we focus? Those of the maginal investo, a fundamentally impotant notion. The maginal investo is the investo who detemines the maket pices of the secuities unde consideation. This statement by itself is not a vey illuminating one. In what follows we will explain this concept by using diffeent examples. Let us etun to the discussion above whee we computed the gains to leveage. Suppose the equilibium petax etun on equity is E and that on debt is D. Then investos will specialize in holding debt and equity instuments as follows: Goup I: Pefe Debt (1 - τ p ) D > (1 - τ e ) E Goup II: Pefe Equity (1 - τ p ) D < (1 - τ e ) E Goup III: Indiffeent (1 - τ p ) D = (1 - τ e ) E The fist goup obtains a highe afte-tax yield fom debt and hence will buy debt. The second goup obtains a highe afte-tax yield fom equity and hence will buy equity. The thid goup obtains the same yield fom debt and equity and so is indiffeent. 10

11 If both debt and equity coexist in the economy, thee will be investos in all thee goups. We claim that investos in Goup III ae the maginal investos since they hold both debt and equity and thus detemine the elative pices of debt and equity. MILLER'S EQUILIBRIUM Mille's equilibium efes to Meton Mille's (1977) agument that individuals in Goups I (and Goup III) will demand debt while individuals in goup II (and Goup III) will demand equity. Copoations will compete to supply debt to investos in Goup I until copoations as a goup have exhausted all the gains to leveage, i.e., the capital available with investos in Goup I is exhausted. Thus, given the maginal investos (Goup III), it should be the case that the gains to futhe leveage must be zeo, i.e., (1 - τ p ) = (1 - τ c )(1 - τ e ) If we substitute the above in the gains to leveage fomula above (Equation *), it tuns out that the gains to leveage is zeo and the value of the fim is independent to the debt-equity atio! This in tun implies that D E = 1 τ c Essentially, fo Mille's equilibium to occu, we need at least some investos who ae tax disadvantaged towad debt income at the pesonal level and thus demand a highe petax yield fo debt instuments. Hence, even though thee is a copoate tax advantage to debt, the 11

12 pesonal tax disadvantage to debt may outweigh the copoate tax advantage to debt (it does fo Goup II investos who hold equity but not fo Goup I investos who hold debt). Fo the maginal investo in Goup III who holds both debt and equity the pesonal tax disadvantage to debt just offsets the copoate tax advantage to debt. Mille's equilibium thus implies that the petax yield on debt is highe than the petax etun on equity. Most of us would complain that this is inconsistent with the eal wold. We need to emembe that in Mille's appoach we ae compaing iskless debt and iskless equity. The yields that we obseve in the eal wold howeve ae those fo iskless debt (o less isky debt) and isky equity and thus ae not diectly infomative on whethe debt is taxdisadvantaged elative to equity. ON THE REASONABLENESS OF MILLER'S EQUILIBRIUM To undestand how ealistic Mille's ideas ae, we conside the following thee examples fom Bealey and Myes. The fist example looks at a situation consistent with the tax policy befoe the 1986 Tax Refom Act when the copoate ate was 46%, the top inteest and dividend tax ate was 50% and the capital gains ate was 20%. In addition, this example assumes that one effectively pay a tax ate of 10% on ealized capital gains and could convet dividends into capital gains. The table on page 506 shows the calculations in this case. In this table, we see that debt is tax disadvantaged at the pesonal level and the net tax advantage to equity is 0.4%. The next example consides a moe ecent peiod, when the copoate ate was 34% and inteest income was taxed at 39.6%. Again, the assumption is made that capital gains ae 12

13 effectively taxed at half the statutoy ate, o 14% in this case. The fist table on page 507 shows the calculations in this case. Hee, the net tax advantage to debt is 4.5%. The last example looks at a situation whee investos have to pay tax on dividends (half thei equity income) at a ate of 39.6%, and ae taxed effectively at 15% on the capital gains potion of thei equity income. The bottom table on page 507 shows these calculations. The net tax advantage to debt is 12.8%. As such, Mille's conclusions that thee is no tax advantage to leveage because of the offsetting pesonal tax disadvantage to debt is not coect. On the othe hand, the taditional MM position ovestates the tax advantage to debt. Thus, a tax advantage to debt does exist, though it is less than what it is commonly believed to be. On Wall Steet, many analysts blindly assume that the tax advantage of debt is equal to the top statutoy tax ate of 35%. We see hee that this may be a faulty assumption. THE MARGINAL INVESTOR AGAIN The maginal investo is the investo who detemines the pices of the secuities that fims issue. In a majoity of cases, it is clea as to who is the maginal investo. If I own the fim, I am the maginal investo. On othe occasions, it is moe difficult to assess who the maginal investo is. In the case of municipal bonds, which ae tax exempt, the maginal investo is likely to be someone with a high tax backet (though pehaps not the highest). Fo example, a couple yeas ago thee wee shap inceases in the pices of municipal bonds. In paticula, municipal bond yields fell moe than Teasuy yields. An aticle in the Wall Steet Jounal 13

14 intepeted these lage pice inceases in municipal bonds as evidence that the maginal investo had shifted: suddenly, individuals in the highest tax ate wee the maginal investos. If we ae consideing pefeed stock, it is likely that the maginal investo is a copoation that has shot tem suplus cash (emembe that copoations get a deduction fo dividend income educing thei effective ate of taxation on dividend income). 14

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes

How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes How Much Should a Fim Boow Chapte 19 Capital Stuctue & Copoate Taxes Financial Risk - Risk to shaeholdes esulting fom the use of debt. Financial Leveage - Incease in the vaiability of shaeholde etuns that

More information

Chapter 3 Savings, Present Value and Ricardian Equivalence

Chapter 3 Savings, Present Value and Ricardian Equivalence Chapte 3 Savings, Pesent Value and Ricadian Equivalence Chapte Oveview In the pevious chapte we studied the decision of households to supply hous to the labo maket. This decision was a static decision,

More information

Exam #1 Review Answers

Exam #1 Review Answers xam #1 Review Answes 1. Given the following pobability distibution, calculate the expected etun, vaiance and standad deviation fo Secuity J. State Pob (R) 1 0.2 10% 2 0.6 15 3 0.2 20 xpected etun = 0.2*10%

More information

Personal Saving Rate (S Households /Y) SAVING AND INVESTMENT. Federal Surplus or Deficit (-) Total Private Saving Rate (S Private /Y) 12/18/2009

Personal Saving Rate (S Households /Y) SAVING AND INVESTMENT. Federal Surplus or Deficit (-) Total Private Saving Rate (S Private /Y) 12/18/2009 1 Pesonal Saving Rate (S Households /Y) 2 SAVING AND INVESTMENT 16.0 14.0 12.0 10.0 80 8.0 6.0 4.0 2.0 0.0-2.0-4.0 1959 1961 1967 1969 1975 1977 1983 1985 1991 1993 1999 2001 2007 2009 Pivate Saving Rate

More information

Ilona V. Tregub, ScD., Professor

Ilona V. Tregub, ScD., Professor Investment Potfolio Fomation fo the Pension Fund of Russia Ilona V. egub, ScD., Pofesso Mathematical Modeling of Economic Pocesses Depatment he Financial Univesity unde the Govenment of the Russian Fedeation

More information

The Personal-Tax Advantages of Equity

The Personal-Tax Advantages of Equity The Pesonal-Tax Advantages of Equity Richad C. Geen and Buton Hollifield Gaduate School of Industial Administation Canegie Mellon Univesity Decembe 23, 999 Discussions with Piee Collin Dufesne, Bob Dammon,

More information

FI3300 Corporate Finance

FI3300 Corporate Finance Leaning Objectives FI00 Copoate Finance Sping Semeste 2010 D. Isabel Tkatch Assistant Pofesso of Finance Calculate the PV and FV in multi-peiod multi-cf time-value-of-money poblems: Geneal case Pepetuity

More information

Valuation of Floating Rate Bonds 1

Valuation of Floating Rate Bonds 1 Valuation of Floating Rate onds 1 Joge uz Lopez us 316: Deivative Secuities his note explains how to value plain vanilla floating ate bonds. he pupose of this note is to link the concepts that you leaned

More information

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION Page 1 STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION C. Alan Blaylock, Hendeson State Univesity ABSTRACT This pape pesents an intuitive appoach to deiving annuity fomulas fo classoom use and attempts

More information

The LCOE is defined as the energy price ($ per unit of energy output) for which the Net Present Value of the investment is zero.

The LCOE is defined as the energy price ($ per unit of energy output) for which the Net Present Value of the investment is zero. Poject Decision Metics: Levelized Cost of Enegy (LCOE) Let s etun to ou wind powe and natual gas powe plant example fom ealie in this lesson. Suppose that both powe plants wee selling electicity into the

More information

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request.

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request. Retiement Benefit 1 Things to Remembe Complete all of the sections on the Retiement Benefit fom that apply to you equest. If this is an initial equest, and not a change in a cuent distibution, emembe to

More information

Questions for Review. By buying bonds This period you save s, next period you get s(1+r)

Questions for Review. By buying bonds This period you save s, next period you get s(1+r) MACROECONOMICS 2006 Week 5 Semina Questions Questions fo Review 1. How do consumes save in the two-peiod model? By buying bonds This peiod you save s, next peiod you get s() 2. What is the slope of a consume

More information

Ignorance is not bliss when it comes to knowing credit score

Ignorance is not bliss when it comes to knowing credit score NET GAIN Scoing points fo you financial futue AS SEEN IN USA TODAY SEPTEMBER 28, 2004 Ignoance is not bliss when it comes to knowing cedit scoe By Sanda Block USA TODAY Fom Alabama comes eassuing news

More information

YIELD TO MATURITY ACCRUED INTEREST QUOTED PRICE INVOICE PRICE

YIELD TO MATURITY ACCRUED INTEREST QUOTED PRICE INVOICE PRICE YIELD TO MATURITY ACCRUED INTEREST QUOTED PRICE INVOICE PRICE Septembe 1999 Quoted Rate Teasuy Bills [Called Banke's Discount Rate] d = [ P 1 - P 1 P 0 ] * 360 [ N ] d = Bankes discount yield P 1 = face

More information

AMB111F Financial Maths Notes

AMB111F Financial Maths Notes AMB111F Financial Maths Notes Compound Inteest and Depeciation Compound Inteest: Inteest computed on the cuent amount that inceases at egula intevals. Simple inteest: Inteest computed on the oiginal fixed

More information

Define What Type of Trader Are you?

Define What Type of Trader Are you? Define What Type of Tade Ae you? Boke Nightmae srs Tend Ride By Vladimi Ribakov Ceato of Pips Caie 20 of June 2010 1 Disclaime and Risk Wanings Tading any financial maket involves isk. The content of this

More information

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications JOURNL OF ECONOMICS ND FINNCE EDUCTION Volume 7 Numbe 2 Winte 2008 39 The Supply of Loanable Funds: Comment on the Misconception and Its Implications. Wahhab Khandke and mena Khandke* STRCT Recently Fields-Hat

More information

Problem Set # 9 Solutions

Problem Set # 9 Solutions Poblem Set # 9 Solutions Chapte 12 #2 a. The invention of the new high-speed chip inceases investment demand, which shifts the cuve out. That is, at evey inteest ate, fims want to invest moe. The incease

More information

Controlling the Money Supply: Bond Purchases in the Open Market

Controlling the Money Supply: Bond Purchases in the Open Market Money Supply By the Bank of Canada and Inteest Rate Detemination Open Opeations and Monetay Tansmission Mechanism The Cental Bank conducts monetay policy Bank of Canada is Canada's cental bank supevises

More information

CONCEPT OF TIME AND VALUE OFMONEY. Simple and Compound interest

CONCEPT OF TIME AND VALUE OFMONEY. Simple and Compound interest CONCEPT OF TIME AND VALUE OFMONEY Simple and Compound inteest What is the futue value of shs 10,000 invested today to ean an inteest of 12% pe annum inteest payable fo 10 yeas and is compounded; a. Annually

More information

An Introduction to Omega

An Introduction to Omega An Intoduction to Omega Con Keating and William F. Shadwick These distibutions have the same mean and vaiance. Ae you indiffeent to thei isk-ewad chaacteistics? The Finance Development Cente 2002 1 Fom

More information

Equity compensation plans New Income Statement impact on guidance Earnings Per Share Questions and answers

Equity compensation plans New Income Statement impact on guidance Earnings Per Share Questions and answers Investos/Analysts Confeence: Accounting Wokshop Agenda Equity compensation plans New Income Statement impact on guidance Eanings Pe Shae Questions and answes IAC03 / a / 1 1 Equity compensation plans The

More information

GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS

GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS GESTÃO FINANCEIRA II PROBLEM SET 1 - SOLUTIONS (FROM BERK AND DEMARZO S CORPORATE FINANCE ) LICENCIATURA UNDERGRADUATE COURSE 1 ST SEMESTER 2010-2011 Chapte 1 The Copoation 1-13. What is the diffeence

More information

Definitions and terminology

Definitions and terminology I love the Case & Fai textbook but it is out of date with how monetay policy woks today. Please use this handout to supplement the chapte on monetay policy. The textbook assumes that the Fedeal Reseve

More information

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years.

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years. 9.2 Inteest Objectives 1. Undestand the simple inteest fomula. 2. Use the compound inteest fomula to find futue value. 3. Solve the compound inteest fomula fo diffeent unknowns, such as the pesent value,

More information

Basic Financial Mathematics

Basic Financial Mathematics Financial Engineeing and Computations Basic Financial Mathematics Dai, Tian-Shy Outline Time Value of Money Annuities Amotization Yields Bonds Time Value of Money PV + n = FV (1 + FV: futue value = PV

More information

CHAPTER 10 Aggregate Demand I

CHAPTER 10 Aggregate Demand I CHAPTR 10 Aggegate Demand I Questions fo Review 1. The Keynesian coss tells us that fiscal policy has a multiplied effect on income. The eason is that accoding to the consumption function, highe income

More information

Converting knowledge Into Practice

Converting knowledge Into Practice Conveting knowledge Into Pactice Boke Nightmae srs Tend Ride By Vladimi Ribakov Ceato of Pips Caie 20 of June 2010 2 0 1 0 C o p y i g h t s V l a d i m i R i b a k o v 1 Disclaime and Risk Wanings Tading

More information

Open Economies. Chapter 32. A Macroeconomic Theory of the Open Economy. Basic Assumptions of a Macroeconomic Model of an Open Economy

Open Economies. Chapter 32. A Macroeconomic Theory of the Open Economy. Basic Assumptions of a Macroeconomic Model of an Open Economy Chapte 32. A Macoeconomic Theoy of the Open Economy Open Economies An open economy is one that inteacts feely with othe economies aound the wold. slide 0 slide 1 Key Macoeconomic Vaiables in an Open Economy

More information

Financing Terms in the EOQ Model

Financing Terms in the EOQ Model Financing Tems in the EOQ Model Habone W. Stuat, J. Columbia Business School New Yok, NY 1007 hws7@columbia.edu August 6, 004 1 Intoduction This note discusses two tems that ae often omitted fom the standad

More information

A Note on Risky Bond Valuation

A Note on Risky Bond Valuation A Note on Risky Bond Valuation C. H. Hui Banking Poliy Depatment Hong Kong Monetay Authoity 0th Floo,, Gaden Road, Hong Kong Email: Cho-Hoi_Hui@hkma.gov.hk C. F. Lo Physis Depatment The Chinese Univesity

More information

Contingent capital with repeated interconversion between debt and equity

Contingent capital with repeated interconversion between debt and equity Contingent capital with epeated inteconvesion between debt and equity Zhaojun Yang 1, Zhiming Zhao School of Finance and Statistics, Hunan Univesity, Changsha 410079, China Abstact We develop a new type

More information

Solutions to Problems: Chapter 7

Solutions to Problems: Chapter 7 Solution to Poblem: Chapte 7 P7-1. P7-2. P7-3. P7-4. Authoized and available hae LG 2; Baic a. Maximum hae available fo ale Authoized hae 2,000,000 Le: Shae outtanding 1,400,000 Available hae 600,000 b.

More information

The Predictive Power of Dividend Yields for Stock Returns: Risk Pricing or Mispricing?

The Predictive Power of Dividend Yields for Stock Returns: Risk Pricing or Mispricing? The Pedictive Powe of Dividend Yields fo Stock Retuns: Risk Picing o Mispicing? Glenn Boyle Depatment of Economics and Finance Univesity of Cantebuy Yanhui Li Depatment of Economics and Finance Univesity

More information

Channel selection in e-commerce age: A strategic analysis of co-op advertising models

Channel selection in e-commerce age: A strategic analysis of co-op advertising models Jounal of Industial Engineeing and Management JIEM, 013 6(1):89-103 Online ISSN: 013-0953 Pint ISSN: 013-843 http://dx.doi.og/10.396/jiem.664 Channel selection in e-commece age: A stategic analysis of

More information

The Binomial Distribution

The Binomial Distribution The Binomial Distibution A. It would be vey tedious if, evey time we had a slightly diffeent poblem, we had to detemine the pobability distibutions fom scatch. Luckily, thee ae enough similaities between

More information

SUGGESTED SOLUTIONS. 21404 Strategic Financial Management. CA Professional (Strategic Level II) Examination June 2014

SUGGESTED SOLUTIONS. 21404 Strategic Financial Management. CA Professional (Strategic Level II) Examination June 2014 SUGGESTED SOLUTIONS 21404 Stategic Financial Management CA Pofessional (Stategic Level II) Examination June 2014 THE INSTITUTE OF CHARTERED ACCOUNTANTS OF SRI LANKA All Rights Reseved Answe No. 01 (a)

More information

Continuous Compounding and Annualization

Continuous Compounding and Annualization Continuous Compounding and Annualization Philip A. Viton Januay 11, 2006 Contents 1 Intoduction 1 2 Continuous Compounding 2 3 Pesent Value with Continuous Compounding 4 4 Annualization 5 5 A Special Poblem

More information

Episode 401: Newton s law of universal gravitation

Episode 401: Newton s law of universal gravitation Episode 401: Newton s law of univesal gavitation This episode intoduces Newton s law of univesal gavitation fo point masses, and fo spheical masses, and gets students pactising calculations of the foce

More information

Real Estate Equity Derivatives

Real Estate Equity Derivatives Real Estate Equity Deivatives Geltne Mille 2 nd Edition Chapte 26 Section 26.3 Real Estate Deivatives (Index Retun Swaps) Real Estate Equity Deivatives A deivative is an asset whose value depends completely

More information

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS Vesion:.0 Date: June 0 Disclaime This document is solely intended as infomation fo cleaing membes and othes who ae inteested in

More information

Chapter 7: Equilibrium in the Flexible Price Model

Chapter 7: Equilibrium in the Flexible Price Model Copyight MHHE 2005 Chapte 7: Equilibium in the Flexible Pice Model knowing what has happened to consumption spending. But consumption spending depends on income, which in tun depends on the levels o net

More information

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates 9:6.4 INITIAL PUBLIC OFFERINGS 9:6.4 Sample Questions/Requests fo Managing Undewite Candidates Recent IPO Expeience Please povide a list of all completed o withdawn IPOs in which you fim has paticipated

More information

Financial Planning and Risk-return profiles

Financial Planning and Risk-return profiles Financial Planning and Risk-etun pofiles Stefan Gaf, Alexande Kling und Jochen Russ Pepint Seies: 2010-16 Fakultät fü Mathematik und Witschaftswissenschaften UNIERSITÄT ULM Financial Planning and Risk-etun

More information

9.5 Amortization. Objectives

9.5 Amortization. Objectives 9.5 Aotization Objectives 1. Calculate the payent to pay off an aotized loan. 2. Constuct an aotization schedule. 3. Find the pesent value of an annuity. 4. Calculate the unpaid balance on a loan. Congatulations!

More information

Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques

Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques Loyalty Rewads and Gift Cad Pogams: Basic Actuaial Estimation Techniques Tim A. Gault, ACAS, MAAA, Len Llaguno, FCAS, MAAA and Matin Ménad, FCAS, MAAA Abstact In this pape we establish an actuaial famewok

More information

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing M13914 Questions & Answes Chapte 10 Softwae Reliability Pediction, Allocation and Demonstation Testing 1. Homewok: How to deive the fomula of failue ate estimate. λ = χ α,+ t When the failue times follow

More information

Coordinate Systems L. M. Kalnins, March 2009

Coordinate Systems L. M. Kalnins, March 2009 Coodinate Sstems L. M. Kalnins, Mach 2009 Pupose of a Coodinate Sstem The pupose of a coodinate sstem is to uniquel detemine the position of an object o data point in space. B space we ma liteall mean

More information

Firstmark Credit Union Commercial Loan Department

Firstmark Credit Union Commercial Loan Department Fistmak Cedit Union Commecial Loan Depatment Thank you fo consideing Fistmak Cedit Union as a tusted souce to meet the needs of you business. Fistmak Cedit Union offes a wide aay of business loans and

More information

Instructions to help you complete your enrollment form for HPHC's Medicare Supplemental Plan

Instructions to help you complete your enrollment form for HPHC's Medicare Supplemental Plan Instuctions to help you complete you enollment fom fo HPHC's Medicae Supplemental Plan Thank you fo applying fo membeship to HPHC s Medicae Supplement plan. Pio to submitting you enollment fom fo pocessing,

More information

A THEORY OF NET DEBT AND TRANSFERABLE HUMAN CAPITAL

A THEORY OF NET DEBT AND TRANSFERABLE HUMAN CAPITAL A THEORY OF NET DEBT AND TRANSFERABLE HUMAN CAPITAL Bat M. Lambecht Lancaste Univesity Management School Gzegoz Pawlina Lancaste Univesity Management School Abstact Taditional theoies of capital stuctue

More information

Chapter 11: Aggregate Demand II, Applying the IS-LM Model Th LM t

Chapter 11: Aggregate Demand II, Applying the IS-LM Model Th LM t Equilibium in the - model The cuve epesents equilibium in the goods maket. Chapte :, Applying the - Model Th t C ( T) I( ) G The cuve epesents money maket equilibium. M L(, ) The intesection detemines

More information

Optimal Capital Structure with Endogenous Bankruptcy:

Optimal Capital Structure with Endogenous Bankruptcy: Univesity of Pisa Ph.D. Pogam in Mathematics fo Economic Decisions Leonado Fibonacci School cotutelle with Institut de Mathématique de Toulouse Ph.D. Dissetation Optimal Capital Stuctue with Endogenous

More information

Intertemporal Macroeconomics

Intertemporal Macroeconomics Intetempoal Macoeconomics Genot Doppelhofe* May 2009 Fothcoming in J. McCombie and N. Allington (eds.), Cambidge Essays in Applied Economics, Cambidge UP This chapte eviews models of intetempoal choice

More information

Fixed Income Attribution: Introduction

Fixed Income Attribution: Introduction 18th & 19th Febuay 2015, Cental London Fixed Income Attibution: A compehensive undestanding of Fixed Income Attibution and the challenging data issues aound this topic Delegates attending this two-day

More information

CIES Discussion Paper

CIES Discussion Paper CIES Discussion Pape No. 99/15 Univesity of Adelaide Adelaide SA 5005 Austalia A KRUGMAN-DOOLEY-SACHS THIRD GENERATION MODEL OF THE ASIAN FINANCIAL CRISIS Gego Iwin and David Vines August 1999 2 CENTRE

More information

Saving and Investing for Early Retirement: A Theoretical Analysis

Saving and Investing for Early Retirement: A Theoretical Analysis Saving and Investing fo Ealy Retiement: A Theoetical Analysis Emmanuel Fahi MIT Stavos Panageas Whaton Fist Vesion: Mach, 23 This Vesion: Januay, 25 E. Fahi: MIT Depatment of Economics, 5 Memoial Dive,

More information

Mean-Reverting-Ebit-Based Stock Option Evaluation: Theory and Practice

Mean-Reverting-Ebit-Based Stock Option Evaluation: Theory and Practice Jounal of Applied Finance & aning, vol. 3, no. 5, 03, 35-36 ISSN: 79-6580 pint vesion, 79-6599 online Scienpess Ltd, 03 Mean-Reveting-bit-ased Stoc Option valuation: Theoy and Pactice Hassan l Ibami Abstact

More information

2 r2 θ = r2 t. (3.59) The equal area law is the statement that the term in parentheses,

2 r2 θ = r2 t. (3.59) The equal area law is the statement that the term in parentheses, 3.4. KEPLER S LAWS 145 3.4 Keple s laws You ae familia with the idea that one can solve some mechanics poblems using only consevation of enegy and (linea) momentum. Thus, some of what we see as objects

More information

Supply chain information sharing in a macro prediction market

Supply chain information sharing in a macro prediction market Decision Suppot Systems 42 (2006) 944 958 www.elsevie.com/locate/dss Supply chain infomation shaing in a maco pediction maket Zhiling Guo a,, Fang Fang b, Andew B. Whinston c a Depatment of Infomation

More information

How To Find The Optimal Stategy For Buying Life Insuance

How To Find The Optimal Stategy For Buying Life Insuance Life Insuance Puchasing to Reach a Bequest Ehan Bayakta Depatment of Mathematics, Univesity of Michigan Ann Abo, Michigan, USA, 48109 S. David Pomislow Depatment of Mathematics, Yok Univesity Toonto, Ontaio,

More information

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database AnswesThatWok TM Recoveing Emails and Mailboxes fom a PRIV1.EDB Exchange 2003 IS database How to ecove you Exchange 2003/2007 mailboxes and emails if all you have available ae you PRIV1.EDB and PRIV1.STM

More information

The Incidence of Social Security Taxes in Economies with Partial. Compliance: Evidence from the SS Reform in Mexico

The Incidence of Social Security Taxes in Economies with Partial. Compliance: Evidence from the SS Reform in Mexico The Incidence of Social Secuity Taxes in Economies ith Patial Compliance: Evidence fom the SS Refom in Mexico Gecia M. Maufo Abstact Looking at impovements in social secuity benefits in Mexico, this pape

More information

4a 4ab b 4 2 4 2 5 5 16 40 25. 5.6 10 6 (count number of places from first non-zero digit to

4a 4ab b 4 2 4 2 5 5 16 40 25. 5.6 10 6 (count number of places from first non-zero digit to . Simplify: 0 4 ( 8) 0 64 ( 8) 0 ( 8) = (Ode of opeations fom left to ight: Paenthesis, Exponents, Multiplication, Division, Addition Subtaction). Simplify: (a 4) + (a ) (a+) = a 4 + a 0 a = a 7. Evaluate

More information

Liquidity and Insurance for the Unemployed

Liquidity and Insurance for the Unemployed Liquidity and Insuance fo the Unemployed Robet Shime Univesity of Chicago and NBER shime@uchicago.edu Iván Wening MIT, NBER and UTDT iwening@mit.edu Fist Daft: July 15, 2003 This Vesion: Septembe 22, 2005

More information

The impact of migration on the provision. of UK public services (SRG.10.039.4) Final Report. December 2011

The impact of migration on the provision. of UK public services (SRG.10.039.4) Final Report. December 2011 The impact of migation on the povision of UK public sevices (SRG.10.039.4) Final Repot Decembe 2011 The obustness The obustness of the analysis of the is analysis the esponsibility is the esponsibility

More information

Chris J. Skinner The probability of identification: applying ideas from forensic statistics to disclosure risk assessment

Chris J. Skinner The probability of identification: applying ideas from forensic statistics to disclosure risk assessment Chis J. Skinne The pobability of identification: applying ideas fom foensic statistics to disclosue isk assessment Aticle (Accepted vesion) (Refeeed) Oiginal citation: Skinne, Chis J. (2007) The pobability

More information

Determining solar characteristics using planetary data

Determining solar characteristics using planetary data Detemining sola chaacteistics using planetay data Intoduction The Sun is a G type main sequence sta at the cente of the Sola System aound which the planets, including ou Eath, obit. In this inestigation

More information

Semipartial (Part) and Partial Correlation

Semipartial (Part) and Partial Correlation Semipatial (Pat) and Patial Coelation his discussion boows heavily fom Applied Multiple egession/coelation Analysis fo the Behavioal Sciences, by Jacob and Paticia Cohen (975 edition; thee is also an updated

More information

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it.

FXA 2008. Candidates should be able to : Describe how a mass creates a gravitational field in the space around it. Candidates should be able to : Descibe how a mass ceates a gavitational field in the space aound it. Define gavitational field stength as foce pe unit mass. Define and use the peiod of an object descibing

More information

Discussion Papers in Economics

Discussion Papers in Economics Discussion Papes in Economics No. No. 003/0 000/6 Dynamics About of Debt Output and Gowth, the Option Consumption to Extend Debt and Physical Matuity Capital in Two-Secto Models of Endogenous Gowth by

More information

Gauss Law. Physics 231 Lecture 2-1

Gauss Law. Physics 231 Lecture 2-1 Gauss Law Physics 31 Lectue -1 lectic Field Lines The numbe of field lines, also known as lines of foce, ae elated to stength of the electic field Moe appopiately it is the numbe of field lines cossing

More information

Towards Realizing a Low Cost and Highly Available Datacenter Power Infrastructure

Towards Realizing a Low Cost and Highly Available Datacenter Power Infrastructure Towads Realizing a Low Cost and Highly Available Datacente Powe Infastuctue Siam Govindan, Di Wang, Lydia Chen, Anand Sivasubamaniam, and Bhuvan Ugaonka The Pennsylvania State Univesity. IBM Reseach Zuich

More information

Experimentation under Uninsurable Idiosyncratic Risk: An Application to Entrepreneurial Survival

Experimentation under Uninsurable Idiosyncratic Risk: An Application to Entrepreneurial Survival Expeimentation unde Uninsuable Idiosyncatic Risk: An Application to Entepeneuial Suvival Jianjun Miao and Neng Wang May 28, 2007 Abstact We popose an analytically tactable continuous-time model of expeimentation

More information

Promised Lead-Time Contracts Under Asymmetric Information

Promised Lead-Time Contracts Under Asymmetric Information OPERATIONS RESEARCH Vol. 56, No. 4, July August 28, pp. 898 915 issn 3-364X eissn 1526-5463 8 564 898 infoms doi 1.1287/ope.18.514 28 INFORMS Pomised Lead-Time Contacts Unde Asymmetic Infomation Holly

More information

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract

Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract Tading Volume and Seial Coelation in Stock Retuns in Pakistan Khalid Mustafa Assistant Pofesso Depatment of Economics, Univesity of Kaachi e-mail: khalidku@yahoo.com and Mohammed Nishat Pofesso and Chaiman,

More information

Tjalling C. Koopmans Research Institute

Tjalling C. Koopmans Research Institute Tjalling C. Koopmans Reseach Institute Tjalling C. Koopmans Reseach Institute Utecht School of Economics Utecht Univesity Kiekenpitplein 1-3584 EC Utecht The Nethelands telephone +31 30 53 9800 fax +31

More information

Patent renewals and R&D incentives

Patent renewals and R&D incentives RAND Jounal of Economics Vol. 30, No., Summe 999 pp. 97 3 Patent enewals and R&D incentives Fancesca Conelli* and Mak Schankeman** In a model with moal hazad and asymmetic infomation, we show that it can

More information

Understanding Financial Management: A Practical Guide Guideline Answers to the Concept Check Questions

Understanding Financial Management: A Practical Guide Guideline Answers to the Concept Check Questions Udestadig Fiacial Maagemet: A Pactical Guide Guidelie Aswes to the Cocept Check Questios Chapte 4 The Time Value of Moey Cocept Check 4.. What is the meaig of the tems isk-etu tadeoff ad time value of

More information

Left- and Right-Brain Preferences Profile

Left- and Right-Brain Preferences Profile Left- and Right-Bain Pefeences Pofile God gave man a total bain, and He expects us to pesent both sides of ou bains back to Him so that He can use them unde the diection of His Holy Spiit as He so desies

More information

Lab #7: Energy Conservation

Lab #7: Energy Conservation Lab #7: Enegy Consevation Photo by Kallin http://www.bungeezone.com/pics/kallin.shtml Reading Assignment: Chapte 7 Sections 1,, 3, 5, 6 Chapte 8 Sections 1-4 Intoduction: Pehaps one of the most unusual

More information

Figure 2. So it is very likely that the Babylonians attributed 60 units to each side of the hexagon. Its resulting perimeter would then be 360!

Figure 2. So it is very likely that the Babylonians attributed 60 units to each side of the hexagon. Its resulting perimeter would then be 360! 1. What ae angles? Last time, we looked at how the Geeks intepeted measument of lengths. Howeve, as fascinated as they wee with geomety, thee was a shape that was much moe enticing than any othe : the

More information

A Capacitated Commodity Trading Model with Market Power

A Capacitated Commodity Trading Model with Market Power A Capacitated Commodity Tading Model with Maket Powe Victo Matínez-de-Albéniz Josep Maia Vendell Simón IESE Business School, Univesity of Navaa, Av. Peason 1, 08034 Bacelona, Spain VAlbeniz@iese.edu JMVendell@iese.edu

More information

1240 ev nm 2.5 ev. (4) r 2 or mv 2 = ke2

1240 ev nm 2.5 ev. (4) r 2 or mv 2 = ke2 Chapte 5 Example The helium atom has 2 electonic enegy levels: E 3p = 23.1 ev and E 2s = 20.6 ev whee the gound state is E = 0. If an electon makes a tansition fom 3p to 2s, what is the wavelength of the

More information

(Sn) J. P. Phillips, J. P. Phillips, Mayor uity of Roanoke, Alabama

(Sn) J. P. Phillips, J. P. Phillips, Mayor uity of Roanoke, Alabama 304 (Sn) J. P. Phillips, J. P. Phillips, Mayo uity of Roanoke, Alabama "I (Sn) Qlin E. Sheppad Olin E. Sheppad, City Clek City of Roanoke, Alabama I, Olin E. Sheppad, as City Clek of the City of Roanoke,

More information

Liquidity and Insurance for the Unemployed*

Liquidity and Insurance for the Unemployed* Fedeal Reseve Bank of Minneapolis Reseach Depatment Staff Repot 366 Decembe 2005 Liquidity and Insuance fo the Unemployed* Robet Shime Univesity of Chicago and National Bueau of Economic Reseach Iván Wening

More information

The force between electric charges. Comparing gravity and the interaction between charges. Coulomb s Law. Forces between two charges

The force between electric charges. Comparing gravity and the interaction between charges. Coulomb s Law. Forces between two charges The foce between electic chages Coulomb s Law Two chaged objects, of chage q and Q, sepaated by a distance, exet a foce on one anothe. The magnitude of this foce is given by: kqq Coulomb s Law: F whee

More information

NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING?

NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING? NBER WORKING PAPER SERIES FISCAL ZONING AND SALES TAXES: DO HIGHER SALES TAXES LEAD TO MORE RETAILING AND LESS MANUFACTURING? Daia Bunes David Neumak Michelle J. White Woking Pape 16932 http://www.nbe.og/papes/w16932

More information

College Enrollment, Dropouts and Option Value of Education

College Enrollment, Dropouts and Option Value of Education College Enollment, Dopouts and Option Value of Education Ozdagli, Ali Tachte, Nicholas y Febuay 5, 2008 Abstact Psychic costs ae the most impotant component of the papes that ae tying to match empiical

More information

Hard work versus good intentions: Stock options as compensation

Hard work versus good intentions: Stock options as compensation Had wok vesus good intentions: Stock options as compensation John M. aon a len R. Waddell b, * a Depatment of conomics, Pudue Univesity, W. Lafayette, IN 47907-1310, USA b Depatment of conomics, Univesity

More information

Spirotechnics! September 7, 2011. Amanda Zeringue, Michael Spannuth and Amanda Zeringue Dierential Geometry Project

Spirotechnics! September 7, 2011. Amanda Zeringue, Michael Spannuth and Amanda Zeringue Dierential Geometry Project Spiotechnics! Septembe 7, 2011 Amanda Zeingue, Michael Spannuth and Amanda Zeingue Dieential Geomety Poject 1 The Beginning The geneal consensus of ou goup began with one thought: Spiogaphs ae awesome.

More information

WELCOME TO OUR NEW NEWSLETTER

WELCOME TO OUR NEW NEWSLETTER ISSUE ONE > JUNE 2013 WELCOME TO OUR NEW NEWSLETTER PARTNERS OUTLOOK Welcome to the band new Patnes Outlook newslette. It s had to believe it s June and anothe end of financial yea is aleady ceeping up.

More information

Debt Shifting in Europe

Debt Shifting in Europe Debt Shifting in Euope Fancesca Baion Paolo Panteghini Univesità di Bescia Ra aele Miniaci Univesità di Bescia Maia Laua Paisi Univesità di Bescia Mach 1, 011 Abstact This aticle aims at analyzing the

More information

The Role of Gravity in Orbital Motion

The Role of Gravity in Orbital Motion ! The Role of Gavity in Obital Motion Pat of: Inquiy Science with Datmouth Developed by: Chistophe Caoll, Depatment of Physics & Astonomy, Datmouth College Adapted fom: How Gavity Affects Obits (Ohio State

More information

Strategic Asset Allocation and the Role of Alternative Investments

Strategic Asset Allocation and the Role of Alternative Investments Stategic Asset Allocation and the Role of Altenative Investments DOUGLAS CUMMING *, LARS HELGE HAß, DENIS SCHWEIZER Abstact We intoduce a famewok fo stategic asset allocation with altenative investments.

More information

UNIT CIRCLE TRIGONOMETRY

UNIT CIRCLE TRIGONOMETRY UNIT CIRCLE TRIGONOMETRY The Unit Cicle is the cicle centeed at the oigin with adius unit (hence, the unit cicle. The equation of this cicle is + =. A diagam of the unit cicle is shown below: + = - - -

More information

Standardized Coefficients

Standardized Coefficients Standadized Coefficient Ta. How do ou decide which of the X ae mot impotant fo detemining? In thi handout, we dicu one poile (and contoveial) anwe to thi quetion - the tandadized egeion coefficient. Fomula.

More information

CONCEPTUAL FRAMEWORK FOR DEVELOPING AND VERIFICATION OF ATTRIBUTION MODELS. ARITHMETIC ATTRIBUTION MODELS

CONCEPTUAL FRAMEWORK FOR DEVELOPING AND VERIFICATION OF ATTRIBUTION MODELS. ARITHMETIC ATTRIBUTION MODELS CONCEPUAL FAMEOK FO DEVELOPING AND VEIFICAION OF AIBUION MODELS. AIHMEIC AIBUION MODELS Yui K. Shestopaloff, is Diecto of eseach & Deelopment at SegmentSoft Inc. He is a Docto of Sciences and has a Ph.D.

More information

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation (213) 1 28 Data Cente Demand Response: Avoiding the Coincident Peak via Wokload Shifting and Local Geneation Zhenhua Liu 1, Adam Wieman 1, Yuan Chen 2, Benjamin Razon 1, Niangjun Chen 1 1 Califonia Institute

More information

Derivation of Annuity and Perpetuity Formulae. A. Present Value of an Annuity (Deferred Payment or Ordinary Annuity)

Derivation of Annuity and Perpetuity Formulae. A. Present Value of an Annuity (Deferred Payment or Ordinary Annuity) Aity Deivatios 4/4/ Deivatio of Aity ad Pepetity Fomlae A. Peset Vale of a Aity (Defeed Paymet o Odiay Aity 3 4 We have i the show i the lecte otes ad i ompodi ad Discoti that the peset vale of a set of

More information