Estimating Cost of Capital
Estimating Cost of Capital Anders Vilhelmsson Department of Business Administration, Lund University
September 2009
Cost of Capital
Estimating Cost of Capital
Aim of the 2 lectures
I
Cover chapter 10 in the book
I
Cover relevant research, particularly from 2004 (when the book was updated) until 2009
I
Slides can be found after the lecture at www.nek.lu.se/nekavi
Cost of Capital
Estimating Cost of Capital
Valuation
I
Easy in theory, the total value of a company is the present value of all future cash ‡ows
I
V =
I
However, k is unknown and may not be constant over time
CF 1 1 +k
+
CF 2 (1 +k )2
+
CF 3 (1 +k )3
+
CF 4 (1 +k )4
+
Cost of Capital
CF 5 ... (1 +k )5
Estimating Cost of Capital
WACC
I
WACC = VD kd (1 Tm ) + VE ke D = Value of debt V = Enterprise value kd = Current borrowing rate (tax deductible) Tm = Corporate (marginal) tax rate (e.g. 26.3% in Sweden) E = Value of equity ke = Cost of equity I
Example 1 on the board
Cost of Capital
Estimating Cost of Capital
WACC
I
Why do we need 2 full lectures to do the above calculations?
I
kd and especially ke are unobservable
I
We need theory (models) to estimate kd and ke
I
In practice it may also be non-trivial to calculate (target) and VE
I
We will put most e¤ort in estimating ke correctly since the uncertainty is largest in this number.
Cost of Capital
D V
Estimating Cost of Capital
Cost of debt
I
Primary problem, non-‡at term structure of interest rates
I
In principle 1 year CF should be matched with 1 year debt rate, 2 year CF with 2 year rate and so on
I
In practice match with the duration on the company’s CFs
I
Growth stocks, high duration, value stocks low duration
I
The book recommends about 10 years for all companies
Cost of Capital
Estimating Cost of Capital
Duration I
Macaulay’s Duration: n
D= ∑
t
t =1
I
PV (CF t ) V
n
= ∑
t
t =1
CF t /(1 +r )t V
V = Enterprise Value
I
Do loan example on the board
I
What happens with the sum is in…nite (e.g. CF from a stock)?
I
D= ∑
n
t
t =1
I
I
Dcv =
PV (CF t ) V 1 r g
+ (n + Dcv ) PV (VCVn )
Duration of continuing value, derive on the board.
Do stock example on the board
Cost of Capital
Duration
Figure: Source: Own calculations
Term structure of interest rates
Estimating Cost of Capital
Estimate cost of debt
I
Use Yield to maturity (YTM) on long term bond
I
YTM > kd but small di¤erence for BBB companies and better
I
P=
I
Solve for YTM but this is an n:th order equation (numerical solution)
I
Calculate YTM in Excel example
C 1 +ytm
+
C (1 +ytm )2
+
C ... C +P n (1 +ytm )3 (1 +ytm )
Cost of Capital
Cost of debt vs YTM YTM as a function of Recovery rate and defualt prob. cost of debt is 6%
0.45 0.4 0.35
YTM
0.3 0.25 0.2 0.15 0.1 0.05 0.25
0.13
0 .01 Default probability
0
0.05
0.10
0.15
0.20
0.25
Recovery rate
Figure: Source: Own calculations
0.30
0.35
0.40
0.45
0.50
Estimating Cost of Capital
Estimate cost of debt
I
What to do with companies that only have untraded or short debt? I I
I
Find credit rating Compare to traded long bonds with the same credit rating
What to do with companies with
Use BBB cost of debt and add 0.5% units (motivated by 0.1 higher CAPM beta)
Cost of Capital
Estimating Cost of Capital
Estimate cost of equity
I
Estimating the cost of equity is the same thing as explaining the cross section of stock returns
I
Why do companies have di¤erent expected returns? I I
Theory: Because of di¤erent exposure to systematic risk factor(s) CAPM, FF3, momentum, liquidity, risk aversion (APT)
Cost of Capital
Estimating Cost of Capital
The CAPM
I
Security market line (SML) E [Ri ] = rf + βi (E [Rm ]
rf )
E [Ri ] = Expected return on asset i rf = risk free rate E [Rm ] = Expected return on the market portfolio cov (R i ,R m ) systematic risk in asset i βi = σ2 m
I
Problem: E [Ri ], E [Rm ] and βi are all unobservable and rf varies with maturity
Cost of Capital
Estimating Cost of Capital
Estimating the risk free rate
I
Same thing as with the cost of debt (Match each cash ‡ow)
I
Make sure cash ‡ows and cost of capital uses the same currency
Cost of Capital
Estimating Cost of Capital
Estimating the market risk premium
I
Interesting working paper at http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1473225
I
Compares the recommended market risk premium from 150 di¤erent textbooks
I
CAPM actually gives the market risk premium as E (Rm ) rf = γσ2m assuming CRRA utility
I
σ2m can, at least historically, be observed but not γ (the relative risk aversion)
Cost of Capital
Estimating the market risk premium
Figure: Source: Fernández (2009,WP)
Estimating Cost of Capital
Estimating the market risk premium
Figure: Source: Fernández (2009,WP)
Cost of Capital
Estimating Cost of Capital
Estimating Beta
I
Lets look at the recommendations given by the book I I I
Use at least 60 data points Use monthly data Use SP500 or MSCI world index as market portfolio
Cost of Capital
Estimating Cost of Capital
At least 60 data points
I
Number of data points is a trade o¤ between I I I
Precision and possible time variation If you think that beta is constant over time use all data you have 60 data points in not a magic number, happens to be 5 years of monthly data
Cost of Capital
Estimating Cost of Capital
Use monthly data I
Use monthly frequency - good idea if stock is very illiquid (traded infrequently)
I
For e.g. the 30 stocks in Dow Jones you can use daily of even intra-daily (15-30 minute data)
I
Andersen et al. (2006) (Dow Jones 30 between 15 minutes and 1 day),
I
Lewellen and Nagel (2006, JFE) daily and weekly on all NYSE stocks
I
You can also adjust (Dimson 1979, JFE) for infrequent trading
I
Bid ask Bounce can be …xed by calculating returns using midquotes instead of transaction prices (bid price + ask price )/2
I
Currently there is a shift towards use of higher frequency in beta estimation Cost of Capital
Estimating Cost of Capital
Use a broad market portfolio
I
Use a broad value weighted stock index to calculate betas, otherwise their is no theoretical foundation.
I
Never use a local market index, in e.g. Finland you would basically measure a stock’s sensitivity towards Nokia
Cost of Capital
Estimating Cost of Capital
Industry betas
I
Idea: Improve precision in beta by using the mean beta of the industry (adjusted for leverage)
I
Assumes that companies in the same industry has the same systematic operational risk
I
Di¤erent betas within an industry is only due to di¤erent leverage
I
Master thesis topic: How well does this assumption hold empirically?
Cost of Capital
Estimating Cost of Capital
How to calculate an industry beta
I
First compute betas for all companies in the industry with regression analysis
I
Unleverage beta with
Vu V u +V txa βu
+ VuV+txaVtxa βtxa = D D+E βd + D E+E βe ) βe = βu + DE ( βu βd ) + VEtxa ( βtxa βu ) assume βd = 0 and βu = βtxa ) βe = βu (1 + DE ) I
Do calculations on the board
Cost of Capital
Estimating Cost of Capital
How to calculate an industry beta
I
Average βu over all companies
I
Relever to each companies target
I
Example on the board
D E
ratio
Cost of Capital
Estimating Cost of Capital
Other factor models I
Eugene Fama and Kenneth French 3 factor model FF3, Fama and French (1992, JoF)
E [Ri ] = rf + βi ,m (E [Rm ] rf ) + βi ,smb E [SMB ] + βi ,HML E [HML] SMB is the return on a small stock portfolio minus a big stock portfolio (small minus big) HML is the return on a high book to market minus a low book to market portfolio (high minus low) I
Is SMB and HML capturing risk exposure or misspricing?
I
Still open research question, enough papers to be the topic for a separate course
I
Momentum, Jegadeesh and Titman (1993,RFS) and Liquidity, Amihud (2002) are other prominent factors
Cost of Capital
Sample period is from March 1990 to April 2004 Panel A: 25 portfolios sorted on Book-to-market and size
λMKT CAPM
λSMB
λHML
λMOM
λMIM RA
-0.626
R2 0.27
[-0.87] CAPM+MIM RA FF3 FF3+MIM RA FF3+MOM+MIM RA
-0.935
-0.020
[-1.51]
[-2.07]
-1.602
0.141
0.353
[-2.92]
[0.46]
[1.24]
-0.988
0.174
0.289
[-1.41]
[0.57]
[1.03]
-0.666
0.178
0.325
1.895
-0.025
[-0.83]
[0.59]
[1.16]
[2.11]
[-2.80]
0.64 0.60
-0.023
0.66
[-2.61]
Source: Nyberg and Wilhelmsson (forthcoming, The …nancial review)
0.68
Sample period is from March 1990 to April 2004 Panel B: 25 portfolios sorted on Book-to-market and size and 30 industry portfolios
λMKT CAPM
λSMB
λHML
λMOM
λMIM RA
-0.031
R2 0.00
[-0.06] CAPM+MIM RA FF3 FF3+MIM RA FF3+MOM+MIM RA
-0.202
-0.012
[-0.41]
[-1.23]
-0.144
0.110
0.033
[-0.29]
[0.36]
[0.11]
0.019
0.154
-0.008
[0.04]
[0.50]
[-0.03]
0.176
0.141
0.013
1.211
-0.025
[0.31]
[0.46]
[0.04]
[1.34]
[-2.93]
0.15 0.03
-0.027
0.31
[-3.12]
Source: Nyberg and Wilhelmsson (forthcoming, The …nancial review)
0.33
Estimating Cost of Capital
In defence of beta I
Builds on solid theory I
I
FF3 purely empirical evidence, no theory, size premium vanishing I
I
Assumes multivariate normal distribution or investors with preferences for only mean and variance (both assumptions are wrong)
rejecting FF3 does not really support CAPM we have more than 2 competitors (evolution/creationism)
CAPM may hold conditionally (beta should be forward looking) I
E¤ect is too small to save CAPM according to Lewellen and Nagel (2006, JFE)
Cost of Capital
Estimating Cost of Capital
Importance of model selection
I
How important is the selection of factor model? Lets try to …nd out!
I
Calculate cost of equity for J&J using CAPM and FF3 in Excel.
I
Is the J&J results typical or not? Possible master thesis topic.
Cost of Capital
Estimating Cost of Capital
Is the cost of equity time varying / are stock returns predictable ?
I
E [ri ]
rf = βi [E (Rm )
rf ]
γσ2m
I
E (Rm )
I
Three possible sources of time variation
I
Time varying betas
I
Time varying risk aversion
I
Time varying volatility
rf =
Cost of Capital
Estimating Cost of Capital
Time varying betas
Figure: Source: Andersen et al. (2004) AA is Alcoa, ALD is Allied capital corporation, DD is DuPont, and DIS is WaltDisney.The sample covers theperiod from 1962:3 through 1999:3. Cost of Capital
Estimating Cost of Capital
Time varying betas
Figure: Source: Andersen et al. (2004) Cost of Capital
Estimating Cost of Capital
Time varying betas
Figure: Source: Andersen et al. (2004) The sample covers the period from 1993:2 through 1999:3. We calculate the realized quarterly betas from daily returns. Cost of Capital
Estimating Cost of Capital
Time varying betas
Figure: Source: Andersen et al. (2004) The sample covers the period from 1993:2 through 1999:3. We calculate the realized quarterly betas from 15 minute returns. Cost of Capital
Estimating Cost of Capital
How important is the increased precision from 15 minute returns? I
Daily sampling gives uncertainty (95% CI) of about 1, 15 minute of about 0.2
I
Simple illustration of e¤ect on valuation, say E (Rm ) rf = 3%, rf = 2% Company with constant growth in dividends of 2%, last dividend 1$. Point estimate of beta 1.5.
I
Daily sampling gives beta between 1.0 and 2.0, 15 minute sampling gives beta between 1.4 and 1.6,
I
How much will this e¤ect the equity value of a company with a constant growth of dividends of 2%, last dividend 1$. value = 1/(k g )
Cost of Capital
Estimating Cost of Capital
How important is the increased precision from 15 minute returns?
I
Daily beta Capital cost between 5% and 8%. Value between 1/(k g ) = 1/(0.050 0.02) : 33. 33$ and 1/(0.080 0.02) = 16. 67$
I
15 minute beta Capital cost between 6.2% and 6.8%. Value between 1/(k g ) = 1/(0.062 0.02) = 23. 81$ and 1/(0.068 0.02) = 20. 83$
Cost of Capital
Estimating Cost of Capital
Time varying risk aversion
Figure: Source: Bollerslev et al. (2009, JEc)
Cost of Capital
Estimating Cost of Capital
Time varying risk aversion
Figure: Source: Bollerslev et al. (2009, JEc)
I
Conclusion - yes (not everyone agrees)
Cost of Capital
Estimating Cost of Capital
Time varying variance
Figure: Variance from 1960-2000
I
Conclusion - Yes clear consensus Cost of Capital
Estimating Cost of Capital
Stock return predictability
I
Emerging consensus that stock returns are predictable (a change since the book was written)
I
Taken as evidence of time varying risk premium, not as evidence against EMH
I
Remember EMH says risk adjusted returns are unpredictable, not regular returns
I
Conclusion: The cost of equity is time-varying but it is extremely hard to estimate over short periods of time so we may be better of using a constant cost of equity
Cost of Capital
Estimating Cost of Capital
Hybrid …nancing
I
Mix of debt and equity such as convertible bonds, options, CDS instruments etc.
I
Can be broken down to basic parts using replicating portfolios
I
E.g. Convertible bond = Corporate bond + Call option, Call option = Risk free bond + company stock
I
More on this on the real option lectures
Cost of Capital