Science, Art, or Craft? Published by CFA Institute Research - - PowerPoint PPT Presentation

Published by CFA Institute Research Foundation Authors: Frank Fabozzi Sergio Focardi Caroline Jonas

Equity Valuation: Science, Art, or Craft?

The setting

Equity Valuation: Science, Art, or Craft? 2

➢ Fundamental analysts/managers try to determine the intrinsic (fundamental)

value of a company’s stock,

➢ Under the assumption that their ability to estimate the difference between a

stock’s fundmental value and its market price will allow them to outperform the market

➢ But studies show that on average and over time active traditional managers fail

to outperform markets

➢ The result: «a sea change in investors’ preferences» as investors withdraw funds

from actively managed equity funds and place them in passively managed equity funds

➢ So what’s all this about equity valuation?

Objective of the monograph

Attempt to respond to a number of critical questions on equity valuation:

➢ As public stocks are traded in competitive markets and

subject to the law of supply & demand, is there really such a thing as an intrinsic (fundamental) value of a stock?

➢ If yes, can we determine this value using the tools we have? ➢ Or can we determine only relative values?

Equity Valuation: Science, Art, or Craft? 3

Critical questions, ctd

➢ What about determining the value of hard-to-value assets,

such as IPOs or private equity?

➢ What is the role of “hype” or information asymmetry in

determining the value of these asset classes?

➢ Do phenomena such as central banks’ policies or corporate

stock buybacks distort market prices, taking them far from a stock’s fundamental value?

Equity Valuation: Science, Art, or Craft? 4

Critical questions, ctd

➢ Has the global investment universe changed so much that the

role of the fundamental analyst/manager is no longer central?

➢ In other words, are there better ways to generate returns for

investors than traditional value investing?

Equity Valuation: Science, Art, or Craft? 5

Research methodology

Equity Valuation: Science, Art, or Craft? 6

➢ Review of 100s of articles and academic literature of which

more than are 160 cited

➢ Interviews with 30 asset managers, academics and other

industry players in North America and Europe

What we will attempt to do

Equity Valuation: Science, Art, or Craft? 7

➢ The allotted time will not allow us to cover all the issues in

the monograph

➢ So we will limit our discussion here to some of the critical

issues in equity valuation and equity investment

Equity valuation & market efficiency

➢ Fundamental analysis is a supporting pillar of the notion of

the intrinsic value of a company’s stock

➢ The question of equity valuation is closely related to the

question of market efficiency

➢ A proper analysis of valuation issues calls for a minimum of

theory and macroeconomic considerations

Equity Valuation: Science, Art, or Craft? 8

A natural approach

➢ Fundamental analysis seems to be an obvious, natural

approach to valuation:

➢ As Graham and Dodd advocate (Security Analysis: Principles and

Techniques,1934), the investor, after analyzing a firm as a potential investment, will look at the market price to determine whether the firm’s revenue streams are in line with its market price—that is, whether a stock’s market price is in line with its “intrinsic” value

Equity Valuation: Science, Art, or Craft? 9

The theory of valuation

➢ According to classical APT, financial asset prices are equal to the

sum of the discounted values of expected future cash flows

➢ The discount rate is determined as the sum of the risk-free rates +

a risk premium

➢ The intrinsic price corresponds to the natural rate at which the

supply and demand for investment are in equilibrium

➢ A parallel framework relates to the notion of market efficiency

and intrinsic prices

➢ A first definition of market efficiency comes from Eugene Fama

(1970): unfettered financial markets are efficient

➢ This framework has become important for both theoretical and

practical reasons

Equity Valuation: Science, Art, or Craft? 10

Analyst’s job: identify mispricings

➢ The job of the analyst: discover whether a financial asset is

mispriced, i.e., under- or overpriced with respect to its intrinsic value,

➢ Under the assumption that markets will eventually correct

the mispricing

➢ The identification of and the ability to take advantage of

mispricings (price anomalies) are believed to generate profit when prices revert to the asset’s fundamental value

➢ Though markets are driven by supply & demand, it is widely

believed that intrinsic value still plays a role in “beating the market”

Equity Valuation: Science, Art, or Craft? 11

Financial markets are almost arbitrage- free

➢ In free markets, the price of “things” is determined by the

interaction between supply & demand—with (possibly complex) links between the characteristics of “things” and their price

➢ Free competitive markets for goods and services should be

reasonably free from arbitrage opportunities. So the “law of

• ne price” should hold approximately, though exceptions can

be frequent

➢ Financial assets trade in markets that are almost perfectly

competitive and free

Equity Valuation: Science, Art, or Craft? 12

Intrinsic value depends on macroeconomic considerations

➢ The notion of intrinsic value requires the introduction of

macroeconomic considerations: intrinsic value is a concept related to equilibrium in a specific macroeconomic theory

➢ Both the notion of intrinsic value and that of deviations from it can

be defined only within a supply-and-demand framework

➢ Simply stated, the intrinsic value is the value financial assets would

have in economies where the supply and demand for investments are in equilibrium

➢ Determining the intrinsic value of a stock calls, in turn, for

determining (1) the distribution of future cash flows, (2) the true discount rates and (3) the risk premiums

Equity Valuation: Science, Art, or Craft? 13

The natural rate of return

➢ The concept of the intrinsic value of financial assets depends on the

possibility of defining a natural rate of return or, more correctly, a “natural rate of interest” + a “natural risk premium”

➢ However, defining a natural rate of interest or a natural rate of return

without recourse to macroeconomic considerations is well beyond the realm of pure finance theory

➢ The idea of a natural rate of interest (now gaining the attention of

central banks) was introduced by the Swedish economist Knut Wicksell (1898), who defined the natural rate of interest as that rate of interest that guarantees stable asset and consumer prices

Equity Valuation: Science, Art, or Craft? 14

But rates are neglected

➢ Much of the vast literature on stock valuation does not

address the problem of rates theoretically but devotes much time to describing how to analyze a balance sheet and, eventually, how to forecast earnings or dividends

➢ As for describing how to choose the discount rate, most

authors simply recommend heuristics or historical values

➢ The capital asset pricing model and factor models are also

used

Equity Valuation: Science, Art, or Craft? 15

Intrinsic vs relative valuations

➢ In practice, only relative comparisons are made ➢ While intrinsic valuation is used only for evaluating situations

• f strong disequilibrium

➢ In other words, evaluating whether a stock is cheap or

expensive with respect to other stocks is possible, but evaluating whether a stock is cheap or expensive in absolute is not, except in situations far from equilibrium

➢ Let’s now take a look at frequently used tools and their

relative advantages/limitations

Equity Valuation: Science, Art, or Craft? 16

Net present value models

➢ Models used to compute net present value (NPV) require two key

steps:

➢ (1) the forecasting of future cash flows ➢ (2) the estimation of discount factors—that is, the risk-free rate +

a risk premium

➢ Forecasts of future cash flows are based on the fundamental

analysis of a firm + models of projections of future cash flows and their uncertainty

➢ The intrinsic discount factor cannot really be determined without

macroeconomic considerations (as mentioned above), including knowledge of the financial and banking system

Equity Valuation: Science, Art, or Craft? 17

Required rate of return

➢ In practice, analysts use various techniques for making a

reasonable estimate of a required rate of return (equivalent to the discount rate if the market is in equilibrium)

➢ The required rate of return is the benchmark return rate used by

investors in their decision-making process

➢ If, on the one hand, the expected return of a stock is higher than

the required rate, the stock is considered underpriced and is a candidate for investment;

➢ If the expected return is lower than the required return, the stock

is considered overpriced and therefore not a good candidate for investment

Equity Valuation: Science, Art, or Craft? 18

DDM and DCF models

➢ Discounted present value approaches use company

fundamentals to try to determine the intrinsic value of a firm, in which the value is the sum of discounted expected future cash flows

➢ Two basic versions of this model: ➢ the dividend discount model (DDM) ➢ and the discounted cash flow (DCF) model

Equity Valuation: Science, Art, or Craft? 19

Problems with the DDM: cash flows as dividends

➢ In the DDM, dividends are considered to be the relevant cash

flows but dividends are discretionary, thus their forecasting is problematic

➢ In fact, one has to forecast not only how the company will

perform but also the decisions that will be made about the distribution of dividends (versus reinvestment of profits into the company’s operations)

➢ For this reason, many prefer DCF models, which use a different

concept of the company’s discounted future cash flows

Equity Valuation: Science, Art, or Craft? 20

The DCF model: Cash is the key quantity

➢ The idea behind a DCF model is that what is important is the

cash available, regardless of whether or not it is distributed

➢ Advantage of the DCF model: its applicability to listed and

unlisted firms alike

Equity Valuation: Science, Art, or Craft? 21

A representative quote on DCF

“All models shed light on some aspect of ‘the truth’; they all have their pros and cons. However, on the margin, we favor the free-cash-flow model, basically because we find free cash flows less prone to manipulation. ”

Christian Kjaer, head of global equities and volatility at Denmark’s largest pension provider ATP ($113 billion in aum)

The insight here: The price of a stock reflects the expectations

• f future cash flows

Equity Valuation: Science, Art, or Craft? 22

Limits of the DDM and DCF models

Equity Valuation: Science, Art, or Craft? 23

➢ A DDM can be used only in cases where a firm pays stable

(and predictable) dividends;

➢ The DCF, only in cases where a firm has positive (and

predictable) free cash flows

➢ Free cash flows = cash flows minus an allowance for enough

reinvestment of cash to keep the company in a steady state, replacing equipment, etc.

Challenges in using present value models

➢ The challenge: the dependence of future cash flows on, and the

predictability of, input forecasts, e.g. a company’s return on invested capital, its growth rate, and its weighted average cost of capital

➢ Key difficulty: forecasting future dividends, cash flows, and the discount

rate

➢ In theory, both the DDM and DCF models include an infinite stream of

cash flows and/or the eventual final liquidation of the firm

➢ In practice, however, all models make forecasts of dividends or cash

flows over a finite time horizon, typically 5 to 10 years

➢ Therefore, every present value model, in practice, has two components:

the present value of cash flows before the time horizon + the terminal value at the time horizon

Equity Valuation: Science, Art, or Craft? 24

NPV models and the terminal value

➢ The terminal value at the time horizon is a critical issue: it

depends on the maturity of the firm and the sector Prof Charles Lee notes:

➢ In a mature sector (e.g., the tobacco industry), over an 8-year time

horizon, the terminal value represents 56% of the total present value;

➢ In the skin care sector, the terminal value represents 100% of the

total present value;

➢ In the high-tech sector, the first 8 years of a firm yield negative

cash flows, and the terminal value might represent 125% of the total present value

Equity Valuation: Science, Art, or Craft? 25

NPV models and the discount rate

➢ In addition to evaluating cash flows, the other crucial element in

present value models is the discount rate

➢ Determining the intrinsic value of a stock is somehow equivalent

to identifying a natural rate of interest and a natural rate of return

➢ Both are related to a situation of macroeconomic equilibrium

where prices are stable, there is full employment, and the money available for investment equals the money needed for investment

➢ The problem of determining the intrinsic value of stocks is,

therefore, the problem of determining an equilibrium economic situation

Equity Valuation: Science, Art, or Craft? 26

NPV models and the discount rate, ctd

➢ Central banks increasingly interested in the problem of

determining the natural interest rate,

➢ Because, in the aftermath of the 2008 financial crisis, the policies

• f central banks have been focused on setting interest rates

➢ Among the more popular models for determining the natural

interest rate is the Laubach–Williams model

➢ In this model, the natural rate is assumed to depend on the

estimated contemporaneous trend growth rate of potential output + a time-varying unobserved component that captures the effects

• f other unspecified influences on the natural rate

➢ The model is estimated using the Kalman filter

Equity Valuation: Science, Art, or Craft? 27

NPV models and buybacks

➢ For the full year 2016, firms in the S&P 500 spent $536.4 billion

• n buybacks; for the 5-year period 2009–2016, the figure was

$2.75 trillion (Standard & Poor’s, 2017) Buybacks have two effects:

1.

By increasing demand for a stock, buybacks increase the stock price, thereby increasing the realized risk premium

2.

Buybacks reduce the amount of cash available to pay dividends; many regard buybacks as a substitute for dividends, an alternative way of returning cash to the shareholder

Equity Valuation: Science, Art, or Craft? 28

Dividends and buybacks

➢ Given corporate buybacks and other innovations, dividend models

are less useful than they once were

➢ Straehl and Ibbotson (2015) argue that the shift in corporate

payout policy from dividends to buybacks has caused a “secular decrease in dividend yields, and an analogous increase in per-share growth,”

➢ Leading to “a structural break in the return components of the

traditional supply models such as the dividend discount model,”

➢ Thereby creating the need for a new supply model of stock

returns (Straehl & Ibbotson propose the total payout model)

Equity Valuation: Science, Art, or Craft? 29

Residual income models

Equity Valuation: Science, Art, or Craft? 30

➢ For the above reasons, progressive shift away from models such as the DDM or

DCF to the Residual Income Model (RIM)

➢ The RIM is based on value creation rather than on cash distribution ➢ Lee observes that over the entire life of a firm, wealth creation must equal the

sum of dividends paid (ref Slide 25)

➢ Over short time horizons, however, wealth creation differs from dividends paid ➢ The residual income = the income generated in a given period minus the cost

• f capital needed to generate that income

➢ The RIM values a company at a given time by computing the present value of

future residual income + the capital of the firm

Relative valuation & market multiples

➢ When the use of a discounted present value approach is deemed difficult

• r inappropriate, relative valuation methods based on heuristics—in

particular, market multiples—are the tools of choice

➢ Market multiples are used to determine the price of an asset relative to

the price of a similar (comparable) asset;

➢ So, they establish a ranking of asset values ➢ They do not inform on the intrinsic value of the asset ➢ Behind their use is the belief that markets will eventually identify and

correct “mispricings,” i.e., return to the mean,

➢ Thereby allowing an analyst to forecast the future price movements of a

given stock

Equity Valuation: Science, Art, or Craft? 31

But...

Equity Valuation: Science, Art, or Craft? 32

➢ It is not always easy to identify “comparable” stocks and doing

so can be subjective

➢ Behind the use of market multiples is the belief that markets

will eventually identify and correct “mispricings,” i.e., return to the mean

➢ But the timing of a return to the mean - should such a return

exist - is difficult to forecast

➢ In addition, relative valuations are not exempt from some of

the conceptual difficulties of absolute valuations

Conceptual difficulty of the most widely used multiple, the P/E

The strongest formulation of the P/E principle states that an intrinsic, natural ratio exists between the price of a stock and its earnings and that this ratio is universal and somewhat stable

• ver time

Equity Valuation: Science, Art, or Craft? 33

But the P/E is subject to large fluctuations

➢ Determining a natural, intrinsic P/E is akin to determining a

natural rate of return

➢ Sometimes the average P/E of a market (or firm) is

compared with a historical average of the P/E of the same market (or firm)

➢ Consider that the cross-sectional average P/E for the S&P

500 for the 146-year period 1871–2017 had a mean of 15.64, with values as low as 5.31 (Dec. 1917) and as high as 123.73 (May 2009);

➢ Clearly using the P/E to forecast price movements is

questionable

Equity Valuation: Science, Art, or Craft? 34

Can we trust our models? Graham’s view

Equity Valuation: Science, Art, or Craft? 35

«The copncept of future prospects and particularly of continued growth in the future invites the application of formulas out of higher order mathematics to establsih the present value of the favored issue. But the combination of precise formulas with highly imprecise assumptions can be used to establish, or rather justify, practically any value one wishes...»

Benjmain Graham (1949)

How should we use our models? Penman’s view

Equity Valuation: Science, Art, or Craft? 36

«...Investing is not a game against nature, but against

• ther investors. Thus one does not have to discover a value as if

it exists in nature; the onus is not on an analyst to come up with a valuation, but merely to accept or reject the value in the market

• price. Accordingly, valuation models are not for valuation;

they are for challenging the market price.»

Stephen Penman, Columbia Business School (2016)

What Drives Valuations? Growth?

➢ Growth rates and multiples move in lockstep only when combined with

healthy returns on invested capital (McKinsey consultants Goedhart, Koller, and Wessels, 2005)

➢ Profits drive stock prices: over the past 20 years, profitable companies

stocks were up >650% (cumulative); unprofitable ones were down 23% (Robert Almeida, 2016)

➢ Expected (or desired) resale value drives prices, creating bubbles

• f 1%-25% of a stock’s price (Robert Jarrow, 2016)

➢ What valuation models don’t capture well: sentiment management

quality, leverage, making it difficult to identify mispricings (Macquarie Equities Research, 2013b)

Equity Valuation: Science, Art, or Craft? 37

Do valuation methods have predictive power?

➢ Problems in using intrinsic value to predict prices: time to

reversion and the stability of intrinsic value uncertain (Brian Jacobsen, Wells Fargo AM)

➢ Present value models have been found to have short-term

predictive power (Ang & Bekaert, 2007) with short-rate as the best predictor

➢ Relative valuation models have some predictive power, but

confidence in the signals only if mispricings are extreme relative to the model (Christian Kjaer, ATP)

➢ P/E believed to have limited medium-to-long term predictive

power but cannot be used for timing (Robeco Int’l AM)

Equity Valuation: Science, Art, or Craft? 38

Can asset managers take advantage of mispricings?

Supposing that valuation models allow active managers to identify mispriced equities, can managers actually take advantage of such price “anomalies”? “If it were true, then why is it that when you look over the last several years that it isn’t two-thirds of the managers that are outperformed by the index but more like 80-90% of the managers?”

Burton Malkiel, Princeton, 2016

Equity Valuation: Science, Art, or Craft? 39

Do prices return to some historical mean?

Equity Valuation: Science, Art, or Craft? 40

➢ Need to distinguish between absolute and relative mean

reversion

➢ Absolute mean reversion is «definitely a long-term

phenomenon, impossible to use for timing the market» (Lanterns, PGGM)

➢ But reversion to a common stochastic trend possibly more

useful (Focardi, Fabozzi, Mitov, 2016) as markets admit only

• ne integrated factor

Valuing IPOs

➢ Clearly, valuing IPOs can be problematic ➢ Warren Buffett once famously said that if he were teaching a

finance course, he would ask students to evaluate an internet stock, and any student giving an answer would flunk Investopedia’s John Burke (May 2016) noted that

➢ 72% of the IPOs issued in 2015 were trading below the

issuance price a year later

➢ The average return for a 2015 IPO stock issued in the United

States was –19%

Equity Valuation: Science, Art, or Craft? 41

Problems in IPO valuations

While the same methods used to value listed firms (i.e., multiples, DDMs, DCF models) are used to value issuing firms, caveat emptor (buyer beware):

➢ Lack of reliable earnings information (i.e., information

asymmetry) and problems with information sources (i.e., hype)

➢ Comparable firms difficult to define - and an entire sector might

be detached from fundamentals, e.g., dot.com bubble of the 1990s

➢ Role of investment banks in price discovery important but subject

to optimistic bias in estimating future profitability

Equity Valuation: Science, Art, or Craft? 42

Phenomena distorting equity prices

Equity Valuation: Science, Art, or Craft? 43

Two major phenomena about which equity analysts and investors now worry because of their potential to distort market prices relative to theoretical valuations:

➢ Central banks’ policies ➢ Corporate buybacks or more in general a dearth of shares

Equity prices & central bank policies

➢ Central banks’ policies include low-to-negative interest rates and

quantitative easing

➢ Together, these two factors are helping sustain a market rally in the

US where, for example, the S&P 500 Index has more than tripled since its March 2009 low and the cyclically adjusted price-to- earnings ratio (CAPE) is about 70% above its historical average

➢ Plausible explanation: newly created money contributed to asset

inflation without contributing to the GNP

Equity Valuation: Science, Art, or Craft? 44

Equity prices and a dearth of shares

Equity Valuation: Science, Art, or Craft? 45

➢ A decline in the number of listed shares in the US: from a

high of > 8,000 in 1994 to 4,300 in 2016

➢ Worldwide situation different as esp China, India helped

increase the number of listed stocks from about 14,800 in 1975 to >43,000 in 2016

➢ Share buybacks: for the period 2009-2016, US firms were

the biggest buyers of stocks, for a total of $3.4 trillion in buybacks

Equity prices and a dearth of shares, ctd

Equity Valuation: Science, Art, or Craft? 46

➢ For the period 2009-2016, US corporate buybacks of $3.4

trillion + dividends of $2.4 trillion = $5.7 trillion pumped into US stock markets

➢ Share buybacks a growing phenomeon in Japan, Europe but

still a small proportion of market capitalization compared to the US «The bull has been on steroids from share buybacks by corporate managers.»

Edward Yardeni, 2017

Determining if entire markets or market segments are over-valued

Equity Valuation: Science, Art, or Craft? 47

➢ Though still controversial, we suggest that the long-run

performance of equity investments is fundamentally linked to growth in earnings which in turn depends on growth in real GDP

➢ One measure: the ratio betwen a country’s total market

capitalization (TMC) and its GDP

➢ The intuition: the stock of capital and the economic output

should move together

➢ Example: TMC-to-GDP

, US: 1975-1985 average < 50%; dot.com bubble 2000, 153%; 2015, 139%; 2016, 147%

Criticisims of the TMC-GDP ratio

Equity Valuation: Science, Art, or Craft? 48

➢ Does not take into account structural changes to profit

magins due to e.g., tax/interest rates, technological innovation, cost of labor

➢ Does not take into account institutional differences between

countries, e.g., public vs privately owned companies in Germany vs US

➢ Economies are complex systems, averaging growth over an

entire market/economy is basically impossible

Two closing considerations

Equity Valuation: Science, Art, or Craft? 49

➢ Has the global investment universe changed so much that the

role of the fundamental analyst/manager is no longer central?

➢ In other words, are there better ways to generate returns for

investors than traditional value investing?

On the centrality of the role of fundamental analysis

Equity Valuation: Science, Art, or Craft? 50

➢ As a group, active managers (Europe, Japan, US) fail to

• utperform large-, mid- and small-cap indices in developed

and developing countries

➢ And persistence in performance is negative ➢ So, what is the value of active management and does the

value justify the cost?

➢ If investors decide – as they seem to be doing – that the cost

is not justified by the returns, fundamental analysis still plays a role in enhancing a firm’s access to capital

Better ways to generate returns than traditional value investing?

Equity Valuation: Science, Art, or Craft? 51

➢ The investible universe has largely expanded:

➢1975, c. 2,600 investible firms in US, c. 2000 in Japan, 471 in

German and 0 in India and China;

➢2016 , c 43,200 worldwide, of which only 10% US

➢ Expansion of the investible universe to assets other than equities ➢ Debate on the relative contribution to returns of equity selection

vs asset allocation continues

➢ But large institutional investors we talked to ask:

➢Is searching for the best active manager worth the effort? ➢Isn’t there a better role for active managers than beating the market?

Some additional issues you will find in the monograph

Equity Valuation: Science, Art, or Craft? 52

➢ What is the equilibrium between the cost and the benefit of

doing fundamental analysis?

➢ Do fundamental analysts/managers really play an important

role in keeping markets (quasi) efficient?

➢ Will new news sources, data sources, new tools, or new

technology not yet (widely) used allow fundamental managers to better estimate a stock’s fundamental value?