Investment Model 

ABSTRACT:
A new methodology for valuing common stocks utilizes unique features that are consistent with economic theory and empirical evidence. The method is based on a model into which fundamental factors such as estimates of the income statement (such as earnings estimates) and balance sheet (book value) are used as inputs, and output can be considered reliable, proportional to the accuracy of the estimated input parameters.

I.  Background of the Diamond Hill Investment Model (DHIM)

The standard definition for the intrinsic value of a financial asset is that it is equal to the summation of the present value of cash flows associated with it. This is illustrated below:

where represents the summation from period "0" to period "n."  CF (sub "t") represents the cash flows at time "t," and k represents the risk-adjusted discount rate (required return).

A general formula for stocks (known as the Gordon Model) is:   

where IV (sub "i") represents the theoretical intrinsic value for stock "i", D (sub "1") represents the current indicated dividend, k (sub "i") represents the risk-adjusted discount rate (required return) and g (sub "i") represents the growth rate for stock "i". [This model is a special case of (a) that assumes constant growth of dividends into perpetuity, which is known in mathematics as a Taylor Series.]

The main shortcomings in this model are obvious. For one thing, forecasting the future is difficult, and any attempt to go out into perpetuity (forever) is highly speculative. Equally obvious is the dependence on a current dividend. For companies where there is no current dividend, the Gordon Model calculates an intrinsic Value of $0, even though a company might be reinvesting its earnings to grow its business, to pay out dividends at some point in the future.  Clearly there is value in re-investing the earnings for profitable growth.  However the mechanics of the Gordon model does not capture this value.     

Furthermore, this model cannot calculate the intrinsic value for companies where the growth rate (g sub "i") exceeds the required return (k sub "i). This happens in companies that are in the high growth phase for the next five years which eventually slows down at some point of time in the future. In such cases (and where a current dividend exists), some investors will use a rearranged formula for the Gordon Model:

where k' (sub "i") is an estimated annual return, by using the current price "P sub '0' " {with the estimated growth rate g (sub "i") }. Although this lacks an explicit required return, it can be used to calculate a risk-adjusted excess return by subtracting an explicit required return from the estimated annual return. The risk-adjusted excess return is commonly referred to as "alpha."

An alternative valuation technique that has become popular compares a stock's current price ("P") divided by its current earnings per share ("E") (thus P/E ratio, or simply "PE"), with its expected growth rate ("G") of E over the next five years. This is sometimes called a PE to G, or "PEG ratio". The idea is that the lower the ratio the better since an investor is paying a lower valuation (numerator) for every single unit of growth (denominator). The problem with the PEG ratio is that it simply provides an indication of relative valuation (one stock compared to another), but gives no reasonable estimate of the intrinsic value of a stock.  Another issue with the PEG ratio is that it does not differentiate between profitable growth and unprofitable growth.  Companies sometimes may take on projects that are not positive NPV to be able to depict a picture to the street that they are still growing.  However a zero NPV or a negative NPV project does not create shareholder value.  Clearly a company that invests in a positive NPV project creates more value than a company that invests in a zero NPV project even if both companies have the same valuation and growth rate. However the PEG ratio will not distinguish one from the other. Therefore the PEG ratio does not provide a sufficient basis upon which to make appropriate investment decisions. Furthermore, because the PEG ratio does not explicitly consider risk (and required return), it is not useful for comparing stocks having different risk characteristics.

II.  Theoretical Basis for the Diamond Hill Investment Model

The idea for the DHIM resulted from understanding the limitations of the above models, combined with familiarity with both general economic theory and empirical evidence on various components of such models and concepts.

First, the DHIM utilizes the current price of a stock as a dynamic variable in the model.              

Second, the DHIM incorporates an important component of valuation that is typically ignored in most valuation models, i.e. the tangible book value. The tangible value is important because it determines the ability of the company to fund its growth prospects without needing any external financing.  For example, the Gordon model uses earnings growth as one of the inputs without taking into consideration whether the company has the capital to generate that earnings growth. To the degree that accounting statements reflect economic reality, the tangible book value can be also thought of as an estimate of the liquidation value of the company. Hence a company that has no growth prospects or its future earnings are not expected to be economic (return on equity equal to or lower than cost of capital), then the company is at least worth its book value/liquidation value.  

Third, the DHIM assumes mean reversion for equity valuations (in this case the adjusted PE ratio which will be explained in detail below).   Competition theory suggests that excess returns allowing for growth will be competed away over time. This implies a mean reversion assumption for the adjusted PE ratios. Empirical evidence (Beaver and Morse, 1978) also suggests that the mean reversion process for valuations take place in as few as four years.   

The DHIM is a tool that calculates the DH Value (estimate of intrinsic value) of a stock and the alpha. For a share of common stock not held forever, the DH Value is equal to the sum of all the future cash flows discounted at a risk adjusted required return, which includes both dividends and the proceeds received when the stock is ultimately sold.

The challenge for the security analyst is estimating these future cash flows and the return investors require to compensate for the risk of the stock.  DHIM assumes that the current dividend and earnings grow at some rate during the holding period and that the stock is ultimately sold for an estimate of tangible book value plus the adjusted multiple of the earnings at the end of the holding period. A required return k (sub "i") is estimated by the user (such as one derived from the use of some conventional method, like the Capital Asset Pricing Model).

The DHIM then, is a special form of the dividend discount model with a pre-determined holding period. A preferred implementation due to industry convention and empirical evidence uses a period of five years, and can thus be written mathematically as follows:

where IV (sub "i") represents the theoretical DH Value for stock "i", D (sub "t") defined as dividends received at time(s) "t" over the five years, and P (sub "5") representing the price of the stock at the end of year 5.

Estimated annual return (k'i) can be solved by substituting P0 for IVi in Equation c. This can be written mathematically as Equation c1.


The estimated P (sub "5") is calculated as the sum of two components.  The first component is the tangible book value at the end of year 5.  This is calculated by adding the tangible book value at year 0 to the sum of all earnings from year 1 thru 5 and deducting the sum of all dividends from year 1 thru 5.  Thus tangible book value for year 5 is calculated by adding all retained earnings for the holding period to the current tangible book value.  This can be written mathematically as Equation d.

The second component is called the “excess earnings value” of the stock. To understand this concept it is essential to understand that the excess earnings value of any company depends on the extent to which the earnings are economic.  So for example if  the company earned a return on equity equal to the required rate of return, no excess value is created and the value of the business/ stock would be the tangible book value.  So in this case, the excess value would be 0.  However if the company does earn excess returns (over its required rate) the excess value would be positive. Another way of thinking about this excess value is that, the higher the tangible book value and the higher the future profitable growth prospects of the company, the higher the excess value will be since the company can profitably grow its business without much need for any external financing.  Either in the form of debt (which increases interest expense) or equity (which leads to dilution in share count) both ultimately lead to lower earnings per share growth. 

This excess value is calculated by multiplying the earnings per share at year 5 and the adjusted PE.   The earnings per share in year 5 is calculated by growing current earnings E at an annualized rate for five years, resulting in EPS (sub "5"). (For cyclical companies, a normalization of earnings is preferred.) Next, EPS (sub "5") is multiplied by a terminal adjusted PE ratio (adjusted PE at year 5). This can be written mathematically as equation e. 

 

The adjusted PE5 can be calculated by equation f and g.  The adjusted current PE(sub "0" at year 0) is calculated by deducting the tangible book value from the current market price and then dividing the result by current normalized earnings per share. Conceptually the adjusted PE ratio just like the PE ratio is a measure of equity valuation with the main difference being that the adjusted PE ratio measures the excess earnings power of the company.  A high adjusted PE equates to high earnings power.  The calculation of adjusted current PE(sub "0") can be written mathematically as equation f. 

 

The DHIM is unique in that it incorporates one of the key basic rules of economics.  It is that excess returns earned by companies will be competed away over a period of time.  In case of the mechanics of the model, this key point is captured in the adjusted PE, which we earlier described as a measure of earnings power.  The adjusted PE reverts half way to its long term average of 12 over five years.  Hence the terminal adjusted PE is equal to the average of the adjusted current PE and 12 as equation g.  The calculation of P(sub "5") can be written mathematically as equation h.

 
 




 

III.  Practical Aspects of the Diamond Hill Investment Model

The DHIM provides a framework in which to analyze the valuation of a stock, and allows the analyst flexibility to input earnings and the expected growth rate of those earnings, as well as the necessary risk-adjusted discount rate. In addition, the user estimates the adjusted terminal market P/E, and thus different users with different macro-economic outlooks are accommodated.

The flexibility to overlay individual judgment regarding such issues as translating accounting earnings into economic earnings, incorporating recent developments, and factoring in qualitative information, leads each user to a conclusion based upon his or her own scenarios. Given the possibility for imprecision in these estimates, being able to conduct scenario analysis to investigate the sensitivity of the calculated DH Value to the various estimates is also useful.

IV.  Examples

Table A summarizes various exemplary data used to compare the intrinsic value of a stock, determined by an embodiment of the present invention, to other methods.

Table A

 
Companies Ticker Symbols
   Parameter
WMT 
LOW
AMZN
Current Price (P0)
$45.94
$27.77
$84.04
Tangible Book Value (TBV0)
$11.03 $10.44 $0.81
Current EPS (EPS0)
$3.09
$ 1.99
$ 0.98
Current PE ratio (PE0)
14.9
14
85.8
Adjusted PE Ratio (Adjusted PE0 = (P0-TBV0)/ EPS0) 11.3 8.7 84.9
Current Dividend
$ 0.88
$ 0.32
$ 0
Required Return
8.0%
9.0%
9.0%

Estimated Growth

13.0%
15.0%
24.0%

Where, in the adjusted PE Ratio, the adjusted terminal market PE assumption is 12
 

Example A: Comparison of the DHIM model with the Gordon Model

Gordon Model (Using equation [b (sub "1") ] results is shown is Table B.  

Table B

Parameter
WMT 
LOW
AMZN
For each company,
14.9%
16.2%
24.0%
Required return
8.0%
9.0%
9.0%
yields alpha
6.9%
7.2%
15.0%
       

As can be seen from the results of the Dividend Discount Model, AMZN comes up as the most attractive stock since it has the highest alpha, followed by LOW and WMT in that order.  This is because the assumptions of constant growth till perpetuity results in a wide variance in estimated returns between AMZN and the other two stocks.

DHIM (Using equations [c1] and [g]) results is shown is Table C.

Table C

Parameter
WMT 
LOW
AMZN
TBV5 $27.21 $23.39 $10.59
$5.69
$4.00
$2.87
Adjusted P/E5
11.6
10.4
48.5
$93.5
$64.8
$149.8
Annualized Price Appreciation
15.3%
18.5%
12.3%
Annualized Dividend Return
1.9%
1.2%
0.0%
Annual Return
17.2%
19.6%
12.3%

Required return
8.0%
9.0%
9.0%

Alpha
9.2%
10.6%
3.3%
       

As per the results above, LOW seems to be the most attractive stock followed by WMT and AMZN comes up as least attractive.  This is in contrast with the results of the DDM but more reasonable since the DHIM does not extrapolate the growth rate into perpetuity and also because it assumes that excess returns get competed away in the long run. 

Table D presents an analysis obtained using Equations [c] and [g] of the DHIM model.

Table D

WMT 
LOW
AMZN
Intrinsic Value ("IV")
$68.71
$44.02
$97.38
Current Price / IV
.67
0.63
0.86
       

With the lower ratio of Current Price divided by Intrinsic Value preferable, LOW is considered more attractive, which is consistent with the alpha calculation.

Example B: Comparison of the DHIM model with the PEG ratio

Table E presents an analysis obtained using the PEG model.

Table E

 
WMT 
LOW
AMZN
PE / G (i.e.  Price/EPS0/Growth rate)
1.1
0.9
3.6
       

The PEG ratio model also suggest similar results as the DHIM i.e. LOW being the most attractive stock followed by WMT and AMZN being the least attractive.  However, the relative attractiveness of LOW and WMT compared to AMZN is significantly magnified by the PEG ratio model.  This model does not give AMZN enough credit for its unique business model that generates significantly high returns on equity as compared to LOW or WMT.  Another shortcoming of the PEG model is that it does not explicitly consider a required rate of return/ hurdle rate.  Hence of two companies have the same valuation and growth rate but different required return the PEG ratio model will not differentiate between the two. 

V. Holding Period

It will be appreciated, of course, that the DHIM is not limited to a holding period of five years. Equations [c], [c1], and [d] can thus be represented as Equations [c'], [c1'], and [d'] for a generalized holding period of "n" years: Preferably "n" would be chosen in correspondence with the period required for PE mean reversion in a particular industry of interest.