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In finance, the** T-model** is a formula that states the returns earned by holders of a company's stock in terms of accounting variables obtainable from its financial statements.^{ [1] } The T-model connects fundamentals with investment return, allowing an analyst to make projections of financial performance and turn those projections into an expected return (and required return) that can be used in investment selection. Mathematically the model is as follows:

**Finance** is a field that is concerned with the allocation (investment) of assets and liabilities over space and time, often under conditions of risk or uncertainty. Finance can also be defined as the art of money management. Participants in the market aim to price assets based on their risk level, fundamental value, and their expected rate of return. Finance can be split into three sub-categories: public finance, corporate finance and personal finance.

The **expected return** on a financial investment is the expected value of its return. It is a measure of the center of the distribution of the random variable that is the return.

- where
*T*= total return from the stock over a period (appreciation + "distribution yield" — see below);

- where

*g*= the growth rate of the company's book value during the period;

*PB*= the ratio of price / book value at the beginning of the period.

*ROE*= the company's return on equity, i.e. earnings during the period / book value;

When *ex post* values for growth, price/book, etc. are plugged in, the T-Model gives a close approximation of actually realized stock returns.^{ [2] } Unlike some proposed valuation formulas, it has the advantage of being correct in a mathematical sense (see derivation); however, this by no means guarantees that it will be a successful stock-picking tool.^{ [3] }

Still, it has advantages over commonly used fundamental valuation techniques such as price–earnings or the simplified dividend discount model: it is mathematically complete, and each connection between company fundamentals and stock performance is explicit, so that the user can see where simplifying assumptions have been made.

The **dividend discount model** (**DDM**) is a method of valuing a company's stock price based on the theory that its stock is worth the sum of all of its future dividend payments, discounted back to their present value. In other words, it is used to value stocks based on the net present value of the future dividends. The equation most widely used is called the **Gordon growth model** (**GGM**). It is named after Myron J. Gordon of the University of Toronto, who originally published it along with Eli Shapiro in 1956 and made reference to it in 1959. Their work borrowed heavily from the theoretical and mathematical ideas found in John Burr Williams 1938 book "The Theory of Investment Value."

Some of the practical difficulties involved with financial forecasts stem from the many vicissitudes possible in the calculation of earnings, the numerator in the *ROE* term. With an eye toward making forecasting more robust, in 2003 Estep published a version of the T-Model driven by cash items: cash flow, gross assets and total liabilities.

Note that all "fundamental valuation methods" differ from economic models such as the capital asset pricing model and its various descendants; financial models attempt to forecast return from a company's expected future financial performance, whereas CAPM-type models regard expected return as the sum of a risk-free rate plus a premium for exposure to return variability.

In finance, the **capital asset pricing model** (**CAPM**) is a model used to determine a theoretically appropriate required rate of return of an asset, to make decisions about adding assets to a well-diversified portfolio.

The return a shareholder receives from owning a stock is:

Where = beginning stock price, = price appreciation or decline, and = distributions, i.e. dividends plus or minus the cash effect of company share issuance/buybacks. Consider a company whose sales and profits are growing at rate *g*. The company funds its growth by investing in plant and equipment and working capital so that its asset base also grows at *g*, and debt/equity ratio is held constant, so that net worth grows at *g*. Then the amount of earnings retained for reinvestment will have to be *gBV*. After paying dividends, there may be an excess:

where *XCF* = excess cash flow, *E* = earnings, *Div* = dividends, and *BV* = book value. The company may have money left over after paying dividends and financing growth, or it may have a shortfall. In other words, *XCF* may be positive (company has money with which it can repurchase shares) or negative (company must issue shares).

Assume that the company buys or sells shares in accordance with its *XCF*, and that a shareholder sells or buys enough shares to maintain her proportionate holding of the company's stock. Then the portion of total return due to distributions can be written as . Since and this simplifies to:

Now we need a way to write the other portion of return, that due to price change, in terms of *PB*. For notational clarity, temporarily replace *PB* with *A* and *BV* with *B*. Then *P**AB*.

We can write changes in *P* as:

Subtracting *P**AB* from both sides and then dividing by *P**AB*, we get:

*A* is *PB*; moreover, we recognize that , so it turns out that:

Substituting (3) and (4) into (2) gives (1), the T-Model.

In 2003 Estep published a version of the T-model that does not rely on estimates of return on equity, but rather is driven by cash items: cash flow from the income statement, and asset and liability accounts from the balance sheet. The cash-flow T-model is:

where

and

He provided a proof ^{ [4] } that this model is mathematically identical to the original T-model, and gives identical results under certain simplifying assumptions about the accounting used. In practice, when used as a practical forecasting tool it may be preferable to the standard T-model, because the specific accounting items used as input values are generally more robust (that is, less susceptible to variation due to differences in accounting methods), hence possibly easier to estimate.

Some familiar valuation formulas and techniques can be understood as simplified cases of the T-model. For example, consider the case of a stock selling exactly at book value (*PB = 1*) at the beginning and end of the holding period. The third term of the T-Model becomes zero, and the remaining terms simplify to:

Since and we are assuming in this case that , , the familiar earnings yield. In other words, earnings yield would be a correct estimate of expected return for a stock that always sells at its book value; in that case, the expected return would also equal the company's *ROE*.

Consider the case of a company that pays the portion of earnings not required to finance growth, or put another way, growth equals the reinvestment rate *1 – D/E*. Then if *PB* doesn't change:

Substituting *E/BV* for ROE, this turns into:

This is the standard Gordon "yield plus growth" model. It will be a correct estimate of *T* if *PB* does not change and the company grows at its reinvestment rate.

If *PB* is constant, the familiar price–earnings ratio can be written as:

From this relationship we recognize immediately that *P–E* cannot be related to growth by a simple rule of thumb such as the so-called "PEG ratio" ; it also depends on *ROE* and the required return, *T*.

The T-model is also closely related to the P/B-ROE model of Wilcox^{ [5] }

- ↑ Estep, Preston W., "A New Method For Valuing Common Stocks", Financial Analysts Journal, November/December 1985, Vol. 41, No. 6: 26–27
- ↑ Estep, Tony (July 1987), "Security Analysis And Stock Selection: Turning Financial Information Into Return Forecasts",
*Financial Analysts Journal*, Vol. 43 (No. 4): 34–43, JSTOR 4479045 - ↑ Dwyer, Hubert and Richard Lynn, "Is The Estep T-Model Consistently Useful?" Financial Analysts Journal, November/December 1992, Vol. 48, No. 6: 82–86.
- ↑ Estep, Preston, "Cash Flows, Asset Values, and Investment Returns", The Journal of Portfolio Management, Spring 2003
- ↑ Wilcox, Jarrod W., "The P/B-ROE Valuation Model," Financial Analysts Journal, Jan–Feb 1984, pp 58–66.

- Asikoglu, Yaman and Metin R. Ercan, "Inflation Flow-Through and Stock Prices," Journal of Portfolio Management, Spring 1992
- Erzegovesi, Luca, "Come impostare la previsione dei rendimenti azionari: il T-model," Economia & Management 1988, v. 2, p. 93–104
- Estep, Tony, "Cash Flows, Asset Values, and Investment Returns: Brief Summary", Banc of America Capital Management, March 2003
- Wilcox, Jarrod and Philips, Thomas K., "The P/B-ROE Model Revisited" (March 10, 2004)
- Yamaguchi, Katsunari "Supply-side Estimate of Expected Equity Return on Industrial Japan", Security Analysts Journal, September 2005

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