EQ 5 – Residual Income Valuation
An income statement is built to report what is left for the owners. It deducts the cost of borrowed money as interest expense, but it deducts nothing at all for the money the owners themselves have tied up in the business. That silence is convenient for accounting and misleading for valuation. A company can report a healthy profit and still be a poor use of shareholder capital, because the shareholders could have earned a return elsewhere at the same level of risk.
Residual income closes that gap. It is net income after subtracting an explicit charge for the opportunity cost of equity. The charge is the required rate of return on equity, sometimes called the cost of equity, applied to the equity capital employed. Because the cost of equity is a marginal cost, it measures what an additional unit of equity must earn, whether that equity is retained from profits or raised by issuing new shares.
The idea is old. Alfred Marshall wrote about it in 1890, General Motors was using it to judge business segments in the 1920s, and it has since travelled under a long list of names: economic profit, abnormal earnings, excess earnings and economic value added. The version examined here is the general residual income model, built from publicly available accounting data and non-proprietary adjustments, and used to estimate the intrinsic value of common stock.
Two ways to reach the same number
There are two computational routes, and they agree under conditions that are worth stating precisely. The first route starts from net income, which already carries the cost of debt inside it, and deducts only the equity charge. The second route takes the perspective of every provider of capital: it starts from net operating profit after taxes, which carries no financing cost at all, and deducts a total capital charge covering both debt and equity.
The two agree when two conditions hold. First, the marginal after-tax cost of debt used in the capital charge equals the after-tax interest expense already embedded in net income. Second, the weights used to build the capital charge come from the book values of debt and equity rather than from market values. Change either assumption and the two routes separate.
Axis Manufacturing Company, Inc. (AXCI) is a very small company by market capitalisation. Its balance sheet carries €2 million of assets, funded in equal halves by debt and by equity. The pre-tax cost of debt is 7%, and interest is tax deductible in this jurisdiction, so the after-tax cost of debt is 4.9%. In jurisdictions where corporate interest is not deductible, the after-tax cost of debt equals the pre-tax cost. The cost of equity capital is 12%. AXCI reports earnings before interest and taxes (EBIT) of €200,000 and faces a tax rate of 30%.
| Line | Amount (€) |
|---|---|
| EBIT | 200,000 |
| Less: interest expense | 70,000 |
| Pre-tax income | 130,000 |
| Less: income tax expense | 39,000 |
| Net income | 91,000 |
Equity charge = Equity capital × Cost of equity = €1,000,000 × 12% = €120,000.
Residual income = €91,000 − €120,000 = (€29,000).
AXCI is profitable in an accounting sense and unprofitable in an economic sense. Earnings of €91,000 did not cover the €120,000 that the owners could have earned elsewhere on the same capital at the same risk.
Equity charge = 0.12 × €1,000,000 = €120,000.
Debt charge = 0.07 × (1 − 0.30) × €1,000,000 = €49,000.
Total capital charge = €169,000.
Net operating profit after taxes (NOPAT) is €200,000 less 30% tax, or €140,000. Residual income is €140,000 − €169,000 = (€29,000), the same answer.
The reconciliation is simple arithmetic. Moving from net income to NOPAT adds back after-tax interest expense of €49,000, calculated as €70,000 × (1 − 30%). Moving from the equity charge to the capital charge adds the after-tax debt charge of €49,000. The same amount is added to both sides, so the difference is unchanged.
| Route 1 line | € | Bridge | Route 2 line | € |
|---|---|---|---|---|
| Net income | 91,000 | Add back interest, after tax, of 49,000 | Net operating profit after tax | 140,000 |
| Less: equity charge | 120,000 | Add the debt element of the charge, 49,000 | Less: capital charge | 169,000 |
| Residual income | (29,000) | Residual income | (29,000) |
After-tax net operating return on total assets, also called return on invested capital (ROIC) = €140,000 ÷ €2,000,000 = 7%.
Effective capital charge = €169,000 ÷ €2,000,000 = 8.45%.
The company earns 1.45 percentage points less than it must pay for the capital it uses. Multiplying that shortfall by beginning capital reproduces the money figure: (0.07 − 0.0845) × €2,000,000 = (€29,000).
One simplification runs through this reading. Every calculation assumes clean surplus accounting, the condition that earnings capture every change in the book value of equity other than transactions with owners. It also assumes financing consists only of common equity and debt. Where a company also has preferred stock, preferred dividends are deducted from net income before the equity charge for common shareholders is applied. The clean surplus assumption is examined in detail in the accounting sections later in this lesson.
Over the long run, a company earning more than its cost of capital should sell above book value, and one earning less should sell below it. The residual income model turns that statement into a valuation equation with two components: the book value of equity that already exists, and the present value of the residual income the company is expected to add to it.
When the object being valued is a single share rather than total shareholders equity, every input is expressed per share, so earnings per share replaces net income.
In this notation V0 is the value of a share today, B0 is current per-share book value of equity, Bt is expected per-share book value at time t, r is the required rate of return on equity, Et is expected earnings per share for period t, and RIt is expected per-share residual income, equal to Et − rBt−1.
Note which book value the equity charge uses. It is the book value at the beginning of the period, because that is the capital the shareholders had committed while the period earnings were being produced. Whenever earnings per share exceed that per-share equity charge, residual income is positive; whenever they fall short, it is negative.
David Smith is evaluating expected residual income for the Canadian National Railway Company (CNR) as of the end of January 2019. He builds the required return from the capital asset pricing model, taking an adjusted beta of 1.02 against the TSX 300 Index, a government bond yield of 1.75% at the 10-year point, and an equity risk premium put at 7.5%. He gathers the following, in Canadian dollars, as of the close on 1 February 2019.
| Item | Value |
|---|---|
| Current market price | 109.12 |
| Book value per share as of 31 December 2018 | 24.32 |
| Consensus earnings estimate, FY 2019 (ending December) | 6.23 |
| Consensus earnings estimate, FY 2020 | 6.96 |
| Annualised dividend per share forecast, FY 2019 | 2.15 |
| Annualised dividend per share forecast, FY 2020 | 2.32 |
r = 1.75% + (1.02 × 7.5%) = 9.40%.
Then roll the book value forward and take the equity charge off each year of earnings. The source exhibit applies a FY 2020 dividend of 2.31 rather than the 2.32 shown in the forecast list; the figures below follow the exhibit.
| Item | 2019 | 2020 |
|---|---|---|
| Beginning book value (Bt−1) | 24.32 | 28.40 |
| Earnings per share forecast (Et) | 6.23 | 6.96 |
| Less dividend forecast (Dt) | 2.15 | 2.31 |
| Change in retained earnings (Et − Dt) | 4.08 | 4.65 |
| Forecast ending book value per share | 28.40 | 33.05 |
| Cost of equity | × 0.094 | × 0.094 |
| Per-share equity charge (rBt−1) | 2.29 | 2.67 |
| Less equity charge from EPS | 6.23 − 2.29 | 6.96 − 2.67 |
| Per-share residual income | 3.94 | 4.29 |
The 2019 equity charge is 24.32 × 0.094 = 2.29, and the 2020 charge is 28.40 × 0.094 = 2.67.
Deriving the model from the dividend discount model
The residual income model is not a rival theory of value. It is the dividend discount model rewritten, and the derivation is short enough to be worth following once because it explains exactly where the book value term comes from.
Start with the dividend discount model, then impose the clean surplus relation, which states that ending book value equals beginning book value plus earnings less dividends.
Rearranging that relation gives the dividend as earnings less the increase in book value, Dt = Et + Bt−1 − Bt. Substitute this expression for the dividend into every term of the dividend discount model and collect terms. The book value figures in successive numerators partially cancel across periods, leaving B0 outside the summation and a numerator of Et − rBt−1 inside it. That is Equation 3.
Because residual income in any year can also be written as the abnormal rate of return multiplied by the capital on which it is earned, the model has a second and equally common form. Return on equity here uses beginning book value in the denominator, not the average book value that financial statement analysis normally uses.
Apart from the required rate of return, every input to the model comes from accounting data. That is the source of both its convenience and its vulnerability, a theme the accounting sections return to.
Bugg Properties is expected to earn $2.00, $2.50 and $4.00 per share over the next three years, and to pay dividends of $1.00, $1.25 and $12.25. The final dividend is a liquidating dividend: analysts expect Bugg to cease operations after Year 3. Book value stands at $6.00 per share today, and shareholders require 10%.
| Item | Year 1 | Year 2 | Year 3 |
|---|---|---|---|
| Beginning book value per share (Bt−1) | 6.00 | 7.00 | 8.25 |
| Net income per share (EPS) | 2.00 | 2.50 | 4.00 |
| Dividends per share paid | 1.00 | 1.25 | 12.25 |
| Retained during the year | 1.00 | 1.25 | −8.25 |
| Closing book value per share | 7.00 | 8.25 | 0.00 |
| Less per-share equity charge (rBt−1) | 0.60 | 0.70 | 0.825 |
| Residual income | 1.40 | 1.80 | 3.175 |
V0 = 6.00 + 1.40 ÷ 1.10 + 1.80 ÷ (1.10)2 + 3.175 ÷ (1.10)3
= 6.00 + 1.2727 + 1.4876 + 2.3854 = $11.15.
V0 = 1.00 ÷ 1.10 + 1.25 ÷ (1.10)2 + 12.25 ÷ (1.10)3
= 0.9091 + 1.0331 + 9.2036 = $11.15.
The two models agree exactly, as they must when the inputs are consistent and clean surplus holds.
| Item | Year 1 | Year 2 | Year 3 |
|---|---|---|---|
| Earnings per share | 2.00 | 2.50 | 4.00 |
| Divided by opening book value per share | ÷ 6.00 | ÷ 7.00 | ÷ 8.25 |
| Return on equity | 0.3333 | 0.3571 | 0.4848 |
| Less the required return | − 0.1000 | − 0.1000 | − 0.1000 |
| Abnormal rate of return (ROE − r) | 0.2333 | 0.2571 | 0.3848 |
| Times opening book value per share | × 6.00 | × 7.00 | × 8.25 |
| Residual income | 1.400 | 1.800 | 3.175 |
The residual income figures match those from the earnings form exactly, so the valuation is again $11.15.
Where the value is recognised
Example 4 carries a second lesson that matters more in practice than the algebra. Both models produce $11.15, but they get there on very different timetables. The residual income model attributes $6.00 of the $11.15 to the opening book value, before the first period has even begun. That is 53.81% of total value, fixed by the balance sheet rather than by a forecast. The dividend discount model attributes $9.2036 of the same $11.15 to the present value of the final period, the liquidating dividend three years out. Section eight develops the consequence: a model that front-loads value recognition is less exposed to error in distant forecasts.
Applying Equation 4 to a real company requires three things and no more: an opening book value per share, a path for return on equity, and a required rate of return. Everything else follows mechanically. Each year the forecast return on equity applied to beginning book value gives earnings; earnings less dividends roll book value forward; the abnormal rate of return multiplied by beginning book value gives residual income; and the discounted residual income stream is added to the opening book value.
The company in the following example paid no dividend at the valuation date, which makes a dividend discount valuation awkward because the analyst would have to guess when a dividend might be initiated. That is precisely the situation in which a residual income model earns its place.
Robert Sumargo, an equity analyst, is valuing Alphabet Inc. Class C shares in mid 2019, when a recent closing price is $1,037.39. Alphabet had a fairly high return on equity over the previous 10 years, and consensus estimates for the next two fiscal years imply a high return on equity continuing. Sumargo does not expect that level to be sustainable. He works with the following assumptions.
- The capital asset pricing model gives a required rate of return of approximately 8.2%.
- Book value per share on 31 December 2018 was $255.40.
- Return on equity is expected to be 20.2% in 2019, then to decline by 0.5 percentage points each year under competitive pressure until it reaches the required return. In 2043 return on equity will be 8.2%, and residual income from that year onward will be zero.
- No dividend is paid or expected in the foreseeable future, so all earnings are reinvested. Share repurchases are expected to offset new share issuance approximately.
The equity charge is 255.40 × 0.082 = $20.94, so residual income is 51.59 − 20.94 = $30.65. The same figure comes directly from the abnormal rate of return: 255.40 × (0.202 − 0.082) = $30.65.
Discounting one year at 8.2% gives 30.65 ÷ 1.082 = $28.33.
| Year | Projected EPS | Ending book value per share | Forecast ROE on beginning book value | Equity charge | Residual income | PV of book value and RI |
|---|---|---|---|---|---|---|
| Opening | 255.40 | 255.40 | ||||
| 2019 | 51.59 | 306.99 | 20.20% | 20.94 | 30.65 | 28.33 |
| 2020 | 60.48 | 367.47 | 19.70% | 25.17 | 35.30 | 30.16 |
| 2021 | 70.55 | 438.02 | 19.20% | 30.13 | 40.42 | 31.91 |
| 2022 | 81.91 | 519.93 | 18.70% | 35.92 | 45.99 | 33.56 |
| 2023 | 94.63 | 614.56 | 18.20% | 42.63 | 51.99 | 35.06 |
| 2024 | 108.78 | 723.34 | 17.70% | 50.39 | 58.38 | 36.39 |
| 2025 | 124.41 | 847.75 | 17.20% | 59.31 | 65.10 | 37.50 |
| 2026 | 141.57 | 989.32 | 16.70% | 69.52 | 72.06 | 38.36 |
| 2027 | 160.27 | 1,149.60 | 16.20% | 81.12 | 79.15 | 38.94 |
| 2028 | 180.49 | 1,330.08 | 15.70% | 94.27 | 86.22 | 39.20 |
| 2029 | 202.17 | 1,532.25 | 15.20% | 109.07 | 93.11 | 39.13 |
| 2030 | 225.24 | 1,757.50 | 14.70% | 125.64 | 99.60 | 38.68 |
| 2031 | 249.56 | 2,007.06 | 14.20% | 144.11 | 105.45 | 37.85 |
| 2032 | 274.97 | 2,282.03 | 13.70% | 164.58 | 110.39 | 36.62 |
| 2033 | 301.23 | 2,583.25 | 13.20% | 187.13 | 114.10 | 34.99 |
| 2034 | 328.07 | 2,911.33 | 12.70% | 211.83 | 116.25 | 32.94 |
| 2035 | 355.18 | 3,266.51 | 12.20% | 238.73 | 116.45 | 30.50 |
| 2036 | 382.18 | 3,648.69 | 11.70% | 267.85 | 114.33 | 27.67 |
| 2037 | 408.65 | 4,057.35 | 11.20% | 299.19 | 109.46 | 24.49 |
| 2038 | 434.14 | 4,491.48 | 10.70% | 332.70 | 101.43 | 20.97 |
| 2039 | 458.13 | 4,949.61 | 10.20% | 368.30 | 89.83 | 17.17 |
| 2040 | 480.11 | 5,429.73 | 9.70% | 405.87 | 74.24 | 13.11 |
| 2041 | 499.53 | 5,929.26 | 9.20% | 445.24 | 54.30 | 8.86 |
| 2042 | 515.85 | 6,445.11 | 8.70% | 486.20 | 29.65 | 4.47 |
| Total | 972.25 |
The projected dividend is 0.00 in every year and the cost of equity is 8.20% throughout, so both columns are omitted. This schedule was built in a spreadsheet, so figures may differ slightly from calculator results because of rounding.
Two features of the schedule deserve attention. Earnings per share rise every year, yet residual income peaks in 2035 at $116.45 and falls thereafter, because the shrinking spread between return on equity and the required return eventually outweighs the growing capital base. The present value column peaks earlier still, in 2028 at $39.20, since discounting works against the later years.
The clean surplus assumption inside the schedule
The book value column in that schedule was rolled forward as beginning book value plus net income minus dividends. That is the clean surplus relation in action, and it is an assumption rather than an observed fact. Under both International Financial Reporting Standards and United States generally accepted accounting principles, several items of income and expense bypass the income statement and change the book value of equity directly. Changes in the market value of certain securities are the standard example. Items that bypass the income statement are dirty surplus items and are reported as other comprehensive income, so that comprehensive income equals net income plus other comprehensive income.
Strictly, a residual income model should be built on income measured under clean surplus accounting, meaning all items of income and expense. Where an analyst can reliably estimate material future departures from clean surplus, an adjustment to net income may be appropriate. The last two sections of this lesson deal with that problem in detail.
The general model makes no assumption about the growth of earnings or dividends. If constant growth is imposed, however, the model collapses into a compact expression that shows what actually drives residual income, and it lands directly on the price-to-book ratio.
Begin with the justified price-to-book ratio based on forecasted fundamentals, which follows from the Gordon constant growth dividend discount model together with the sustainable growth rate relation g = b × ROE, where b is the earnings retention rate.
The second form is the more revealing. The ratio is one plus a term that depends entirely on the gap between return on equity and the required return. If the justified price is the intrinsic value, so that P0 = V0, multiplying through by book value gives the single-stage residual income model.
Read the two terms separately. B0 is what the company owns net of what it owes, as the accounts measure it. The second term is the present value of the expected stream of economic profit, the extra value the company creates by earning more on that capital than the capital costs. Three cases follow immediately, and they are worth committing to memory because a great many examination questions are only asking which of the three applies.
- If return on equity exceeds the required return, residual income is positive, intrinsic value exceeds book value and the justified price-to-book ratio is above one.
- If return on equity equals the required return, residual income is zero and intrinsic value is exactly book value per share.
- If return on equity falls below the required return, residual income is negative, intrinsic value is below book value and the justified price-to-book ratio is below one.
Two qualifications belong here. First, the interpretation of B0 as the fair value of net assets holds only in an idealised world. Both major accounting frameworks permit some liabilities to sit off the balance sheet, and neither reports many corporate assets at fair value, although the international direction of travel is toward fair value accounting, particularly for financial assets. The collapse of Enron Corporation in the United States is the standing reminder of how much off-balance-sheet financing can hide. Second, the model has no view on growth by itself: growth raises value only when return on equity exceeds the required return, and destroys it when the reverse is true.
Tobin’s q
Tobin’s q is a close relative of the price-to-book ratio. It sets the market value of debt plus equity against what it would cost to replace the whole asset base.
The differences from the price-to-book ratio are worth stating explicitly. The numerator covers total capital, debt as well as equity, rather than equity alone. The denominator uses total assets rather than equity. And those assets are measured at replacement cost rather than at historical accounting cost, so the ratio takes account of inflation. All else equal, Tobin’s q is higher the more productive the company assets are. Tobin theorised that q would average one across all companies, because the economic rents earned by assets would average to zero. The practical obstacle is data: replacement costs are rarely disclosed. Where market values or replacement costs of assets are available, they are generally more useful in a valuation than historical costs.
The single-stage residual income model is Equation 5 used directly. It assumes a constant return on equity and a constant earnings growth rate for ever. Like the Gordon growth dividend discount model to which it is related, it can be run in either direction: supply the inputs and solve for value, or supply the market price and solve for the growth rate the market appears to be assuming.
Joseph Yoh is weighing an investment in Koninklijke Philips N.V. The shares carry a book value of €13.22 each and trade at €35.40. Looking well past the current cycle, Yoh settles on a sustainable return on equity of 12%, growth of 6.75% and a cost of equity of 8.5%.
V0 = 13.22 + [(0.12 − 0.085) ÷ (0.085 − 0.0675)] × 13.22
= 13.22 + (0.035 ÷ 0.0175) × 13.22
= 13.22 + 2 × 13.22 = €39.66.
The premium over book value is exactly twice book value, because the abnormal return of 3.5 percentage points is twice the 1.75 percentage point spread between the required return and the growth rate.
35.40 = 13.22 + [(0.12 − 0.085) ÷ (0.085 − g)] × 13.22
Subtract book value and divide by it: (35.40 − 13.22) ÷ 13.22 = 22.18 ÷ 13.22 = 1.6778, which is the required multiple of book value in the premium term.
Then 0.035 ÷ (0.085 − g) = 1.6778, so 0.085 − g = 0.035 ÷ 1.6778 = 0.02086.
g = 0.085 − 0.02086 = 6.41%.
The market is implying slower residual income growth than Yoh forecasts, which is consistent with his estimated value of €39.66 exceeding the price of €35.40.
At a price of €35.40 against book value of €13.22, the shares trade at almost 2.7 times book value, and the reason is that return on equity exceeds the cost of equity. Had return on equity equalled the cost of equity, the shares would be worth book value. Had it been lower, residual income would be negative and the shares would be worth less than book value. When a company has no prospect of covering its cost of capital at all, liquidating it and redeploying the assets may be the value-maximising course.
Why one stage is rarely enough
The weakness of the single-stage model is the assumption that an excess return above the cost of equity persists indefinitely. Competition rarely allows that. An abnormally high return on equity attracts entrants, competition intensifies and returns fall for everyone in the industry. An abnormally low return on equity drives companies out, through bankruptcy or otherwise, and returns rise for the survivors. The empirical regularity is mean reversion: return on equity drifts back toward an industry or market level, and residual income drifts toward zero.
Research has taken that regularity seriously. Lee and Swaminathan (1999) and Lee, Myers and Swaminathan (1999) valued the Dow 30 with a residual income model in which return on equity fades to the industry mean over time, and found the model better able to predict future returns than traditional price multiples. The practical response is a multistage model, which is the subject of the next section.
A multistage residual income model forecasts residual income explicitly over a horizon the analyst can actually see, then attaches a terminal value that stands for everything beyond it. Continuing residual income is the residual income earned after the forecast horizon, and choosing an assumption about it is the central judgement in this section.
One convenient finite-horizon specification assumes that at the end of horizon T the company trades at some premium over book value, PT − BT.
The longer the explicit forecast period, the more likely it is that residual income has already converged to zero by the terminal date, in which case the final term can be set to zero. Over shorter horizons a premium has to be forecast.
A distinctive feature of residual income terminal values
In a residual income valuation the current book value usually accounts for a large share of total value, and the terminal value often does not, for two reasons: book value is typically large relative to any single year of residual income, and return on equity is fading toward the cost of equity, which drives residual income toward zero anyway. That is the opposite of what happens in a dividend discount or discounted cash flow valuation, where the present value of the terminal value routinely dominates the total.
Analysts commonly adopt one of four assumptions about continuing residual income:
- it drops to zero in the terminal year and stays there;
- it carries on indefinitely at a positive level;
- it decays to zero as return on equity drifts back to the cost of equity; or
- it settles at whatever level follows from return on equity reverting to some mean.
Diana Rosato, CFA, is assessing Zenlandia Chemical Company, a fictitious specialty chemicals manufacturer, as a possible holding. Her file as of August 2020 contains the following.
- Current price is ZL$95.6 and the cost of equity is 12%.
- Return on equity has ranged from 18% to 22.9% over 2015–2019, and the only year below 20% in that period was 2016.
- The company paid a cash dividend of ZL$2.9995 in 2019, and book value per share was ZL$28.8517 at the end of 2019.
- Rosato forecasts earnings per share of ZL$7.162 for 2020 and ZL$8.356 for 2021, with dividends of ZL$2.9995 and ZL$3.2995.
- She expects return on equity of 25% from 2022 through 2026, then 20% through 2039, with an earnings retention ratio of 60% after 2021.
- After 2039 return on equity will be 12%, so residual income and the terminal value are both zero.
For 2021, the equity charge is 33.0142 × 0.12 = ZL$3.9617 and residual income is 8.3560 − 3.9617 = ZL$4.3943, discounted two years to ZL$3.50. Book value rolls to 38.0707 and the return on beginning equity is 25.31%.
From 2022 the schedule is generated rather than forecast item by item. Net income is 25% of beginning book value: 38.0707 × 0.25 = ZL$9.5177. With 60% retained, the dividend is 40% of net income, or ZL$3.8071. The equity charge is 38.0707 × 0.12 = ZL$4.5685, so residual income is ZL$4.9492, discounted three years to ZL$3.52.
Price sits above the estimate, so the market must be pricing in some mix of stronger residual income through 2039, a positive premium at the horizon, and a cheaper cost of equity. Taking her own forecasts seriously, Rosato calls the shares overvalued.
| Year | Book value | Projected income | Dividend per share | Forecast ROE on beginning equity (%) | Cost of equity (ZL$) | Residual income | PV of residual income |
|---|---|---|---|---|---|---|---|
| 2019 | 28.8517 | 28.85 | |||||
| 2020 | 33.0142 | 7.1620 | 2.9995 | 24.82 | 3.4622 | 3.6998 | 3.30 |
| 2021 | 38.0707 | 8.3560 | 3.2995 | 25.31 | 3.9617 | 4.3943 | 3.50 |
| 2022 | 43.7813 | 9.5177 | 3.8071 | 25.00 | 4.5685 | 4.9492 | 3.52 |
| 2023 | 50.3485 | 10.9453 | 4.3781 | 25.00 | 5.2538 | 5.6916 | 3.62 |
| 2024 | 57.9008 | 12.5871 | 5.0349 | 25.00 | 6.0418 | 6.5453 | 3.71 |
| 2025 | 66.5859 | 14.4752 | 5.7901 | 25.00 | 6.9481 | 7.5271 | 3.81 |
| 2026 | 76.5738 | 16.6465 | 6.6586 | 25.00 | 7.9903 | 8.6562 | 3.92 |
| 2027 | 85.7626 | 15.3148 | 6.1259 | 20.00 | 9.1889 | 6.1259 | 2.47 |
| 2028 | 96.0541 | 17.1525 | 6.8610 | 20.00 | 10.2915 | 6.8610 | 2.47 |
| 2029 | 107.5806 | 19.2108 | 7.6843 | 20.00 | 11.5265 | 7.6843 | 2.47 |
| 2030 | 120.4903 | 21.5161 | 8.6065 | 20.00 | 12.9097 | 8.6065 | 2.47 |
| 2031 | 134.9492 | 24.0981 | 9.6392 | 20.00 | 14.4588 | 9.6392 | 2.47 |
| 2032 | 151.1431 | 26.9898 | 10.7959 | 20.00 | 16.1939 | 10.7959 | 2.47 |
| 2033 | 169.2802 | 30.2286 | 12.0914 | 20.00 | 18.1372 | 12.0914 | 2.47 |
| 2034 | 189.5938 | 33.8560 | 13.5424 | 20.00 | 20.3136 | 13.5424 | 2.47 |
| 2035 | 212.3451 | 37.9188 | 15.1675 | 20.00 | 22.7513 | 15.1675 | 2.47 |
| 2036 | 237.8265 | 42.4690 | 16.9876 | 20.00 | 25.4814 | 16.9876 | 2.47 |
| 2037 | 266.3657 | 47.5653 | 19.0261 | 20.00 | 28.5392 | 19.0261 | 2.47 |
| 2038 | 298.3296 | 53.2731 | 21.3093 | 20.00 | 31.9639 | 21.3093 | 2.47 |
| 2039 | 334.1291 | 59.6659 | 23.8664 | 20.00 | 35.7996 | 23.8664 | 2.47 |
| Present value | 86.41 | ||||||
| Terminal premium | 0.00 |
The cost of equity is 12.00% in every year. The 2019 row carries the opening book value of ZL$28.8517, shown in the final column as 28.85 because it enters the valuation directly and needs no discounting.
Notice what happens from 2027 onward. Once return on equity is 20% and the payout ratio is 40%, residual income equals exactly the dividend, because the equity charge takes 12 of the 20 percentage points and the remaining 8 points equal 40% of 20%. Book value then grows at the sustainable rate of 0.60 × 20% = 12%, which is exactly the discount rate, so the present value of residual income settles at a constant ZL$2.47 a year.
Fading to an industry mean
Lee and Swaminathan (1999) and Lee, Myers and Swaminathan (1999) forecast residual income explicitly for three years and then let return on equity fade to the industry mean, estimating terminal value as the terminal-year residual income capitalised in perpetuity. Their justification is that any growth in earnings after the horizon is value neutral. An analyst taking that route needs a view on where the industry mean sits, and on any trend in it.
| Sector | Return on equity (%) |
|---|---|
| Utilities | 8.18 |
| Energy | 8.81 |
| Basic Materials | 11.14 |
| Financial | 12.76 |
| Healthcare | 19.95 |
| Consumer Goods | 19.96 |
| Transportation | 21.49 |
| Industrial Goods | 23.16 |
| Retail | 23.37 |
| Consumer Non-cyclicals | 26.59 |
| Technology | 28.97 |
Based on data from CSIMarket on 5 August 2019. The spread across sectors, from 8.18% in Utilities to 28.97% in Technology, is why a single economy-wide fade target is unsatisfactory.
The persistence factor
Dechow, Hutton and Sloan (1999) formalised the fade with a persistence factor, written here as w and denoted by the Greek letter omega in the original research, which takes a value between zero and one.
A persistence factor of one means residual income does not fade at all and continues at the same level in perpetuity. A persistence factor of zero means residual income stops entirely after the explicit forecast horizon. The higher the factor, the larger the final-stage stream and the higher the valuation, all else equal. In a large sample of company data from 1976 to 1995, Dechow and co-authors estimated a persistence factor of 0.62, which Bauman (1999) interpreted as residual income decaying at an average rate of 38% a year. Persistence clearly varies by company: a business with a strong market leadership position should decay more slowly.
| Fades faster | Fades more slowly |
|---|---|
| Accounting rates of return at an extreme level | A low dividend payout ratio |
| Special items, such as non-recurring charges, at extreme levels | An industry record of persistent excess returns |
| Accounting accruals at extreme levels |
Characteristics identified by Dechow, Hutton and Sloan (1999). Extreme values of any kind tend to revert, which is the common thread on the left.
Rosato returns to Zenlandia Chemical. Her supervisor questions the assumption that there will be no premium over book value at the end of the forecast period. Recall that residual income in 2039 is ZL$23.8664, the cost of equity is 12%, and the horizon is 20 years from the 2019 valuation date.
Terminal value = ZL$23.8664 ÷ 0.12 = ZL$198.8867.
Present value = ZL$198.8867 ÷ (1.12)20 = ZL$20.6179.
Adding this to the earlier estimate of ZL$86.41, which assumed a zero terminal value, gives ZL$107.03. Because the market price of ZL$95.6 is below that figure, market participants are implying lower continuing residual income than the supervisor assumption, a lower interim return on equity, or both. On these new forecasts the shares are undervalued.
Present value of the terminal value = 23.8664 ÷ [(1 + 0.12 − 0.60)(1.12)19] = 23.8664 ÷ (0.52 × 8.612762) = ZL$5.33.
This is added to ZL$83.93, which is the book value plus the present value of residual income over the first 19 years, that is the ZL$86.41 total from Example 7 less the ZL$2.47 present value attributable to 2039. The two components sum to ZL$89.26. The source reports the total as ZL$86.26; the components as printed add to ZL$89.26. Either figure sits below the market price of ZL$95.6, so the conclusion is unchanged: if residual income does not persist at a stable level past 2039 and instead deteriorates, the shares are modestly overvalued at ZL$95.6.
Terminal value from a market multiple
The terminal residual value in Equations 6 and 7 is PT − BT, the terminal price less the terminal book value. Nothing constrains how the terminal price is estimated. It can come from a dividend discount model, a price–earnings multiple or a price-to-book multiple. The next example takes the last of these.
Andreea Popescu is valuing URS Holdings with a two-stage residual income model on this set of assumptions: opening book value per share is €15.00; the cost of equity is 7.95%; over six years, earnings per share run at a quarter of opening book value; the company distributes 30% of earnings as cash each year; and at the six-year mark the shares trade at 1.80 times book value.
| Year | Beginning book value | Net income | Dividends | Ending book value | Residual income | PV of residual income |
|---|---|---|---|---|---|---|
| 1 | 15.000 | 3.750 | 1.125 | 17.625 | 2.558 | 2.369 |
| 2 | 17.625 | 4.406 | 1.322 | 20.709 | 3.005 | 2.579 |
| 3 | 20.709 | 5.177 | 1.553 | 24.334 | 3.531 | 2.807 |
| 4 | 24.334 | 6.083 | 1.825 | 28.592 | 4.149 | 3.055 |
| 5 | 28.592 | 7.148 | 2.144 | 33.595 | 4.875 | 3.325 |
| 6 | 33.595 | 8.399 | 2.520 | 39.475 | 5.728 | 3.620 |
| Sum | 17.755 |
Terminal premium = (1.8 × 39.475) − 39.475 = 31.580.
Present value at 7.95% over six years = 31.580 ÷ (1.0795)6 = 19.956.
Value per share = 15.000 + 17.755 + 19.956 = €52.711.
| Year | Dividends | PV of dividends |
|---|---|---|
| 1 | 1.125 | 1.042 |
| 2 | 1.322 | 1.134 |
| 3 | 1.553 | 1.235 |
| 4 | 1.825 | 1.344 |
| 5 | 2.144 | 1.463 |
| 6 | 2.520 | 1.592 |
| Sum of six years of dividends | 7.810 | |
| Terminal price (1.8 × BT) | 71.054 | 44.901 |
| Value per share | 52.711 |
The two approaches agree at €52.711, but they allocate the total very differently: the dividend model puts 44.901 of the 52.711 into the terminal price, while the residual income model puts 15.000 into book value that already exists.
Valuation models built on discounting dividends or free cash flows are exactly as theoretically sound as the residual income model. They differ in what they discount and therefore in when they recognise value. The dividend discount model and the free cash flow to equity model forecast cash flows to shareholders and discount them at the cost of equity. The free cash flow to the firm model forecasts cash available to all providers of capital and discounts at the weighted average cost of capital. The residual income model does something different: it starts from a balance sheet figure, the book value of equity, and adds the present value of the economic profit expected on top of it.
In theory the total is the same in every case. Given fully consistent assumptions and the same required return, book value plus expected residual income, expected dividends, and expected free cash flow all produce the same present value. What differs is the timing of recognition, and that difference has real practical consequences.
A company will earn $1.00 per share for ever and pays out all earnings as dividends. Book value per share is $6.00 and the required rate of return on equity is 10%.
V0 = $1.00 ÷ 0.10 = $10.00 per share.
RIt = Et − rBt−1 = $1.00 − 0.10($6.00) = $1.00 − $0.60 = $0.40.
V0 = $6.00 + $0.40 ÷ 0.10 = $6.00 + $4.00 = $10.00.
The two models agree, as they must.
| Year | Dividend | PV of dividend | Book value or residual income | PV of book value or residual income |
|---|---|---|---|---|
| 0 | 6.00 | 6.000 | ||
| 1 | 1.00 | 0.909 | 0.40 | 0.364 |
| 2 | 1.00 | 0.826 | 0.40 | 0.331 |
| 3 | 1.00 | 0.751 | 0.40 | 0.301 |
| 4 | 1.00 | 0.683 | 0.40 | 0.273 |
| 5 | 1.00 | 0.621 | 0.40 | 0.248 |
| 6 | 1.00 | 0.564 | 0.40 | 0.226 |
| 7 | 1.00 | 0.513 | 0.40 | 0.205 |
| 8 | 1.00 | 0.467 | 0.40 | 0.187 |
| Total | 10.00 | 10.00 |
Both columns continue indefinitely and both sum to $10.00. The rows shown are the first eight of an infinite series.
That is the practical advantage. In a dividend discount or free cash flow valuation, a large fraction of total value is typically the present value of an expected terminal value, and substantial uncertainty usually surrounds it. Residual income valuations are far less sensitive to the terminal value estimate, and in some contexts the terminal value can reasonably be set to zero altogether. Deriving value from the earlier part of the forecast horizon, where forecasting error is smallest, is one of the main reasons the model is worth having.
Strengths of residual income models
- Terminal values do not make up a large portion of total present value, relative to other models.
- The models use accounting data that is already published and readily available.
- They can be applied to companies that pay no dividends, or that have no positive expected near-term free cash flow.
- They can be used when cash flows are unpredictable.
- They focus attention on economic profitability rather than on accounting profitability.
Weaknesses of residual income models
- They rest on accounting data, which management can manipulate.
- The accounting inputs may need significant adjustment before they are usable.
- They require either that the clean surplus relation holds or that the analyst makes an appropriate adjustment where it does not.
- Using accounting income assumes that interest expense reflects the cost of debt capital appropriately.
Choosing when to use the model
A residual income model is most appropriate when a company pays no dividend or pays an unpredictable one; when expected free cash flow is negative within the horizon the analyst can forecast comfortably; or when great uncertainty surrounds the terminal value under an alternative present value approach. It is least appropriate when there are significant departures from clean surplus accounting, or when the key determinants of residual income, book value and return on equity, are themselves unpredictable.
Because every present value model descends from the same theoretical root, fully consistent forecasts of earnings, cash flow, dividends, book value and residual income through a complete set of pro forma financial statements, discounted at the same required return, must give the same value. In practice the items cannot all be forecast with equal confidence, and that is what decides the choice. A company with near-term negative free cash flow and an uncertain terminal value suits residual income. A company with positive and predictable cash flow that pays no dividend suits discounted free cash flow.
Two further uses are worth noting. Like the dividend discount and free cash flow models, a residual income model can be used to establish justified market multiples: divide the estimated value by earnings to obtain a justified price–earnings ratio, for instance. And it can be run alongside another model as a consistency check. Where two appropriate models produce widely different values, the inconsistency usually lies in the assumptions rather than in the models, and the analyst has to establish which set of assumptions is mutually consistent and which model best fits the company.
Bauman (1999) pointed out that the two components of the residual income model balance each other, provided the clean surplus relation is respected. A company making aggressive accounting choices reports higher book values and, later, lower earnings. In the model, the present value of the difference in future income exactly offsets the initial difference in book value, so the valuation is unaffected. That is an elegant property and it is why the model tolerates a good deal of accounting variation.
The property fails in two ways in practice. First, the clean surplus relation does not always hold, because both major accounting frameworks let items bypass the income statement and go straight to equity. Second, analysts often use past earnings to predict future earnings, so a distortion in reported earnings propagates into the forecast rather than reversing.
What bypasses the income statement
The clearest example is a change in the market value of investments classified as available for sale under United States generally accepted accounting principles, or as equity instruments measured at fair value through other comprehensive income under International Financial Reporting Standards. Both frameworks carry these on the balance sheet at market value, but the unrealised movement in that value lands inside other comprehensive income instead of on the income statement itself.
Comprehensive income covers every movement in equity over a period apart from what the owners put in and what is paid out to them. It equals net income plus other comprehensive income. Items that commonly take the second route include the following.
- Certain pension adjustments.
- Part of the gain or loss on certain hedging instruments.
- Unrealised movements in the fair value of some financial instruments.
- Adjustments arising on translation of foreign currency.
- Movements in revaluation surplus on property, plant and equipment or on intangibles, permitted under IFRS but not under US GAAP.
- On certain classes of liability, the portion of a fair value change caused by a shift in the credit risk of that liability, again IFRS only.
In every one of these cases the book value of equity is stated correctly, because it includes accumulated other comprehensive income. It is net income that is wrong for residual income purposes, and with it return on equity, which has net income in its numerator, and therefore residual income itself.
Two practical points follow. Historical return on equity is best measured in aggregate, with net income over total shareholders equity, and not on a per-share basis, because issuing and repurchasing shares distorts the per-share version. And, as Frankel and Lee (1999) noted, bias enters the valuation only if the present value of the clean surplus violations does not net to zero. Reductions in income in some periods may be offset by increases in others. The work is to comb the equity section of the balance sheet, alongside the statement of comprehensive income and the statement of changes in equity, form a view on whether the amounts are likely to cancel out, and judge the effect on future return on equity.
Two statements of changes in shareholders equity for the year ended 31 December 2018 are under review. The first, prepared under IFRS, is for Nokia Corporation, a supplier of network equipment, software and services to telecommunications network companies. The second, prepared under US GAAP, is for SAP AG, headquartered in Germany, a worldwide provider of enterprise application software.
| Company | Columns outside retained earnings | Currency translation effect (€ millions) |
|---|---|---|
| Nokia Corporation | Share issue premium; translation differences; fair value and other reserves; reserve for invested unrestricted equity | 341 |
| SAP AG | Share premium; other components of equity | 887 |
For SAP the €887 million figure is the movement in other components of equity, which includes the translation adjustment for the year. Sources: company statements of changes in shareholders equity.
If an analyst has used that historical return on equity as the starting point for a residual income valuation, and expects the pattern of positive translation adjustments to continue, an upward adjustment to the estimate of future return on equity may be warranted. The qualification is important: exchange rate movements can reverse, and a translation gain in one period is quite capable of becoming a translation loss in the next. That is exactly the situation Frankel and Lee described, where violations may net to zero over time and no adjustment is needed.
How the forecasting assumption interacts with other comprehensive income
The worked examples so far took actual beginning equity and a forecast return on equity, and multiplied one by the other to obtain forecast net income. Since equity includes accumulated other comprehensive income, an assumption about future other comprehensive income feeds straight through into forecast net income and hence into residual income. The effect is easy to underestimate until it is laid out.
A hypothetical company reports, in year t − 1, net income of $120 on beginning equity of $1,000, a return of 12%. It pays no dividends, so ending retained earnings are $120. It also reports other comprehensive income of −$100, a loss, so accumulated other comprehensive income closes at −$100 and ending total equity is $1,020. The required return is 10%.
Three forecasts for years t and t + 1 all assume a return on equity of 12% applied to beginning book value, and all assume no dividends. They differ only in what they assume about future other comprehensive income. Forecast A assumes none in either year. Forecast B assumes the same −$100 in each year. Forecast C assumes the prior loss reverses in year t, so accumulated other comprehensive income returns to zero.
| Item | Actual t − 1 | A: t | A: t + 1 | B: t | B: t + 1 | C: t | C: t + 1 |
|---|---|---|---|---|---|---|---|
| Beginning total equity | 1,000.00 | 1,020.00 | 1,142.40 | 1,020.00 | 1,042.40 | 1,020.00 | 1,242.40 |
| Net income | 120.00 | 122.40 | 137.09 | 122.40 | 125.09 | 122.40 | 149.09 |
| Other comprehensive income | (100.00) | (100.00) | (100.00) | 100.00 | |||
| Ending accumulated other comprehensive income | (100.00) | (100.00) | (100.00) | (200.00) | (300.00) | ||
| Ending total equity | 1,020.00 | 1,142.40 | 1,279.49 | 1,042.40 | 1,067.49 | 1,242.40 | 1,391.49 |
| Equity charge at 10% | 100.00 | 102.00 | 114.24 | 102.00 | 104.24 | 102.00 | 124.24 |
| Residual income | 20.00 | 20.40 | 22.85 | 20.40 | 20.85 | 20.40 | 24.85 |
Common stock is 1,000.00 throughout and there are no liabilities, so total equity equals total assets in every column.
Forecast A: net income moves from $122.40 to $137.09, up 12%, and residual income moves from $20.40 to $22.85, up 12% as well.
Forecast B: residual income grows from $20.40 to $20.85, an increase of 2.2%.
Forecast C: residual income grows from $20.40 to $24.85, an increase of 21.8%.
The other comprehensive income assumption changes the equity base on which the assumed return on equity is applied, so it silently changes the growth rate of the very quantity being valued.
Carrying that basis into year t: forecast comprehensive income is $22.40, being net income plus other comprehensive income; the equity charge is 10% of beginning equity of $1,020, or $102; and residual income is $22.40 − $102 = −$79.60.
Against the positive $20.40 obtained when the clean surplus violation is ignored, the swing is exactly $100 in a single year. A forecast of return on equity or of net income that ignores clean surplus violations distorts residual income, and unless the present value of those distortions nets to zero it distorts the valuation too.
The implication for practice is direct. If future other comprehensive income is expected to be significant relative to net income, and the year-to-year amounts are not expected to net to zero, the analyst should try to bring those items into the forecast so that residual income is closer to what it would be under clean surplus. Where possible that means making explicit assumptions about future amounts of other comprehensive income rather than leaving them out.
Per-share forecasts for Mannistore, Inc., a hypothetical operator of a chain of retail stores, are given below. The cost of equity capital is 10%.
| Variable | Year 1 | Year 2 | Year 3 | Year 4 | Year 5 |
|---|---|---|---|---|---|
| Shareholders equityt−1 | 8.58 | 10.32 | 11.51 | 14.68 | 17.86 |
| Plus net income | 2.00 | 2.48 | 3.46 | 3.47 | 4.56 |
| Less dividends | 0.26 | 0.29 | 0.29 | 0.29 | 0.38 |
| Less other comprehensive income | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 |
| Equals shareholders equityt | 10.32 | 11.51 | 14.68 | 17.86 | 22.04 |
The Year 2 entry of 1.00 on the other comprehensive income line is a deduction from equity, that is a loss of $1.00 routed around the income statement.
V0 = 0.26 ÷ 1.10 + 0.29 ÷ (1.10)2 + 0.29 ÷ (1.10)3 + 0.29 ÷ (1.10)4 + 0.38 ÷ (1.10)5 + 68.40 ÷ (1.10)5 = $43.59.
| Item | Year 1 | Year 2 | Year 3 | Year 4 | Year 5 |
|---|---|---|---|---|---|
| RI = NI − (SEt−1 × r) | 1.14 | 1.45 | 2.30 | 2.00 | 2.77 |
V0 = 8.58 + 1.14 ÷ 1.10 + 1.45 ÷ (1.10)2 + 2.30 ÷ (1.10)3 + 2.00 ÷ (1.10)4 + 2.77 ÷ (1.10)5 + (68.40 − 22.04) ÷ (1.10)5
= 8.58 + 35.84 = $44.42.
| Item | Year 1 | Year 2 | Year 3 | Year 4 | Year 5 |
|---|---|---|---|---|---|
| RI = (NI + OCI) − (SEt−1 × r) | 1.14 | 0.45 | 2.30 | 2.00 | 2.77 |
V0 = 8.58 + 1.14 ÷ 1.10 + 0.45 ÷ (1.10)2 + 2.30 ÷ (1.10)3 + 2.00 ÷ (1.10)4 + 2.77 ÷ (1.10)5 + (68.40 − 22.04) ÷ (1.10)5
= 8.58 + 35.01 = $43.59.
The growth rate in residual income is 2.72 ÷ 2.77 − 1, which is approximately −2%. Net income and dividends grow at a positive 8% while residual income shrinks, because the equity charge is levied on a book value that has grown faster than earnings. Do not assume that the growth rate in residual income equals the growth rate in earnings or dividends; in general it does not.
Where the analyst has no basis for explicit assumptions about future other comprehensive income, the correct response is not to ignore the issue but to stay aware of the potential effect on residual income and to adjust the return on equity estimate in light of it. If the distortion cannot be handled at all, an alternative valuation model is the better answer.
Two quantities drive residual earnings: book value of equity and return on equity. Both come from the accounts, so the analyst has to know what the accounts leave out and what they measure at something other than fair value. A reliable book value requires identifying and scrutinising significant off-balance-sheet assets and liabilities, and restating reported items to fair value where that is possible. The financial statement footnotes are where these usually surface.
Operating leases are the most common example. They do not change the amount of equity, because the off-balance-sheet assets offset the off-balance-sheet liabilities, but they can change the assessment of future earnings and therefore the residual income component of value. Inventory carried at last-in, first-out cost is another: it may need restating to current value, although LIFO is not permitted under IFRS. Items commonly reviewed for balance sheet adjustment include the following, and the list is not exhaustive.
- Leases classified as operating.
- Intangible assets.
- Inventory.
- Allowances and reserves, bad debt provisions among them.
- Deferred tax balances on both sides of the balance sheet.
Aggressive capitalisation and the return on equity it produces
Consider a company with $1,000,000 of book value that reports $200,000 of earnings before taxes after expensing an outlay of $50,000. Ignoring taxes, its return on equity is 20%. Had it capitalised that outlay instead of expensing it, earnings would be $250,000 and book value $1,050,000, giving a return on equity of 23.81%. Capitalising an expenditure overstates both current earnings and current book value at the same time.
The capitalised item will eventually be amortised or written off, reducing realised future earnings, but analyst expectations often lean on historical data, so the inflated return on equity can be carried forward into the forecast and the model will then overestimate value. Where capitalisation persists at a company of stable size, return on equity can decline over time as net income normalises while book value stays overstated. Where the company is growing and the expenditure in question is growing with it, return on equity can stay high indefinitely. Since the model runs almost entirely on accounting inputs, aggressive methods such as accelerating revenue or deferring expenses can produce real valuation errors.
Intangible assets
Specifically identifiable intangibles that can be separated from the entity and sold are generally included in book value of equity, and where they have a finite useful life they are amortised as an expense. The complication is that intangibles often are not recognised as assets at all unless they are acquired. Advertising expenditure can build a highly valuable brand, but the advertising is expensed and the brand appears nowhere on the balance sheet unless the company owning it is bought.
Two companies, Alpha and Beta, report the following, in thousands of euros. Each pays out all net income as dividends, so growth is zero and the clean surplus relation holds. Alpha has a return on equity of 12% and Beta has 15%, both expected to continue indefinitely, and each has a required rate of return of 10%. The fair market value of each company property, plant and equipment equals its book value.
| Balance sheet and earnings | Alpha | Beta |
|---|---|---|
| Cash | 1,600 | 100 |
| Plant and equipment | 3,400 | 900 |
| Assets in total | 5,000 | 1,000 |
| Shareholders equity | 5,000 | 1,000 |
| Annual net income | 600 | 150 |
Alpha: V0 = 5,000 + [(0.12 − 0.10) ÷ (0.10 − 0.00)] × 5,000 = €6,000.
Beta: V0 = 1,000 + [(0.15 − 0.10) ÷ (0.10 − 0.00)] × 1,000 = €1,500.
Combined, the two are worth €7,500. Both are worth more than book value because both earn more than the required return, and neither balance sheet reflects that excess.
Combined expected net income is €600 + €150 − €50 of amortisation = €700, so the expected return on equity is 700 ÷ 5,000 = 14%.
V0 = 5,000 + [(0.14 − 0.10) ÷ 0.10] × 5,000 = €7,000.
Adding the amortisation back before computing return on equity gives net income of €750 and a return on equity of 15%, so
V0 = 5,000 + [(0.15 − 0.10) ÷ 0.10] × 5,000 = €7,500,
which equals the sum of the two separate valuations.
V0 = 6,500 + [(0.11538 − 0.10) ÷ 0.10] × 6,500 = €7,500.
Book value of equity is higher and return on equity is lower, and the two effects offset exactly. The lesson generalises: if an acquirer overpays, the overpayment will show up as reduced future residual income rather than disappearing.
Research and development
Research and development is the other intangible that needs care. Under US GAAP it is generally expensed directly, with limited exceptions such as the capitalisation of software development costs after product feasibility is established. Under IFRS some development costs can be capitalised and amortised. Either way the spending is reflected in return on equity, and therefore in residual income, over the long term. Unproductive research spending lowers residual income through the outlay itself. Productive research spending should generate higher revenue that offsets the outlay over time. For a mature company on a continuing basis, return on equity should reflect the productivity of research spending without any adjustment.
Lundholm and Sloan (2007) made the underlying point precisely: adding back an omitted asset and then amortising it has no effect on valuation under a residual income model. The adjustment raises estimated value by adding the asset to book value at time zero, and lowers it by an equal amount through the present value of the future amortisation plus the present value of the periodic capital charge on the asset. What does change is the profile of return on equity through time. Expensing research produces an immediately lower return on equity than capitalising it, and then a slightly higher return on equity in later years, once the capitalised amount is being amortised. Because return on equity appears in so many expressions derived from the model, and is often used to forecast net income, the profile matters even when the level of value does not.
Non-recurring items
A residual income forecast should be built on recurring items. Companies frequently report non-recurring charges inside earnings, and leaving them there leads to over- or underestimates of future residual earnings. No adjustment to book value is needed for these items, because non-recurring gains and losses are already reflected in the value of the assets in place. Hirst and Hopkins (2000) observed that non-recurring items sometimes arise from accounting rules and sometimes from strategic management decisions, and emphasised reading the financial statement notes and other disclosures for items that may need adjustment, such as:
- restructuring charges;
- discontinued operations;
- changes in accounting;
- unusual items; and
- extraordinary items, a category that survives under US GAAP but not under IFRS.
There is a judgement to make here. Where management records a restructuring or unusual charge in every single period, the item is arguably an ordinary operating expense and may need no adjustment at all. Separately, a non-operating gain is sometimes netted, wrongly, against an operating expense line such as selling, general and administrative costs. If material, that treatment can usually be uncovered by careful reading of the footnotes and press releases, and such items should more often than not be removed from operating earnings when forecasting residual income.
Other aggressive practices
Accelerating revenue into the current period and deferring expenses to a later one both increase earnings and book value simultaneously. A company might ship unordered goods to customers at the year end, recording revenue and a receivable; or capitalise rather than expense a cash payment, lowering expenses and raising assets. The opposite manipulation is the cookie jar reserve, in which excess losses or expenses are booked in an earlier period, often alongside an acquisition or a restructuring, and then released to reduce expenses and lift income in later periods. Reserves deserve careful examination when residual earnings are being assessed, and the integrity of management is part of the assessment of the inputs.
International considerations
Accounting standards differ across countries, which produces different measures of book value and earnings and suggests that models built on accrual accounting data might travel less well internationally than other present value models. The evidence is more encouraging than that suggests. Frankel and Lee (1999) applied a simple residual income model, without any of the adjustments discussed above, and found it accounted for 70% of the cross-sectional variation of stock prices across 20 countries. They identified three primary considerations for international application:
- whether reliable earnings forecasts can be obtained at all;
- whether accounting rules of poor quality delay the recognition of value changes; and
- whether the clean surplus assumption is violated systematically.
The model should work best where earnings forecasts exist, clean surplus violations are limited and recognition is not delayed. Because unadjusted data already gave good explanatory power, adjusting reported data for clean surplus and other violations ought to make international comparisons more comparable still. Where clean surplus violations exist, accounting choices delay recognition, or the disclosures simply do not permit an adjustment, the residual income model is not appropriate and a model less dependent on accounting data, such as a free cash flow to equity model, should be used instead.
Convergence has reduced the problem over time. As of 2019, according to the AICPA, an association representing the accounting profession, approximately 120 nations and reporting jurisdictions permitted or required IFRS for domestic listed companies, and approximately 90 countries had fully conformed with IFRS as promulgated by the IASB and included a statement acknowledging that conformity in audit reports. Elsewhere, national standard setters are still working to close the remaining gaps between their own rules and IFRS. Even inside a single framework, however, companies make choices and estimates that affect valuation, so the analytical work described in these last two sections does not go away.