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1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.
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Page 1: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

1

Chapter 10:

BASIC MICRO-LEVEL VALUATION:

"DCF" & “NPV”

© 2014 OnCourse Learning. All Rights Reserved.

Page 2: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

2

THE famous DCF VALUATION PROCEDURE...

1. FORECAST THE EXPECTED FUTURE CASH FLOWS;

2. ASCERTAIN THE REQUIRED TOTAL RETURN;

3. DISCOUNT THE CASH FLOWS TO PRESENT VALUE AT THE REQUIRED RATE OF RETURN.

THE VALUE YOU GET TELLS YOU WHAT YOU MUST PAY SO THAT YOUR EXPECTED RETURN WILL EQUAL THE "REQUIRED RETURN" AT WHICH YOU DISCOUNTED THE EXPECTED CASH FLOWS.

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Page 3: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

3

where:

CFt = Net cash flow generated by the property in period “t”; Vt = Property value at the end of period “t”; E0[r] = Expected average multi-period return (per period) as of time “zero” (the present), also known as the “going-in IRR”; T = The terminal period in the expected investment holding period, such that CFT would include the re-sale value of the property at that time (VT), in addition to normal operating cash flow.

TT

TT

rE

CFE

rE

CFE

rE

CFE

rE

CFEV

][1

][

][1

][

][1

][

][1

][

0

01

0

102

0

20

0

100

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Page 4: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

4

Numerical example...

Lease:

Year: CF:

2001 $1,000,000

2002 $1,000,000

2003 $1,000,000

2004 $1,500,000

2005 $1,500,000

2006 $1,500,000

·        Single-tenant office bldg

·        6-year “net” lease with a “step-up”...·        Expected sale price year 6 =

$15,000,000·        Required rate of return (“going-in

IRR”) = 10%...·        DCF valuation of property is

$15,098,000:

)(1.

,000516+

)(1.

,00051+

)(1.

,00051+

)(1.

0,0001+

)(1.

0,0001+

)(1.

0,0001 = 1 65432 08

00,

08

00,

08

00,

08

00,

08

00,

08

00,000,098,5

© 2014 OnCourse Learning. All Rights Reserved.

Page 5: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

5

Why is the DCF procedure important?

1. Recognizes asset valuation fundamentally depends upon future net cash flow generation potential of the asset.

2. Takes long-term perspective appropriate for investment decision-making in illiquid markets (multi-period, typically 10 yrs in R.E. applications).

3. Takes the total return perspective necessary for successful investment.

4. Due to the above, the exercise of going through the DCF procedure, if taken seriously, can help to protect the investor from being swept up by an asset market “bubble” (either a positive or negative bubble – when asset prices are not related to cash flow generation potential).

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Page 6: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

6

Remember:

Investment returns are inversely related to the price paid going in for the asset.

e.g., in the previous example, if we could get the asset for $14,000,000 (instead of $15,098,000), then our going-in return would be 9.6% (instead of 8%):

)(

,000516+

)(

,00051+

)(

,00051+

)(

0,0001+

)(

0,0001+

)(

0,0001 = 65432 0962.1

00,

0962.1

00,

0962.1

00,

0962.1

00,

0962.1

00,

0962.1

00,000,000,14

vs.

What is the fundamental economic reason for this inverse relationship? [Hint: What determines fut. CFs?]

)(1.

,000516+

)(1.

,00051+

)(1.

,00051+

)(1.

0,0001+

)(1.

0,0001+

)(1.

0,0001 = 1 65432 08

00,

08

00,

08

00,

08

00,

08

00,

08

00,000,098,5

© 2014 OnCourse Learning. All Rights Reserved.

Page 7: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

7

Match the discount rate to the risk. . .

r = rf + RP

 Disc.Rate = Riskfree Rate + Risk Premium

(Riskfree Rate = US T-Bill Yield.)

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Page 8: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

8

Projected operating CFs will be contractual (covered by leases). 1st 6 yrs in current lease, remainder in a subsequent lease. Prior to signing, lease CFs are more risky (interlease disc rate), once signed, less risky (intralease disc rate). DCF Valuation:

Hypothetical office building net cash flows: Year 1 2 3 4 5 6 7 8 9 10 CFt $1 $1 $1 $1.5 $1.5 $1.5 $2 $2 $2 $22

Here we have estimated the discount rate at 7% for the relatively low-risk lease CFs (e.g., if T-Bond Yld = 5%, then RP=2%), and at 9% for the relatively high-risk later CFs ( 4% risk premium). Implied property value = $18,325,000.

10.2.1 Match the Discount Rate to the Risk:Intralease & Interlease Discount Rates

10

4

1

6

46

3

1 09.1

20$

07.1

2$

09.1

1

07.1

5.1$

07.1

1$000,325,18$

tt

tt

tt

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Page 9: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

9

Current practice usually is not this sophisticated for typical properties. If the lease expiration pattern is typical, a single “blended” discount rate is typically used.

Thus, for this building, we would typically observe a “going-in IRR” of 8.57%, applied to all the expected future CFs…

10

10

7

6

4

3

1 0857.1

20$

0857.1

2$

0857.1

5.1$

0857.1

1$000,325,18$

t

tt

tt

t

In principle, this can allow “arbitrage” opportunities if investors are not careful (especially as the ABS mkt develops…)

10.2.2 Blended IRR:A single Discount Rate

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Example:Suppose property with 7 yrs (instead of 6 yrs) remaining on vintage lease but same expected CFs as before.Purchase for $18,325,000, then sell lease for $7,083,000 and property residual for $11,319,000, for a profit of $77,000:

10

3

17 09.1

20$

07.1

2$

09.1

1000,319,11$

tt

Hypothetical office building net cash flows: Year 1 2 3 4 5 6 7 8 9 10 CFt $1 $1 $1 $1.5 $1.5 $1.5 $2 $2 $2 $22

1st 6 CFs in Lease $18.325M Value 1st 7 CFs in Lease $18.402M Value

7

6

4

3

1 07.1

2$

07.1

5.1$

07.1

1$000,083,7$

t

tt

t

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Page 11: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

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Valuation shortcuts: “Ratio valuation”...

1) DIRECT CAPITALIZATION:

A WIDELY-USED SHORTCUT VALUATION PROCEDURE:

·       SKIP THE MULTI-YEAR CF FORECAST

·       DIVIDE CURRENT (UPCOMING YEAR) NET OPERATING INCOME (NOI) BY CURRENT MARKET CAP RATE (YIELD, NOT THE TOTAL RETURN USED IN DCF)

10.3 Ratio Valuation Procedures

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The idea behind direct capitalization…

IF "CAP RATE" = NOI / V ,

THEN:

V = NOI / CAP RATE

(FORMALLY, NOT CAUSALLY)

MOST APPROPRIATE FOR BLDGS W SHORT-TERM LEASES IN LESS CYCLICAL MARKETS, LIKE APARTMENTS.

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EXAMPLE:250 UNIT APARTMENT COMPLEXAVG RENT = $15,000/unit/yr5% VACANCYANNUAL OPER. EXPENSES = $6000 / unit8.82% CAP RATE (KORPACZ SURVEY)

VALUATION BY DIRECT CAPITALIZATION:

POTENTIAL GROSS INCOME (PGI) = 250*15000 = $3,750,000- VACANCY ALLOWANCE (5%) = 0.5*3750000 = 187,500- OPERATING EXPENSES = 250*6000 = 1,500,000------------------------------------- -------------------NET OPER.INCOME (NOI) = $2,062,500

V = 2,062,500 / 0.0882 = $23,384,354, say approx. $23,400,000

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2) GROSS INCOME MULTIPLIER (GIM):

GIM = V / GROSS REVENUE

COMMONLY USED FOR SMALL APARTMENTS. (OWNER'S MAY NOT RELIABLY REVEAL GOOD

EXPENSE RECORDS, SO YOU CAN'T COMPUTE NOI (= Rev - Expense), BUT RENTS CAN BE OBSERVED INDEPENDENTLY IN THE RENTAL MARKET.)

IN PREVIOUS APT EXAMPLE THE GIM IS:

23,400,000 / 3,750,000 = 6.2.

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Empirical cap rates and market values. . .

Cap rates are a way of quoting observed market prices for property assets (like bond “yields” are the way bond prices are reported).

E.g., PwC Survey

0%

2%

4%

6%

8%

10%

12%

Mal

ls

Str

ip C

trs

Indu

st.

Ap

ts

Su

burb

.Off

Chi

cag

o O

ff.

Man

h O

ff

*Source: PwC Rea Estate Investor Survey, 2nd quarter 2011

MallsStripCtrs

Indust. AptsSuburb.

OffChicago

Off.Manh

OffInstitutional 7.50% 7.40% 7.76% 6.29% 8.04% 8.33% 6.00%

Non-institutional 10.29% 9.90% 10.18% 7.99% 9.58% 10.50% 8.13%

Exh.11-8b: Investor Cap Rate Expectations for Various Property Types*

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16© 2014 OnCourse Learning. All Rights Reserved.

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DANGERS IN MKT-BASED RATIO VALUATION. . .

1) DIRECT CAPITALIZATION CAN BE MISLEADING FOR MARKET VALUE IF PROPERTY DOES NOT HAVE CASH FLOW GROWTH AND RISK PATTERN TYPICAL OF OTHER PROPERTIES FROM WHICH CAP RATE WAS OBTAINED. (WITH GIM IT’S EVEN MORE DANGEROUS: OPERATING EXPENSES MUST ALSO BE TYPICAL.)

2) Market-based ratio valuation won’t protect you from “bubbles”!

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10.4 Typical mistakes in DCF application to commercial property...

CAVEAT!BEWARE OF “G.I.G.O.”===> Forecasted Cash Flows:

Must Be REALISTIC Expectations(Neither Optimistic, Nor Pessimistic)

===> Discount Rate should be OCC:Based on Ex Ante Total Returns in Capital Market(Including REALISTIC Property Market Expectations)

·      Read the “fine print”.·      Look for “hidden assumptions”.·      Check realism of assumptions.

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10.4. Typical Mistakes in DCF Application to Commercial Property

10.4.1 If your case lacks merit, dazzle them with numbers:• Read the “fine print” What are the assumptions behind the numbers

in the DCF?...• In reality rents in a given building don’t often grow as fast as

inflation over the long run• In reality leases don’t renew with 100% probability, optimal vacancy

is greater than zero on average• Etc…

10.4.2 Excessive laziness:• The “GIGO” problem (Garbage In, Garbate Out)…• Assumptions should be consistent with basic urban economics (see

Chs.3-6)10.4.3 Watch out for the cycle:

• For rent forecast, where is the space market in the rental/occupancy cycle?

• For cap rate forecast, where is the asset market in the capital cycle?

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10.5. Underwriting Haircuts• Cash flow pro-formas and DCF analyses based on them in the real world

sometime deliberately use biased numbers, in particular• They presumably try to err on the conservative side (they give a “haircut” to

cash flow projections or future cap rate projections, so as to reduce what the PV of the asset would otherwise appear to be.

• This is supposed to help avoid paying too much for the property, or making too large a loan on it. It is referred to as: “underwriting assumptions”.

• This can be a useful exercise, but…• It violates the basic spirit or purpose of the DCF analysis based in economic

and statistical theory, which is to employ realistic (unbiased) expectations focused on realistic (unbiased) implications about asset value.

• It puts the analyst out on “soft ground,” removing the analysis from objective reality

• This opens the door for abuse. Puts analysts and decision makers under pressure to make numbers that appear more conservative than the actual reality, yet employ subtle (or not so subtle!) numerical assumptions and devices (such as those in 10.4 on the previous slide) to support “doing the deal” (whether it be buying, or lending to support buying).

• The best practice for DCF is probably transparency and realism based on sound empirics and theory. © 2014 OnCourse Learning. All Rights Reserved.

Page 21: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

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Three most common mistakes in R.E. DCF practice:

1. Rent & income growth assumption is too high— aka: “We all know rents grow with inflation, don’t we!”?... Remember: Properties tend to depreciate over time in real terms (net of

inflation). Usually, rents & income within a given building do not keep pace with inflation, long run.

2. Capital improvement expenditure projection, &/or terminal cap rate projection, are too low –Remember: Capital improvement expenditures typically average at least

10%-20% of the NOI (1%-2% of the property value) over the long run.Going-out cap rate is typically at least as high as the going-in cap rate

(older properties are more risky and have less growth potential).

3. Discount rate (expected return) is too high –This third mistake may offset the first two, resulting in a realistic estimate

of property current value, thereby hiding all three mistakes!

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Numerical example:Two cash flow streams . . .

First has 5%/yr growth, Second has 1%/yr growth. Both have same initial cash flow level ($1,000,000). Both have PV = $10,000,000: First discounted @ 15%, Second

discounted @ 11%.

Year:

1 2 3 4 5 6 7 8 9 10

$1,000,000 $1,050,000 $1,102,500 $1,157,625 $1,215,506 $1,276,282 $1,340,096 $1,407,100 $1,477,455 $17,840,274

$1,000,000 $1,010,000 $1,020,100 $1,030,301 $1,040,604 $1,051,010 $1,061,520 $1,072,135 $1,082,857 $12,139,907

As both streams have same starting value & same PV, both may appear consistent with observable current information in the space and property markets. (e.g., rents are typically $1,000,000, and property values are typically $10,000,000 for properties like this.)

Suppose realistic growth rate is 1%, not 5%. Then the first CF projection gives investors an unrealistic return expectation of 15%.

“Unfair” comparisons (e.g., bond returns cannot be “fudged” like this). Investor is “set up” to be disappointed in long run.

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Page 23: 1 Chapter 10: BASIC MICRO-LEVEL VALUATION: "DCF" & “NPV” © 2014 OnCourse Learning. All Rights Reserved.

Exhibit 11-2: NCREIF Same-Property NOI Growth vs Inflation: 1979-2011

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

4.0

1978

1979

1980

1981

1982

1983

1984

1985

1986

1987

1988

1989

1990

1991

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

1978

Q4

= 1.

0

NCREIF NOI CPI

NOI gro avg = 3.0%/yr, Infla avg = 3.8%/yr. NOI is gross of CapEx averaging 31% of NOI. (Source: NCREIF)

Gray shade indicates GDP

recession

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0%

2%

4%

6%

8%

10%

12%

14%

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

Exh.11-6 Backward-Looking vs Forward-Looking Total Returns in the U.S. Institutional Property Market: NCREIF vs PwC

Inflation LT Bond Yld NCREIF(Hist)* PwC IRR

*Trailing NCREIF average annual total return since 1977.

Going-in IRR used as discount rate in DCF tends to be too high (above historically achieved avg total return,

even though infla was higher in history)

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0%

2%

4%

6%

8%

10%

12%

14%

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

2010

Exh.11-7 StatedGoing-in IRRs, Cap Rates, & Inflation

IRR - OAR Inflation PwC Caprate PwC IRR

Going-in IRR used as discount rate in DCF tends to be too high above the cap rate* (implying

growth equal to infla instead of < infla)*Cap rate can be more accurately objectively observed than IRR.

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26

Results of these types of mistakes:

Unrealistic expectations

Long-run undermining credibility of the DCF valuation procedure

Wasted time (why spend time on the exercise if you’re not going to try to make it realistic?...)

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10.6DCF and Investment Decision Rules:

the NPV Rule...

DCF Property value (“V”) . . .But how do we know whether an investment is a “good deal”

or not?...How should we decide whether or not to make a given

investment decision?NPV = PV(Benefit) – PV(Cost)i.e.: NPV = Value of what you get – Value of what you

give up to get it,All measured in equivalent “apples-to-apples” dollars,

because we have discounted all the values to present using discount rates reflecting risk.

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“THE NPV INVESTMENT DECISION RULE”:

1) MAXIMIZE THE NPV ACROSS ALL MUTUALLY-EXCLUSIVE ALTERNATIVES; AND

2) NEVER CHOOSE AN ALTERNATIVE THAT HAS: NPV < 0.

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The NPV Investment Decision Rule

IF BUYING: NPV = V – PIF SELLING: NPV = P – V

Where:V = Value of property at time-zero (e.g.,

based on DCF)P = Selling price of property (in time-zero

equivalent $)

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Example:

DCF V = $13,000,000

You can buy @ P = $10,000,000.

NPV = V-P = $13M - $10M = +$3M.

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Note: NPV Rule is based directly on the “Wealth Maximization Principle”. . .

WEALTH MAXIMIZATION The NPV Rule

 Maximize the current value of the investor’s

net wealth. Otherwise, you’re “leaving money on the table”.

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Developers don’t always explicitly apply the NPV Rule.

But remember . . .

Proof that Wealth Maximization implies the NPV Decision Rule:• Suppose not.• Then I could maximize my wealth and still contradict NPV Rule.• I could choose a project with NPV < 0, or with NPV less than that

of another mutually-exclusive feasible alternative.• But if I did that I would be “leaving money (i.e. “wealth”) on the

table”, taking less wealth when I could have more.• This would not be wealth-maximization.• Hence: Contradiction.QED (“Proof by Contradiction”).

Thus, if our definition of a “successful” developer is one who maximizes wealth, then successful developers must be applying the NPV Rule (implicitly if not explicitly). (Dvlprs who max wealth must ultimately supplant those who don’t…)

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NPV Rule Corollary:

"Zero NPV deals are OK!“

Why? . . .

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Zero NPV deals are not zero profit.

(They only lack “super-normal” profit.)

A zero NPV deal is only “bad” if it is prevents the investor from undertaking a positive NPV deal.

In fact, on the basis of “market value” (MV)…

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Based on “market value” (MV),

NPV(Buyer) = V-P = MV-P

NPV(Seller) =P-V = P-MV = -NPV(Buyer)

Therefore, if both the buyer and seller apply the NPV Rule (NPV0), then:

(i) NPV(Buyer) 0 -NPV(Seller) 0 NPV(Seller) 0;

(ii) NPV(Seller) 0 -NPV(Buyer) 0 NPV(Buyer) 0;

(i)&(ii) together NPV(Buyer) = NPV(Seller) = 0.

Thus, measured on the basis of MV, we actually expect that:

NPV = 0.

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Sources of “illusions” of big positive NPVs

1)    OCC (discount rate) is not the cost of borrowed funds (e.g., mortgage interest rate).

2)    Land value? (not just historical cost)

3)    Search & Management Costs?

4)    “Private Info”? (But MV is based on public info.)

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However, in Real Estate it is possible to occasionally find deals with substantially positive, or negative, NPV, even based on MV.

Real estate asset markets not informationally efficient:- People make “pricing mistakes” (they can’t observe MV for sure for a given property)- Your own research may uncover “news” relevant to value (just before the market knows it)

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What about unique circumstances or abilities? . . .

Generally, real uniqueness does not affect MV.

Precisely because you are unique, you can’t expect someone else to be willing to pay what you could, or be willing to sell for what you would. (May affect “investment value” – IV, not MV.)

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10.6.2 Choosing Among Alternative Zero-NPV Investments

• Alternatives may have different NPVs based on “investment value”, even though they all have equal (zero) NPV based on “market value”. (See Sect. 12.1 in Ch.12.)

• One alternative may be preferable for macro or strategic reasons (portfolio target, administrative efficiency, property size preference, etc.).

• Alternatives may present different expected return “attributes” (initial yield, cash flow change, yield change). (See Appendix 10A & Sect. 26.1.2.)

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10.6.3. Hurdle Rate Version of the Investment Rule: IRR vs. NPV

SOMETIMES IT IS USEFUL (anyway, it is very common in the real world) TO "INVERT" THE DCF PROCEDURE...

INSTEAD OF CALCULATING THE VALUE ASSOCIATED WITH A GIVEN EXPECTED RETURN,CALCULATE THE EXPECTED RETURN (IRR) ASSOCIATED WITH A GIVEN PRICE FOR THE PROPERTY.

I.E., WHAT DISCOUNT RATE WILL CAUSE THE EXPECTED FUTURE CASH FLOWS TO BE WORTH THE GIVEN PRICE?...

THEN THE DECISION RULE IS:1) MAXIMIZE DIFFERENCE BETWEEN:

IRR AND REQUIRED RETURN (ACROSS MUT.EXCLU ALTS)

2) NEVER DO A DEAL WITH:IRR < REQ'D RETURN

REQ’D RETURN = “HURDLE RATE” = rf + RP© 2014 OnCourse Learning. All Rights Reserved.

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When using the IRR (hurdle) version of the basic investment decision rule:

Watch out for mutually exclusive alternativesof different scales.

e.g., $15M project @ 15% is better than $5M project @20% if cost of capital (hurdle) in both is 10%.

e.g., for a 1-yr project…NPV = ((1.15)$15 million)/1.10 - $15 million = ($17.25 million)/1.10 - $15 million = $15.682 million - $15 million = +$682,000; Versus:NPV = ((1.20)$5 million)/1.10 - $5 million = ($6 million)/1.10 - $5 million = $5.455 million - $5 million = +$455,000.As $682,000 > $455,000 and the two are mutually exclusive, of course you would rather have the $682,000, the larger project with the smaller IRR.

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Appendix 10A (& Ch.26 Sect. 26.1.2)

Property-LevelInvestment Performance

Attribution

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Real Estate Investment“Performance Attribution”

DEFINITION: The decomposition (or “breaking down”, or “parsing”) of the total investment return of a subject property or portfolio of properties (or an investment manager).

PURPOSE:To assist with the diagnosis and understanding of what caused the given investment performance.

USAGE:By investment managers (agents) and their investor clients (principals).

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Two levels at which performance attribution is performed:

• Property levelPertains to individual properties or static portfolios of multiple properties.

• Portfolio levelPertains to dynamic portfolios or investment manager

(or fund) level.

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Major attributes (return components):

At the PROPERTY LEVEL:Initial Cash Yield

Cash Flow ChangeYield Change

At the PORTFOLIO LEVEL:AllocationSelection

Interaction

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46

“Performance Attribution”:

Portf Tot.Return – Bnchmk Tot.Return

Allocation Selection Interaction

Portfolio Level:

Prop.IRR – Bnchmk Cohort IRR

Init.Yield CF Growth Yield Chge

Property Level:

• Often useful for diagnostic purposes to compare subject portfolio or mgr with an appropriate benchmark . . .

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Property-Level Performance Attribution . . .

Property level performance attribution focuses on “property level” investment performance, i.e., the total return achieved within a given property or a static (fixed) portfolio of properties (that is, apart from the effect of investment allocation decisions, as if holding allocation among categories constant).Property level attribution should be designed to break out the property level total return performance in a manner useful for shedding light on the four major property level investment management functions:• Property selection (picking “good” properties as found);• Acquisition transaction execution;• Operational management during the holding period (e.g.,

marketing, leasing, expense mgt, capital expenditure mgt);• Disposition transaction execution.

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Property-Level Performance Attribution . . .

These property-level management functions are related generally to three attributes (components) of the property-level since-acquisition IRR, essentially as indicated below…

Initial Yield

(IY)

Cash Flow Change

(CFC)

Yield Change

(YC)

Property Selection

Acquisition Transaction Execution

Operational Management

Disposition Transaction Execution

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Conventional property level performance attribution is based on periodic returns, or on time-weighted multi-period returns (TWRRs, e.g., as implemented by IPD in England and PCA in Australia).

But IRR-based performance attribution is arguably more useful for property level management diagnostic purposes, because:

• At the property level, the investment manager is typically responsible for the major cash flow timing decisions that can significantly effect property level (static portfolio) returns, e.g., leasing decisions, capital expenditure decisions.

• The IRR is sensitive to the effect of cash flow timing, the TWRR is not.

• The IRR is cash flow based (net of capital improvement expenditures), therefore, more accurately reflecting the investment return effect of capital improvement decisions.

Property-Level Performance Attribution . . .

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Useful IRR-Based property level performance attribution benchmarking requires the use of:

Since-acquisition IRR

• IRR is computed since acquisition of property (or portfolio):

• In order to reflect investment operational performance during entire holding period since acquisition;

• Property investment holding periods are typically multi-year (single period or periodic returns do not reflect effective investment management holding period).

• IRR is computed for appropriate benchmark cohort, defined as universe of similar investments by competing managers, measured from same inception date (equal to property acquisition date).

Property-Level Performance Attribution . . .

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Simple Numerical Example:

• Property (or static portfolio) bought at initial cash yield of 9%.

• Net cash flow grew at 2% per year.

• Property (or properties) sold (or appraised) after 10 years at a terminal yield of 10%, based on yr.11 projected cash flow (also 2% more than yr.10).

• IRR is 10.30%.

• How much of this IRR is due to 3 components: Initial Yield (IY), Cash Flow Change (CFC), and Yield Change (YC)?…

Property-Level Performance Attribution . . .

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Yr IRRs: 0 1 2 3 4 5 6 7 8 9 10 11

(1) Actual Oper.CF 1.0000 1.0200 1.0404 1.0612 1.0824 1.1041 1.1262 1.1487 1.1717 1.1951 1.2190(2) Actual Capital CF -11.1111 12.1899(3) Actual Total CF (=1+2) 10.30% -11.1111 1.0000 1.0200 1.0404 1.0612 1.0824 1.1041 1.1262 1.1487 1.1717 13.3850(4) Init.Oper.CF constant 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000(5) Capital CF @ Init.Yld.on(4) -11.1111 11.1111(6) Init.CF @ Init.Yld (=4+5) 9.00% -11.1111 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 12.1111(7) Capital CF @ Init.Yld.on(1) -11.1111 13.5444(8) Actual Oper. CF @ Init.Yld (=1+7) 11.00% -11.1111 1.0000 1.0200 1.0404 1.0612 1.0824 1.1041 1.1262 1.1487 1.1717 14.7395(9) Capital CF @ ActualYld.on(4) -11.1111 10.0000(10) Init.CF @ Actual Yld (=4+9) 8.32% -11.1111 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 1.0000 11.0000

There are several ways one might answer this question. The approach that seems most intuitively related to the 4 basic mgt fcns is presented here…

• Initial yield = 9.00%, computed from line (6) IRR.• Cash flow change component = 2.00% = 11%-9%, computed as the line (8) IRR

less the line (6) IRR: = IRR with actual CF – IRR with no CF growth, (with constant yld at initial rate).

• Yield change component = -0.68% = 8.32%-9.00%, computed as the line (10) IRR less the line (6) IRR: = IRR with actual yld chg – IRR with no yld chg, (with constant CF at initial level).

• Interraction effect = -0.02%, the difference bertween the line (3) overall IRR and the sum of the three other attributes [10.3%-(9%+2%-0.68%)].

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Property-Level Performance Attribution . . .

Subject Property: IRR & Component Breakout

-4%-2%0%2%4%6%8%

10%12%14%

IRR InitYld CFchg YldChg Interaction

IRR & Components

Here is a graphical presentation of the IRR-Based property-level performance attribution we just performed:

Suppose we computed the same type of IRR component breakdown for an appropriate benchmark, that is, a NCREIF sub-index cohort spanning the same period of time…

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54

Property-Level Performance Attribution . . .We could compare our subject performance with that achieved by a peer universe of managers, for similar properties (e.g., Calif. Industr. bldgs):

Subject vs NCREIF Cohort Performance Comparison: IRR & Component Breakout

-5%

0%

5%

10%

15%

IRR InitYld CFchg YldChg Interaction

IRR & Components

Subject NPI Cohort

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55

Property-Level Performance Attribution . . .Here is the relative performance, the difference between our subject property and its benchmark, by attribute:

The above pattern could be plausibly interpreted as tentative evidence for the following hypothesis: Subject performed relatively poorly due largely to some combination of poor selection, acquisition, and operational mgt, partially offset by some combination of good disposition execution (or optimistic terminal appraisal), future-oriented capital improvements, &/or market movements during the holding period.

Subject - NCREIF Cohort Relative Performance: IRR & Component Breakout

-2.50%

-2.00%

-1.50%

-1.00%

-0.50%

0.00%

0.50%

1.00%

1.50%

IRR InitYld CFchg YldChg Interaction

IRR & Components

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56

Property-Level Performance Attribution . . .Here is the relative performance, the difference between our subject property and its benchmark, by attribute:

Now suppose we computed these relative performance differentials across a number of different properties (or portfolios) we have invested in…

Subject - NCREIF Cohort Relative Performance: IRR & Component Breakout

-2.50%

-2.00%

-1.50%

-1.00%

-0.50%

0.00%

0.50%

1.00%

1.50%

IRR InitYld CFchg YldChg Interaction

IRR & Components

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57

Property-Level Performance Attribution . . .We might gain some insights about our property-level investment and management performance:

In this case Subject Properties #1 & 3 have similarly poor performance (rel to benchmk), due to poor initial yield & poor CF change, suggesting poor acquisition & poor operational mgt. Property #2 did better, with good InitYld & CFchg, but poor YldChg (suggesting good acquisition, but poor disposition or mgt actions that hurt future outlook (e.g., inadequate Cap.Improvement). Mkt movements can also affect these results (less so the longer the holding period).

Three Properties Comparison:Subject - NCREIF Cohort Relative Performance

-5.00%

-4.00%

-3.00%

-2.00%

-1.00%

0.00%

1.00%

2.00%

3.00%

IRR InitYld CFchg YldChg Interaction

Subject 1 Subject 2 Subject 3

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Appendix 10B: A Method to Estimate Interlease Discount Rates

Suppose in a certain property market the typical:• Lease term is 5 years;• Cap rate (cash yield) is 7%;• Long term property value & rental growth rate is 1%/yr

(typically equals inflation minus real depreciation rate);• Leases provide rent step-ups of 1%/yr (per above);• Tenant borrowing rate (intralease disc rate) is 6%...

29.4$

1

1)06.1/1($

06.1

1$)01.1(

06.1

1)$01.1(

06.1

1$

06.101.1

5

06.101.1

5

4

2

Then (assuming pmts in arrears), PV of a lease, per dollar of initial net rent, is:

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59

29.4$

1

01.129.4$

1

01.129.4$

105

rrS

A stylized space in this market has PV equal to S, as follows (ignoring vacancy between leases), assuming interlease discount rate is r:

5

101.11

29.4$

r

S

This is a constant-growth perpetuity, so (using geometric series formula from Chapter 8) we can shortcut this as:

From the market’s prevailing cap rate we also know that:

07.

1$S

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60

Putting these two together, we have:

%48.81)29.4($07.101.1

1

29.4$

07.

1$

5/1

5

101.1

r

r

The implied interlease discount rate is 8.48%.

This is almost 250 bps above the intralease rate of 6%.

But it is only about 50 bps above the blended going-in IRR of 8% (determined based on the same constant-growth perpetuity model, as the cash yield plus the growth rate: 7% + 1% = 8%).

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61

Certainty Equivalence Discounting

Review of traditional RADR DCF Introduction to Certainty-Equivalence DCF Example

Reference: Geltner-Miller et al 3e, Chapter 10 Appendix C (on the CD)

Appendix 10C:

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THE CLASSICAL (and most widely used) RADR METHOD OF DCF

1. Forecast the expected future cash flows;

2. Ascertain the required total return;

3. Discount the cash flows to present value at the required rate of return.

The value you get tells you what you must pay so that your expected return will equal the “required return” at which you discounted the expected cash flows.

Chapter 10: “Discounted Cash Flow Valuation”…

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63

where:

CFt = Net cash flow generated by the property in period “t”; Vt = Property value at the end of period “t”; E0[r] = Expected average multi-period return (per period) as of time “zero” (the present), also known as the “going-in IRR”; T = The terminal period in the expected investment holding period, such that CFT would include the re-sale value of the property at that time (VT), in addition to normal operating cash flow.

TT

TT

rE

CFE

rE

CFE

rE

CFE

rE

CFEV

][1

][

][1

][

][1

][

][1

][

0

01

0

102

0

20

0

100

Chapter 10: “Discounted Cash Flow Valuation”…

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64

Match the discount rate to the risk. . .

r = rf + RP

 Disc.Rate = Riskfree Rate + Risk Premium

(Riskfree Rate = US T-Bill Yield.)

Chapter 10: “Discounted Cash Flow Valuation”…

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65

Appendix 10C: “Certainty-Equivalent Valuation”…

Consider the fundamental element of our valuation model:

][1

][)(

0

101

VrE

VEVPV

Accounts for both time and risk in the discount rate in the denominator, as , where rf is riskless and accounts for the time value of money, and RPV is the market’s required risk premium in the expected return for the investment (ex ante).

][0 VfV RPErrE

Manipulate this formula so that the denominator purely reflects the time value of money (the discounting is done risklessly) and the risk is completely and purely accounted for in the numerator, by reducing the cash flow amount in the numerator to a “Certainty Equivalent Value” . . .

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][1

][

][1

][)( 10

0

101

VfV RPEr

VE

rE

VEVPV

f

V

r

VPVRPEVEVPV

1

)(][][)( 110

1

)(][][)(1 1101 VPVRPEVEVPVr Vf

][)(][)(1 1011 VEVPVRPEVPVr Vf

][)(][1 101 VEVPVRPEr Vf

A little algebra . . .

Appendix 10C: “Certainty-Equivalent Valuation”…

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67

][1

][)( 10

1Vf RPEr

VEVPV

f

V

r

VPVRPEVEVPV

1

)(][][)( 110

1

)(][][ 110 VPVRPEVE V is the “Certainty Equivalent” value of . 1V

The risk-adjusted discount rate formulation accounts for both time and risk simultaneously in the denominator:

The certainty-equivalence formulation accounts for time only in the denominator, and risk only in the numerator, discounting the certainty-equivalent cash flow amount risklessly back to the present:

Appendix 10C: “Certainty-Equivalent Valuation”…

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68

][1

][)( 10

1Vf RPEr

VEVPV

f

V

r

VPVRPEVEVPV

1

)(][][)( 110

1

)(][][ 110 VPVRPEVE V is the “Certainty Equivalent” value of . 1V

The risk-adjusted discount rate formulation accounts for both time and risk simultaneously in the denominator:

The certainty-equivalence formulation accounts for time only in the denominator, and risk only in the numerator, discounting the certainty-equivalent cash flow amount risklessly back to the present:

Appendix 10C: “Certainty-Equivalent Valuation”…

Risk premium (in %)

Risk discount (in $), aka “Haircut”

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69

)(][][ 110 VPVRPEVE V

The investment market is indifferent between a claim on the actual risky amount of V1 one period in the future (with the actual amount of risk involved in that), versus a claim on the lesser amount of:

one period in the future with no risk at all.

The “haircutted” value is called the “certainty-equivalence value”, labeled “CEQ”:

Appendix 10C: “Certainty-Equivalent Valuation”…

)(][][)( 11010 VPVRPEVEVCEQ V

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70

Why do we care about this? . . .

The certainty-equivalent approach is more general, can be applied in situations where RADR discounting can’t be applied, including options valuation and other derivatives valuations (e.g., swaps, forwards, futures).

Consider a simple example . . .

Appendix 10C: “Certainty-Equivalent Valuation”…

Typically, CEQ discounting useful if:Risk does not accumulate at a constant rate over

time (i.e., there is no single correct OCC).PV=0 even though future cash flow expectations

are not zero (as with futures contracts)

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71

Suppose:

Riskfree interest rate = 3%

Commercial property market total return risk premium = 6%

Property market expected total return is:

E[rV] = rf + E[RPV] = 3% + 6% = 9%

“Binomial World”…

An office building that is worth $100M today (if it already exists, earning income) will next year have a value of either:

$113M (with 70% probability), or

$79M (with 30% probability).

Therefore, expected value of office bldg next yr is:

E[V1] = (0.70)113 + (0.30)79 = $103M

Appendix 10C: “Certainty-Equivalent Valuation”…

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72

V1 = $113 M

V1 = $79 M

Prob = 70%

Prob = 30%

PV[V1]

Here is the situation …

Today

Next Year

Appendix 10C: “Certainty-Equivalent Valuation”…

Real probabilities (not “risk-neutral”)

Real expected values (not “risk-neutral”)

True expected value next year (nominal) = $103 M.

E[V1] = $103 M

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73

MRPEr

VEVPV

Vf

94$09.1

103$

%6%31

79)$30(.113)$70(.

][1

][][ 10

1

Risk-adjusted discount rate valuation:

Mr

VPVRPEVE

r

VCEQVPV

f

V

f

94$03.1

97$

%31

94)$06(.103$

1

][][][

1

][][ 11010

1

Certainty-equivalent valuation:

$97 is the certainty-equivalent value of V1 whose expected value is $103.

How much is the forward claim on the office building worth today? . . .

If we know rf and either E[RPV] or PV[V1] then we can derive above.

Thus, easy to apply RADR discounting to underlying asset (due to transparency in market for trading such built properties).

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MRPEr

VEVPV

Vf

94$09.1

103$

%6%31

79)$30(.113)$70(.

][1

][][ 10

1

Mr

VPVRPEVE

r

VCEQVPV

f

V

f

94$03.1

97$

%31

94)$06(.103$

1

][][][

1

][][ 11010

1

How much is the forward claim on the office building worth today? . . .

If we know rf and either E[RPV] or PV[V1] then we can derive above.

Even if we just know V0 (current value of pre-existing “twin” building) and yV (cash payout rate, or income yield, of such building)…

PV[V1] = (1 + gV)V0 / (1 + rV) = V0 / (1 + yV),

e.g., with 6% “caprate”, $94 = $103 / 1.09 = $100 / 1.06.

This is due to relationship between rV, gV, & yV:

(1 + rV) / (1 + yV) = (1 + gV) rV ≈ yV + gV

(This is an “accounting relationship”: Holds by definition.)

Thus, easy to apply RADR discounting to underlying asset (due to transparency in market for trading such built properties).

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75

Now suppose the office building does not exist yet,

but we could build it in 1 year

by paying $90M of construction cost next year. (Construction is instantaneous: We can decide next year whether to build or not.)

Suppose our option to build this project expires in 1 year: We either build then or we lose the right to ever build.

Suppose market for such options is thin, lacks transparency, so we cannot directly observe value of option or of relevant E[RP] in discount rate…

How much is this option worth?

Appendix 10C: “Certainty-Equivalent Valuation”…

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76

Label the value of the option today PV(C1).

Here is the situation we face…

Vup = $113 M

K = $90 M

Do dvlpt, get:

$113 - $90 = $23 M = Cup

Vdown = $79 M

K = $90 M

Don’t build, get: $0 = Cdown

Prob = 70%

Prob = 30%

PV[C1]

Today

Next YearAppendix 10C: “Certainty-Equivalent Valuation”…

?][03.1

1.16$

][03.1

0)30(.23)$70(.

][1

][][ 10

1

CCCf RPERPERPEr

CECPV

We can’t value the option using RADR discounting (which works to value the forward claim on the building), because we don’t know what E[RPC ] should be. (For built property we could observe or derive RP in

the mkt, but dvlpt option market is likely much thinner, less transparent, less homogeneous.)

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77

Risk

E[r]

rf = 3%

34%

9%

Built Property37% range

Devlpt Option192% range

E[RP]

Invoke “linear pricing” principle (aka “Law of One Price”):• Same “Price of Risk” must apply to all assets at a given time.• Same expected return risk premium per unit of risk (ex ante).• Otherwise, “not fair” (people will trade until “One Price” holds).

Among “derivative” assets, relative risk can be measured by volatility (or return outcome spread range) ratio between the derivative & the underlying asset. “Derivatives” are assets that are perfectly correlated: derivative outcome depends entirely on underlying outcome.

(We don’t know this yet.)

(We don’t know this yet.)

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78

162.0

%36

%6

%)16(%)20(

%3%9

%%

][

][$$

][

94$79$113$

%3%9

11111

downupV

downupV

VV

RPE

VPVVV

RPE

Price of risk in the “underlying asset” (the completed built office bldg – what you can get by exercising the development option) = Risk Premium / Risk (spread)…

Appendix 10C: “Certainty-Equivalent Valuation”…

7.3$162.00$23$162.0$$][][

,$$

][][

][$$

][162.0

111

11

1

111

downupC

downupC

downupC

CCCPVRPE

CC

CPVRPE

CPVCC

RPE

Therefore, price of risk must be the same in the derivative asset, the development option:

Now we have all we need to apply the certainty-equivalence discounting formula to value the option…

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79

Now we have all we need to apply the certainty-equivalence discounting formula to value the option:

Appendix 10C: “Certainty-Equivalent Valuation”…

M

r

CPVRPECE

r

CCEQCPV

f

C

f

12$03.1

4.12$

%31

7.3$1.16$

%31

7.3$0)3(.23)$7(.

1

][][][

1

][)( 11010

1

Risk

E[r]

rf = 3%

34%

9%

Built Property

37% range

Devlpt Option

192% range

E[RP]

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80

%31%10312$

1.16$][

,][%31

1.16$

][1

][12$][ 10

1

C

CCf

RPE

RPERPEr

CECPV

Having computed (derived ) PV[C1], we can now back out the implied E[RPC] and RADR for the option…

Which implies that the option has 31/6 = 5.2 times the investment risk that the built office property has, as:

E[RPC] = 31% = (5.2)*6% = (5.2)*E[RPV].

However, if we didn’t already know the option’s risk premium (31%), or hadn’t already done the certainty-equivalent valuation, we wouldn’t be able to use the RADR method of DCF valuation.

Appendix 10C: “Certainty-Equivalent Valuation”…

MRPEr

CECPV

Cf

12$34.1

1.16$

31.03.1

0)30(.23)$70(.

][1

][][ 10

1

© 2014 OnCourse Learning. All Rights Reserved.

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81

Risk

E[r]

rf = 3%

34%

9%

Built Property37% range

Devlpt Option192% range

E[RP]

Invoke “linear pricing” principle (aka “Law of One Price”):• Same “Price of Risk” must apply to all assets at a given time.• Same expected return risk premium per unit of risk (ex ante).• Otherwise, “not fair” (people will trade until “One Price” holds).

Among “derivative” assets, relative risk can be measured by volatility (or return outcome spread range) ratio between the derivative & the underlying asset…

(Now we know this.)

(Now we can compute this.)

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82

Underlying asset outcome spread (Vup – Vdown) / V(0):

• Up outcome: ($113 – $94) / $94 = 19/94 = +20%• Down outcome: ($79 – $94) / $94 = -15/94 = -17%• Spread = (+20% – (-17%)) = 37%.

Which implies that the option has 192/37 = 5.2 times the investment risk that the built office property has, the same as the risk premium ratio we just computed:

E[RPC] / E[RPV] = 31% / 6% = 5.2

Appendix 10C: “Certainty-Equivalent Valuation”…

Derivative asset outcome spread (Cup – Cdown) / C(0):

• Up outcome: ($23 – $12) / $12 = 11/12 = +92%• Down outcome: ($0 – $12) / $12 = -12/12 = -100% • Spread = (+92% – (-100%)) = 192%.

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83

Risk

E[r]

rf = 3%

34%

9%

Built Property37% range

Devlpt Option192% range

E[RP]

If this relationship does not hold, then there are “super-normal” (disequilibrium) profits (expected returns) to be made somewhere, and correspondingly “sub-normal” profits elsewhere, across the markets for: Land, Built Property, and Bonds (“riskless” CFs).

The “Law of One Price”…

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84

17.0%36

%6

%)16(%)20(

%3%9

%%][$$94$79$113$

%3%9

11111

downupV

downupV

VV

RP

VPVVV

RP

Fundamentally, what we are doing here is making sure that the expected return risk premium per unit of risk is the same between an investment in the development option, and an investment in already-build (stabilized) property. For example, for stabilized property:

Appendix 10C: “Certainty-Equivalent Valuation”…

17.0%190

%31

%)100(%)90(

%3%34

%%][$$12$0$23$

%3%34

11111

downupC

downupC

CC

RP

CPVCC

RPFor the development option:

Thus, this procedure for the valuation of the development option is equivalent to a cross-market equilibrium condition: that the expected return risk premium per unit of risk (or the “risk-adjusted return”) presented by the investments should be the same between the market for development options and the market for stabilized built property. Otherwise, investors will buy one type of asset and sell the other type until prices equilibrate the risk-adjusted returns across the two markets.

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85

General formula to value derivative “C” based on underlying asset “V”…

12$03.1

4.12$

03.1

7.3$1.16$03.1

162.23$1.16$

03.1%36%6

23$1.16$

%3194/7994/113

%3%90$23$0)30(.23)$70(.

][

:.,.

1

%%

][][

][

1

10

1

CPV

exampleouringe

r

VV

rrECCCE

CPVf

downup

fVdownup

Appendix 10C: “Certainty-Equivalent Valuation”…

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86

12$34.1

1.16$

%31%31

0)$30(.23)$70(.

][1

][ 100

Cf RPEr

CEC

The equivalent valuation using the risk-adjusted discount rate approach is:

Which implies that the option has 31/6 = 5.2 times the investment risk that the office building has (and that the stock market has), as:

RPC = 31% = 5.2*6% = 5.2*RPV (= 5.2*RPS).However, if we didn’t already know the option’s risk premium (31%), or hadn’t already done the certainty-equivalent approach, we wouldn’t be able to use the risk-adjusted discount rate approach.

The certainty-equivalent approach does not require prior knowledge of RPC. It only requires knowledge of Cup , Cdown , and the “up” probability (70% in our example).

This makes the certainty-equivalent approach very useful for option valuation. Most development projects are essentially “options”.

Appendix 10C: “Certainty-Equivalent Valuation”…

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87

Formula for derivative asset valuation with Binomial outcome distribution (as before):

f

downup

fVdownup

r

VV

rrECCCE

CPV

1

%%

][][

][10

1

Appendix 10C: “Certainty-Equivalent Valuation”…

Formula for derivative asset valuation with general outcome distribution (continuous or discrete):

f

fVrSTDCSTD

r

rrECECPV V

1

)][(][][ ][

][1

1

Formula for underlying asset valuation with general outcome distribution (based on CAPM):

f

fMktrVARrVCOV

r

rrEVEVPV Mkt

Mkt

1

)][(][][ ][

],[1

1

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88

The “binomial world” is more realistic and useful than you might think, because we can define the temporal length of a period to be as short as we want, and we can link and branch individual binomial elements together to make a “tree” of asset value possibilities over time.

More generally for a cash flow T periods in the future with expected value E0[VT], define the certainty-equivalent amount CEQ[VT]. We have:

][][1

1][

,1

][

][1

][][

0

0

T

T

Vf

fT

Tf

TT

Vf

TT

VERPEr

rVCEQ

r

VCEQ

RPEr

VEVPV

Appendix 10C: “Certainty-Equivalent Valuation”…

Provided the risk accumulates continuously through the entire time to T.

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89

Intuition in the CEQ formula:The certainty equivalent value next year is the downward adjusted value of the risky expected value for which the investment market would be indifferent between that value and a riskfree bond value of the same amount…

f

downup

fVdownup

f r

VV

rrECCCE

r

CCEQC

1

%%

][][

1

][10

100

The certainty equivalent value next year is the expected value minus a risk discount.

%%

][

downup

fVdownup VV

rrECC

The risk discount consists of the amount of risk in the next year’s value as indicated by the range in the possible outcomes times…

times the market price of risk (for same “type” of risk, e.g., office building*)

%%

][

downup

fV

VV

rrE

The market price of risk is the market expected return risk premium per unit of return risk for the same asset, the ratio of…

the market expected return risk premium divided by the

range in the corresponding return possible outcomes.

*dvlpt option is perfectly correlated with building

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