Macroeconomics and Asset Markets: some Mutual Implications. · Harald Uhlig Fachbereich...

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Macroeconomics and AssetMarkets: some Mutual

Implications.Harald Uhlig

Fachbereich Wirtschaftswissenschaften

Humboldt Universitat zu Berlin

Deutsche Bundesbank, CentER and CEPR

uhlig@wiwi.hu-berlin.de

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 1/75

The Issue

• Economic Risks: unemployment, stock returns,business cycles. How much do they matter?

• Economic Policy: Risk Management.

• Macroeconomic Risks: not diversifiable.•

• Price of Risks: Asset Markets.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 2/75

Asset Markets vs Macro

• Asset pricing literature: take economic choices asgiven, determine prices from preferences or viceversa.

• Macro literature: take preferences as given, solvefor economic choices.

• Each imposes discipline on the other.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 3/75

Some literature• Mehra-Prescott. Cochrane’s book (2001),

Campbell’s survey (2004).

• Habit formation: Constantinides et al., Abel,Campbell-Cochrane. Risk av. vs intertemp.subst.: Epstein-Zin, Weil, Tallarini. Robustcontrol: Hansen-Sargent-Tallarini. Nonstandardpreferences: Kahnemann-Tversky,Backus-Routledge-Zin, many more .

• E[u′(ci)] 6= u′(E[ci])): Constantinides,Storesletten et al.. Taxes: McGrattan-Prescott.

• Joint explanation: Jermann, Boldrin - Christiano -Fisher, Lettau-Uhlig,Tallarini , Guvenen.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 4/75

Asset Market Facts.

• Campbell (2004)

• Equity premium: 7.2% annually. Volatility:15.5%. Sharpe Ratio: 0.46.

• Excess returns are forecastable, in particular atlonger horizons.

• Lettau-Ludvigson.cayt: consumption, assets andincome are cointegrated. Deviations predictcorrections in asset prices, not changes inconsumption.

• The safe rate is not very volatile: 1.7%annually.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 5/75

Macroeconomic Facts.

• Cooley and Prescott (1999)

• Labor, labor productivity, consumption are allprocyclical.

• Consumption fluctuates less than output,hours nearly as much, and investment muchmore.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 6/75

The Question• What is needed to generate both the risk premium

on asset markets as well as the underlyingeconomic choices for consumption, leisure etc?

• Or: given that asset markets imply high riskaversion at the observed economic choices, whatis needed in general equilibrium to generate theseeconomic choices under such high risk aversion?

• Or: how can we keep risk bottled up in a macromodel in such a way that the risk premiumremains high?

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 7/75

Results• High risk aversion is not enough.

• Fix 1: non-separability between consumption andleisure. Does not work.

• Fix 2: frictions on labor markets, exogenouswages. This works. Plausible?

• Fix 3: heterogeneous agents. Does not work.

• Fix 4: Epstein-Zin preferences. This works.Another paper.

• “Generic” real business cycle model.

• Nonseparability: consumption vs leisure.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 8/75

A simple example• Imagine three periods.

1. given endowment, agent chooses capitalk1,portfolio of zero net supply assets, and thusconsumptionc1.

2. shocks to labor productivityγ2. ReturnsR2

on assets. Agent chooses laborn2, investmentx2, consumptionc2.

3. Agent receives returns from capitalinvestment, works, consumes.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 9/75

A simple example continued

• Asset pricing:1 = βEt

[

u′(c2)u′(c1)

R2

]

• Finance: c2 = γ2 + const.High u′′(c2)c2/u′(c2) and high correlation ofc2andR2 induce high risk premium.

• Macro: c2 = γ2n2 +Rkk1 − x2.High risk aversion means: agents wish to avoidfluctuations inc2, i.e. avoid risk.

• Escape hatches for risk:1. Investment.2. Labor.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 10/75

A simple example continued• Closing the escape hatches for risk:

1. Investment: per adjustment costs to capital.Jermann, others. Extreme: fix capital.

2. • Labor: Literature fixes labor. Here: labor iscountercyclical.. Data: laborpro-cyclical,important feature of business cycles.

• Solution: wage rigidities. Extreme: fixwages,make labor fluctuationsdemanddriven. Now: highγ → highn2.

• Wage rigidities: Keynes, Hall-Shimer,Blanchard-Gali, others.

• Utility: nonseparability between consumptionand leisure?

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 11/75

Overview

1. Introduction•

2. Asset pricing•3. Macroeconomic consequences•

4. A two agent model.•

5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 12/75

Overview: asset pricing.

1. Introduction•

2. Asset pricing(a) Theory(b) Data•(c) Preference implications•

3. Macroeconomic consequences•

4. A two agent model.•

5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 13/75

Asset Pricing: theory•

1 = Et[βΛt+1

Λt

Rt+1] (1)

• Notation.λt+1 = log Λt+1, etc. No tilde:log-deviation.

0 = log β+log(

Et

[

exp(

∆λt+1 + rt+1

)])

(2)

• Assume joint log-normality

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 14/75

Asset Pricing: theory 2• Risk-free rate:

rft = − log β − Et[∆λt+1] −

1

2σ2

λ,t (3)

• Define theSharpe Ratio

SRt =logEt[Rt+1] − rf

t

σr,t

• Result:SRt = −ρλ,r,tσλ,t (4)

SRmaxt = σλ,t (5)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 15/75

Utility function

U = E

[

∞∑

t=0

βtU(Ct, Lt)

]

, stationarity

ηcc = −UCC(C, L)C

UC(C, L)

ηcl,c =UCL(C, L)C

UL(C, L)

ηcl,l =UCL(C, L)L

UC(C, L)

ηll = −ULL(C, L)L

UL(C, L)Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 16/75

Utility function.

• From macro:

κ =ηcl,c

ηcl,l

=UC(C, L)C

UL(C, L)L

is the ratio of the expenditure shares forconsumption and leisure. We shall see:κ ≈ 0.58.

• Convexity:

ηll ≥ηcl,cηcl,l

ηcc

= κ

(

η2cl,l

ηcc

)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 17/75

Asset pricing: theory 3•

λt = −ηccct + ηcl,llt

• For risk free rate:

Et[∆λt+1] = −ηccEt[∆ct+1] + ηcl,lEt[∆lt+1]

• Sharpe ratio with nonseparable utility:

SRt = ηccρc,r,tσc,t − ηcl,lρl,r,tσl,t (6)

• The Sharpe ratio also depends on thecross-derivative termηcl,l. Therefore, assetpricing facts can be explained with low cons. riskaversion, ifηcl,l etc. are chosen appropriately.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 18/75

Overview: asset pricing.

1. Introduction•

2. Asset pricing(a) Theory•(b) Data(c) Preference implications•

3. Macroeconomic consequences•

4. A two agent model.•

5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 19/75

Asset pricing: data• Holding period:k quarters. Volatilities: of∆kct

etc.. Ignores predictable part exceptunconditional mean.

• Calculate correlations at various horizons.

• Data: log excess return of S&P 500 (withdividends reinvested) versus 1-year T-bill.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 20/75

Asset pricing: data 2k std.dev. Sharpe Ann. Sharpe

(Quart.) of rt+1 ratio ratio,SR√

4/j

1 6.87 0.15 0.302 10.37 0.21 0.293 13.18 0.24 0.284 15.40 0.27 0.278 22.21 0.36 0.2612 26.75 0.47 0.2716 29.47 0.63 0.3120 31.41 0.82 0.37

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 21/75

Asset pricing: data 3k σl σc ρ(c, l) ρ(l, r) ρ(c, r)

(Quart.) (leis.) (cons.)1 0.45 0.67 -0.33 -0.07 0.272 0.80 1.04 -0.42 -0.08 0.343 1.11 1.33 -0.51 -0.15 0.374 1.36 1.64 -0.55 -0.21 0.398 2.10 2.42 -0.62 -0.39 0.4212 2.46 2.73 -0.62 -0.50 0.3416 2.49 3.01 -0.57 -0.58 0.3920 2.39 3.11 -0.48 -0.59 0.41

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 22/75

Asset pricing: data 4• Time variation in volatility: GARCH,

σ2l,t = (1 − φ)σ2

l,t−1 + φ(lt − lt−1 − E[lt − lt−1])2

etc.

• Assuming constant correlations,

∆SRt+1 = ηccρc,r∆σc,t+1 − ηcl,lρl,r∆σl,t+1 (7)

• Interpretation: surprise increases inmacroeconomic volatility (i.e rising businesscycle uncertainty) should lead to surprise falls instock prices. Data: they do for leisure.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 23/75

Macroeconomic Volatility•

1970 1975 1980 1985 1990 1995 2000 20050

0.2

0.4

0.6

0.8

1

1.2

1.4

Date

Per

cent

cons. std.dev.leisure std.dev.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 24/75

Asset pricing: data 5k σ of σ of ρ(σc, σl) ρ(σl, r) ρ(σc, r)

σl,t σc,t

1 0 0.01 0.18 0.06 0.002 0.01 0.02 0.22 -0.01 -0.003 0.02 0.02 0.24 -0.13 -0.014 0.02 0.03 0.21 -0.23 -0.008 0.03 0.07 0.17 -0.46 0.0212 0.04 0.10 0.24 -0.53 -0.0716 0.05 0.11 0.38 -0.52 -0.1120 0.05 0.10 0.43 -0.52 -0.09

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 25/75

Leisure vol. and returns,k = 8.

−0.8 −0.6 −0.4 −0.2 0 0.2 0.4 0.6−60

−40

−20

0

20

40

60

Leisure volatility change

Exc

ess

Ret

urn

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 26/75

Overview: asset pricing.

1. Introduction•

2. Asset pricing(a) Theory•(b) Data•(c) Preference implications

3. Macroeconomic consequences•

4. A two agent model.•

5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 27/75

Preference implications• Benchmark case:ηcl,l = 0. Campbell (2004).

ηcc =SR

ρc,rσc

=0.27

1.64% ∗ 0.39= 42 for k = 4

(8)

• With ηcl,l 6= 0:

ηcl,l =SR− ηccρc,rσc

−ρl,rσl

(9)

• Desirable:ηll as low as possible. Thus,

ηll =κη2

cl,l

ηcc

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 28/75

Preference implications 2ηcc ηcll ηll

k=4 k=8 k=4 k=83.0 84.7 41.1 1389.2 327.55.0 80.4 38.7 749.8 173.510.0 69.5 32.5 280.0 61.215.0 58.5 26.3 132.6 26.720.0 47.6 20.1 65.8 11.730.0 25.8 7.7 12.9 1.140.0 4.0 -4.7 0.2 0.350.0 -17.9 -17.1 3.7 3.4

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 29/75

The cross-derivative termηcl,l.

0 10 20 30 40 50 60−40

−20

0

20

40

60

80

100

ηcc

η cl,l

k= 4k= 8

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 30/75

Leisure risk aversionηll.

0 10 20 30 40 50 600

200

400

600

800

1000

1200

1400

ηcc

η ll

k= 4k= 8

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 31/75

Overview

1. Introduction•

2. Asset pricing•

3. Macroeconomic consequences4. A two agent model.•

5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 32/75

A generic model

maxE

[

∞∑

t=0

βtU(Ct, Lt)

]

Ct +Xt = Yt = ZtF (Kt−1, Nt)

Kt = (1 − δ)Kt−1 +G

(

Xt

Kt−1

)

Kt−1

1 = Nt + Lt

Ct:consumption.Lt: leisure.Xt: investment.Kt:capital.Yt: output.Nt: labor.Zt: TFP.U : utilityfunction.F : production function for output, const.ret. to scale.G: adjustment cost function for capital.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 33/75

Utility function

ηcc = −UCC(C, L)C

UC(C, L)

ηcl,c =UCL(C, L)C

UL(C, L)

ηcl,l =UCL(C, L)L

UC(C, L)

ηll = −ULL(C, L)L

UL(C, L)≥

(

ηcl,c

ηcl,l

)

(

η2cl,l

ηcc

)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 34/75

Production function

θ =FK(K, N)K

F (K, N)

φkk = −FKK(K, N)K

FK(K, N)

φnn = −FNN(K, N)N

FN(K, N)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 35/75

Production function 2

Thus,

φkk =FKN(K, N)N

FK(K, N)

φnn =FKN(K, N)K

FN(K, N)

Cobb-Douglas:φkk = 1 − θ andφnn = θ

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 36/75

Adjustment cost function

• G(δ) = δ

• G′(δ) = 1

ξ = −1

G′′(δ)δ> 0

• ξ = ∞: no adj. cost.ξ = 0.23.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 37/75

Loglinearization

feasib. yt = XYxt +

(

1 − XY

)

ct

goods prod.: yt = θkt−1 + (1 − θ)nt

cap. prod.: kt = (1 − δ)kt−1 + δxt

wages: wt = zt + φnn(kt−1 − nt)

dividends: dt = zt − φkk(kt−1 − nt)

time: lt = − 1−LLnt

shadow v. of c: λt = −ηccct + ηcl,lltshadow v. of l:: λt + wt = ηcl,cct − ηllltadj. cost: ψt = 1

ξ(xt − kt−1)

ret. on cap.: rt = R−1+δR

dt − ψt−1 + 1Rψt

asset pric.: 0 = Et [λt+1 − λt + rt+1]

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 38/75

Free Parametersparameter econ. calibr.

θ cap. share 0.36δ deprec. 0.025R gross cap. ret. 1.01φnn elast. of w. θ (Cobb-Douglas)φkk elast. of d. 1 − θ (Cobb-Douglas)ξ ≥ 0 adj. cost 0.23 or∞L leis. share 2/3ηcc cons. risk. av. [1,∞)

ηcl,l cross der. (−∞,∞)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 39/75

Parameter RestrictionsRestrictions

parameter theory econ. calibr.XY

= δθR−1+δ

inv. share 25.7%

κ =ηcl,c

ηcl,l= (1−L)

L

(1− XY )

(1−θ) rel. exp. sh. 0.58

ηll ≥κη2

cl,l

ηccleis. risk. av. [0,∞)

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 40/75

Macroeconomic Implications• Exogenous process for technology:

zt = 0.95zt−1 + ǫt

• σǫ = 0.712.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 41/75

The benchmark model• A representative agent. Fixηcc = 40. Vary the

adjustment costs to capitalξ.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 42/75

One agent, no frictions,ηcc = 40.ξ−1 σy σn ρn,y σc ρc,y σx ρx,y SR σrf

0 0.88 0.38 -0.13 0.03 0.92 3.46 1.000.01 0.10

1 0.21 1.12 -1.00 0.03 1.00 0.74 1.000.02 0.15

2 0.13 1.24 -1.00 0.03 1.00 0.43 1.000.02 0.16

3 0.10 1.28 -1.00 0.03 1.00 0.31 1.000.02 0.16

4 0.09 1.31 -1.00 0.04 1.00 0.24 1.000.02 0.17

5 0.08 1.33 -1.00 0.04 1.00 0.20 1.000.02 0.18

U.S.: 2.13 1.79 0.86 1.30 0.82 8.07 0.860.26 1.7

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 43/75

The benchmark model• Verdict: A failure. High risk aversion alone does

not do the trick. Agents find ways to avoid risk,e.g. per countercyclical labor. The Sharpe ratio istoo low.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 44/75

Fix 1: nonseparable preferences• A representative agent. UseU(C,L).

• Vary ηcc. Calculate the impliedηcl,c, ηcl,l, ηll,using the asset market equations, theleisure-to-consumption ratio and the convexitycondition.

• Vary ξ.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 45/75

One agent, no frictions,U(C,L)

ηcc σy σn ρn,y σc ρc,y σx ρx,y SR σrf

ξ = ∞, ξ−1 = 0:

1 1.30 0.32 0.28 7.01 -0.27 22.99 0.470.00 0.01

5 1.29 0.63 0.58 2.44 -0.57 11.12 0.840.00 0.04

20 1.08 0.46 0.48 0.23 -0.37 4.60 0.990.01 0.08

40 0.85 0.39 -0.24 0.02 0.85 3.34 1.000.02 0.11

U.S.: 2.13 1.79 0.86 1.30 0.82 8.07 0.860.26 1.7

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 46/75

One agent, no frictions,U(C,L)

ηcc σy σn ρn,y σc ρc,y σx ρx,y SR σrf

ξ = 0.5, ξ−1 = 4:

1 0.89 0.05 -1.00 1.11 1.00 0.24 1.000.00 0.00

5 0.77 0.24 -1.00 0.95 1.00 0.26 1.000.00 0.02

20 0.41 0.80 -1.00 0.44 1.00 0.33 1.000.01 0.08

40 0.08 1.31 -1.00 0.04 -1.00 0.46 1.000.02 0.17

U.S.: 2.13 1.79 0.86 1.30 0.82 8.07 0.860.26 1.7

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 47/75

One agent, no frictions,U(C,L)

ηcc σy σn ρn,y σc ρc,y σx ρx,y SR σrf

ξ = 0.25, ξ−1 = 2:

1 0.89 0.05 -1.00 1.15 1.00 0.13 1.000.00 0.00

5 0.77 0.24 -1.00 0.98 1.00 0.14 1.000.00 0.02

20 0.39 0.84 -1.00 0.46 1.00 0.18 1.000.01 0.09

40 0.03 1.40 -0.99 0.04 -0.99 0.26 1.000.02 0.18

U.S.: 2.13 1.79 0.86 1.30 0.82 8.07 0.860.26 1.7

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 48/75

Fix 1: nonseparable preferences• Verdict: A failure. Risk aversion is not really

gone. Agents shift risk to where it hurts the least,but still avoid risk. The Sharpe ratio is too low.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 49/75

Fix 2: sluggish wages.• Replace FOC wrt leisure with

wt = µwt−1 + (1 − µ)wft (10)

and the definition of the frictionless wage,

wft = −λt + ηcl,cct − ηlllt (11)

• Hall, Shimer, others. This specification:Blanchard-Gali.

• Includes frictionless case atµ = 0.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 50/75

frictions, ηcc = 40, ξ = 0.5

µ σy σn ρn,y σc ρc,y σx σw ρw,y SR σrf

0.00 0.08 1.31 -1.00 0.04 -1.00 0.46 1.40 1.000.02 0.17

0.50 0.20 1.24 -0.63 0.04 0.09 0.78 1.37 0.710.04 1.01

0.80 0.52 1.16 -0.08 0.11 0.88 1.81 1.31 0.470.09 2.57

0.90 0.90 1.23 0.36 0.20 0.96 3.03 1.24 0.370.13 3.54

0.95 1.37 1.48 0.69 0.31 0.98 4.56 1.12 0.310.18 3.97

0.96 1.53 1.59 0.77 0.35 0.99 5.09 1.07 0.290.19 4.04

0.97 1.74 1.75 0.84 0.41 0.99 5.75 0.98 0.270.21 3.96

0.98 2.00 1.96 0.91 0.47 0.99 6.57 0.84 0.250.23 3.61

0.99 2.28 2.23 0.97 0.57 1.00 7.43 0.57 0.220.27 3.20

* U.S.: 2.13 1.79 0.86 1.30 0.82 8.07 0.89 0.140.26 1.7Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 51/75

Fix 2: sluggish wages.• Verdict: This works! Surprisingly reasonable

numbers forµ = 0.97.

• Are wages now too sluggish?

• Agents wish to avoid risk, but cannot, due tolabor market rigidities. Is this reasonable?Welfare costs?

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 52/75

Overview

1. Introduction•

2. Asset pricing•

3. Macroeconomic consequences•

4. A two agent model.5. Conclusions.•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 53/75

Fix 3: A two-agent economy.• Campbell-Cochrane (1999): highly nonlinear,

external habit explain asset pricing observations.

• Ljungqvist-Uhlig (2003): endogenizingconsumption choices with CC preferences hasunusual consequences. E.g., an agent issignificantly better off by periodically destroyingparts of a constant stream of endowment. Reason:utility has local and global nonconcavities.• •

• Guvenen (2003): habit stock = consumption of“poor”. Asset pricing in terms of consumption ofparticipating agents. Proposes two-agenteconomy.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 54/75

A two-agent economy.• “Capitalist”: owns capital, does not work, trades

in the riskless bond. Risk aversion = 2.

• “Worker”: owns time, does not trade in capital.Trades in the riskless bond. Risk aversion = 10.

• Guvenen (2003): emphasizes nonlinearities, etc..Here: extend benchmark model and study theloglinearized dynamics. Easier to understand.

• Guvnenen (2003) fixes labor,ηll = ∞.Guvenen-Kuruscu (2006): Cobb-Douglaspreferences. Large volatility of tech. shock.

• We considerηll = ∞, ηll = 0, Cobb-Douglasutility versus sluggish wages.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 55/75

The capitalist.

maxE

[

∞∑

t=0

βtU (C)(C(C)t )

]

C(C)t +Bt +Xt = DtKt−1 +Rf

t−1Bt−1

Kt = (1 − δ)Kt−1 +G

(

Xt

Kt−1

)

Kt−1

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 56/75

The worker.

maxE

[

∞∑

t=0

βtU (W )(C(W )t , Lt)

]

C(W )t −Bt = WtNt −Rf

t−1Bt−1

1 = Nt + Lt

Four Possibilities:

• η(W )ll = ∞: Guvenen 2003.

• U(C,L) Cobb-Douglas: Guvenen-Kuruscu 2006.

• η(W )ll = 0.

• Sluggish wages.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 57/75

Loglinearization: the changes.

yt = XYxt + C(C)

Yc(C)t + C(W )

Yc(W )t

λ(W )t = −η

(W )cc c

(W )t + η

(W )cl,l lt

λ(W )t + wt = η

(W )cl,c ct − η

(W )ll lt

λ(C)t = −η

(C)cc c

(C)t

C(W )

Yc(W )t − bt = (1 − θ)(wt + nt) − R B

Yrft−1 − Rbt−1

0 = Et

[

λ(C)t+1 − λ

(C)t + rt+1

]

0 = Et

[

λ(C)t+1 − λ

(C)t + rf

t

]

0 = Et

[

λ(W )t+1 − λ

(W )t + rf

t

]

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 58/75

Free parametersparam. econ. calibr.θ capital share 0.4δ deprec. rate 0.02R gross cap. return 1.01φnn elast. of wages θ

φkk elast. of div. 1 − θ

ξ ≥ 0 adj. cost 0.23L leisure share 2/3

η(C)cc cons. risk. avers. cap. 2

η(W )cc cons. risk. avers. worker10 or CD

η(W )cl,l cross derivative 0 or CDB/Y debt-to-GDP ratio 0

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 59/75

Parameter restrictionsRestrictions

param. theory econ. calibr.XY

= δθR−1+δ

inv. share 25.7%C(W )

Y1 − θ − (R− 1) B

Ycons. share (W) 60%

C(C)

Y1 − X

Y− C(C)

Ycons. share (C) 14.3%

κ =η(W )cl,c

η(W )cl,l

= (1−L)L

C(W )

Y

(1−θ) rel.exp.shares 0.5

η(W )ll ≥

κ(η(W )cl,l )

2

ηccleis.risk.av. 0,∞ or CD

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 60/75

Cons. volatility of capitalist:• To nail the Sharpe ratio with this model and a

relative risk aversion of two, the consumption ofthe capitalist must be quite volatile,

σ(C)c ≥

SR

η(C)cc

=0.27

2= 13.5% for k = 4

• Plausible? Evidence on luxury goods, seeAït-Sahalia - Parker - Yogo (2002).

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 61/75

Parameters• E.g. Cobb Douglas preferences:

U(Ct, Lt) =(Cν

t (1 − Lt)1−ν)1−αi

1 − αi

whereν = 0.64 for both types of agents, andαi = 2 for capital holders, butαi = 10 forworkers.

• As in Guvenen:ξ = 0.23.

• Guvenen (2003):σǫ = 2. Here:σǫ = 0.712. Thisreduces the Sharpe ratio by nearly a factor ofthree compared to Guvenen.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 62/75

Two-agent economy.σy σn σc σx ρn,y ρc,y ρx,y SR σrf

Fixed labor:

0.91 0.00 0.90 0.93 -1.00 1.00 1.00 0.06 0.58

Flexible labor:

0.22 1.16 0.21 0.24 -1.00 1.00 1.00 0.02 0.16

Cobb-Douglas utility:

0.99 0.14 1.05 0.83 1.00 1.00 1.00 0.06 0.52

Slow adjustment of wages,µ = 0.97:

1.70 1.68 1.57 2.04 0.89 1.00 1.00 0.15 2.77

U.S. data:

2.13 1.79 1.30 8.07 0.86 0.82 0.86 0.26 1.7Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 63/75

Fix 3: two agents.• Verdict: This does not do much. Agents share

and shift risk to where it hurts the least, ...

• ... unless wages are sluggish. But for that, onedoes not need a two-agent model.

• In fact, the representative agent model looksbetter, if anything.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 64/75

Overview

1. Introduction•

2. Asset pricing•

3. Macroeconomic consequences•

4. A two agent model.•

5. Conclusions.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 65/75

Conclusions• High risk aversion is not enough.

• Fix 1: non-separability between consumption andleisure. Does not work.

• Fix 2: frictions on labor markets, exogenouswages. This works. Plausible?

• Fix 3: heterogeneous agents. Does not work.

• (Fix 4: Epstein-Zin preferences. This works.Another paper.)

• “Generic” real business cycle model.

• Nonseparability: consumption vs leisure.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 66/75

Conclusions 2.

• Mutual discipline of asset market observationsand macroeconomic observations:• Economic choicessuch as consumption and

leisure ...• are taken asexogenousin asset pricing

literature and suggest preferencespecifications, ...

• which in turn may have undesirablemacroeconomic consequences, once theseeconomic choices are endogenized.

• Key: alternative labor market paradigm.Exogenous law for wage movement does thetrick!

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 67/75

Campbell-Cochrane. •

E0

[

∞∑

t=0

δt (Ct −Xt)1−γ

− 1

1 − γ

]

• Surplus consumption ratio

Sat ≡ (Ca

t −Xt)/Cat

• Use lower-case to denote logs.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 68/75

Campbell-Cochrane 2.

• Assumption:

sat+1 = (1 − φ)s+ φsa

t + λ(sat ) (cat+1 − cat − g) ,

whereφ ∈ [0, 1), g ands are parameters, and

λ(sa) =

{

S−1√

1 − 2(sa − s) − 1, sa ≤ smax;

0, sa ≥ smax;

• Campbell-Cochrane: assume consumption to bean exogenous random walk.

• Explains lots of asset pricing facts.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 69/75

Ljungqvist-Uhlig

• Ljungqvist-Uhlig: consider an economy with aconstant stream of endowment. Let an agent withCC-preferences choose consumption, subject toconsumption≤ endowment.

• Analyze the social planners problem

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 70/75

Ljungqvist-Uhlig, 2

• A one-time destruction of consumption orperiodic destruction of consumption vastlyincreases welfare.

• Optimal decision rule look bizarre. Resultspreliminary.

• CC preferences are nonconcave.

• Habit decreases in consumption when increasingconsumption by more than 20%.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 71/75

Welfare gains

0 1 2 3 4 5 6 7 8 9 10−8

−6

−4

−2

0

2

4

6

8

10

Percent endowment destruction

Wel

fare

in p

erce

nt c

onsu

mpt

ion

incr

ease

... from a one-time endowment destruction.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 72/75

Welfare gainsk 1% 5% 10% 15%2 4.89 8.36 13.66 8.686 2.48 9.08 15.45 9.6512 1.37 9.03 15.91 9.8624 0.72 8.52 15.89 9.89120 0.24 4.95 13.40 8.51

... from periodic destruction everyk periods.

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 73/75

Habit function.

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6−0.35

−0.3

−0.25

−0.2

−0.15

−0.1

−0.05

0

0.05

Consumption deviation in percent from steady state

Nex

t per

iods

hab

it de

viat

ion

from

ste

ady

stat

e in

per

cent

Next-period habit as function of consumption.Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 74/75

Decision rule for consumption•

Macroeconomics and Asset Markets: some Mutual Implications. Harald Uhlig, Humboldt Universitat zu Berlin. uhlig@wiwi.hu-berlin.de – p. 75/75

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