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Consumption Under Perfect Foresight and CRRA Utility

Authors
Affiliations
Johns Hopkins University
Econ-ARK
Johns Hopkins University
Econ-ARK

Two companion notebooks in the Econ-ARK DemARK collection work this model numerically. How Close Is HARK’s Infinite-Horizon Solution? measures how a numerical solution, found by iterating backward from the last period of life, approaches the exact formulas derived here. Perfect Foresight CRRA Model - Saving Rate uses HARK to compute the consumer’s saving rate.

1The Problem

This section solves the problem of a perfect foresight consumer with intertemporally separable CRRA utility u(∙)=∙1−ρ/(1−ρ)\uFunc(\bullet)= \bullet^{1-\CRRA}/(1-\CRRA) who discounts future utility geometrically by a factor β\Discount per period. The finite horizon solution, whose last period is T\TEnd, extends to the infinite horizon case if intuitive “impatience” and “finite human wealth” conditions hold.

The consumer’s problem in period tt is to

max⁡∑n=0T−tβnu(ct+n)\max \sum_{n=0}^{\TEnd-\tNow} \Discount^{n} \uFunc(\cLevBF_{\tNow+n})

subject to the constraints below, in which we introduce b\bLevBF and m\mLevBF because it is useful to have a term for the consumer’s non-income resources at the beginning of the period,

at=mt−ctbt+1=atRmt+1=bt+1+pt+1\begin{aligned} \aLevBF_{\tNow} & = \mLevBF_{\tNow}-\cLevBF_{\tNow} \\ \bLevBF_{\tNow+1} & = \aLevBF_{\tNow}\Rfree \\ \mLevBF_{\tNow+1} & = \bLevBF_{\tNow+1}+\pLevBF_{\tNow+1} \end{aligned}

where pt+1\pLevBF_{\tNow+1} is “permanent labor income,” which always grows by a factor G\WGro:

pt+1/pt=G.\pLevBF_{\tNow+1}/\pLevBF_{\tNow} = {\WGro}.

2The Solution

It will be convenient to think of both market resources mt\mLevBF_{\tNow} and permanent noncapital (labor) income pt\pLevBF_{\tNow} as state variables in this problem. Bellman’s equation is[1]

vt(mt,pt)=max⁡ct{u(ct)+βvt+1((mt−ct)R+pt+1⏞=mt+1,pt+1)}.\vFunc_{\tNow}(\mLevBF_{\tNow},\pLevBF_{\tNow}) = \max_{\cLevBF_{\tNow}} \left\{ \uFunc(\cLevBF_{\tNow}) + \Discount \vFunc_{\tNow+1}\left(\overbrace{(\mLevBF_{\tNow}-\cLevBF_{\tNow})\Rfree+\pLevBF_{\tNow+1}}^{=\mLevBF_{\tNow+1}},\pLevBF_{\tNow+1}\right)\right\}.

The first order condition for this maximization is

u′(ct)=β(Rvt+1m(mt+1,pt+1)−dpt+1dct⏞=0vt+1p(mt+1,pt+1)),\uFunc^{\prime}(\cLevBF_{\tNow}) = \Discount \left(\Rfree \vFunc_{\tNow+1}^{\mLevBF}(\mLevBF_{\tNow+1},\pLevBF_{\tNow+1})-\overbrace{\frac{d\pLevBF_{\tNow+1}}{d \cLevBF_{\tNow}}}^{=0}\vFunc_{\tNow+1}^{\pLevBF}(\mLevBF_{\tNow+1},\pLevBF_{\tNow+1})\right),

and the Envelope theorem tells us that

vtm(mt,pt)=Rβvt+1m(mt+1,pt+1).\vFunc_{\tNow}^{\mLevBF}(\mLevBF_{\tNow},\pLevBF_{\tNow}) = \Rfree \Discount \vFunc_{\tNow+1}^{\mLevBF}(\mLevBF_{\tNow+1},\pLevBF_{\tNow+1}).

But the right hand sides of (5) and (6) are identical, so

vtm(mt,pt)=u′(ct)\vFunc_{\tNow}^{\mLevBF}(\mLevBF_{\tNow},\pLevBF_{\tNow}) = \uFunc^{\prime}(\cLevBF_{\tNow})

and similar logic tells us that vt+1m(mt+1,pt+1)=u′(ct+1),\vFunc_{\tNow+1}^{\mLevBF}(\mLevBF_{\tNow+1},\pLevBF_{\tNow+1})=\uFunc^{\prime}(\cLevBF_{\tNow+1}), which (substituting u′\uFunc^{\prime} for vm\vFunc^{\mLevBF} in (6)) gives us the Euler equation for consumption:

u′(ct)=Rβu′(ct+1)1=Rβ(ct+1ct)−ρ(ct+1ct)=(Rβ)1/ρ.\begin{aligned} \uFunc^{\prime}(\cLevBF_{\tNow}) & = \Rfree\Discount \uFunc^{\prime}(\cLevBF_{\tNow+1}) \\ 1 & = \Rfree\Discount \left(\frac{\cLevBF_{\tNow+1}}{\cLevBF_{\tNow}}\right)^{-\CRRA} \\ \left(\frac{\cLevBF_{\tNow+1}}{\cLevBF_{\tNow}}\right) & = (\Rfree\Discount)^{1/\CRRA}. \end{aligned}

Thus, consumption grows in every period by a factor Þ≡(Rβ)1/ρ\Pat \equiv (\Rfree\Discount)^{1/\CRRA}, where we use the Old English letter Þ\Pat to measure what we will call the “absolute patience” factor. Specifically, if

Þ<1\Pat < 1

we will say that the consumer exhibits “absolute impatience” because this is the condition that guarantees that the level of consumption will be falling (and what better definition of absolute impatience could there be than deliberately spending so much that you will have to cut your spending in the future?). If Þ>1\Pat > 1 the consumer exhibits “absolute patience” (the consumer wants to defer resources into the future in order to achieve consumption growth).

The Intertemporal Budget Constraint tells us[2]

PtT(c)=bt+PtT(p).\PDV_{\tNow}^{\TEnd}(\cLevBF) = \bLevBF_{\tNow}+\PDV_{\tNow}^{\TEnd}(\pLevBF).

Fact FinSum can be used to show that the PDV of labor income (also called “human wealth” ht\hLevBF_{\tNow}) is

ht=PtT(p)=∑n=0T−tR−npt+n=pt∑n=0T−tR−nGn=pt∑n=0T−t(G/R)n=pt(1−(G/R)T−t+11−(G/R))\begin{aligned} \hLevBF_{\tNow} = \PDV_{\tNow}^{\TEnd}(\pLevBF) & = \sum_{n=0}^{\TEnd-\tNow} \Rfree^{-n}\pLevBF_{\tNow+n} \\ & = \pLevBF_{\tNow}\sum_{n=0}^{\TEnd-\tNow} \Rfree^{-n}{\WGro}^{n} = \pLevBF_{\tNow}\sum_{n=0}^{\TEnd-\tNow} ({\WGro}/\Rfree)^{n} \\ & = \pLevBF_{\tNow}\left(\frac{1-({\WGro}/\Rfree)^{\TEnd-\tNow+1}}{1-({\WGro}/\Rfree)}\right) \end{aligned}

while the PDV of consumption is

PtT(c)=∑n=0T−tR−nct+n=∑n=0T−tR−nct((Rβ)1/ρ)n=ct∑n=0T−t[R−1(Rβ)1/ρ]n=ct(1−[R−1(Rβ)1/ρ]T−t+11−[R−1(Rβ)1/ρ]).\begin{aligned} \PDV_{\tNow}^{\TEnd}(\cLevBF) & = \sum_{n=0}^{\TEnd-\tNow} \Rfree^{-n}\cLevBF_{\tNow+n} \\ & = \sum_{n=0}^{\TEnd-\tNow} \Rfree^{-n}\cLevBF_{\tNow}((\Rfree\Discount)^{1/\CRRA})^{n} \\ & = \cLevBF_{\tNow} \sum_{n=0}^{\TEnd-\tNow} [\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]^{n} \\ & = \cLevBF_{\tNow}\left(\frac{1-[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]^{\TEnd-\tNow+1}}{1-[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]}\right). \end{aligned}

We can solve the model by combining (12) and (11) using (10) to obtain:

ct=(1−[R−1(Rβ)1/ρ]1−[R−1(Rβ)1/ρ]T−t+1)⏟≡κt[bt+pt(1−(G/R)T−t+11−(G/R))⏞≡ht]⏟≡ot\cLevBF_{\tNow} = \underbrace{\left(\frac{1-[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]}{1-[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]^{\TEnd-\tNow+1}}\right)}_{\equiv \MPC_{t}} \underbrace{\left[\bLevBF_{\tNow}+\pLevBF_{\tNow}\overbrace{\left(\frac{1-({\WGro}/\Rfree)^{\TEnd-\tNow+1}}{1-({\WGro}/\Rfree)}\right)}^{\equiv \hRat_{t}}\right]}_{\equiv \oLev_{t}}

where κt\MPC_{t} is the marginal propensity to consume (MPC) out of overall (human plus nonhuman) wealth ot\oLev_{t}.

Human wealth as defined in the PDV of labor income includes the current period’s income: its sum starts at n=0n=0. Human wealth from the next period on, called end-of-period human wealth ht\hEnd_{t} and measured as a ratio to pt\pLevBF_{\tNow}, leaves that income out:

ht≡ht−1=∑n=1T−t(G/R)n=(G/R)(1−(G/R)T−t1−(G/R)),\hEnd_{t} \equiv \hRat_{t}-1 = \sum_{n=1}^{\TEnd-\tNow} ({\WGro}/\Rfree)^{n} = ({\WGro}/\Rfree)\left(\frac{1-({\WGro}/\Rfree)^{\TEnd-\tNow}}{1-({\WGro}/\Rfree)}\right),

which approaches (G/R)/(1−G/R)({\WGro}/\Rfree)/(1-{\WGro}/\Rfree) as T→∞\TEnd \rightarrow \infty when the finite human wealth condition below holds.[3]

In order to apply InfSum to move to the infinite-horizon case (T=∞\TEnd=\infty), we need to impose the condition

G/R<1G<R.\begin{aligned} {\WGro}/\Rfree & < 1 \\ {\WGro} & < \Rfree. \end{aligned}

Why? Because if income were expected to grow at a rate greater than the interest rate forever, then the PDV of future income would be infinite; with infinite human wealth, the problem has no well-defined solution. We henceforth call (15) the Finite Human Wealth Condition (FHWC).

Similarly, if consumption starts at a positive level and grows by the factor Þ=(Rβ)1/ρ\Pat=(\Rfree \Discount)^{1/\CRRA}, in order for the PDV of consumption to be finite we must impose:

((Rβ)1/ρR)⏟ÞR<1\underbrace{\left(\frac{(\Rfree\Discount)^{1/\CRRA}}{\Rfree}\right)}_{\PatR} < 1

and we will henceforth call ÞR\PatR the “return patience factor” whose log is the “return patience rate” þr≡log⁡ÞR\patr \equiv \log \PatR (þ\pat is the lower-case version of Þ\Pat) and what (16) says is that the desired growth rate of consumption must be less than the interest rate in order for the model to have a well-defined solution. This condition therefore imposes a requirement that “impatience” be greater than some minimum amount. (For (much) more on the various definitions of impatience used in this section, their implications, and parallel conditions for models with uncertainty, see Carroll (n.d.)).

If both the RIC and the FHWC hold, then the model has a well-defined infinite horizon solution,[4] as can be seen by realizing that

lim⁡T→∞(G/R)T−t+1=0lim⁡T→∞(R−1(Rβ)1/ρ)T−t+1=0.\begin{aligned} \lim_{\TEnd \rightarrow \infty} ({\WGro}/\Rfree)^{\TEnd-\tNow+1} & = 0 \\ \lim_{\TEnd \rightarrow \infty} (\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA})^{\TEnd-\tNow+1} & = 0. \end{aligned}

Substituting these zeros into (13) yields

ct=(1−R−1(Rβ)1/ρ)[bt+(pt1−(G/R))]=(1−R−1(Rβ)1/ρ)(mt−pt+ht)=(R−(Rβ)1/ρR)⏟≡κot\begin{aligned} \cLevBF_{\tNow} & = \left(1-\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}\right)\left[\bLevBF_{\tNow}+\left(\frac{\pLevBF_{\tNow}}{1-({\WGro}/\Rfree)}\right)\right] \\ & = \left(1-\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}\right)\left(\mLevBF_{\tNow}-\pLevBF_{\tNow}+\hLevBF_{\tNow}\right) \\ & = \underbrace{\left(\frac{\Rfree -(\Rfree\Discount)^{1/\CRRA}}{\Rfree}\right)}_{ \equiv \MPC} \oLev_{\tNow} \end{aligned}

where ot\oLev_{\tNow} is the consumer’s “overall” or “total wealth,” the sum of human and nonhuman wealth, and κ\MPC is the infinite-horizon marginal propensity to consume.

Now consider the question “What is the level of ct\cLevBF_{\tNow} that will leave total wealth intact, allowing the same value of consumption in period t+1t+1 and forever after (that is, allowing ct+n=ct ∀ n>0\cLevBF_{\tNow+n}=\cLevBF_{\tNow}~\forall~n>0)?”

The intuitive answer is that the wealth-preserving level of spending is exactly equal to the (properly conceived) interest earnings on one’s total wealth. We call this the “sustainable” level of consumption. The literature of the 1970s and 80s interpreted that quantity as “permanent income,” but we reserve that term here for p\pLevBF itself. Wealth in this framework behaves exactly like an asset that yields a dividend p\pLevBF.

Because human wealth is exactly like any other kind of wealth in this perfect foresight framework, it is possible to work directly with the level of total wealth o\oLev to find the sustainable level of spending. Suppose we assume the consumer will spend fraction ϰ\PIHMPC of total wealth in each period; the ϰ\PIHMPC that leaves wealth intact will be given by ϰ\PIHMPC in

ot+1=(ot−ct)Roˉ=(oˉ−ϰoˉ)R1=(1−ϰ)R1/R=(1−ϰ)ϰ=1−1/R=(R−1R)=r/R.\begin{aligned} \oLev_{\tNow+1} & = (\oLev_{\tNow}-\cLevBF_{\tNow})\Rfree \\ \bar\oLev & = (\bar\oLev-\PIHMPC \bar\oLev)\Rfree \\ 1 & = (1-\PIHMPC) \Rfree \\ 1/\Rfree & = (1-\PIHMPC) \\ \PIHMPC & = 1-1/\Rfree \\ & = \left(\frac{\Rfree -1}{\Rfree}\right) \\ & = \rfree/\Rfree. \end{aligned}

Thus, the consumer can spend only the interest earnings r\rfree on wealth, divided by the return factor R\Rfree. (The division occurs because the requirement is to be able to spend the same amount next period, so you need to account for the time cost of today’s spending by dividing by R\Rfree which connects today’s spending to tomorrow’s wealth.)

Note that the coefficient multiplying total wealth in (18) is also divided by R\Rfree. Thus, whether the consumer is spending more than the sustainable amount, exactly the sustainable amount, or less than the sustainable amount depends upon whether the numerator in (18) is greater than, equal to, or less than r\rfree. As noted before, the consumer will be “absolutely impatient” if

R−(Rβ)1/ρ>r1−(Rβ)1/ρ>01>(Rβ)1/ρ.\begin{aligned} \Rfree-(\Rfree\Discount)^{1/\CRRA} & > \rfree \\ 1-(\Rfree\Discount)^{1/\CRRA} & > 0 \\ 1 & > (\Rfree\Discount)^{1/\CRRA}. \end{aligned}

Finally, if Rβ=1\Rfree\Discount=1 (which is to say, the interest rate exactly offsets the time preference rate), then (Rβ)1/ρ=1(\Rfree\Discount)^{1/\CRRA}=1 regardless of the value of ρ\CRRA so that the consumer is “poised” on the knife-edge between patience and impatience. We refer to such a consumer as “absolutely poised.” Similarly, we say that a consumer for whom ÞR=1\PatR=1 is “return poised.”

The two conditions do different work. Return impatience guarantees a positive marginal propensity to consume, while absolute impatience guarantees a falling level of consumption. Whenever r>0\rfree > 0, return impatience holds even for a consumer who is poised with respect to absolute patience.

(The consumer will be impatient, spending more than his income, if Rβ<1\Rfree\Discount<1, and patient, spending less than his income, if Rβ>1\Rfree\Discount>1. Income here means income inclusive of the interest earnings on total wealth.)

Equation (18) can be simplified into something a bit easier to handle by making some approximations. If β=1/(1+ϑ)\Discount = 1/(1+\timeRate), then we can use facts from the MathFacts section to discover that

log⁡(Rβ)1/ρ/R=(1/ρ)(log⁡R+log⁡[1/(1+ϑ)])−log⁡R=(1/ρ)(log⁡(1+r)+log⁡1−log⁡(1+ϑ))−log⁡R≈ρ−1(r−ϑ)−r(Rβ)1/ρ/R≈1+(ρ−1(r−ϑ)−r).\begin{aligned} \log (\Rfree\Discount)^{1/\CRRA}/\Rfree & = (1/\CRRA) (\log \Rfree + \log [1/(1+\timeRate) ]) - \log \Rfree \\ & = (1/\CRRA) (\log(1+r) + \log 1 - \log (1+\timeRate) ) - \log \Rfree \\ & \approx \CRRA^{-1}(\rfree -\timeRate) - \rfree \\ (\Rfree\Discount)^{1/\CRRA}/\Rfree & \approx 1+(\CRRA^{-1}(\rfree-\timeRate)-\rfree). \end{aligned}

Substituting this into (18) gives

ct≈(r−ρ−1(r−ϑ))ot.\cLevBF_{\tNow} \approx \left(\rfree-\CRRA^{-1}(\rfree-\timeRate)\right)\oLev_{\tNow}.

The consumption function (18) is exact; (22) treats r\rfree, ϑ\timeRate and the return patience rate þr\patr as small. Its error is a different thing from the error of a numerical solution, which approaches the exact formula, not the approximation.

From this we can see again that whether the consumer is return patient, return poised, or return impatient depends on the relationship between r\rfree and ϑ\timeRate. Note also that if ρ=∞\CRRA = \infty then the consumer is infinitely averse to changing the level of consumption, and so once again the consumer spends exactly the sustainable amount. (This consumer is “absolutely poised” but “return impatient”).

Now a brief digression on what “income” means in this model. Suppose for simplicity that the consumer had no capital assets (“bank balances” bt=0\bLevBF_{\tNow}=0), and suppose that income was expected to stay constant at level pt+n=p ∀ n>0\pLevBF_{\tNow+n}=\pLevBF~\forall~n>0 forever. In this case human wealth would be:

ht=p+p/R+p/R2+…=p(1+1/R+1/R2+…)=p(11−1/R)=p(RR−1)=p(Rr).\begin{aligned} \hLevBF_{\tNow} & = \pLevBF+\pLevBF/\Rfree+\pLevBF/\Rfree^{2}+\ldots \\ & = \pLevBF(1+1/\Rfree+1/\Rfree^{2}+\ldots) \\ & = \pLevBF\left(\frac{1}{1-1/\Rfree}\right) \\ & = \pLevBF\left(\frac{\Rfree}{\Rfree -1}\right) \\ & = \pLevBF\left(\frac{\Rfree}{\rfree}\right). \end{aligned}

We found in equation (19) that the level of consumption that leaves “wealth” ot\oLev_{\tNow} intact was

ct=(rR)ot=(rR)(bt⏟=0+ht)=(rR)p(Rr)=p.\begin{aligned} \cLevBF_{\tNow} & = \left(\frac{\rfree}{\Rfree}\right) \oLev_{\tNow} \\ & = \left(\frac{\rfree}{\Rfree}\right) (\underbrace{\bLevBF_{\tNow}}_{=0}+\hLevBF_{\tNow}) \\ & = \left(\frac{\rfree}{\Rfree}\right) \pLevBF \left(\frac{\Rfree}{\rfree}\right)\\ & = \pLevBF. \end{aligned}

So in this case, spending the “interest income on human wealth” corresponds to spending exactly your labor income. This seems less mysterious if you think of income pt\pLevBF_{\tNow} as the “return” on your human capital, which is an asset whose value is ht\hLevBF_{\tNow}. If you “capitalize” your stream of income using the interest factor R\Rfree and then spend the interest income on the capitalized stream, it stands to reason that you are spending the flow of income from that source.

With constant p\pLevBF we can rewrite (22) as

ct≈(r−ρ−1(r−ϑ))(bt+p(Rr)).\cLevBF_{\tNow} \approx \left(\rfree-\CRRA^{-1}(\rfree-\timeRate)\right)\left(\bLevBF_{\tNow}+ \pLevBF\left(\frac{\Rfree}{\rfree}\right)\right).

r\rfree appears three times in this equation. In order, the three appearances are the income effect, the substitution effect and the human wealth effect, as the two-period model defines them. The first two are inside the marginal propensity to consume out of total wealth, so they are the effects of r\rfree on consumption for a given total wealth bt+ht\bLevBF_{\tNow}+\hLevBF_{\tNow}. An increase in the first r\rfree raises the payout rate on total wealth (set p=0\pLevBF = 0 and use (19) for ϰ\PIHMPC, with r/R≈r\rfree/\Rfree \approx \rfree for small r\rfree): this is the income effect. The second is the substitution effect, as its dependence on the intertemporal elasticity of substitution ρ−1\CRRA^{-1} shows. The third, in p(R/r)\pLevBF(\Rfree/\rfree), is the human wealth effect: the effect of r\rfree on human wealth itself, which comes from the budget constraint and involves no preference parameter. Bank balances bt\bLevBF_{\tNow} are in none of the three; they are part of the total wealth that the marginal propensity to consume applies to. Because consumption depends on bt\bLevBF_{\tNow} and ht\hLevBF_{\tNow} only through their sum, this formula, like the two-period model, assumes that the consumer can borrow against future income at no penalty. How Large is the Human Wealth Effect? measures what the human wealth effect does to consumption under that assumption.

3Normalizing By p\pLevBF

The whole problem can be restated more simply by “dividing through” by the level of permanent income before solving. Hereafter, nonbold variables will be the normalized bold-letter equivalent, e.g. ct=ct/pt\cRat_{\tNow}=\cLevBF_{\tNow}/\pLevBF_{\tNow}, and note that if pt+1=Gpt ∀ t\pLevBF_{\tNow+1}={\WGro} \pLevBF_{\tNow}~\forall~t then from the standpoint of date tt,

u(ct+n)=ct+n1−ρ1−ρ=(ct+npt+n)1−ρ1−ρ=(ptGn)1−ρct+n1−ρ1−ρ\begin{aligned} \uFunc(\cLevBF_{\tNow+n}) & = \frac{\cLevBF_{\tNow+n}^{1-\CRRA}}{1-\CRRA} \\ & = \frac{(\cRat_{\tNow+n}\pLevBF_{\tNow+n})^{1-\CRRA}}{1-\CRRA} \\ & = (\pLevBF_{\tNow}{\WGro}^{n})^{1-\CRRA}\frac{\cRat_{\tNow+n}^{1-\CRRA}}{1-\CRRA} \end{aligned}

which means that

∑n=0T−tβnct+n1−ρ1−ρ=pt1−ρ∑n=0T−t(G1−ρβ)nct+n1−ρ1−ρ.\sum_{n=0}^{\TEnd-\tNow} \Discount^{n}\frac{\cLevBF_{\tNow+n}^{1-\CRRA}}{1-\CRRA} = \pLevBF_{\tNow}^{1-\CRRA}\sum_{n=0}^{\TEnd-\tNow} ({\WGro}^{1-\CRRA}\Discount)^{n} \frac{\cRat_{\tNow+n}^{1-\CRRA}}{1-\CRRA}.

Furthermore, the accumulation equations can be rewritten by dividing both sides by pt+1\pLevBF_{\tNow+1}:

bt+1/pt+1=(mt−ct)Rpt+1bt+1=((mt−ct)Rpt)(ptpt+1)=(mt−ct)(R/G)\begin{aligned} \bLevBF_{\tNow+1}/\pLevBF_{\tNow+1} & = \frac{(\mLevBF_{\tNow}-\cLevBF_{\tNow})\Rfree}{\pLevBF_{\tNow+1}} \\ \bRat_{\tNow+1} & = \left(\frac{(\mLevBF_{\tNow}-\cLevBF_{\tNow})\Rfree}{\pLevBF_{\tNow}}\right)\left(\frac{\pLevBF_{\tNow}}{\pLevBF_{\tNow+1}}\right) \\ & = (\mRat_{\tNow}-\cRat_{\tNow})(\Rfree/{\WGro}) \end{aligned}
mt+1=bt+1+pt+1mt+1=bt+1+1.\begin{aligned} \mLevBF_{\tNow+1} & = \bLevBF_{\tNow+1}+\pLevBF_{\tNow+1} \\ \mRat_{\tNow+1} & = \bRat_{\tNow+1}+1. \end{aligned}

Now if we define ℶ≡G1−ρβ\DiscAlt \equiv {\WGro}^{1-\CRRA}\Discount and RG≡R/G\RnormWGro \equiv \Rfree/{\WGro}, the original problem can be rewritten as:

max⁡  pt1−ρ∑n=0T−tℶnu(ct+n)\max~~\pLevBF_{\tNow}^{1-\CRRA}\sum_{n=0}^{\TEnd-\tNow} \DiscAlt^{n} \uFunc(\cRat_{\tNow+n})

subject to the constraints

at=mt−ctbt+1=atRGmt+1=bt+1+1\begin{aligned} \aRat_{\tNow} & = \mRat_{\tNow}-\cRat_{\tNow} \\ \bRat_{\tNow+1} & = \aRat_{\tNow}\RnormWGro \\ \mRat_{\tNow+1} & = \bRat_{\tNow+1}+1 \end{aligned}

and we can go through the same steps as above to find that the solution is

ct=(1−RG−1(RGℶ)1/ρ)[mt−1+(11−1/RG)⏞≡h]\cRat_{\tNow} = (1-\RnormWGro^{-1}(\RnormWGro\DiscAlt)^{1/\CRRA})\left[\mRat_{\tNow}-1+\overbrace{\left(\frac{1}{1-{1}/\RnormWGro}\right)}^{\equiv\hRat}\right]

subject to the “finite human wealth” condition

1<RG1<R/G\begin{aligned} {1} & < \RnormWGro \\ 1 & < \Rfree/\WGro \end{aligned}

which is the same condition (15) as above, and also subject to the “return impatience condition”

(RGℶ)1/ρ<RG(RGβG1−ρ)1/ρ<R/G(Rβ)1/ρ<R\begin{aligned} (\RnormWGro\DiscAlt)^{1/\CRRA} & < \RnormWGro \\ \left(\frac{\Rfree}{{\WGro}}\Discount {\WGro}^{1-\CRRA}\right)^{1/\CRRA} & < \Rfree/{\WGro} \\ (\Rfree\Discount)^{1/\CRRA} & < \Rfree \end{aligned}

which is also the same as above in (16).

Now note that (32) can be rewritten

ct=(RG−(RGℶ)1/ρRG)ot=(1−ÞR)⏟≡κot\begin{aligned} \cRat_{\tNow} & = \left(\frac{\RnormWGro-(\RnormWGro\DiscAlt)^{1/\CRRA}}{\RnormWGro}\right)\oRat_{\tNow} \\ & = \underbrace{(1 - \PatR)}_{\equiv \MPC} \oRat_{\tNow} \end{aligned}

where ot\oRat_{\tNow} is the consumer’s total wealth-to-permanent-labor-income ratio, and κ\MPC is the “marginal propensity to consume” out of wealth.

As before, whether o\oRat is rising or falling depends upon the relationship between RG−1\RnormWGro-1 and RG−(RGℶ)1/ρ\RnormWGro-(\RnormWGro\DiscAlt)^{1/\CRRA}. A consumer will be drawing down his wealth-to-income ratio if

RG−(RGℶ)1/ρ>RG−11−(RGℶ)1/ρ>01>(RGℶ)1/ρ.\begin{aligned} \RnormWGro-(\RnormWGro\DiscAlt)^{1/\CRRA} & > \RnormWGro-1 \\ 1-(\RnormWGro\DiscAlt)^{1/\CRRA} & > 0 \\ 1 & > (\RnormWGro\DiscAlt)^{1/\CRRA}. \end{aligned}

Now substituting the definitions of RG\RnormWGro and ℶ\DiscAlt we see that whether o\oRat is rising or falling depends on whether

1>(RGβG1−ρ)1/ρ1>(RβG−ρ)1/ρ1>((Rβ)1/ρG)⏟ÞG,\begin{aligned} 1 & > (\frac{\Rfree}{{\WGro}}\Discount {\WGro}^{1-\CRRA})^{1/\CRRA} \\ 1 & > (\Rfree\Discount {\WGro}^{-\CRRA})^{1/\CRRA} \\ 1 & > \underbrace{\left(\frac{(\Rfree\Discount)^{1/\CRRA}}{\WGro}\right)}_{\PatWGro}, \end{aligned}

where ÞG\PatWGro is the “growth patience factor.” We call (37) the “growth impatience condition” (GIC),[5] and we say that the consumer is “growth impatient” if (37) holds.

Thus, whether the consumer is patient or impatient in the sense of building up or drawing down a wealth-to-income ratio depends on whether the growth rate of labor income is less than, equal to, or greater than the growth rate of consumption. Analogously to our earlier usages, a consumer for whom ÞG=1\PatWGro=1 (equivalently, þg=0\patwGro= 0) would be “growth poised.”

To get the intuition for this, consider the case of a consumer with no nonhuman wealth, bt=0\bRat_{\tNow}=0. This consumer’s absolute level of consumption will grow at (Rβ)1/ρ(\Rfree\Discount)^{1/\CRRA} and absolute level of income grows at G{\WGro}, but the PDV of future consumption and future income must be equal. If income is growing faster than consumption but has the same PDV, consumption must be starting out at a level higher than income, which is the sense in which this consumer is impatient (spending more than his income). “Growth impatience” is therefore the condition that causes consumers with no assets to want to borrow.

4Applications

4.1How Large is the Human Wealth Effect?

We can now apply the model to answer our first useful question: How large does the model imply the “human wealth effect” is?

For simplicity, assume that bt=0\bRat_{\tNow} = 0. Then the original version of the approximate formula (22) tells us that the level of consumption will be given by:

ct≈(r−ρ−1(r−ϑ))(pt1−G/R)≈(r−ρ−1(r−ϑ))(ptr−g).\begin{aligned} \cLevBF_{\tNow} & \approx \left(\rfree - \CRRA^{-1}(\rfree-\timeRate)\right)\left(\frac{\pLevBF_{\tNow}}{1-{\WGro}/\Rfree}\right) \\ & \approx \left(\rfree - \CRRA^{-1}(\rfree-\timeRate)\right)\left(\frac{\pLevBF_{\tNow}}{\rfree-\wGro}\right). \end{aligned}

We are interested only in calibrations of the model in which the consumer is “growth impatient” so that g>ρ−1(r−ϑ)\wGro > \CRRA^{-1}(\rfree-\DiscRate) so if we define the growth patience rate as

þg≡ρ−1(r−ϑ)−g\patwGro \equiv \CRRA^{-1}(\rfree-\DiscRate)-\wGro

we can write this as

ct≈pt(r−(g+þg)r−g)=pt(1−þg/(r−g)).\begin{aligned} \cLevBF_{\tNow} & \approx \pLevBF_{\tNow} \left(\frac{\rfree - (\wGro+\patwGro)}{\rfree-\wGro}\right) \\ & = \pLevBF_{\tNow} \left(1 - \patwGro/(\rfree - \wGro)\right). \end{aligned}

Remembering that imposition of the growth impatience condition is equivalent to assuming þg<0\patwGro < 0, while the FHWC requires r>g\rfree > \wGro, it is clear that the expression −þg/(r−g)-\patwGro/(\rfree-\wGro) will be positive: The consumer will spend more than his permanent labor income.

Now suppose we choose plausible values for (r,ϑ,g,ρ)=(0.04,0.04,0.02,2)(\rfree, \timeRate, \wGro, \CRRA) = (0.04,0.04,0.02,2). Then (38) becomes:

ct≈0.04(pt/0.02)=2pt.\begin{aligned} \cLevBF_{\tNow} & \approx 0.04 (\pLevBF_{\tNow}/0.02) \\ & = 2 \pLevBF_{\tNow}. \end{aligned}

Now suppose the interest rate changes to r=0.03\rfree=0.03, while all other parameters remain the same. Then (38) becomes:

ct≈0.035(pt/0.01)=3.5pt.\begin{aligned} \cLevBF_{\tNow} & \approx 0.035 (\pLevBF_{\tNow}/0.01) \\ & = 3.5 \pLevBF_{\tNow}. \end{aligned}

The point of this example is that for plausible parameter values, the human wealth effect is enormously stronger than the income and substitution effects, so that we should see large drops in consumption when interest rates rise and conversely strong gains when interest rates fall. This is a summary of the main point of the famous paper by Summers (1981); Summers derives formulas for an economy with overlapping generations of finite-lifetime consumers, but those complications do not change the basic message.

Nor is a change of a percentage point in the long-term real interest rate unusual. The long-term real interest rate figure shows two measures of it. One is the Federal Reserve Bank of Cleveland’s estimate of the real rate expected over the next ten years, from a model fitted to Treasury yields, inflation, inflation swaps and surveys of expected inflation Haubrich et al., 2012. The other is the yield on ten-year inflation-indexed Treasury bonds (TIPS). The expected rate averaged 5.3 percent a year in the 1980s and 0.6 percent in the 2010s, and reached a low of −0.4 percent in August 2020. The TIPS yield rose by 3.5 percentage points in two years, from −1.07 percent in August 2021 to 2.41 percent in October 2023. Since 1982 the expected rate has moved by a percentage point or more within a year in 13 percent of months, and within two years in 24 percent. The notebook computes these numbers from FRED’s data; open it in Colab or Binder to run it without installing anything.

Two measures of the U.S. long-term real interest rate, monthly, in percent a year: the Federal Reserve Bank of Cleveland’s estimate of the real rate expected over the next ten years (FRED series REAINTRATREARAT10Y, from 1982), and the yield on ten-year inflation-indexed Treasury bonds (FRED series FII10, from 2003). Downloaded from FRED on 2026-10-20.

Figure 1:Two measures of the U.S. long-term real interest rate, monthly, in percent a year: the Federal Reserve Bank of Cleveland’s estimate of the real rate expected over the next ten years (FRED series REAINTRATREARAT10Y, from 1982), and the yield on ten-year inflation-indexed Treasury bonds (FRED series FII10, from 2003). Downloaded from FRED on 2026-10-20.

4.2How Does the Saving Rate Respond to Interest Rates?

The level of saving can be defined as total income minus total consumption:

st≈rat−1+pt−ct\sLevBF_{\tNow} \approx \rfree \aLevBF_{\tNow-1} + \pLevBF_{\tNow} - \cLevBF_{\tNow}

but substituting from (40) and (22),

ct≈pt(1−þg/(r−g))+(r−ρ−1(r−ϑ))bt\cLevBF_{t} \approx \pLevBF_{\tNow} \left(1 - \patwGro/(\rfree - \wGro)\right)+(\rfree-\CRRA^{-1}(\rfree-\DiscRate))\bLevBF_{\tNow}

this can be rewritten as

st≈rat−1+pt−pt(1−þg/(r−g))−(r−ρ−1(r−ϑ))Rat−1=rat−1+ptþg/(r−g)−(r−ρ−1(r−ϑ))Rat−1st≈rat−1+þg/(r−g)−(r−ρ−1(r−ϑ))Rat−1≈þg/(r−g)+ρ−1(r−ϑ)at−1\begin{aligned} \sLevBF_{\tNow} & \approx \rfree \aLevBF_{\tNow-1} + \pLevBF_{\tNow}- \pLevBF_{\tNow} \left(1 - \patwGro/(\rfree - \wGro)\right) - (\rfree-\CRRA^{-1}(\rfree-\DiscRate))\Rfree \aLevBF_{\tNow-1} \\ & = \rfree \aLevBF_{\tNow-1} + \pLevBF_{\tNow} \patwGro/(\rfree - \wGro)- (\rfree-\CRRA^{-1}(\rfree-\DiscRate))\Rfree\aLevBF_{\tNow-1} \\ \sRat_{\tNow} & \approx \rfree \aRat_{\tNow-1} + \patwGro/(\rfree - \wGro)- (\rfree-\CRRA^{-1}(\rfree-\DiscRate))\Rfree \aRat_{\tNow-1} \\ & \approx \patwGro/(\rfree - \wGro)+ \CRRA^{-1}(\rfree-\DiscRate)\aRat_{\tNow-1} \end{aligned}

(where the last approximations come from the assumptions that 1/G≈11/G \approx 1) and that r×(r−ρ−1(r−ϑ))\rfree \times (\rfree-\CRRA^{-1}(\rfree-\DiscRate)) is “small.” The saving rate (for which we use the letter ς\srate to distinguish it from s\sRat above) is the ratio of saving to total income (not just labor income):

ςt=(þg/(r−g)+ρ−1(r−ϑ)at−11+rat−1).\varsigma_{\tNow} = \left(\frac{\patwGro/(\rfree - \wGro)+ \CRRA^{-1}(\rfree-\DiscRate)\aRat_{\tNow-1}}{1+ \rfree \aRat_{\tNow-1}}\right).

The first thing to notice about this expression is that as at−1\aRat_{\tNow-1} approaches infinity, the saving rate asymptotes to

ςt≈(ρ−1(r−ϑ)r)\varsigma_{\tNow} \approx \left(\frac{\CRRA^{-1}(\rfree-\DiscRate)}{\rfree}\right)

and whether the saving rate is positive or negative depends on whether the consumer is absolutely impatient, absolutely poised, or absolutely patient.[6]

Finally, if we rewrite this as

ς≈ρ−1(1−ϑr−1)\varsigma \approx \CRRA^{-1} (1 - \timeRate \rfree^{-1})

then it is apparent that the response of the saving rate to the interest rate is

(dςdr)=ρ−1ϑr−2.\left(\frac{d \varsigma}{d \rfree}\right) = \CRRA^{-1}\timeRate \rfree^{-2}.

If we consider almost any plausible configuration of parameter values, say r=ϑ=0.05\rfree = \timeRate=0.05 and ρ=2\CRRA = 2, this translates to a very large response of the saving rate with respect to r\rfree (in the case of the parameter values mentioned above, (1/2)(20)=10(1/2)(20)=10).

5Appendix

5.1The Limiting Solution to the Perfect Foresight Model if the FHWC Fails

5.1.1When the RIC Holds

Consider first a circumstance in which the RIC holds (ÞR<1\PatR<1). In this case, the perfect foresight unconstrained model does not have a sensible solution because human wealth is infinite while the model implies that the optimal policy is to consume a positive proportion of human wealth. c(m)=∞ ∀ m\cFunc(\mRat)=\infty~\forall~\mRat is not a useful (or plausible!) solution.

5.1.2When the RIC Fails

The alternative case is when the RIC fails (ÞR>1\PatR>1). Here, the only way to make sense of the model is to think about the limit of the finite horizon model as the horizon extends to infinity. This is because behavior reflects a competition between two pathologies that characterize the infinite horizon solution: It exhibits a limiting MPC of zero out of total wealth, which includes human wealth, which approaches infinity. A limiting solution of c(m)=0×∞\cFunc(\mRat) = 0 \times \infty is even less useful than c(m)=∞\cFunc(\mRat) = \infty!

It turns out that the limiting solution is not ambiguous, however. The finite horizon solution implies that consumption out of human wealth when the end of life is nn periods in the future is

κnhn=((R−1G)n+1−1[R−1(Rβ)1/ρ]n+1−1)\MPC_{n} \hRat_{n} = \left(\frac{(\Rfree^{-1}{\WGro})^{{n}+1}-1}{[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]^{{n}+1}-1}\right)

whose limit is given by

lim⁡n↑∞κnhn=lim⁡n↑∞((R−1G)n+1[R−1(Rβ)1/ρ]n+1)=lim⁡n↑∞(1ÞG(n+1))=∞\begin{aligned} \lim_{{n} \uparrow \infty} \MPC_{n} \hRat_{n} & = \lim_{n \uparrow \infty} \left(\frac{(\Rfree^{-1}{\WGro})^{{n}+1}}{[\Rfree^{-1}(\Rfree\Discount)^{1/\CRRA}]^{{n}+1}}\right) \\ & = \lim_{n \uparrow \infty} \left(\frac{1}{\PatWGro^{(n+1)}}\right) \\ & = \infty \end{aligned}

since when the RIC fails and the FHWC also fails (G>R\WGro > \Rfree), both the numerator and the denominator diverge, so the limit is governed by the ratio of the dominant terms. That ratio is infinite as long as the growth patience factor satisfies ÞG<1\PatWGro < 1, in which case ÞGn+1\PatWGro^{n+1} approaches zero as n↑∞n \uparrow \infty. (In the case treated above, where the RIC holds rather than fails, ÞG<1\PatWGro<1 follows automatically, because Þ<R\Pat < \Rfree and R<G\Rfree < \WGro together imply the GIC Þ<G\Pat < \WGro.)

5.2Useful Analytical Results

Given the result from (8) that

ct+n=Þnctc_{t+n} = \Pat^{n} c_{t}

we can rewrite the value function as

vt=u(ct)+βu(ctÞ)+β2u(ctÞ2)+...=(1−ρ)−1(ct1−ρ+β(ctÞ)1−ρ+β2(ctÞ2)1−ρ+...)=(1−ρ)−1(ct1−ρ(1+βÞ1−ρ+(βÞ1−ρ)2+...))=u(ct)(1+βÞ1−ρ+(βÞ1−ρ)2+...)\begin{aligned} v_{\tNow} & = \uFunc(c_{t}) + \DiscFac \uFunc(c_{t}\Pat) + \DiscFac^{2} \uFunc(c_{t} \Pat^{2}) + ... \\ & = (1-\CRRA)^{-1}\left(c_{t}^{1-\CRRA} + \DiscFac (c_{t}\Pat)^{1-\CRRA} + \DiscFac^{2} (c_{t} \Pat^{2})^{1-\CRRA} + ...\right) \\ & = (1-\CRRA)^{-1}\left(c_{t}^{1-\CRRA}\left(1+\DiscFac \Pat^{1-\CRRA} + (\DiscFac \Pat^{1-\CRRA})^{2} + ... \right) \right) \\ & = \uFunc(c_{t})\left(1+\DiscFac \Pat^{1-\CRRA} + (\DiscFac \Pat^{1-\CRRA})^{2} + ... \right) \end{aligned}

but since βÞ1−ρ=ÞR\DiscFac \Pat^{1-\CRRA} = \PatR,[7] this reduces to

vt=u(ct)(1+ÞR+ÞR2+...+ÞRT−t)⏞≡Ctv_{t} = \uFunc(c_{t})\overbrace{(1+\PatR+\PatR^{2}+...+\PatR^{T-t})}^{\equiv \cPDVFunc_{t}}

where Ct\cPDVFunc_{t} is the discounted value of future consumption growth (that is, the discounted value of the ratio of future consumption to today’s consumption).

Carroll (n.d.) shows (in an appendix) that Ct=κt−1\cPDVFunc_{t} = \MPC_{t}^{-1}, which means that we can write value as

vt=u(ct)κt−1=((otκt)1−ρ1−ρ)κt−1=u(ot)κt−ρ\begin{aligned} v_{t} & = \uFunc(c_{t})\MPC^{-1}_{t} \\ & = \left(\frac{(\oRat_{t}\MPC_{t})^{1-\CRRA}}{1-\CRRA}\right)\MPC_{t}^{-1} \\ & = \uFunc(\oRat_{t})\MPC_{t}^{-\CRRA} \end{aligned}

5.3Additional Derivations

If consumption is simply a function of overall wealth bank balances ot\oRat_{t}, we can derive a convenient recursive formula for the inverse of the MPC:

u′(κtot)=Rβu′(κt+1ot(1−κt)R⏞ot+1)κtot=(Rβ)−1/ρκt+1ot(1−κt)RR−1(Rβ)1/ρ⏟ÞRκt=κt+1(1−κt)(ÞRκt)−1=κt+1−1(1−κt)−1(1−κt)κt−1=ÞRκt+1−1κt−1−1=ÞRκt+1−1κt−1=1+ÞRκt+1−1\begin{aligned} \uFunc^{\prime}(\MPC_{t} \oRat_{t}) & = \Rfree \DiscFac \uFunc^{\prime}(\MPC_{t+1}\overbrace{\oRat_{t}(1-\MPC_{t})\Rfree}^{\oRat_{t+1}}) \\ \MPC_{t} \oRat_{t} & = (\Rfree \DiscFac)^{-1/\CRRA} \MPC_{t+1}\oRat_{t}(1-\MPC_{t}) \Rfree \\ \underbrace{\Rfree^{-1} (\Rfree \DiscFac)^{1/\CRRA}}_{\PatR} \MPC_{t} & = \MPC_{t+1}(1-\MPC_{t}) \\ (\PatR \MPC_{t})^{-1} & = \MPC_{t+1}^{-1}(1-\MPC_{t})^{-1} \\ (1-\MPC_{t}) \MPC_{t}^{-1} & = \PatR \MPC_{t+1}^{-1} \\ \MPC_{t}^{-1}-1 & = \PatR \MPC_{t+1}^{-1} \\ \MPC_{t}^{-1} & = 1+\PatR \MPC_{t+1}^{-1} \end{aligned}

which implies that if the MPC in the last period TT is κT=1\MPC_{T}=1 then from any date t≤Tt \leq T we can write

κt−1=1+ÞR+ÞR2+...+ÞRT−t.\MPC_{t}^{-1} = 1 + \PatR + \PatR^{2} + ... + \PatR^{T-t}.

But the series on the RHS in (54) and (57) are identical! So κt−1=Ct\MPC^{-1}_{t} = \cPDVFunc_{t}, and we can equivalently write

vt=u(ct)κt−1.v_{t} = \uFunc(c_{t})\MPC^{-1}_{t}.

Now note that if we define a utility-inverse of the value function as Λ≡((1−ρ)v)1/(1−ρ)\vInv \equiv \left((1-\CRRA) \vFunc\right)^{1/(1-\CRRA)}, then consumption exceeds its minimum possible value at m‾\underline{\mRat} (where consumption exceeds c(m‾)=0\cFunc(\underline{\mRat})=0) by ct=κt(m−m‾)c_{t}=\MPC_{t}(\mRat-\underline{m}):

Λt(m)=κt(mt−m‾t)κt−1/(1−ρ)=(m−m‾)κ((1−ρ)/(1−ρ)−1/(1−ρ))=(m−m‾)κ−ρ/(1−ρ)\begin{aligned} \vInv_{t}(m) &= \MPC_{t}(\mRat_{t}-\underline{m}_{t}) \MPC_{t}^{-1/(1-\CRRA)} \\ & = (m - \underline{m})\MPC^{((1-\CRRA)/(1-\CRRA)-1/(1-\CRRA))} \\ & = (m - \underline{m})\MPC^{-\CRRA/(1-\CRRA)} \end{aligned}

which is linear, and makes it very easy to compute

vt(m)=u((m−m‾)κt−ρ/(1−ρ))\vFunc_{t}(\mRat) = \uFunc\left((m-\underline{m})\MPC_{t}^{-\CRRA/(1-\CRRA)}\right)
Footnotes
  1. Bellman’s equation relates vt\vFunc_{\tNow} and vt+1\vFunc_{\tNow+1} through the controls and the states, so it does not necessarily require writing out the budget constraint.

  2. InfSum is the immediate implication of FinSum as T→∞\TEnd \rightarrow \infty. that the present discounted value of consumption must match the PDV of total resources:

  3. The closed forms divide by zero in two cases, and the sums they come from give the answer. If the return patience factor ÞR=1\PatR=1, the inverse of the MPC as a sum gives κt=1/(T−t+1)\MPC_{t}=1/(\TEnd-\tNow+1). If G=R\WGro=\Rfree, every term of the human wealth sum is 1, so ht=T−t+1\hRat_{t}=\TEnd-\tNow+1 and ht=T−t\hEnd_{t}=\TEnd-\tNow.

  4. See Carroll (n.d.) for a discussion of the case where the conditions do not hold.

  5. Or, GIC-PF if we want to highlight that this is the condition for the perfect foresight model.

  6. In this partial equilibrium framework, we are assuming that the consumer’s wealth can go to infinity without any effect on the aggregate interest rate.

  7. βÞ1−ρ=β(Rβ)1−ρρ=β(Rβ)1/ρ−1=(Rβ)1/ρ/R=ÞR\begin{aligned} \DiscFac \Pat^{1-\CRRA} & = \DiscFac (\Rfree \DiscFac)^{\frac{1-\CRRA}{\CRRA}} \\ & = \DiscFac (\Rfree \DiscFac)^{1/\CRRA-1} \\ & = (\Rfree \DiscFac)^{1/\CRRA} / \Rfree \\ & = \PatR \end{aligned}
References
  1. Carroll, C. D. (Forthcoming). Theoretical Foundations of Buffer Stock Saving. Quantitative Economics. 10.5281/zenodo.4088917
  2. Summers, L. H. (1981). Capital Taxation and Accumulation in a Life Cycle Growth Model. American Economic Review, 71(4), 533–544.
  3. Haubrich, J., Pennacchi, G., & Ritchken, P. (2012). Inflation Expectations, Real Rates, and Risk Premia: Evidence from Inflation Swaps. Review of Financial Studies, 25(5), 1588–1629. 10.1093/rfs/hhs003