February 20, 2012, Christopher D. Carroll qModel
This handout presents a discrete-time version of the Abel (1981)-Hayashi (1982)
marginal
model of investment.
To simplify the algebra, we assume that a unit of investment purchased in
period
does not become productive until
, so that the cost at
reflects the present discounted value of the period-
price of
capital.1
Adjustment costs are priced the same
way.2
3
4

The
model assumes that firms maximize the net profits payable to
shareholders, definable as the present discounted value of after-tax revenues
after subtracting off costs of investment. Formally,
![[ ]
∑∞
et(kt) = max Et βn ( πt+n - ξt+n) . (1 )
{i}∞t
n=0](qModel15x.png)
Next period’s capital is what remains of this period’s capital after depreciation, plus current investment,5

If capital markets are efficient,
will also be the stock market value
of the profit-maximizing firm because it is precisely the amount that a
rational investor will be willing to pay if the investor cares only about
discounted after-tax income derived from owning the firm.
In fact, we can simplify the analysis by thinking about the firm’s
shareholders as the suppliers of physical capital, not just financial
capital. In this interpretation,
represents not just the size of the
physical machinery owned by the firm, but also the number of shares
of stock outstanding in the firm. We can think of the firm in this
way if we suppose that every time the firm purchases new physical
capital, it does so by issuing the necessary number of shares at a price
equal to the marginal valuation of the firm’s capital stock, purchasing
the unit of capital at the price given by the after-tax cost of that
capital.6
The Bellman equation for the firm’s value can be derived from
which is equivalent to and defining
as the derivative of adjustment costs with respect to the level of
investment,7
the first order condition for optimization with respect to
(or,
equivalently,
) is
So the PDV of the marginal cost (after tax, including adjustment costs) of an additional unit of investment should match the discounted expected marginal value of the resulting extra capital.
Recalling that
, the Envelope theorem for this problem can be
used on either (4) or (5):
![ek (k ) = τfk(k ) - jkP β + ℸ β E [ek (k )] (7 )
t t / t t t+1 t t+1 t+1
ek (kt) = /τfk(kt ) + ((1 + ji)ℸ - jk)Pt+1 β (8 )
t t t](qModel29x.png)
so that (6) can be rewritten as the Euler
equation for investment, It
will be useful to define the net investment ratio as the Greek letter
(the
absence of a dot distinguishes
from the level of investment
),
which reflects the proportion by which investment differs from the proportion
necessary to maintain the capital stock unchanged. It has derivatives
We now specify a convex (quadratic) adjustment cost function as

To begin interpreting this equation, consider first the case where the costs
of adjustment are zero,
. In this case
and the Euler
equation reduces to
![Pt+1 = Et[/τ fk(kt+1 ) + ℸPt+2 β]. (26 )](qModel43x.png)
Simplifying further, suppose that capital prices are constant at
and the ITC is unchanging so that the after-tax price of
capital is constant at
. Then since
, the equation
becomes
kSS ==>
This says that the cost of buying one unit of capital,
, is equal to the
opportunity cost in lost interest plus the value lost to depreciation,
, which must match the (after-tax) payoff from ownership of that
capital. This corresponds exactly to the formula for the equilibrium
cost of capital in the HallJorgenson model: In the presence of an
investment tax credit at rate
, the after-tax price of capital is
,
and the firm will adjust its holdings of capital to the point where

Now define
as the marginal value to the firm of ownership of one
more unit of capital at the beginning of period
; using this definition the
envelope condition can be written
. (33) can be rearranged as
This equation can best be understood as an arbitrage equation
for the share price of the company if capital markets are
efficient.8
The first term on the RHS
is the flow of income that would be
obtained from putting the value of an extra unit of capital in the bank.
The term in brackets
is the flow value of having an extra unit of
capital inside the firm: Extra after-tax revenues are measured by
the first term, the second term accounts for the effect of the extra
capital on costs of adjustment, and the final term reflects the cost
to the firm of the extra depreciation that results from having more
capital.
Think first about the
case, in which the firm’s value, share
price, and size will be unchanging because the marginal value of capital
inside the firm is equal to the opportunity cost of employing that capital
outside the firm (leaving it in the bank). If these two options yield equivalent
returns, it is because the firm is already the ‘right’ size and should be neither
growing nor shrinking.
Now consider the case where
, because
![[ ]
rλ < /τ fk(k ) - P βjk - δλ . (35 )
t t t+1 t t](qModel62x.png)
This says that an extra unit of capital is more valuable inside the firm than
outside it, which means that 1)
is above its steady-state value; 2) the
firm will have positive net investment; and 3) the firm’s share value will be
falling over time (because the level of its share value today is high, reflecting
the fact that the high marginal valuation of the firm’s future investment has
already been incorporated into
). (The case with rising share prices is
symmetric.)
Now define ‘marginal
’ as the value of an additional unit of capital
inside the firm divided by the after-tax purchase price of an additional unit
of capital,
The investment first order condition (6) implies


, investment takes place at a rate exactly
equal to the depreciation rate (
)
is monotonically increasing in
(
)
is related to
depends on the
magnitude of adjustment costs (
)

The capital accumulation equation can be rewritten as

To construct a phase diagram involving
, we need to transform our
equation (33) for the dynamics of
into an equation for the dynamics of
. As a preliminary, define the proportional change in the after-tax price of
capital as

Recalling that
, dividing both sides of (33) by
yields
Now assuming that
,
,
, and
are all ‘small’ so that
their interactions are approximately 0, we have
![[ ]
EΔ ϙ ≈ (r + δ - ∇P )ϙ - [/τfk (k )∕P - jk β]. (45 )
t t+1 t+1 t t t t](qModel91x.png)
Simplifying further, if the ITC is unchanging, and the pretax price of
capital is unchanging at
, and
, (45) becomes

Figure 1 presents two versions of the phase diagram, one for
and
and
one for
and
.
For most purposes,
diagram is simpler, because our facts about the
function imply that the
locus is always a horizontal
line at
. This is because
always corresponds to the
circumstance in which the value of a unit of capital inside the firm,
, matches the after-tax cost of a unit of capital,
, so
is
the only value of
at which the firm does not wish to change size
(
).
The slope of the
locus is easiest to think about near
the steady state value of
where we can approximate
.
Pick a point on the
locus. Now consider a value of
that is slightly larger. From (46), at the initial value of
we
would have
. Thus, the value of
corresponding
to
must be one that balances the higher
by a
higher value of
, which is to say a lower value of
. This means
that higher
will be associated with lower
so that the locus is
downward-sloping.
For appropriate choices of parameter values the problem satisfies the usual conditions for saddle point stability and will therefore have a saddle path solution, as depicted in the diagram.
The
diagram is virtually indistinguishable from the
diagram; the
only difference is that the
locus is located at the point
(i.e. the marginal value of investment is equal to the price of a unit of
investment). The distinction between the diagrams reflects the fact that an
increase in the investment tax credit will result in a rise in the steady-state
value of
which implies a fall in the pretax marginal product of
capital.
The key to understanding the model’s dynamics is understanding the steady state toward which it is heading, then understanding how it gets there.
The key to the steady state, in turn, is that the capital stock will
eventually be able to reach a point where
.
Suppose that the production function for the firm suddenly, permanently,
and unexpectedly improves; specifically, leading up to period
the firm was
in steady state, but in periods
and beyond the production
function will be
for some
where
and
indicate the production functions before and after the increase in
productivity.
Note first that none of the tax terms has changed, and in the long run
there is nothing to prevent the firm from adjusting its capital stock to the
point consistent with the new level of productivity and then leaving it fixed
there so that
. Thus (46) implies that at the new steady state
we will have
which implies
,
since the steady state value of
never changes:
. That
is, with higher productivity, the equilibrium capital stock is larger,
but the equilibrium tax adjusted marginal product of capital is the
same.
Obviously in order to get from an initial capital stock of
to a larger
equilibrium capital stock of
the firm will need to engage in investment in
excess of the depreciation rate, incurring costs of adjustment. In the absence
of a change in the environment, expected costs of adjustment will
always be declining toward zero, because the firm’s capital stock will
always be moving toward its equilibrium value in which those costs are
zero.
So we can tell the story as follows. Suppose that leading up to period
the firm was in its steady-state. When the productivity shock occurs,
jumps up.
had been zero (because the firm was at steady state), but now
the firm wishes it had more capital because extra capital would reduce the
magnitude of future adjustment costs (the firm knows that its old
steady-state capital stock is now too small, so it will have to be engaging
in
for a while), so
becomes negative (that is, the firm
knows that having more capital will reduce the adjustment costs
associated with the higher investment that it will be undertaking).
The combination
therefore becomes a larger positive
number, so at the initial level of
the RHS of (46) would imply
less than zero, so the new
locus must be higher
(because the equilibrating value of
is higher for any
). The
saddle path is therefore also higher. So
, and therefore
, jump
up instantly when the new higher level of productivity is revealed,
corresponding also to an immediate increase in the firm’s share price (the
marginal valuation of an additional unit of capital), since
has not
changed.
The phase diagrams with the saddle paths before and after the productivity increase together with the impulse response functions are plotted in figure 2.
Again starting from the steady state equilibrium, suppose
unexpectedly
and permanently decreases, which could happen because of a cut in
corporate taxes or an increase in the ITC. (46) implies that in steady state

Dynamically, the story is as follows. (46) implies that following the tax
change the
locus must be higher because at any given
the
term is a larger negative number, while at the initial
the
term is also now negative; so the
locus shifts
up.
In contrast to the case with a productivity shock, the equilibrium marginal product of capital will be lower than before. Arbitrage equalizes the after-tax marginal product of capital with the interest rate, but with a lower tax rate, that equilibration will occur at a higher level of capital.
Notice that the qualitative story is the same whether the change in
is
due to a permanent reduction in the corporate tax rate (increase in
) or a
permanent increase in the investment tax credit (reduction in
). In either
case,
and investment jump upward at time
and then gradually decline
back downward (though the equilibrium level of investment is higher than
before the change).
There is, however, one interesting distinction between a decrease in
due
to a reduction in corporate taxes and a decrease caused by an increase in
.
Since
, an increase in
reduces
and therefore reduces the
equilibrium value of
, while a change in
has no effect on equilibrium
. This reflects a subtle distinction.
is the after-tax marginal value of
extra capital, and the equilibrium in this model will occur at the point where
that marginal value is equal to the marginal cost. Changing
changes that
marginal cost, so it changes the equilibrium after-tax marginal value.
Changing
does not change the marginal cost of capital, so the
equilibrium after-tax marginal value of capital is unchanged. The
marginal product of capital is lower after a tax cut (equilibrium
is smaller), but that is exactly counterbalanced by the larger value
of
so that
is unchanged in the long run by the change in
.
The phase diagrams with the saddle paths before and after the corporate
tax reduction and the ITC increase, together with the impulse response
functions, are respectively plotted in figures 3 and 4. Note that the
saddle
path actually jumps downward after the ITC increase. This is not
an error; rather, recall that
reflects marginal value of a unit of
capital inside the firm, and recall that the price of purchasing that
capital has gone down. So, for a shareholder, the investment tax credit
means that you can obtain ownership of a share of the firm’s capital
by buying the capital at the ITC-discounted price then giving the
capital to the firm. Thus, the ITC has the effect of increasing the
absolute value of a dollar of money relative to the value of a unit
of capital. So in this special case, you should think of the ITC as
something that provides a discount to purchasing shares or capital
.
While the new saddle path for
is lower than the old one, that does
not reflect the adjustment for the fact that the new capital is being
purchased at a cheaper price. The dynamics of
, in this case, are more
intuitive than those of
:
unambiguously increases, reflecting the
fact that the value of capital to the firm exceeds its new (cheaper)
cost.
In sum: In terms of effects on capital, the outcome from a corporate tax
cut and an ITC tax cut are similar, but the analytics of
are different,
because the former affects the after-tax interest rate while the latter affects
the after-tax cost of capital.
Now consider a circumstance where the firm knows that at some date in the
future,
, the level of productivity will increase so that
for
.
The long run steady state is of course the same as in the example where the increase in productivity is immediately effective.
To determine the short run dynamics, notice several things. First, there
can be no anticipated big jumps in the share price of the firm (the marginal
productivity of capital inside the firm). Thus, if the productivity jump occurs
in period
and the time periods are short enough, we must have
![Et+n - 1[λt+n - λt+n - 1] ≈ 0. (50 )](qModel198x.png)
But because the equilibrium capital stock is larger, we know that
and will stay negative thereafter (asymptoting to zero from
below). This reflects the fact that if you know you will need higher
capital in the future, the most efficient way to minimize the cost
of obtaining that capital is to gradually start building some of it
even before you need it, rather than trying to do it all at once. Note
further that before period
the model behaves according to the
equations of motion defined by the problem under the
parameter
values,9
while at
and after it behaves according to the new
equations of
motion.
Putting all this together, the story is as follows. Upon announcement of the
productivity increase,
jumps to the level such that, evolving exactly
according to its
equations of motion, it will arrive in period
at a
point exactly on the saddle path of the model corresponding to the
equations of motion. Thereafter it will evolve toward the steady
state, which will be at a higher level of capital than before,
,
because the greater productivity justifies a higher equilibrium capital
stock.
Thus,
jumps up at time
, evolves to the northeast until time
,
and thereafter asymptotes downward toward the same equilibrium
value it had originally before the productivity change. Since
has
not changed, the dynamics of
and
are the same as those of
.
Consider now the consequences if a tax cut is passed at date
that will
become effective at date
.
Inspection of (46) might suggest that the effects of a future tax cut would
be identical to the effects of a future increase in
, since the terms enter
multiplicatively via
. And indeed, with respect to the dynamics of
the two experiments are basically the same. And of course the steady-state
value of
is always equal to one.
During the transition, however,
has interesting dynamics. From periods
to
, taxes and the after-tax marginal product of capital do not
change, and so the dynamics of
are basically the same as those of
But
between
and
,
cannot jump but
does jump,
which implies that
must jump (so there is a predictable change in
).
Dynamics of investment are determined by dynamics of
, so the path of
is: At
, a discrete jump up; between
and
, a gently rising
path; between
and
, an upward jump; and after
,
a path that asymptotes downward toward the steady state level of
investment.
The steady-state effects on
are of course determined by the
same considerations as apply to the unanticipated tax cut, so they
depend on whether the tax change is a drop in
or an increase in
.
ABEL, ANDREW B. (1981): “A Dynamic Model of Investment and Capacity Utilization,” Quarterly Journal of Economics, 96(3), 379–403.
HAYASHI, FUMIO (1982): “Tobin’s Marginal Q and Average Q: A Neoclassical Interpretation,” Econometrica, 50(1), 213–224, Available at http://ideas.repec.org/p/nwu/cmsems/457.html.
HOUSE, CHRISTOPHER L., AND MATTHEW D. SHAPIRO (2008): “Temporary Investment Tax Inventives: Theory with Evidence from Bonus Depreciation,” American Economic Review, 98(3), 737–768.