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Published Classic [Review of Economic Studies] doi:10.2307/2295827 Vol. 32, No. 3, pp. 233-240

Optimum Growth in an Aggregative Model of Capital Accumulation

David Cass — Yale University

📄 Summarized from the full manuscript · Human-reviewed for faithfulness before publication

In brief

If a country's planners could choose how much to save at every point in time, forever, what saving policy would be best? This 1965 paper combines an older idea about optimal saving with the modern growth model of the day to show that there is exactly one best path for capital and consumption per person, and that this path always settles down to a particular steady state, approached faster the poorer or richer the economy starts. The result gave later growth theory its standard benchmark for "how much saving is optimal," used ever since to judge whether real economies save too much or too little.

What this paper finds — and why it matters

David Cass’s 1965 paper elaborates Frank Ramsey’s 1928 optimum-saving problem inside Robert Solow’s aggregative growth model, showing that maximizing the discounted stream of utility from per-capita consumption yields a unique optimum growth path that converges to a “quasi-stationary” balanced path determined by the economy’s effective social discount rate. The setup is a centralized, closed one-sector economy in which output per worker y=f(k) satisfies standard neoclassical conditions (positive but diminishing marginal product, with the marginal product going to infinity as capital per worker k goes to zero and to zero as k grows without bound), population and the labor force grow exogenously at rate n, and a central planning board allocates output between per-capita consumption c and gross investment z, with capital per worker evolving as k-dot = z - (n+depreciation)k. Social welfare is the integral of a concave, time-invariant utility index of per-capita consumption U(c), weighted by population and discounted at a constant rate p that is required to exceed the population growth rate n, so the effective discount rate on per-capita welfare is a = p - n > 0. Applying Pontryagin’s Maximum Principle, Cass derives necessary and (given the concavity assumptions) sufficient conditions for an optimum path involving a continuous “imputed price” of capital q(t): the price evolves so that its own rate of return, adjusted for depreciation, equals the marginal product of capital net of the effective discount rate, subject to a transversality condition that the discounted imputed price vanishes as time recedes to infinity, and current output is allocated to maximize the imputed value of net national product at every instant. Ignoring the historically given initial capital stock, there is a unique “quasi-stationary” path (c*, z*, k*) at which the imputed price is constant, characterized by setting the marginal product of capital equal to the effective discount rate plus population growth and depreciation; this path is independent of the specific shape of the utility function, depending only on the effective social discount rate, and as that discount rate is sent to zero the quasi-stationary path converges to the “golden rule” path previously identified by Phelps (1961). Linearizing the dynamic system around this point, Cass shows the two characteristic roots are real and of opposite sign, so the quasi-stationary point is a saddle point; examining the phase diagram in the capital/imputed-price plane, he shows the stable saddle-path is exactly the unique optimum growth path for any historically given initial capital-labor ratio, with capital and consumption per head both monotonically increasing if the initial capital-labor ratio is below its quasi-stationary value, and both monotonically decreasing if it starts above. A further result, established without additional assumptions on the shapes of the utility and production functions, is that the behavior of the optimum gross saving rate along the way to the steady state is in general ambiguous – it need not move monotonically even though capital and consumption per head do – though for the Cobb-Douglas/constant-relative-risk-aversion special case the saving rate can rise, fall, or stay constant depending on parameter values. In the limiting case where the discount rate is sent to zero, Cass shows – extending a result Tjalling Koopmans had proved rigorously at essentially the same time – that the limiting optimum path is the one that maximizes the discounted-free integral of the excess of actual utility over golden-rule utility, connecting the paper’s framework back to Ramsey’s original Bliss-based formulation with golden-rule welfare playing the role Ramsey’s Bliss played.

Summary of a classic paper, AI-assisted and human-reviewed. See the linked original for the authoritative claims and full conditions.


Questions & answers

Q1. What problem is the paper elaborating, and on what two earlier papers does it explicitly build?

Cass states plainly in the opening line that “this paper elaborates the problem of optimum saving first discussed by Frank Ramsey in 1928,” set inside “a centralized, closed economy… assumed to be adequately described by the aggregative model first closely analyzed by Solow [1956]” (Section 1, p. 233). The paper’s contribution is to marry Ramsey’s calculus-of-variations approach to optimum saving with the modern one-sector neoclassical growth model, using a general concave utility index rather than Ramsey’s original bliss-based welfare criterion, and to characterize the resulting optimum path’s qualitative properties and its relationship to the “golden rule” growth path.

Q2. What are the basic technological and demographic assumptions of the model (Section 2)?

A single output y(t)=f(k(t)) is produced from capital and labor under constant returns, with positive but diminishing marginal product of capital (f’(k)>0, f’’(k)<0), and Inada-type boundary conditions: the marginal product of capital goes to infinity as k approaches zero and to zero as k grows without bound (equations 1-3, p. 233). The labor force and population both grow exogenously at rate n, and the central planning board can compel full employment of labor. Output is allocated between current per-capita consumption c(t) and gross investment z(t) (c(t)+z(t)=y(t)), and capital per worker evolves as k-dot = z - lambda*k, where lambda = n + delta bundles population growth and a fixed depreciation rate delta (equations 4-5, p. 233-234).

Q3. How is “social welfare” defined, and what is the significance of requiring the discount rate to exceed the population growth rate?

Welfare at each instant is a concave utility index of per-capita consumption U(c(t)), weighted by the current population, with positive but diminishing marginal utility (U’(c)>0, U’’(c)<0) and a boundary condition that the marginal utility of consumption goes to infinity as consumption goes to zero – ruling out any optimal path with zero per-capita consumption (equations 6-7, p. 234). Future welfare is discounted at a constant rate p, required to satisfy p > n, “the politically pragmatic view that its planning obligation is stronger to present and near future generations than to far removed future generations”; total social welfare is then the integral of U(c(t)) discounted at the effective rate a = p - n > 0 applied to per-capita utility (equation 8, p. 234). Cass is explicit that this positive effective discount rate “glosses over a difficult problem, the proper weighting of future generations in the concept of social welfare… when the population is growing” (Section 8, p. 239) – a limitation he flags rather than resolves.

Q4. What are the necessary (and, here, sufficient) conditions for an optimum growth path?

**Applying Pontryagin’s Maximum Principle to the Hamiltonian formed with an imputed price of capital q(t), Cass derives that the imputed price must evolve according to q-dot = (a+lambda)q - U’(f(k))f’(k) [the analogue of “perfect foresight with respect to the marginal, imputed value product of capital”], subject to the transversality condition that the discounted imputed price vanishes as time goes to infinity, while current allocation at every instant must satisfy -U’(c)+q <= 0, with equality whenever investment is positive (equations 10-12, p. 234-235). Because the utility and production functions are both concave (diminishing marginal utility, diminishing marginal product of capital), these necessary conditions are also sufficient, and Cass sketches a proof using a standard concavity/comparison argument that shows any path satisfying them dominates every other feasible path in total discounted welfare, with strict dominance whenever the paths ever diverge (Section 4, p. 235). The proof requires establishing that the capital-labor ratio on any feasible path is bounded above by max(k(0), k-bar), where k-bar is the maximal sustainable capital-labor ratio if all output were invested (p. 235-236).

Q5. What is the “quasi-stationary” optimum path, and what determines it?

Ignoring the historically given initial capital stock, there is a unique balanced path (c, z, k*) with a constant imputed price q*, defined by setting the marginal product of capital equal to the effective discount rate plus population growth and depreciation: f’(k*) = a + lambda** (equations 14-17, Section 5, p. 236). This quasi-stationary path is independent of the specific form of the utility index – it depends only on the underlying production structure and the effective social discount rate a (p. 236). As a is sent to zero, the quasi-stationary condition converges to f’(k) = lambda, which Cass identifies as exactly the “golden rule” path discussed by Phelps (1961) – the level of capital accumulation that maximizes sustainable per-capita consumption in steady state (equations 14’-17’, p. 236).

Q6. Why is the quasi-stationary path a “saddle point,” and what does that imply about the actual optimum path from an arbitrary starting capital stock?

Linearizing the pair of differential equations for capital and the imputed price around the quasi-stationary point (k, q), Cass shows the resulting characteristic roots are real and of opposite sign (equation “a plus/minus the square root of a^2 + 4f’’(k)q/…” on p. 236) – the defining feature of a saddle point.** Examining the phase diagram in the (k,q) plane, he shows the stable branches of this saddle – the only trajectories consistent with the transversality condition – constitute the unique optimum growth path for any historically given initial capital-labor ratio k(0): “an initial imputed price of investment goods q(0) can be chosen in such a way that the path… asymptotically approaches the quasi-stationary path… this path is the unique optimum path” (Theorem, Section 5, p. 238). On this path, capital and consumption per capita are both strictly increasing throughout if the economy starts capital-poor (k(0) < k), and both strictly decreasing throughout if it starts capital-rich (k(0) > k)** (p. 238).

Q7. Does the model pin down how the optimum saving rate itself behaves over time as the economy converges to the steady state?

No – Cass shows this is genuinely ambiguous without further restrictions on the shapes of U(.) and f(.). Differentiating the gross saving rate s=z/y along the optimum path yields an expression (equation 25) in which two terms of opposite sign appear inside the braces, so “unless their relative values are known, the sign of s-dot is indeterminate” (Section 6, p. 238). Cass draws out the substantive implication: “even though a relatively capital-poor economy will pursue optimum growth by steadily increasing its capital-labor ratio, it may accomplish this by saving relatively more in the future than in the present” – i.e., capital and consumption per head moving monotonically toward the steady state does not imply the saving rate itself moves monotonically. For the Cobb-Douglas production function combined with a constant-elasticity-of-marginal-utility utility function, Cass reports (via a change of variables into a k-s dynamical system) that the optimal saving rate may rise steadily, remain constant, or fall steadily, depending on the specific parameter values chosen (p. 238, fn. 1).

Q8. What happens in the limiting case where the effective discount rate goes to zero, and how does this connect back to Ramsey’s original Bliss criterion?

With a=0, the limiting optimum path still coincides with the stable branches of a saddle point – now centered on the golden-rule path (c-bar, z-bar, k-bar) rather than the general quasi-stationary path (Section 7, p. 238). Cass shows that on this limiting path the imputed value of net national product per capita is constant and equal to golden-rule individual welfare U(c-bar), and manipulating this relationship recovers “the Keynes-Ramsey rule with bliss replaced by golden rule individual welfare” (equation 28, p. 239) – directly paralleling Ramsey’s 1928 result but with the golden-rule consumption level substituting for Ramsey’s original notion of Bliss. Cass then sketches a proof, crediting the fully rigorous version to Tjalling Koopmans (working independently at essentially the same time), that this limiting optimum path is precisely the one that maximizes the (otherwise divergent) integral of the excess of actual utility over golden-rule utility, U(c) minus U(c-bar), integrated over all time (equation 29 and Section 7, pp. 238-239).

Q9. How does Cass situate his results relative to contemporaries working on similar problems, and what does he flag as remaining open?

Cass notes his central results are “very similar to those of Srinivasan [1964] and Uzawa [1964],” but argues his contribution has “intrinsic merit” specifically because those papers assumed utility was simply consumption per capita, whereas Cass’s model allows a general concave utility index – introducing a genuinely diminishing marginal rate of substitution between different generations’ welfare (Section 8, p. 239). He explicitly flags three limitations as noteworthy rather than resolved: the ambiguous behavior of the optimum saving rate even in this “extremely simplified economy”; the fact that Ramsey’s “somewhat artificial” foreseeable Bliss level, though eschewed in the main model, “reappears in a different guise when we attempt to interpret the limiting optimum path”; and that the paper’s own positive effective social discount rate is “also somewhat artificial” and “glosses over a difficult problem, the proper weighting of future generations… when the population is growing,” which Cass explicitly calls “a worthwhile area for further study” (Section 8, p. 239).

Key terms in this paper

Definitions below follow the paper's own usage.

The quasi-stationary optimum path
the balanced growth path (c*, z*, k*) toward which the unique optimum path asymptotically converges, defined by setting the imputed price's rate of change to zero, which requires the marginal product of capital f'(k*) to equal the effective social discount rate plus the rate of population growth and depreciation (a + lambda); independent of the specific form of the utility index, it depends only on the effective social discount rate.
The effective social discount rate
the discount rate applied to future per-capita utility net of population growth, denoted a = p - n, where p is the pure rate of time preference (required to be strictly greater than the population growth rate n) and n is population growth; this is the single parameter that pins down the quasi-stationary path, independent of the utility function's shape.
The golden rule path
the balanced growth path at which the marginal product of capital equals exactly the rate of population growth plus depreciation (the limiting case of the quasi-stationary path as the effective social discount rate goes to zero), previously identified by Phelps (1961); Cass shows the limiting optimum path, as the discount rate goes to zero, maximizes the excess of actual utility over golden-rule utility rather than undiscounted total utility itself.
Saddle-point stability of the optimum path
the property, proved from the second-order conditions on the utility and production functions, that the linearized system around the quasi-stationary point (k*, q*) has two real characteristic roots of opposite sign, so that the unique convergent (stable) trajectories form a saddle-path; the optimum growth path is shown to be exactly this stable branch, approached from any historically given initial capital-labor ratio.
Ambiguity of the optimum saving rate's time path
Cass's finding that, without further restrictions on the shapes of the utility and production functions, the optimum path's saving rate need not move monotonically toward its long-run limit -- it "may increase (decrease) steadily or increase (decrease) and then decrease (increase)" even while capital per head moves monotonically toward the steady state, as illustrated by the Cobb-Douglas/constant-elasticity-of-marginal-utility case where the saving rate can rise, stay constant, or fall depending on parameter values.
How this summary was made. Bibliographic fields are pulled from Crossref and OpenAlex and are not model-generated. The summary was drafted from the open-access manuscript , checked by a claim-grounding and calibration review pass, and approved before publishing. Found an error or a misrepresentation? Flag it here — corrections are welcome, especially from the authors.