Ramsey–Cass–Koopmans Model
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The Ramsey–Cass–Koopmans model, or Ramsey growth model, is a neoclassical model of
economic growth Economic growth can be defined as the increase or improvement in the inflation-adjusted market value of the goods and services produced by an economy in a financial year. Statisticians conventionally measure such growth as the percent rate of ...
based primarily on the work of
Frank P. Ramsey Frank Plumpton Ramsey (; 22 February 1903 – 19 January 1930) was a British philosopher, mathematician, and economist who made major contributions to all three fields before his death at the age of 26. He was a close friend of Ludwig Wittgenste ...
, with significant extensions by
David Cass David Cass (January 19, 1937 – April 15, 2008) was a professor of economics at the University of Pennsylvania, mostly known for his contributions to general equilibrium theory. His most famous work was on the Ramsey–Cass–Koopmans model of ...
and
Tjalling Koopmans Tjalling Charles Koopmans (August 28, 1910 – February 26, 1985) was a Dutch-American mathematician and economist. He was the joint winner with Leonid Kantorovich of the 1975 Nobel Memorial Prize in Economic Sciences for his work on the theory ...
. The Ramsey–Cass–Koopmans model differs from the
Solow–Swan model The Solow–Swan model or exogenous growth model is an economic model of long-run economic growth. It attempts to explain long-run economic growth by looking at capital accumulation, labor or population growth, and increases in productivity largel ...
in that the choice of
consumption Consumption may refer to: *Resource consumption *Tuberculosis, an infectious disease, historically * Consumption (ecology), receipt of energy by consuming other organisms * Consumption (economics), the purchasing of newly produced goods for curren ...
is explicitly microfounded at a point in time and so endogenizes the
savings rate Saving is income not spent, or deferred consumption. Methods of saving include putting money aside in, for example, a deposit account, a pension account, an investment fund, or as cash. Saving also involves reducing expenditures, such as recur ...
. As a result, unlike in the Solow–Swan model, the saving rate may not be constant along the transition to the long run
steady state In systems theory, a system or a Process theory, process is in a steady state if the variables (called state variables) which define the behavior of the system or the process are unchanging in time. In continuous time, this means that for those p ...
. Another implication of the model is that the outcome is
Pareto optimal Pareto efficiency or Pareto optimality is a situation where no action or allocation is available that makes one individual better off without making another worse off. The concept is named after Vilfredo Pareto (1848–1923), Italian civil engin ...
or
Pareto efficient Pareto efficiency or Pareto optimality is a situation where no action or allocation is available that makes one individual better off without making another worse off. The concept is named after Vilfredo Pareto (1848–1923), Italian civil engin ...
.This result is due not just to the endogeneity of the saving rate but also because of the infinite nature of the planning horizon of the agents in the model; it does not hold in other models with endogenous saving rates but more complex intergenerational dynamics, for example, in Samuelson's or
Diamond's Diamond's was a department store chain headquartered in Phoenix, Arizona. Originally named The Boston Store, it was founded in 1897 by Nathan and Issac Diamond, Jewish immigrants who had earlier begun a dry-goods mercantile in El Paso, it was rena ...
overlapping generations model The overlapping generations (OLG) model is one of the dominating frameworks of analysis in the study of macroeconomic dynamics and economic growth. In contrast, to the   Ramsey–Cass–Koopmans neoclassical growth model in which individuals are ...
s.
Originally Ramsey set out the model as a
social planner In welfare economics, a social planner is a hypothetical decision-maker who attempts to maximize some notion of social welfare. The planner is a fictional entity who chooses allocations for every agent in the economy—for example, levels of consu ...
's problem of maximizing levels of consumption over successive generations. Only later was a model adopted by Cass and Koopmans as a description of a decentralized dynamic economy with a
representative agent Economists use the term representative agent to refer to the typical decision-maker of a certain type (for example, the typical consumer, or the typical firm). More technically, an economic model is said to have a representative agent if all agen ...
. The Ramsey–Cass–Koopmans model aims only at explaining long-run economic growth rather than business cycle fluctuations, and does not include any sources of disturbances like market imperfections, heterogeneity among households, or exogenous shocks. Subsequent researchers therefore extended the model, allowing for government-purchases shocks, variations in employment, and other sources of disturbances, which is known as
real business cycle theory Real business-cycle theory (RBC theory) is a class of new classical macroeconomics models in which business-cycle fluctuations are accounted for by real (in contrast to nominal) shocks. Unlike other leading theories of the business cycle, RBC the ...
.


Mathematical description


Model setup

In the usual setup, time is continuous starting, for simplicity, at t=0 and continuing forever. By assumption, the only productive factors are capital K and labour L, both required to be nonnegative. The labour force, which makes up the entire population, is assumed to grow at a constant rate n, i.e. \dot = \tfrac = n, implying that L = L_ e^ with initial level L_ > 0 at t = 0. Finally, let Y denote aggregate production, and C denote aggregate consumption. The variables that the Ramsey–Cass–Koopmans model ultimately aims to describe are c = \frac CL, the ''
per capita ''Per capita'' is a Latin phrase literally meaning "by heads" or "for each head", and idiomatically used to mean "per person". The term is used in a wide variety of social sciences and statistical research contexts, including government statistic ...
'' (or more accurately, ''per labour'') consumption, as well as k = \frac KL, the so-called
capital intensity Capital intensity is the amount of fixed or real capital present in relation to other factors of production, especially labor. At the level of either a production process or the aggregate economy, it may be estimated by the capital to labor ratio, ...
. It does so by first connecting capital accumulation, written \dot = \tfrac in
Newton's notation In differential calculus, there is no single uniform notation for differentiation. Instead, various notations for the derivative of a function or variable have been proposed by various mathematicians. The usefulness of each notation varies with ...
, with consumption C, describing a consumption-investment trade-off. More specifically, since the existing capital stock decays by depreciation rate \delta (assumed to be constant), it requires
investment Investment is the dedication of money to purchase of an asset to attain an increase in value over a period of time. Investment requires a sacrifice of some present asset, such as time, money, or effort. In finance, the purpose of investing i ...
of current-period production output Y. Thus, \dot K = Y - \delta K - cL The relationship between the productive factors and aggregate output is described by the
aggregate production function In economics, a production function gives the technological relation between quantities of physical inputs and quantities of output of goods. The production function is one of the key concepts of mainstream neoclassical theories, used to define ...
, Y = F(K, L). A common choice is the
Cobb–Douglas production function In economics and econometrics, the Cobb–Douglas production function is a particular functional form of the production function, widely used to represent the technological relationship between the amounts of two or more inputs (particularly phy ...
F(K, L) = AK^L^\alpha, but generally any production function satisfying the
Inada conditions In macroeconomics, the Inada conditions, named after Japanese economist Ken-Ichi Inada, are assumptions about the shape of a function, usually applied to a production function or a utility function. When the production function of a neoclassic ...
is permissible. Importantly, though, F is required to be homogeneous of degree 1, which economically implies
constant returns to scale In economics, returns to scale describe what happens to long-run returns as the scale of production increases, when all input levels including physical capital usage are variable (able to be set by the firm). The concept of returns to scale arises ...
. With this assumption, we can re-express aggregate output in ''per capita'' terms F(K, L) = L\cdot F\left(\frac, 1\right) = L\cdot f(k) For example, if we use the Cobb–Douglas production function with A = 1, \alpha = 0.5, then f(k) = k^. To obtain the first key equation of the Ramsey–Cass–Koopmans model, the dynamic equation for the capital stock needs to be expressed in ''per capita'' terms. Noting the
quotient rule In calculus, the quotient rule is a method of finding the derivative of a function that is the ratio of two differentiable functions. Let h(x)=f(x)/g(x), where both and are differentiable and g(x)\neq 0. The quotient rule states that the deriva ...
for \tfrac \left( \tfrac KL \right), we have a non-linear differential equation akin to the
Solow–Swan model The Solow–Swan model or exogenous growth model is an economic model of long-run economic growth. It attempts to explain long-run economic growth by looking at capital accumulation, labor or population growth, and increases in productivity largel ...
.


Maximizing welfare

If we ignore the problem of how consumption is distributed, then the rate of utility U is a function of aggregate consumption. That is, U = U(C, t). To avoid the problem of infinity, we exponentially discount future utility at a discount rate \rho \in (0,\infty). A high \rho reflects high impatience. The
social planner In welfare economics, a social planner is a hypothetical decision-maker who attempts to maximize some notion of social welfare. The planner is a fictional entity who chooses allocations for every agent in the economy—for example, levels of consu ...
's problem is maximizing the
social welfare function In welfare economics, a social welfare function is a function that ranks social states (alternative complete descriptions of the society) as less desirable, more desirable, or indifferent for every possible pair of social states. Inputs of the f ...
U_ = \int_^ e^ U(C, t) \, \mathrm t. Assume that the economy is populated by identical immortal individuals with unchanging utility functions u(c) (a
representative agent Economists use the term representative agent to refer to the typical decision-maker of a certain type (for example, the typical consumer, or the typical firm). More technically, an economic model is said to have a representative agent if all agen ...
), such that the total utility is:U(C, t) = L u(c) = L_ e^ u(c)The utility function is assumed to be strictly increasing (i.e., there is no bliss point) and concave in c, with \lim_ u_ = \infty,The assumption that \lim_ u_ = \infty is in fact crucial for the analysis. If u_(0) < \infty , then for low values of k the optimal value of c is 0 and therefore if k(0) is sufficiently low there exists an initial time interval where \dot = 0 even if f_ - \delta - \rho > 0 , see where u_ is
marginal utility In economics, utility is the satisfaction or benefit derived by consuming a product. The marginal utility of a Goods (economics), good or Service (economics), service describes how much pleasure or satisfaction is gained by consumers as a result o ...
of consumption \tfrac. Thus we have the social planner's problem: :\max_ \int_^ e^ u(c) \, \mathrm t :\text \quad c = f(k) - (n + \delta)k - \dot where an initial non-zero capital stock k(0) = k_ > 0 is given. To ensure that the integral is well-defined, we impose \rho > n.


Solution

The solution, usually found by using a Hamiltonian function,The Hamiltonian for the Ramsey–Cass–Koopmans problem is :H = e^ u(c) + \mu \left f(k) - (n + \delta) k - c \right/math> where \mu is the costate variable usually economically interpreted as the
shadow price A shadow price is the monetary value assigned to an abstract or intangible commodity which is not traded in the marketplace. This often takes the form of an externality. Shadow prices are also known as the recalculation of known market prices in o ...
. Because the terminal value of k is free but may not be negative, a transversality condition \lim_ \mu \cdot k = 0 similar to the Karush–Kuhn–Tucker “complementary slackness” condition is required. From the first-order conditions for maximization of the Hamiltonian one can derive the equation of motion for consumption, see , or
The problem can also be solved with classical
calculus of variations The calculus of variations (or Variational Calculus) is a field of mathematical analysis that uses variations, which are small changes in functions and functionals, to find maxima and minima of functionals: mappings from a set of functions t ...
methods, see
is a differential equation that describes the optimal evolution of consumption, the
Keynes–Ramsey rule In macroeconomics, the Keynes–Ramsey rule is a necessary condition for the optimality of intertemporal consumption choice. Usually it is express as a differential equation relating the rate of change of consumption with interest rates, time pre ...
. The term f_k(k) - \delta - \rho, where f_ = \partial_k f is the
marginal product of capital In economics, the marginal product of capital (MPK) is the additional production that a firm experiences when it adds an extra unit of capital. It is a feature of the production function, alongside the labour input. Definition The marginal produ ...
, reflects the marginal return on
net investment In economics, net investment is spending which increases the availability of fixed capital goods or means of production and goods inventories. It is the total spending on newly produced physical capital (fixed investment) and on inventories (invent ...
, accounting for capital depreciation and time discounting. Here \sigma(c) is the
elasticity of intertemporal substitution Elasticity of intertemporal substitution (or intertemporal elasticity of substitution, EIS, IES) is a measure of responsiveness of the growth rate of consumption to the real interest rate. If the real interest rate rises, current consumption may de ...
, defined by\sigma(c) = - \frac = - \fracIt is formally equivalent to the inverse of
relative risk aversion In economics and finance, risk aversion is the tendency of people to prefer outcomes with low uncertainty to those outcomes with high uncertainty, even if the average outcome of the latter is equal to or higher in monetary value than the more ce ...
. The quantity reflects the
curvature In mathematics, curvature is any of several strongly related concepts in geometry. Intuitively, the curvature is the amount by which a curve deviates from being a straight line, or a surface deviates from being a plane. For curves, the canonic ...
of the utility function and indicates how much the representative agent wishes to smooth consumption over time. If the agent has high relative risk aversion, then it has low EIS, and thus would be more willing to smooth consumption over time. It is often assumed that u is strictly monotonically increasing and concave, thus \sigma > 0. In particular, if utility is logarithmic, then it is constant:u(c) = u_0 \ln c \implies \sigma(c) = 1 We can rewrite the Ramsey rule as\underbrace_ = \underbrace_ \underbrace_where we interpret \frac\ln c as the "consumption delay rate", because if it is high, then it means the agent is consuming a lot less now compared to later, which is essentially what delayed consumption is about.


Graphical analysis in phase space

The two coupled differential equations for k and c form the Ramsey–Cass–Koopmans
dynamical system In mathematics, a dynamical system is a system in which a Function (mathematics), function describes the time dependence of a Point (geometry), point in an ambient space. Examples include the mathematical models that describe the swinging of a ...
. A
steady state In systems theory, a system or a Process theory, process is in a steady state if the variables (called state variables) which define the behavior of the system or the process are unchanging in time. In continuous time, this means that for those p ...
(k^, c^) for the system is found by setting \dot k and \dot c equal to zero. There are three solutions: : f_ \left( k^ \right) = \delta + \rho \quad \text \quad c^ = f \left( k^ \right) - (n + \delta) k^ :(0, 0) :f(k^*) = (n+\delta) k^*\textk^* > 0, c^* = 0 The first is the only solution in the interior of the upper quadrant. It is a saddle point (as shown below). The second is a repelling point. The third is a degenerate stable equilibrium. By default, the first solution is meant, although the other two solutions are important to keep track of. Any optimal trajectory must follow the dynamical system. However, since the variable c is a control variable, at each capital intensity k, to find its corresponding optimal trajectory, we still need to find its starting consumption rate c(0). As it turns out, the optimal trajectory is the unique one that converges to the interior equilibrium point. Any other trajectory either converges to the all-saving equilibrium with k^* > 0, c^* = 0, or diverges to k \to 0, c \to \infty, which means that the economy expends all its capital in finite time. Both achieve a lower overall utility than the trajectory towards the interior equilibrium point. A qualitative statement about the stability of the solution (k^, c^) requires a linearization by a first-order
Taylor polynomial In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor ser ...
:\begin \dot \\ \dot \end \approx \mathbf(k^, c^) \begin (k - k^) \\ (c - c^) \end where \mathbf(k^, c^) is the
Jacobian matrix In vector calculus, the Jacobian matrix (, ) of a vector-valued function of several variables is the matrix of all its first-order partial derivatives. When this matrix is square, that is, when the function takes the same number of variables as ...
evaluated at steady state,The Jacobian matrix of the Ramsey–Cass–Koopmans system is :\mathbf \left( k, c \right) = \begin \frac & \frac \\ \frac & \frac \end = \begin f_(k) - (n + \delta) & -1 \\ \frac f_(k) \cdot c & \frac \left f_(k) - \delta - \rho \right\end See given by :\mathbf \left( k^, c^ \right) = \begin \rho - n & -1 \\ \frac f_(k) \cdot c^ & 0 \end which has
determinant In mathematics, the determinant is a scalar value that is a function of the entries of a square matrix. It characterizes some properties of the matrix and the linear map represented by the matrix. In particular, the determinant is nonzero if and ...
\left, \mathbf \left( k^, c^ \right) \ = \frac f_(k) \cdot c^ < 0 since c^* > 0 , \sigma is positive by assumption, and f_ < 0 since f is
concave Concave or concavity may refer to: Science and technology * Concave lens * Concave mirror Mathematics * Concave function, the negative of a convex function * Concave polygon, a polygon which is not convex * Concave set * The concavity In ca ...
(Inada condition). Since the determinant equals the product of the
eigenvalues In linear algebra, an eigenvector () or characteristic vector of a linear transformation is a nonzero vector that changes at most by a scalar factor when that linear transformation is applied to it. The corresponding eigenvalue, often denoted b ...
, the eigenvalues must be real and opposite in sign. Hence by the stable manifold theorem, the equilibrium is a
saddle point In mathematics, a saddle point or minimax point is a point on the surface of the graph of a function where the slopes (derivatives) in orthogonal directions are all zero (a critical point), but which is not a local extremum of the function ...
and there exists a unique stable arm, or “saddle path”, that converges on the equilibrium, indicated by the blue curve in the phase diagram. The system is called “saddle path stable” since all unstable trajectories are ruled out by the “no
Ponzi scheme A Ponzi scheme (, ) is a form of fraud that lures investors and pays profits to earlier investors with funds from more recent investors. Named after Italian businessman Charles Ponzi, the scheme leads victims to believe that profits are comin ...
” condition: :\lim_ k \cdot e^ \geq 0 implying that the
present value In economics and finance, present value (PV), also known as present discounted value, is the value of an expected income stream determined as of the date of valuation. The present value is usually less than the future value because money has inte ...
of the capital stock cannot be negative.It can be shown that the “no Ponzi scheme” condition follows from the transversality condition on the Hamiltonian, see


History

Spear and Young re-examine the history of optimal growth during the 1950s and 1960s, focusing in part on the veracity of the claimed simultaneous and independent development of Cass' "Optimum growth in an aggregative model of capital accumulation" (published in 1965 in the ''
Review of Economic Studies ''The Review of Economic Studies'' (also known as ''REStud'') is a quarterly peer-reviewed academic journal covering economics. It was established in 1933 by a group of economists based in Britain and the United States. The original editorial team ...
''), and Tjalling Koopman's "On the concept of optimal economic growth" (published in Study Week on the Econometric Approach to Development Planning, 1965, Rome: Pontifical Academy of Science). Over their lifetimes, neither Cass nor Koopmans ever suggested that their results characterizing optimal growth in the one-sector, continuous-time growth model were anything other than "simultaneous and independent". That the issue of priority ever became a discussion point was due only to the fact that in the published version of Koopmans' work, he cited the chapter from Cass' thesis that later became the ''RES'' paper. In his paper, Koopmans states in a footnote that Cass independently obtained conditions similar to what Koopmans finds, and that Cass also considers the limiting case where the discount rate goes to zero in his paper. For his part, Cass notes that "after the original version of this paper was completed, a very similar analysis by Koopmans came to our attention. We draw on his results in discussing the limiting case, where the effective social discount rate goes to zero". In the interview that Cass gave to ''Macroeconomic Dynamics'', he credits Koopmans with pointing him to Frank Ramsey's previous work, claiming to have been embarrassed not to have known of it, but says nothing to dispel the basic claim that his work and Koopmans' were in fact independent. Spear and Young dispute this history, based upon a previously overlooked working paper version of Koopmans' paper, which was the basis for Koopmans' oft-cited presentation at a conference held by the
Pontifical Academy of Sciences The Pontifical Academy of Sciences ( it, Pontificia accademia delle scienze, la, Pontificia Academia Scientiarum) is a Academy of sciences, scientific academy of the Vatican City, established in 1936 by Pope Pius XI. Its aim is to promote the ...
in October 1963. In this Cowles Discussion paper, there is an error. Koopmans claims in his main result that the Euler equations are both necessary and sufficient to characterize optimal trajectories in the model because any solutions to the Euler equations which do not converge to the optimal steady-state would hit either a zero consumption or zero capital boundary in finite time. This error was apparently presented at the Vatican conference, although at the time of Koopmans' presenting it, no participant commented on the problem. This can be inferred because the discussion after each paper presentation at the Vatican conference is preserved verbatim in the conference volume. In the Vatican volume discussion following the presentation of a paper by
Edmond Malinvaud Edmond Malinvaud (25 April 1923 – 7 March 2015) was a French economist. He was the first president of the Pontifical Academy of Social Sciences. Trained at the École Polytechnique and at the École Nationale de la Statistique et de l'Adminis ...
, the issue does arise because of Malinvaud's explicit inclusion of a so-called "transversality condition" (which Malinvaud calls Condition I) in his paper. At the end of the presentation, Koopmans asks Malinvaud whether it is not the case that Condition I simply guarantees that solutions to the Euler equations that do not converge to the optimal steady-state hit a boundary in finite time. Malinvaud replies that this is not the case, and suggests that Koopmans look at the example with log utility functions and Cobb-Douglas production functions. At this point, Koopmans obviously recognizes he has a problem, but, based on a confusing appendix to a later version of the paper produced after the Vatican conference, he seems unable to decide how to deal with the issue raised by Malinvaud's Condition I. From the ''Macroeconomic Dynamics'' interview with Cass, it is clear that Koopmans met with Cass' thesis advisor,
Hirofumi Uzawa was a Japanese economist. Biography Uzawa was born on July 21, 1928 in Yonago, Tottori to a farming family. He attended the Tokyo First Middle School (currently the Hibiya High School ) and the First Higher School, Japan (now the University ...
, at the winter meetings of the
Econometric Society The Econometric Society is an international society of academic economists interested in applying statistical tools to their field. It is an independent organization with no connections to societies of professional mathematicians or statisticians. ...
in January 1964, where Uzawa advised him that his student asshad solved this problem already. Uzawa must have then provided Koopmans with the copy of Cass' thesis chapter, which he apparently sent along in the guise of the IMSSS Technical Report that Koopmans cited in the published version of his paper. The word "guise" is appropriate here, because the TR number listed in Koopmans' citation would have put the issue date of the report in the early 1950s, which it clearly was not. In the published version of Koopmans' paper, he imposes a new Condition Alpha in addition to the Euler equations, stating that the only admissible trajectories among those satisfying the Euler equations is the one that converges to the optimal steady-state equilibrium of the model. This result is derived in Cass' paper via the imposition of a transversality condition that Cass deduced from relevant sections of a book by
Lev Pontryagin Lev Semenovich Pontryagin (russian: Лев Семёнович Понтрягин, also written Pontriagin or Pontrjagin) (3 September 1908 – 3 May 1988) was a Soviet mathematician. He was born in Moscow and lost his eyesight completely due ...
. Spear and Young conjecture that Koopmans took this route because he did not want to appear to be "borrowing" either Malinvaud's or Cass' transversality technology. Based on this and other examination of Malinvaud's contributions in 1950s—specifically his intuition of the importance of the transversality condition—Spear and Young suggest that the neo-classical growth model might better be called the Ramsey–Malinvaud–Cass model than the established Ramsey–Cass–Koopmans honorific.


Notes


References


Further reading

* * * * * * *


External links

* {{DEFAULTSORT:Ramsey-Cass-Koopmans model Economics models