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1 1 Chapter 1: Economic growth Reference: Barro and Sala-i-Martin: Economic Growth, Cambridge, Mass. : MIT Press, Empirical evidence Some stylized facts Nicholas Kaldor at a 1958 conference provides some stylized facts that growth theory must explain. Fact 1: A steady growth rate for the real GDP and the real per capita GDP Some notations/de nitions: Y t ; y t ; g t 1 + g t = y t+1 y t

2 Other measure of growth: the time it takes per capita income to double. t = ln 2 g Fig 1: Real per capita GDP in the US, Long run growth among countries after their industrial revolution: GDP per capita in 1985$ ratio France Germany UK US Japan Italy

3 Evolution of labor productivity (in dollars 1985) Labor productivity is GNP per worker Y t =N t /1890 France Germany UK US Japan Italy But, in the very long run, steady growth is unusual (cf. some historical examples in Fig 2-3). Fact 2 : GDP per capita and rates of economic growth vary substantially across countries Inequalities in the distribution of the world income (Fig 4-5).

4 Inequalities in growth rate. Are poor countries catching up rich one? (Fig 6) Others facts Fact 3 : A steady growth rate for the capital stock per capita. Fact 4 : the real rate of return to capital r shows no trend upward or downward. Fact 5: A steady ratio of the capital over real GDP K=Y: France Germany UK US Japan

5 Fact 6: the shares of income devoted to capital rk=y and labor wn=y show no trend upward or downward. 1.2 The basic model : Solow (1956) Solow s model is a simple model that ts Kaldor s stylized facts. Basic assumptions: One aggregate good in the economy which can be used as capital or consumption good. The economy is perfectly competitive on all markets : labor market, good (capital) market.

6 1.2.1 The aggregate production technology and the rm behavior An aggregate production technology with the following properties: Y = F (K; L) F is linear homogenous, with substitutable factors ( F is continuously di erentiable), increasing in both arguments, concave. Cobb-Douglas: F (K; L) = AK L 1 : CES: F (K; L) = A(K 1 1= + bl 1 1= ) 1 K results from past investments: K t+1 = I t + (1 )K t

7 with 0 < < 1 the depreciation rate of capital. Considering a rm in period 0; its objective is intertemporal pro t maximization. If r t is the real interest rate (between t 1 and t), and w t the real wage, the intertemporal gain of the rm (in t = 1) is: with +1 X t=0 F (K t ; L t ) w t L t I t t t = ty i=0 (1 + r i ) It is possible to write this gain: +1 X t=0 F (K t ; L t ) w t L t (r t + )K t t + K 0 At each date t; rm s objective is static: to maximize its current pro t F (K t ; L t ) w t L t (r t + )K t

8 Firm s behavior: max (K t ;L t ) F (K t; L t ) w t L t (r t + )K t leads to rst order conditions FK 0 t (K t ; L t ) = (r t + ) FL 0 t (K t ; L t ) = w t or the Factor Price Frontier The Solow s residual Solow (1957) introduces growth accounting. Assume an aggregate production technology: with the approximation: Y t = A t K t L 1 t X t X t = ln X t+1 ln X t

9 for the growth rate, Solow s residual is de ned by: Y t Y t K t K t (1 ) L t L t is the share of capital revenues in the total output (assuming perfect competition), 1 the share of labor revenues. L is the quantity of hours, K the capital stock. Output growth cannot be explained only by the growth of production factors. The residual: a "free" hidden factor, a technical progress. The hidden factor explain the main part of output growth.

10 labor + duration =working time (1) Physical capital (2) GNP growth rate (3) Solow s residual=(3) (1) (2) France Germany

11 US Japan Remark: This is the naïve Solow s residual. Some corrections can be introduced (imperfect competition, labor heterogeneity and human capital, embodied technical progress...) The production function with technical progress Basic idea: the production technology depends on time. Y t = F (K t ; A t N t ) N t = N 0 (1 + n) t A t = A 0 (1 + a) t

12 technical progress neutral in Harrod sense (resp Hick, Solow). Only Harrod s formulation allows a balanced growth path in the Solow s model when the production technology is general. When F is Cobb-Douglas, all forms are equivalent Individual behaviors and accumulation Labor quantity increases at a constant rate n: Households consume a constant share of total income: C t = (1 s)y t S t = sy t Capital accumulation: K t+1 = K t (1 ) + I t

13 Equilibrium of the capital (good) market: S t = I t Notation: k t = K t =(A t N t ): k t+1 1 k t+1 = (1 + n)(1 + a) [sf(k t) + (1 )k t ] k t t sf(k t) n a k t k t The dynamics The dynamics is monotonic. The Cobb-Douglas case. Two stationary states, one stable k ; one 0 unstable.

14 k = s + n + a + (an)! Long run properties of the economy F (K t ; A t N t ) = F L (k t ; 1)A t N t + F K (k t ; 1)K t = w t N t + (r t + )K t Comparison with Kaldor s stylized facts. Impact of the di erent variables: s; n; a:

15 1.2.7 The optimal long run path The problem of Solow-Phelps: the saving rate which maximizes consumption per head in the long-run. c t = C t N t = (1 with k (s) implicitly de ned by s)y t N t = A t (1 s)f(k (s)) sf(k (s)) = ( + n + a)k (s) The golden rule: r = f 0 (k (s)) = n + a r > n + a : under-accumulation. r < n + a : over-accumulation. Over-accumulation is ine cient.

16 1.3 Analysis of convergence Convergence in Solow s model We consider the output per capita: y t = Y t =N t = A t (k t ) : We have y t =y t = ln (y t =y t ) = ln kt k kt k The dynamics of k t+1 can be written: and ln k t+1 k t! = s kt 1 k 1 k 1 t k 1 = exp [( 1) ln k t ] exp [( 1) ln k ] t k 1 ( 1)(ln k t ln k ) = a+n+ s 1 (ln y t ln y t )

17 Finally: ln y t+1 y t ln y t+1 y t!! = a + ln k! t+1 k t = a (1 )(a + n + )(ln y t ln y t ) with ln y t = at + ln A 0 + ln k Consequence: empirical test of convergence. Countries starting from a low level of income per capita should grow at a higher rate ( convergence) Empirical tests of convergence Estimation of the equation: ln yi! T y0 i = a ln y i 0 + "i

18 where i is the index of the country. 0 is the reference date. From Solow s model, this estimation should be good if the di erent countries of the sample have the same economic parameters (s; ; a; ; n), that is: same technologies, same technical progress, same saving rate... The constant a may depend on the reference date 0: Results: good when countries are close, bad when the sample of countries is large. cf; Baumol, De Long, Barro and Sala-i-Martin. When countries are heterogenous, a test of "conditional convergence" is introduces: ln yi! T y i 0 = a ln y i + X j x i j j + " i t

19 x i j are di erent economic variables (ex: schooling, fertility rates, political instability, public expenses etc...), j are estimated coe cients. Other test of convergence: convergence. There is convergence when the variable Var ln y i t is decreasing with t: Results: Data: 3 periods are studied (72 countries), (86 countries), (83 countries). Explanatory variables: Initial Per Capita GDP: the variable is ln(gdp ) in 65, 75 and 85. Estimated coe =

20 Educational Attainment: var = average years of male secondary and higher schooling (upper-level schooling) observed respectively in 65, 75, 85. (An one year increase in male upper-level schooling raises the growth rate by ). Estimated coe = Life expectancy taken in 60, 70, 80. var = 1/(Life expectancy at age 1) = "average probability to died at each period". Estimated coe = Fertility Rate: ln(total lifetime live births for a woman over her expected life. Taken in 60, 70, 80. Estimated coe = Government Consumption Ratio: (real government consumption)/(real GDP). In real government consumption, defense spending and education expenditures are subtracted. The high value is consistent with the fact that the variable is a ratio. Estimated coe =

21 Rule of Law: an index between 0 and 1, built using subjective measure. 1 = the most favorable environment for maintenance of the rule of law. These data begin in 82. Estimated coe = Democracy: an index between 0 and 1, built using subjective measure of electoral rights. 0 = a complete totalitarian system, 1 = a full representative democracy. These data begin in 72. A non-linear relation: democratization enhances growth for countries that are not democratic, but retards growth for countries that have already a substantial amount of democracy. Estimated coe = and (squared). International Openness = (Exports + imports)/gdp. Estimated coe = Terms of Trade = Growth rate of the terms of trade (export prices relative to import prices) over each ten year period. Estimated coe = 0.130

22 Investment ratio = (gross domestic investment (private and public))/(real GDP) as averages for each of the ten-year periods. Estimated coe = In ation Rate = the average rate of in ation over each ten-year periods. Estimated coe =

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