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The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and Development The Empirics of the Solow Growth Model University of Illinois at Urbana-Champaign Summer 2017 Henrique Veras de Paiva Fonseca ECON 450 Development Economics
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Page 1: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

ECON 450Development Economics

Classic Theories of Economic Growth and DevelopmentThe Empirics of the Solow Growth Model

University of Illinois at Urbana-Champaign

Summer 2017

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 2: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Introduction

This lecture continues the discussion of the Neoclassical GrowthModel.We now look at how the model works in practice.The next step is to introduce the Augmented Solow Model bymaking explicit another type of capital: Human Capital.Finally, we study the convergence in income across countries.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 3: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Outline

1 The Model Predictions

2 Are Living Standards of Developing and Developed NationsConverging?

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 4: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

The Syrian Crisis

Shocks to an economy, such as wars, famines, or the unificationof two economies, often generate large one-time flows ofworkers across borders.One recent example is the increasing number of Syrian refugeesin western European countries, such as Germany.What are the short-run and long-run effects on an economy of aone-time permanent increase in the stock of labor? Use adiagram to guide your arguments.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Production Function Revisited

Let’s take a close look at the production function one more time:

Y = F (K ,L) = Kα(AL)1−α

It exhibits constant returns to scale.It also exhibits diminishing returns on each factor. How?

What does the second derivative tell us?

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Solow’s Surprise

What does the diminishing returns assumption imply for thequest of sustained economic growth?

It simply cannot be achieved! (Why?)

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 7: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow’s Surprise

What does the diminishing returns assumption imply for thequest of sustained economic growth?

It simply cannot be achieved! (Why?)

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 8: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow’s Surprise

How did we observe sustained growth of output per worker whensuch sustained growth is not logically possible?

Solow’s solution to this paradox was technological change.Technological progress increases labor productivity. It is "as if"there were more workers in the labor force.The "effective number of workers" keeps up with the increasingnumber of machines, so diminishing returns never sets in.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 9: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow’s Surprise

How did we observe sustained growth of output per worker whensuch sustained growth is not logically possible?Solow’s solution to this paradox was technological change.

Technological progress increases labor productivity. It is "as if"there were more workers in the labor force.The "effective number of workers" keeps up with the increasingnumber of machines, so diminishing returns never sets in.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 10: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow’s Surprise

How did we observe sustained growth of output per worker whensuch sustained growth is not logically possible?Solow’s solution to this paradox was technological change.Technological progress increases labor productivity. It is "as if"there were more workers in the labor force.The "effective number of workers" keeps up with the increasingnumber of machines, so diminishing returns never sets in.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Discussion on Technological Progress

Is this "labor-saving" technology progress bad for development?

Unemployment caused by new machines taking over the jobs ofthe population

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Discussion on Technological Progress

Is this "labor-saving" technology progress bad for development?Unemployment caused by new machines taking over the jobs ofthe population

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

The Luddite Fallacy

The Luddites were 19th-century English textile workers whodestroyed machines which embodied the labor-savingtechnology introduced during the Industrial Revolution.English government officials, after careful study, addressed theLuddites’ concern by hanging fourteen of them in January 1813.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

The Luddite Fallacy

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Luddite Fallacy

The reason why the argument made by the Luddites is fallaciousis that labor-saving technology is another term foroutput-per-worker-increasing technology.Although some temporary unemployment is inevitable, workersas a whole are better off with more powerful output-producingtechnology available to them.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Luddite Fallacy

Therefore, technological advance translates into higher outputper worker, which means more goods and services to all workers.Moreover, economies experiencing technological progress do notshow any long-run trend toward increasing unemployment; theydo show a long-run trend toward increasing income per worker.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow in the Tropics

What does the Solow model have to say about cross-countrydifferences in economic growth?

Economists in the 1960s applied the Solow framework toexplaining a wide variety of growth experiences, including thepoor tropical countries.Given the reasonable assumption that technology is availablethroughout the world, different countries would have the samerate of technological progress.Therefore, the only difference between poor and rich countrieswould be in levels of investment in physical capital.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow in the Tropics

What does the Solow model have to say about cross-countrydifferences in economic growth?Economists in the 1960s applied the Solow framework toexplaining a wide variety of growth experiences, including thepoor tropical countries.Given the reasonable assumption that technology is availablethroughout the world, different countries would have the samerate of technological progress.Therefore, the only difference between poor and rich countrieswould be in levels of investment in physical capital.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Solow in the Tropics

Poor tropical countries would catch up to the rich temperate zonewith very high returns to capital.But obviously, this Capital Fundamentalist view of countryconvergence has failed to explain why we cannot observerelative convergence in income levels of different countries.We’ll discuss the convergence predictions of the Solow modellater on.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Solow Model Predictions

The central predictions of the Solow model concerns the impactof saving and population growth on real income.Recall the Steady State condition:

k∗ =

(s

n + g + δ

)1/1−α

Substituting it into the production function and taking logs, wefind that steady-state income per capita is

logY (t)L(t)

= log A(0) + gt +α

1 − αlog s − α

1 − αlog(n + g + δ)

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model Predictions

Let’s assume g and δ are constant.Moreover, assume

log A(0) = a + ε

where a is constant and ε is a country-specific shock.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Solow Model Predictions

Thus, at time 0:

logY (t)L(t)

= a + gt +α

1 − αlog s − α

1 − αlog(n + g + δ) + ε

The above equation should remind you of a certain statisticsconcept! Which is it?

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model Predictions

If your answer was "Regression analysis", you are right!Remember that in the linear regression framework, we canestimate the parameters of the equation

y = α+ β1x1 + β2x2 + . . .+ βpxp + ε

by OLS.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model Predictions

On average, we can assume α = 1/3. That is, capital’s share inincome is roughly one third.Therefore, the model predicts an elasticity of income per capitawith respect to the savings rate of approximately 0.5.Moreover, the elasticity of income per capita with respect ton + g + δ should be close to -0.5.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model PredictionsFirst Results

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model PredictionsFirst Results

The model explains a large fraction of income variation (AdjustedR2 = 0.59 for two of the samples).However, the estimated impacts of savings and labor forcegrowth are much larger than the model predicts. (Why?)One possible explanation for this result is that the proposedspecification ommits one important component of the growthprocess: human capital accumulation.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

At the theoretical level, including human capital may add someinsights on how differences in human capital stock affects thegrowth process.At the empirical level, human capital enters the first specificationon the error term. Expliciting it might lead to different results.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

Now consider the following production function

Y (t) = K (t)αH(t)β(A(t)L(t))1−α−β

We have now two equations representing the change in the stockof capital per effective unit of labor over time:

k(t) = sk y(t)− (n + g + δ)k(t),

h(t) = shy(t)− (n + g + δ)h(t)

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 29: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

We can obtain steady state values by making k(t) = h(t) = 0.

k∗ =

(s1−β

k sβhn + g + δ

)1/1−α−β

h∗ =

(sαk s1−α

hn + g + δ

)1/1−α−β

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 30: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

Substituting the previous equation into the production functionand taking logs we have

logY (t)L(t)

= log A(0) + gt − α+ β

1 − α− βlog(n + g + δ)+

1 − α− βlog sk +

β

1 − α− βlog sh + ε

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 31: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 32: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Solow Model PredictionsAdding Human Capital to the Solow Model

Now the results in Table II strongly support the augmented Solowmodel.The model explains almost 80% of the cross-country variation inincome per capita in two of the samples.The last lines of the table give the values of α and β implied bythe coefficients.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 33: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Outline

1 The Model Predictions

2 Are Living Standards of Developing and Developed NationsConverging?

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 34: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

At the dawn of the industrial era, average real living standards inthe richest countries were no more than three times as great asthose of the poorest. Today, the ratio approaches 100 to 1.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 35: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

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Are Living Standards of Developing and DevolvedNations Converging?

If the growth experience of developing and developed countrieswere similar, there are two important reasons to expect thatdeveloping countries would be "catching up" by growing faster onaverage than developed countries.The first reason is due to technology transfer. Today’s developingcountries do not have to "reinvent the wheel".

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 36: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

This should enable developing countries to "leapfrog" over someof the earlier stages of technological development, movingimmediately to high-productivity techniques of production.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 37: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

As a result, they should be able to grow much faster than today’sdeveloped countries are growing now or were able to grow in thepast, when they had to invent the technology as they went alongand proceed step by step through the historical stages ofinnovation.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 38: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

The second reason to expect convergence if conditions aresimilar is based on factor accumulation.In traditional neoclassical analysis, the marginal product ofcapital and the profitability of investments would be lower indeveloped countries where capital intensity is higher, providedthat the law of diminishing returns applies.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 39: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

Given one or both of these conditions, technology transfer andmore rapid capital accumulation, incomes would tend towardconvergence in the long run as the faster-growing developingcountries would be catching up with the slower-growingdeveloped countries.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 40: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Are Living Standards of Developing and DevolvedNations Converging?

Whether there is now convergence in the world economydepends on two levels of how the question is framed:

whether across average country incomes or across individuals(considering the world as if it were one country);whether focusing on relative gaps or absolute gaps.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Relative Country Convergence

The most widely used approach is simply to examine whetherpoorer countries are growing faster than richer countries.In the meantime the relative gap in incomes would be shrinking,as the income of poor countries would become an increasinglylarge fraction of income of rich countries.But globally, evidence for relative convergence is weak at best,even for the most recent decades.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Relative Country Convergence: World, DevelopingCountries, and OECD

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 43: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Relative Country Convergence: World, DevelopingCountries, and OECD

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Absolute Country Convergence

In the 1990-2003 period, while income grew 24% in high-incomeOECD countries, it grew 56% in South Asia and 196% in China.But due to their relatively low starting income levels, despitehigher growth, income gains were still smaller in absoluteamount than in the OECD.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 45: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

The Model PredictionsConvergence of Living Standards

Growth Convergence versus Absolute IncomeConvergence

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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The Model PredictionsConvergence of Living Standards

Absolute Country Convergence

That is, even when the average income of a developing countryis becoming a larger fraction of developed country averageincomes, the difference in incomes can still continue to widen forsome time before they finally begin to shrink.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 47: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

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Population-Weighted Relative Country Convergence

The high growth rate in China and India is particularly importantbecause more than one-third of the world’s people live in thesetwo countries.This approach frames the question so as to weight theimportance of a country’s per capita income growth rateproportionately to the size of its population.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

Page 48: ECON 450 Development Economics - publish.illinois.edu · The Model Predictions Convergence of Living Standards ECON 450 Development Economics Classic Theories of Economic Growth and

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Country Size, Initial Income Level, and EconomicGrowth

Henrique Veras de Paiva Fonseca ECON 450 Development Economics

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Population-Weighted Relative Country Convergence

Although it is true that conditions have remained stagnant oreven deteriorated in many of the least developed countries,because of their smaller population sizes with the population-weighted approach this divergence effect is more thancompensated for by growth in countries with large populations.

Henrique Veras de Paiva Fonseca ECON 450 Development Economics


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