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Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian Economics 18(4), p. 613-635, Aug. 2007

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Page 1: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

Knowledge Stocks by Distance to Frontier:

Linking Low Education Inequality to High Growth in

Developing Economies

Kevin J. Bowman, Ph.D.

Journal of Asian Economics 18(4), p. 613-635, Aug. 2007

   

Page 2: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

I. Introduction: Inequality and Growth

New Growth Theory Model build to address:Why does inequality slow growth in LDCs,

but not in advanced countries?

A) [Background Info.]: Long Run Growth and New Growth Theory

The importance of technological change.

- More from the same inputs.

- Provides ability & added incentive to further invest.

The Virtuous Cycle of DevelopmentThe Virtuous Cycle of Development

Page 3: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

I. Introduction: Inequality and Growth (continued)

B. [Background Info.]: The Kuznets Curve

- Early Development: Rising Inequality

- Later Development: Falling Inequality

INEQUALITY

Early Late DEVELOPMENT

The Kuznets Curve

Page 4: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

II. The Puzzle

- Why does the Kuznets curve seem appropriate for advanced countries, but not for many less developed countries (LDCs)?

A. Empirical Findings: High Inequality Slows Subsequent LDC Growth:

- Wealth inequality slows economic growth sample: rich and poor countries.

[Alesina and Rodrik (1994); Persson and Tabellini (1994); Perotti (1996).]

- Above studies criticized for their linear specifications

[Krueger and Lindhal (2001)].

- Income inequality slows growth for poor countries, but speeds growth for rich countries.

[Barro (2000)].

Page 5: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

II. The Puzzle (cont.)

B. Previous Theories are Lacking but Useful

i. Political-Economy Growth Models

Theory: High inequality => high taxes => discourages investment. [Alesina and Rodrik, 1994; & Persson and Tabellini, 1994]

Problems relying only on this technique:1. Redistribution can be positively related to growth in LDCs

[Easterly and Robello, 1993; & Perotti, 1996]

2. More unequal societies tend to have either no more or actually less redistribution than more equal societies. [Benabou, 2000]

An explanation for (2) despite (1) [Benabou, 2000]

- Assume the rich are more politically active/enfranchised.

- Redistribution can: HURT rich through higher taxes, but can potentially

HELP them through faster growth. The higher the inequality…

Page 6: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

II. The Puzzle

B. Previous Theories are Lacking but Useful

I. Political-Economy Growth Models (continued)

Case Studies: Latin America Vs.The High Performance Asian Economies (HPAEs)

[Benabou (1996); Campos and Root (1996)]

- Both regions started with similar Per Capita GDP in 1960, but:

1. Latin America high initial inequality => grew slowly

2. The HPAEs low initial inequality => grew fast

- Although miliarty coups in both regions:- pro-growth policies (including…) more consistent in HPAEs.

Page 7: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

ii. The Importance of Human Capital Investment

Theory: High wealth & income inequality => poor households can’t afford to invest in skills

lacking collateral for borrowing

=> lower average education level [Galor and Zeira (1992)]

1. Suggests a positive correlation between: wealth inequality & education inequality.

I find this is true [in this study].

2. Galor and Zeira do not model the source of tech change.

Why doesn’t the greater skills among the elite provide positive externalities for others when they create or adapt techs?

I find (empirically): initial education inequality => slower LDC growth, controlling for average education levels.

II. The Puzzle:

B. Previous Theories are Lacking but Useful (continued)

Page 8: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

III. Knowledge Stocks By Distance to Frontier (novelty of this paper)

A. The Three Forces of Technological Change: Forces of Technological Change: INVENTION: new ideas/techs. with potential to ↑output with given labor.INVENTION: new ideas/techs. with potential to ↑output with given labor. most most skill-intensive. skill-intensive.

INNOVATION: early apps of inventions that ↑ output with given labor.INNOVATION: early apps of inventions that ↑ output with given labor. moderately moderately skill-intensive.skill-intensive.

DIFFUSIONDIFFUSION: later apps of innovation across more industries.: later apps of innovation across more industries.least least skill-intensive skill-intensive but still requires…but still requires…

ExamplesExamples Late 1800s/Early 1900sLate 1800s/Early 1900s Late 1900s/Early 2000sLate 1900s/Early 2000s

InventionInvention electricityelectricity computer technologies (DOS)computer technologies (DOS)

InnovationInnovation early plant redesignsearly plant redesigns Microsoft Office softwareMicrosoft Office software

& electrified equipment& electrified equipment & early business & early business applications.applications.

DiffusionDiffusion the spread of more electricthe spread of more electric More user-friendly and sector-More user-friendly and sector- equipment and plant designs equipment and plant designs specific Office applications specific Office applications

Page 9: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

B. Theory Why Inequality May Slow Growth in LDCs

• Invention is necessary for technology leaders but not for today’s LDCs. High wage inequality => advanced country benefits with…

(and country has minimum education…)

• For LDCs, higher education inequality: importation of overly sophisticated technologies used by elite, but does not diffuse. high relative wage

• Limited diffusion prohibits low-skilled families to finance schooling (of their children)...

• Example.BRAZIL: high inequality & making autos.

Vs. TAIWAN: low inequality while initially making furniture.

III. Knowledge Stocks By Distance to Frontier (continued) (continued)

Page 10: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

B. Why Inequality May Slow Growth in LDCs (continued)

The Model is Consistent with these Empirical Facts:

1) INCOME inequality slows growth for LDCs BUT not for advanced countries,

[Barro]

2) REDISTRIBUTION does NOT always occur even when potentially helpful

[Easterly and Robello]

3) high initial EDUCATION inequality slows subsequent growth, in LDCs (especially during skill-biased technological change)

[This study]

4) INCOME and EDUCATION inequality are positively correlated, (helps explain why inequality in general is bad for LDCs).

[This study]

III. Knowledge Stocks By Distance to Frontier (continued) (continued)

Page 11: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

3 Levels of Skill:

- High (H) - Moderate (M) - Low (L)

3 Countries: & Their Workers Example

- one advanced (*)……..….H & M…………College + & High School (H.S.)

- two LDCs

Equal LDC (E)……..M & L…………H.S. & Primary (6 yrs.) Unequal LDC (U)…..M & L…………Associates & 4 Years of Ed.

5 Knowledge Stocks:

Assumed: The Greater the Skill the Greater the Access to Knowledge

- frontier (V) accessed by Hmore - adaptive (A) accessed by Msophisticated - standardized (S) accessed by L

- traditional (T) accessed by L

IV. The Formal Model A) Model Setup

Page 12: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

IV. The Formal Model . B) The Model Setup (continued)

  Workers Maximize Lifetime Utility

Option Time 1 Time 2

Relatively i) Study as a Pupil i) Work as Higher Skilled

High Skilled ii) Borrow ii) Pay back loan

iii) Consume iii) Consume.

   Relatively i) Work as Lower-Skilled i) Retire

Low Skilled ii) Save ii) Consume

iii) Consume

A Result: If benefits of schooling > costs, more get an education=> drives up the interest rate => raises the cost of education

until: MB = MC of education

Page 13: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

Case * (Advanced Economy):

• Let w = wage, C= Quantity of consumption good, ∆ = change

Inventive Sector (I): Invention = ∆V = f(V*, H*I)

i) invention financed by human capital investment. ii) higher ed. students are trained to use the latest stock of V*iii) tuition depends on the wage of high skilled trainers/researchers

Innovative Sector (N): C*N = ∆A = f(V*, H*N, M*N)

i) innovative ideas also require H, but build on older processes using M.ii) Spillover to Adaptive Knowledge (∆A) By innovating, innovators show lower skilled how to use inventions.

Adaptive Sector (D): C*D = f(A*, M*D)

i) uses more general adaptive knowledge, A*, and M* to produce C*.

IV. The Formal Model . B) The Model Setup (continued)

Page 14: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

Less Developed Countries (LDCs):

- Relatively higher ed. allows for importation of adaptive knowledge

Equal LDC (E):

- Local Adaptive Sector (a): CA,t = ∆St = f(A, Ma,, La)

With a Spillover to Standardized Knowledge

- Local Standard Sector (S): CS,t = f(St, LS,t)

Unequal LDC (U):

- Local Adaptive Sector: CA,t = f(At, Ma)

- Local Traditional Sector: CT,t = f(Lt)

IV. The Formal Model . B) The Model Setup (continued)

Page 15: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

A. Simultaneous Steady-State Propositions:

(Long-run equilibrium with constant growth)

Proposition 1.

- Growth rates will be the same for:

The EQUAL LDC and The ADVANCED Country

The low-skilled sector has adequate capability to learn from what is occurring in relatively high-skilled sector.

- Let g = the economic growth rate:

gss* = gEsss = %∆V* = %∆A* = %∆AE = %∆SE

V. Theoretical Results

Page 16: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

A. Simultaneous Steady-State Propositions (continued):

Proposition 2.

- Case U: gUsss = 0.

The importation of adaptive technologies => increases the productivity of higher-skilled sector.

But the gap in skills is too great. => lower-skilled sector stagnates.

=>Wage inequality grows

=> Poorer households can’t afford higher education (recall: cost of education depends on…

& low-skilled wages are not keeping pace)

=> The country stagnates because it cannot accumulate skills.

Recall the Example:

Brazil Vs. Taiwan

V. Theoretical Results

Page 17: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

1. Income Inequality and Education Inequality are Positively Correlated

2. High Initial Education Inequality Slows Subsequent Growth in LDCs

(especially in times of skill-biased tech. change) consistent with the theory.

VI. Empirical Results

Page 18: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

VI. Empirical Results (continued)

3. Results hold in the earlier period, but are not as strong.Consistent with theory…tech change less skill-biased 1960-75.

Page 19: Knowledge Stocks by Distance to Frontier: Linking Low Education Inequality to High Growth in Developing Economies Kevin J. Bowman, Ph.D. Journal of Asian

Conclusion:

• The tradeoff between Invention and Diffusion

- LDCs vs. Advanced Countries…

• The danger of high inequality for LDCs…

• Related to the Kuznets curve…

Policy Recommendation:

• Governments of poor countries must invest broadly

• The World Bank should consider incentivizing broad investment

when there are domestic, political obstacles in the unequal LDC