the product space and its consequences for economic development cesar a. hidalgo center for complex...

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The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo nter for Complex Network Research, partment of Physics, iversity of Notre Dame

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Page 1: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

The Product Space and Its Consequences for Economic

Development

Cesar A. Hidalgo

Center for Complex Network Research,Department of Physics,University of Notre Dame

Page 2: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Area of countries proportional to GDP. Source: worldmapper.org

Page 3: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

GDP per capita

Labor, Land, Capital, Technological Sophistication

Production Function

Robinson, J. (1953) The production function and the theory of capital,

Review of Economic Studies, vol XXI, 1953, pp. 81-106

Technical Change and the Aggregate Production Function

RM Solow - The Review of Economics and Statistics, 1957

 

Page 4: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 5: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 6: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Share of the ith product on the basket of country c at time t

Share of the ith product on the basket of the world at time t

ij=P(RCAi|RCAj)ij=P(RCAi|RCAj)

ij = min{P(RCAi|RCAj),P(RCAj|RCAi)}

B. Balassa, The Review of Economics and Statistics 68, 315 (1986).B. Balassa, The Review of Economics and Statistics 68, 315 (1986).

Page 7: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 8: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 9: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 10: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Simple Graph:

Symmetric, Binary.

Directed Graph:

Non-Symmetric, Binary.

Directed and Weighted Graph:

Any Matrix

Page 11: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Feenstra’s Trade Flows(1)

(1) Feenstra, R. R. Lipsey, H. Deng, A. Ma and H. Mo. 2005. “World Trade Flows: 1962-2000”NBER working paper 11040. National Bureau of Economic Research, Cambridge MA.

sitc-4 import and export data.

Page 12: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Threshold = 0.55

Number of Links = 1525

Page 13: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 14: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

$ 44k $ 30k $ 32k $ 31k $ 32k

= $ 34k

$ 30k $ 8k $ 5k $ 7k

= $ 12k

PRODY

PRODY

Hausmann, Hwang and Rodrik (2006), NBER Working Paper 11905, (2006)

Page 15: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Footwear

Undergarments made of Cotton

Coats and Jackets

Organo Sulphur Compounds

Phenols

Cyclic Alcohols

Page 16: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 17: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Denotes where region has RCA

KEY

Page 18: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

MALAYSIA

Page 19: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 1975

Page 20: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 1980

Page 21: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 1985

Page 22: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 1990

Page 23: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 1995

Page 24: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Malaysia 2000

Page 25: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China

Page 26: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 1975

Page 27: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 1980

Page 28: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 1985

Page 29: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 1990

Page 30: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 1995

Page 31: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

China 2000

Page 32: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

CHILE

Page 33: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 1975

Page 34: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 1980

Page 35: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 1985

Page 36: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 1990

Page 37: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 1995

Page 38: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Chile 2000

Page 39: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Density

j = Fraction of the product space

that seems to be developed fromthe jth product perspective

TN

TH N

Tk

kj

T

k

kj

j

1

1

Discovery Factor

Hj = Increase in density betweentransition product and undeveloped

products.

Page 40: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Discovery Factor

Density

Page 41: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

P(transition | closest developed product is at proximity )

Page 42: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University
Page 43: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

ConclusionWe showed:

• Product space is heterogeneous• Constrains the development of RCA• Rich and poor countries are located in

distinct places of it

• Development Strategies should be different for rich and poor countries

• The structure of the space preventseconomical convergence

Page 44: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

http://www.nd.edu/~chidalgo

http://austria.phys.nd.edu/productspace

Page 45: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Stable..?

• Pearson’s Correlation Coefficient Between the Matrices.

1990

19981985

0.616

0.6960.7022

Page 46: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University

Node Size Proportional toIncrease on World Trade

Page 47: The Product Space and Its Consequences for Economic Development Cesar A. Hidalgo Center for Complex Network Research, Department of Physics, University