The Product Space and the Building Blocks of Economic Development Cesar A. Hidalgo Center for International Development, and Harvard Kennedy School Harvard.

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Presentation transcript:

The Product Space and the Building Blocks of Economic Development Cesar A. Hidalgo Center for International Development, and Harvard Kennedy School Harvard University Hidalgo CA, Hausmann R, PNAS 2009 Hidalgo CA et al., Science, 2007

Building the Forest

Country A Country B Country C

CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. Science (2007)

Patterns of Comparative Advantage Hidalgo et a. Science (2007)

How do monkeys jump?

Malaysia 1975

Malaysia 1980

Malaysia 1985

Malaysia 1990

Malaysia 1995

Malaysia 2000

Malaysia CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. Science (2007)

Digging deeper into our assumptions…..

The Product Space

Lego World Real World

PRODUCTS and capabilities

COUNTRIES and capabilities

CountriesCapabilitiesProducts

CountriesProducts

How good is a country’s bucket of Legos? How many different type of pieces you have in your bucket?

We can try to grasp complexity, quantitative and scientifically, as a problem of network structure.

WORLD THOUGHT

Intuition

1.- A Country 2.- with many different Legos (capabilities) 3.- should make many products

,BUT

Hence

and == =

===

Getting Technical

THE DATA RCA cp M cp M cp = 1 if RCA>= R* M cp = 0 otherwise Feenstra’s Data Cepii Data Country Product Hausmann and Hidalgo (2010) in preparation

Product p 1 Country C 1 Country C 2 Country C 3 Product p 2 Product p 3 Product p 4 k c1 =3 k c2 =4 k c3 =1 k p1 =2 k p2 =2 k p4 =3 k p3 =1 Method of Reflections Degree (Countries) Degree (Products) DiversificationUbiquity

Mirror Method of Reflections Product p 1 Country C 1 Country C 2 Country C 3 Product p 2 Product p 3 Product p 4 Country C 1 Country C 2 Country C 3 k c1,1 =7/3 k c2,1 =2 k c3,1 =3 k c,1 = Average ubiquity of products exported by a country k p1,0 =2 k p2,0 =2 k p4,0 =3 k p3,0 =1

Mirror Method of Reflections Product p 1 Country C 1 Country C 2 Country C 3 Product p 2 Product p 3 Product p 4 Country C 1 Country C 2 Country C 3 k c1,1 =29/9 k c2,1 =41/12 k c3,1 =8/3 k c,2 = Average diversification of countries that export the products your export k p1,1 =7/2 k p2,0 =7/2 k p4,0 =8/3 k p3,0 =4 k c1 =3 k c2 =4 k c3 =1

Diversification k 0 Average Ubiquity of a Country’s Products k 1 Poorly Diversified & Producing Common Products Highly Diversified & Producing Common Products Highly Diversified & Producing Exclusive Products Poorly Diversified & Producing Rare Products The k 0, k 1 diagram

Dataset 1 (Year 2000)Feenstra 129 countries 772 products (SITC-4) Number of Lego Models That You Make How common are those Lego models Hidalgo, Hausmann (2009) PNAS

(1)(2)(3)(4)(5)(6)(7)(8)(9)(10)(11) Predicted Variable Growth (85,95) Predictors GDP per capita ppp (1985) (-0.794)(0.533)(-0.882)(-0.497)(-0.735)(-0.688)(-1.478)(-0.758)(-0.849)(-0.804)(-0.831) Entropy (1985) *** ** (3.650)(2.600)(0.931)(0.896) Herfindahl (1985) *** (-2.765)(0.760)(-0.406)(0.454) k (1985) 6.62e-05** (2.080) k 1 (1985) (-0.749) k 4 (1985) *** (2.866) k 5 (1985) * (1.737) k 8 (1985) *** (3.075) k 9 (1985) 0.890*** (2.713) k 18 (1985) 0.401***38.88***35.05**37.26***35.57*** (3.453)(2.952)(2.618)(2.849)(2.643) k 19 (1985) 1127***1017**1080***1033*** (2.928)(2.603)(2.829)(2.632) Constant *-19.29***-69.21***-23801***-21475**-22808***-21801*** (0.751)(0.776)(0.437)(0.922)(-1.883)(-2.807)(-3.454)(-2.940)(-2.610)(-2.834)(-2.633) N97 Adjusted R Method of Reflections: 20 year Growth

Method of Reflections: 5 year growth, fixed country effects (1)(2)(3)(4)(5)(6)(7)(8)(9)(10)(11) Predicted Variables Growth ( ) Predictors GDP per capita ppp (85,90,95,00) *** *** *** *** *** *** *** *** *** *** *** (-7.911)(-7.721)(-8.072)(-10.11)(-11.28)(-11.78)(-8.337)(-11.89)(-11.39)(-11.58)(-11.40) Entropy (85,90,95,00) ***0.0247*** **0.0142** (4.478)(4.037)(2.453)(2.435) Herfindahl (85,90,95,00) ***0.0585** (-2.842)(2.117)(-1.435)(1.410) k (85,90,95,00) *** (3.710) k 1 (85,90,95,00) *** (6.549) k 4 (85,90,95,00) *** (2.922) k 5 (85,90,95,00) *** (9.287) k 8 (85,90,95,00) *** (2.801) k 9 (85,90,95,00) *** (8.998) k 18 (85,90,95,00) *** *** *** *** *** (-2.808)(2.801)(3.051)(2.879)(3.141) k 19 (85,90,95,00) *** *** *** *** (8.799)(8.164)(8.521)(8.031) Constant0.467***0.514***0.429***0.594***0.588***0.589***0.651***0.596***0.543***0.585***0.511*** (7.427)(8.147)(6.592)(9.546)(8.165)(8.070)(8.203)(8.310)(7.315)(8.133)(6.583) Observations451 Within R

Complexity Ranking Time Hidalgo (2010) in preparation Other Great Transformers… TUR, THA

AFGIRNKAZKGZMNGTJKTKMUZBCHNTURDEU Baci Data from Cepii (2005). 232 Countries, 5109 Products k c,2

CountriesCapabilitiesProducts Country Capability XXXX Product Countries Products

Theoretical Prediction 1: The diversification of a country increases with the number of capabilities that country has. Hausmann and Hidalgo (2010) in preparation

Theoretical Prediction 2: The ubiquity of a product decreases with the number of capabilities it requires. Hausmann and Hidalgo (2010) in preparation

Theoretical Prediction 3: The ubiquity of a country’s products decreases with that country’s level of diversification. Hausmann and Hidalgo (2010) in preparation

Bonus: A Poverty Trap Model Hausmann and Hidalgo (2010) in preparation

Coordination Problem

Method of Reflections: Predicts network properties of future products Hidalgo, Hausmann (2009) PNAS

Method of Reflections: Predicts network properties of future products Hidalgo, Hausmann (2009) PNAS

Finish Wood

Thanks! (more or google “cesar hidalgo”) Hidalgo et al. Science (2007) Hidalgo Hausmann, Development Alternatives (2008) Hidalgo Hausmann, PNAS (2009) Ricardo Hausmann, Director, Center for International Development, Harvard University Professor of the Practice of Economic Development, Harvard Kennedy School Cesar A. Hidalgo, Research Fellow, Center for International Development, Harvard University Adjunct Lecturer in Public Policy, Harvard Kennedy School