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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 on theme: "The Product Space and the Building Blocks of Economic Development Cesar A. Hidalgo Center for International Development, and Harvard Kennedy School Harvard."— Presentation transcript:

1 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

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3 Building the Forest

4 Country A Country B Country C

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

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

9 How do monkeys jump?

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11 Malaysia 1975

12 Malaysia 1980

13 Malaysia 1985

14 Malaysia 1990

15 Malaysia 1995

16 Malaysia 2000

17 Malaysia 19852000 CA Hidalgo, B Klinger, A-L Barabasi, R Hausmann. Science (2007)

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20 Digging deeper into our assumptions…..

21 The Product Space

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23 Lego World Real World

24 PRODUCTS and capabilities

25 COUNTRIES and capabilities

26 CountriesCapabilitiesProducts

27 CountriesProducts

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

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

30 WORLD THOUGHT

31 Intuition

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

33 ,BUT

34 Hence

35 and == =

36 ===

37 Getting Technical

38 THE DATA RCA cp M cp M cp = 1 if RCA>= R* M cp = 0 otherwise Feenstra’s Data 63-05 Cepii Data 00-06 Country Product Hausmann and Hidalgo (2010) in preparation

39 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

40 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

41 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

42 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

43 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

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46 (1)(2)(3)(4)(5)(6)(7)(8)(9)(10)(11) Predicted Variable Growth (85,95) Predictors GDP per capita ppp (1985) -0.001760.000993-0.00206-0.00154-0.00249-0.00223-0.00470-0.00233-0.00244-0.00238-0.00242 (-0.794)(0.533)(-0.882)(-0.497)(-0.735)(-0.688)(-1.478)(-0.758)(-0.849)(-0.804)(-0.831) Entropy (1985) 0.00660***0.00828**0.002000.00322 (3.650)(2.600)(0.931)(0.896) Herfindahl (1985) -0.0273***0.0116-0.004140.00723 (-2.765)(0.760)(-0.406)(0.454) k (1985) 6.62e-05** (2.080) k 1 (1985) -0.000612 (-0.749) k 4 (1985) 0.00169*** (2.866) k 5 (1985) 0.0321* (1.737) k 8 (1985) 0.0338*** (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) Constant0.01140.01370.006500.0338-0.735*-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 2 0.1950.1150.1920.1180.2060.2470.2020.274 0.268 Method of Reflections: 20 year Growth

47 Method of Reflections: 5 year growth, fixed country effects (1)(2)(3)(4)(5)(6)(7)(8)(9)(10)(11) Predicted Variables Growth (85-90-95-00- 05) Predictors GDP per capita ppp (85,90,95,00) -0.0585***-0.0581***-0.0595***-0.0773***-0.0863***-0.0891***-0.0651***-0.0899***-0.0868***-0.0884***-0.0867*** (-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) 0.0134***0.0247***0.00706**0.0142** (4.478)(4.037)(2.453)(2.435) Herfindahl (85,90,95,00) -0.0390***0.0585**-0.01810.0360 (-2.842)(2.117)(-1.435)(1.410) k (85,90,95,00) 0.000223*** (3.710) k 1 (85,90,95,00) 0.00238*** (6.549) k 4 (85,90,95,00) 0.000537*** (2.922) k 5 (85,90,95,00) 0.00366*** (9.287) k 8 (85,90,95,00) 0.000611*** (2.801) k 9 (85,90,95,00) 0.00410*** (8.998) k 18 (85,90,95,00) -0.000535***0.000601***0.000653***0.000618***0.000673*** (-2.808)(2.801)(3.051)(2.879)(3.141) k 19 (85,90,95,00) 0.00419***0.00395***0.00410***0.00389*** (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 2 0.20710.17840.21790.29910.33790.33730.17790.33720.34940.34150.3535

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50 Complexity Ranking Time 1963 2005 1980199020001970 Hidalgo (2010) in preparation Other Great Transformers… TUR, THA

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

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53 CountriesCapabilitiesProducts Country Capability XXXX Product Countries Products

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

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

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

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

58 Coordination Problem

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

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

61 Finish Wood

62 Thanks! (more info @ www.chidalgo.com, 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


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