Rybczynski Redux. E. Fisher. 17 June Department of Economics California Polytechnic State University Visiting CES

Size: px
Start display at page:

Download "Rybczynski Redux. E. Fisher. 17 June Department of Economics California Polytechnic State University Visiting CES"

Transcription

1 Rybczynski Redux E. Fisher Department of Economics California Polytechnic State University Visiting CES 17 June 2010

2 Outline

3 Understanding Technological Differences In the first lecture, we saw that the theory of factor content falls short because countries have different technologies This idea was proposed by Leontief and it has not been worked out satisfactorily yet. In essence, we must answer the question, What is a German worker worth, in terms of the United States technology? Marshall and I have developed two answers to this question 1 The factor content in the USA of the Rybczynski effects in Germany of an extra worker 2 The wage in the USA actually maps best onto a linear combination of all factor prices in Germany

4 Simplest Rybczynski Effect y_2 y_1

5 Heckscher-Ohlin-Vanek theory fails because countries have different technologies We know the output vector produced by Germany What would Germany s endowment have to be if she produced using the American technology? This is called Germany s virtual endowment, when the USA is reference

6 The national revenue function Let v be a vector of primary factors in fixed supply The set of feasible outputs F(v) R n is parameterized by v Let p R n + be output prices The national revenue function r(p, v) = max y F (v) p T y The classic reference is Dixit and Norman, Theory of International Trade, Cambridge University Press, 1980

7 Properties of the national revenue function r(p, v) is homogeneous of degree one in p Assume that r(p, v) is differentiable All gradients are row vectors The supply vector is r p (p, v) = y This function is homogeneous of degree 0 in prices The vector of factor prices is r v (p, y) = w Its Hessian r pv is the n f matrix of Rybczynski effects The transpose of the Rybczynski matrix is the Stolper-Samuelson matrix

8 Rybczynski and Stolper-Samuelson effects 2 r(p, v) = y i p i v j v j This term shows how the output of good i changes when the supply of factor j changes, holding goods prices and thus factor rewards as fixed 2 r(p, v) = w j p i v j p i This term shows how factor price j changes when the price of good i changes, holding factors in fixed supply. This relationship shows the duality between Rybczynski effects and Stolper-Samuelson effects, and it is one of the deepest ideas in trade theory

9 Simplest example where 2 = n > f = 1 Ricardian model with two goods and labor a i is the unit input requirement for sector i { p1 L/a r(p, v) = 1 if p 1 /p 2 a 1 /a 2 p 2 L/a 2 otherwise This function is not differentiable

10 National revenue function is convex r(p,v) (p_1/a_1)l (p_2/a_2) L a_1/a_2 p_1/p_2

11 When it is differentiable There is no problem deriving the Rybczynski matrix in this case { (0, L/a2, ) if p r p (p, v) = 1 /p 2 < a 1 /a 2 (L/a 1, 0) if p 1 /p 2 > a 1 /a 2 { (0, 1/a2 ) r pv (p, v) = T if p 1 /p 2 < a 1 /a 2 (1/a 1, 0) T if p 1 /p 2 > a 1 /a 2

12 The technology matrix and its uses The technology matrix A = [ a1 Prices satisfy p = Aw They lie in the column space of A Full employment conditions v = A T y Endowments lie in the row space of A a 2 ]

13 Solutions to Ax = b A is n f and has rank r Three cases 1 There is a unique solution 2 There are many solutions 3 There is no solution since the equations are inconsistent. This case is called econometrics, The case where n > f = r is of practical interest to us. Only special prices will allow several goods to be sold in positive quantities, and the output supply is a correspondence. It is not single-valued

14 Moore-Penrose pseudo inverse x = A + b + (I A + A)z, where z R f The term A + b is the particular solution The term I A + A is the homogeneous solution If n f = r, then it is often the case that I A + A = 0

15 Four properties define this pseudo inverse 1 AA + A = A 2 A + AA + = A + 3 (A + A) T = A + A 4 (AA + ) T = AA +

16 First example 1 3x 1 = = 1/3 3 x 1 = (1/3)4 + (1 1)z

17 Second example 1 3x 1 + x 2 = 4 [ ] [ ] = 0.1 [ ] [ ] [ x = x 2 ] [ z1 z 2 ]

18 The solution of minimum norm x_2 (A+)^T 4 = (1.2,0.4) Slope = -3, intercept = 4 x_1

19 Third example x 1 = = [ ] 3 x 1 = (1 1)z

20 What is ?

21 Calculating the Moore-Penrose pseudo inverse If A T A has full rank, then A + = (A T A) 1 A T So you can calculate this in Excel This generalized inverse always has dimension f n The Moore-Penrose inverse is the regular inverse for a square matrix The Moore-Penrose inverse has an important symmetry property (A + ) T = (A T ) +

22 The Moore-Penrose Inverse of the technology matrix [ ] a1 A = a 2 [ A + = a1 2 + a2 2 a 1 a 2 a a2 2 ]

23 The transpose of A + is the Rybczynski matrix Full employment is v = A T y y = (A T ) + v + (I (A T ) + A T )z where now z R n y = (A + ) T v + (I (A + ) T A T )z is the complete supply correspondence

24 Jones JPE, 1965 The technology matrix really is a function of local factor prices A(w) But cost minimization implies that, for small changes in factor prices, Adw + (da)w = Adw because for each good i, f da if w f = 0 by the envelope theorem Hence every technology is locally a fixed coefficients Leontief technology I think of A + as a Stolper Samuelson matrix for price changes dp that lie in the column space of A(w)

25 Supply correspondence y = (A T ) + v + (I (A T ) + A T )z r(p, v) = p T y = p T (A T ) + v + w T A T (I (A T ) + A T )z r(p, v) = p T y = p T (A T ) + v since A T (I (A T ) + A T ) = 0 The bottom line is that r(p, v) = p T (A + ) T v, a simple quadratic form.

26 Factor prices are overdetermined v = A + p + (I A + A)z r(p, v) = v T w = v T A + p + y T A(I A + A)z r(p, v) = v T w = v T A + p since A(I A + A) = 0 The bottom line is that r(p, v) = v T A + p, the same quadratic form.

27 (A + ) T is the Hessian of r(p, v) This quadratic form is everywhere differentiable We can recover the entire supply correspondence using the homogeneous term A T was designed by Leontief to show how many extra resources were need to produce y (A + ) T gives the change in the output vector that arises from v

28 The Rybczynksi Effect and Movements along the flat y_2 (A+)^T v y Any movement along the PPF has no effect on national revenue y_1

29 The real world We live in a world where there are more goods than factors The output vector of the German economy is one particular value from a correspondence In real world applications, almost every good is produced and traded in every country Hence price changes lie in a restricted column space spanned by each local technology matrix!

30 Numerical example First column is capital and second column is labor 1 1 A = /2 4/3 (A + ) T = 0 1/3 1/2 2/3

31 Numerical example, row stochastic matrix (r, w) = (1, 1) Θ = (Θ + ) T = The Rybczynski matrix is column stochastic. This fact echoes the national income identity.

32 Fisher and Marshall, forthcoming Review of International Economics

33 Estimating factor rewards In this work, we did not use consistent data on factor uses. We wanted to study types of labor By assumption Aw = 1 w = A (I A + A)z, but the homogeneous term disappears Hence ŵ = (A T A) 1 A T 1 We know that we measure the true factor prices with error.

34 Fisher and Marshall, forthcoming Review of International Economics

35 The local factor content of a foreign Rybczynski matrix I hope you find these Rybczynski matrices useful Think about the American (Country 2) factor content of another piece of capital in Germany (Country1) y 1 = (A + 1 )T v 1 + (I (A + 1 )T A T 1 )z where z Rn I will write the homogeneous term as u 1. Remember it has no factor content in Country 1 A T 2 y 1 = A T 2 (A+ 1 )T v 1 + A T 2 u 1 The factor conversion matrix is A T 2 (A+ 1 )T

36 Two interpretations of a factor conversion matrix A T 2 (A+ 1 )T is the f f matrix that translates country 1 factors into those in country 2 Only in rare cases will it be diagonal A + 1 A 2 is the matrix that translates factor prices in country 2 into those in country 1 Normally the wage in country 2 corresponds to a linear combination rent and wage in the country 1

37 Leontief s idea of factor-specific differences The first column is capital and the second is labor. 1 1 A 1 = A 2 = It is obvious that the first country has very good capital and also good workers

38 Example of a factor conversion matrix (A 2 ) T (A + 1 )T = [ ] [ ] 1/2 4/3 0 1/3 1/2 2/3 = One piece of capital in country 1 equals 10 country 2 pieces of capital and no country 2 workers. One country 1 worker equals 2 country 2 workers and no pieces of capital.

39 The factor conversion matrix from Germany to USA The first column is capital, the second is labor, and the third is social capital This matrix is column stochastic $1 of capital in Germany corresponds to $0.67 of US capital. $0.23 of US labor, and $ 0.10 of US social capital

40 Defining a virtual endowment We know the output vector of country i. We also know the technology of the reference country A 0 The virtual endowment of country i as ṽ i = A T 0 y i It depends on the reference country 0 Now the measured factor content of trade is A 0 (x i m i ) and the predictions are based upon i ṽ i We have imposed the pure HOV world

41 Traditional HOV, USA Reference Traditional HOV, USA Reference Country (millions of 2000 dollars) 50,000 40,000 30,000 Measured Factor Content 20,000 10, ,000-30,000-10,000 10,000 30,000 50,000-10,000-20,000-30,000 K L G -40,000-50,000 Predicted Factor Content

42 , USA Reference Country Fig. 2: Virtual Endowments, USA Reference Country (millions of 2000 dollars) 50,000 40,000 30,000 Measured Factor Content 20,000 10, ,000-30,000-10,000 10,000 30,000 50,000-10,000-20,000-30,000 K L G -40,000-50,000 Predicted Factor Content

43 , Korea Reference Country Fig. 3: Virtual Endowments, Korea Reference Country (millions of 2000 dollars) 50,000 40,000 30,000 Measured Factor Content 20,000 10, ,000-30,000-10,000 10,000 30,000 50,000-10,000-20,000-30,000 K L G -40,000-50,000 Predicted Factor Content

44 What have we learned? 1 Measurement error does not matter 2 Homothetic preferences are in the data 3 No home bias in consumption 4 Every good is traded 5 Trade costs do not matter 6 No need to adjust for trade in intermediate inputs 7 Constant returns to scale are in the data

45 Objections to this approach We have assumed away differences in technology We are only testing the demand side of the model The tests using virtual endowments are tautologies

46 World endowments World ldendowments in Barycentric Coordinates G CHN K IDN RUS TUR USA CHE L

47 , USA is the reference Virtual Endowments with ihusa as Rf Reference G USA K L

48 Virtual endowment and the factor conversion matrix The vector y i = (A + i ) T v i + (I (A T i ) + A T i )z i for some z i. So country i s virtual endowment is ṽ i = A T 0 (AT i ) + v i + A T 0 (I (A+ i ) T A T i )z i So its virtual endowment is its actual endowment converted into factors in the reference country, plus an error term that has no factor content in country i

49 Tests using factor conversion matrices Fig. 5: HOV without FPE (millions of 2000 dollars) 50,000 40,000 30,000 Measured Factor Content 20,000 10, ,000-30,000-10,000 10,000 30,000 50,000-10,000-20,000-30,000 K L G -40,000-50,000 Predicted Factor Content

50 National revenue function Rybczynski theory Rybczynski matrices

The Heckscher-Ohlin Model: Brief Review

The Heckscher-Ohlin Model: Brief Review The Heckscher-Ohlin Model: Brief Review giuseppe.dearcangelis@uniroma1.it 2015 1st Term General Characteristics Explain trade with differences in endowments (also called factors proportion theory ) Technology

More information

Lecture 4: The Heckscher-Ohlin Model With Many Goods and Factors

Lecture 4: The Heckscher-Ohlin Model With Many Goods and Factors Lecture 4: The Heckscher-Ohlin Model With Many Goods and Factors Gregory Corcos gregory.corcos@polytechnique.edu Isabelle Méjean isabelle.mejean@polytechnique.edu International Trade Université Paris-Saclay

More information

Topics in Trade: Slides

Topics in Trade: Slides Topics in Trade: Slides Alexander Tarasov University of Munich Summer 20 Alexander Tarasov (University of Munich) Topics in Trade Summer 20 / 2 : Rybczynski Theorem (955) How factor endowments affect product

More information

The Singular Value Decomposition of a Technology Matrix

The Singular Value Decomposition of a Technology Matrix The Singular Value Decomposition of a Technology Matrix Eric O N Fisher California Polytechnic State University May 21, 2013 Abstract This paper is the first application of the singular value decomposition

More information

The General Neoclassical Trade Model

The General Neoclassical Trade Model The General Neoclassical Trade Model J. Peter Neary University of Oxford October 15, 2013 J.P. Neary (University of Oxford) Neoclassical Trade Model October 15, 2013 1 / 28 Plan of Lectures 1 Review of

More information

International Trade Lecture 9: Factor Proportion Theory (II)

International Trade Lecture 9: Factor Proportion Theory (II) 14.581 International Trade Lecture 9: Factor Proportion Theory (II) 14.581 Week 5 Spring 2013 14.581 (Week 5) Factor Proportion Theory (II) Spring 2013 1 / 24 Today s Plan 1 Two-by-two-by-two Heckscher-Ohlin

More information

Lecture 2: Factor Proportions Theory of Trade

Lecture 2: Factor Proportions Theory of Trade Lecture 2: Factor Proportions Theory of Trade Alfonso A. Irarrazabal University of Oslo September 25, 2007 Contents 1 Factor Proportions Model 2 1.1 Preferences................................. 2 1.2 Technologies.................................

More information

The Heckscher-Ohlin model: Mathematical treatment*

The Heckscher-Ohlin model: Mathematical treatment* The Heckscher-Ohlin model: Mathematical treatment* Robert Stehrer Draft and unfinished version Version: April 23, 2013 Various approaches Primal approach approach which are partly interrelated Primal approach

More information

Heckscher-Ohlin Model

Heckscher-Ohlin Model Chapter 3 Heckscher-Ohlin Model aaaaaaaaa Eli Heckscher (1919), The effect of foreign trade on the distribution of income, Ekonomisk Tidskerift, 21: 497-512. aaaaaaaaaaaa Bertil Ohlin (1933), Interregional

More information

Internation1al Trade

Internation1al Trade 14.581 Internation1al Trade Class notes on 3/4/2013 1 Factor Proportion Theory The law of comparative advantage establishes the relationship between relative autarky prices and trade ows But where do relative

More information

Lecture 1: Ricardian Theory of Trade

Lecture 1: Ricardian Theory of Trade Lecture 1: Ricardian Theory of Trade Alfonso A. Irarrazabal University of Oslo September 25, 2007 Contents 1 Simple Ricardian Model 3 1.1 Preferences................................. 3 1.2 Technologies.................................

More information

External Economies of Scale and International Trade: Further Analysis

External Economies of Scale and International Trade: Further Analysis External Economies of Scale and International Trade: Further Analysis Kar-yiu Wong 1 University of Washington August 9, 2000 1 Department of Economics, Box 353330, University of Washington, Seattle, WA

More information

General Equilibrium and Welfare

General Equilibrium and Welfare and Welfare Lectures 2 and 3, ECON 4240 Spring 2017 University of Oslo 24.01.2017 and 31.01.2017 1/37 Outline General equilibrium: look at many markets at the same time. Here all prices determined in the

More information

Trade with differences in technologies

Trade with differences in technologies 4D INTERNATIONAL JOURNAL OF IT AND COMMERCE ISSN-2319-104X @4dcrossconnect.com.Inc2013 www.4dinternationaljournal.com Volume3,Issue-2-2013 Trade with differences in technologies Abstract Ramarcha Kumar

More information

Comparative Advantage and Heterogeneous Firms

Comparative Advantage and Heterogeneous Firms Comparative Advantage and Heterogeneous Firms Andrew Bernard, Tuck and NBER Stephen e Redding, LSE and CEPR Peter Schott, Yale and NBER 1 Introduction How do economies respond when opening to trade? Classical

More information

Paul Krugman s New Economic Geography: past, present and future. J.-F. Thisse CORE-UCLouvain (Belgium)

Paul Krugman s New Economic Geography: past, present and future. J.-F. Thisse CORE-UCLouvain (Belgium) Paul Krugman s New Economic Geography: past, present and future J.-F. Thisse CORE-UCLouvain (Belgium) Economic geography seeks to explain the riddle of unequal spatial development (at different spatial

More information

The sufficiency of the lens condition for factor price equalization in the case of two factors

The sufficiency of the lens condition for factor price equalization in the case of two factors Journal of International Economics 53 (200) 463 474 www.elsevier.nl/ locate/ econbase The sufficiency of the lens condition for factor price equalization in the case of two factors Chong Xiang* Department

More information

Firms and returns to scale -1- Firms and returns to scale

Firms and returns to scale -1- Firms and returns to scale Firms and returns to scale -1- Firms and returns to scale. Increasing returns to scale and monopoly pricing 2. Constant returns to scale 19 C. The CRS economy 25 D. pplication to trade 47 E. Decreasing

More information

Addendum to: International Trade, Technology, and the Skill Premium

Addendum to: International Trade, Technology, and the Skill Premium Addendum to: International Trade, Technology, and the Skill remium Ariel Burstein UCLA and NBER Jonathan Vogel Columbia and NBER April 22 Abstract In this Addendum we set up a perfectly competitive version

More information

Factor Price Equalization and Stolper-Samuelson Theorem

Factor Price Equalization and Stolper-Samuelson Theorem Factor Price Equalization and Stolper-Samuelson Theorem Ram Singh Microeconomic Theory Lecture 13 Ram Singh: (DSE) Factor Price Equalization Lecture 13 1 / 16 International Trade: Basic Set-up I Optional

More information

Beyond the Algebra of Explanation: HOV for the Technology Age

Beyond the Algebra of Explanation: HOV for the Technology Age Beyond the Algebra of Explanation: HOV for the Technology Age Daniel Trefler University of Toronto and CIAR Susan Chun Zhu University of Toronto January 13, 2000 It is hard to believe that factor endowments

More information

Lecture 2: Balanced Growth

Lecture 2: Balanced Growth Lecture 2: Balanced Growth Fatih Guvenen September 21, 2015 Fatih Guvenen Balanced Growth September 21, 2015 1 / 12 Kaldor s Facts 1 Labor productivity has grown at a sustained rate. 2 Capital per worker

More information

A Reversal of Rybczynski s Comparative Statics via Anything Goes *

A Reversal of Rybczynski s Comparative Statics via Anything Goes * A Reversal of Rybczynski s Comparative Statics via Anything Goes * Hugo F. Sonnenschein a and Marcus M. Opp b a Department of Economics, University of Chicago, 6 E. 59 th Street, Chicago, IL 60637 h-sonnenschein@uchicago.edu

More information

Chapter 2: Matrix Algebra

Chapter 2: Matrix Algebra Chapter 2: Matrix Algebra (Last Updated: October 12, 2016) These notes are derived primarily from Linear Algebra and its applications by David Lay (4ed). Write A = 1. Matrix operations [a 1 a n. Then entry

More information

Internationa1 l Trade

Internationa1 l Trade 14.581 Internationa1 l Trade Class notes on /19/013 1 Overview Assignment Models in the Trade Literature Small but rapidly growing literature using assignment models in an international context: Trade:

More information

The TransPacific agreement A good thing for VietNam?

The TransPacific agreement A good thing for VietNam? The TransPacific agreement A good thing for VietNam? Jean Louis Brillet, France For presentation at the LINK 2014 Conference New York, 22nd 24th October, 2014 Advertisement!!! The model uses EViews The

More information

CEMMAP Masterclass: Empirical Models of Comparative Advantage and the Gains from Trade 1 Lecture 3: Gravity Models

CEMMAP Masterclass: Empirical Models of Comparative Advantage and the Gains from Trade 1 Lecture 3: Gravity Models CEMMAP Masterclass: Empirical Models of Comparative Advantage and the Gains from Trade 1 Lecture 3: Gravity Models Dave Donaldson (MIT) CEMMAP MC July 2018 1 All material based on earlier courses taught

More information

Globalization and domestic conflict: Supplementary appendix (B)

Globalization and domestic conflict: Supplementary appendix (B) Globalization and domestic conflict: Supplementary appendix (B) Michelle R. Garfinkel University of California, Irvine Stergios Skaperdas University of California, Irvine Constantinos Syropoulos Drexel

More information

Factor Price Equalization in Heckscher-Ohlin Model

Factor Price Equalization in Heckscher-Ohlin Model Factor Price Equalization in Heckscher-Ohlin Model Ozgun Ekici Carnegie Mellon University Tepper School of Business Preliminary and Incomplete July, 006 ABSTRACT This paper investigates the likelihood

More information

Matrices 2. Slide for MA1203 Business Mathematics II Week 4

Matrices 2. Slide for MA1203 Business Mathematics II Week 4 Matrices 2 Slide for MA1203 Business Mathematics II Week 4 2.7 Leontief Input Output Model Input Output Analysis One important applications of matrix theory to the field of economics is the study of the

More information

ECON2285: Mathematical Economics

ECON2285: Mathematical Economics ECON2285: Mathematical Economics Yulei Luo FBE, HKU September 2, 2018 Luo, Y. (FBE, HKU) ME September 2, 2018 1 / 35 Course Outline Economics: The study of the choices people (consumers, firm managers,

More information

ECON5110: Microeconomics

ECON5110: Microeconomics ECON5110: Microeconomics Lecture 2: Sept, 2017 Contents 1 Overview 1 2 Production Technology 2 3 Profit Maximization 5 4 Properties of Profit Maximization 7 5 Cost Minimization 10 6 Duality 12 1 Overview

More information

Matrices, vectors and scalars. Operations. Matrix multiplication. notes linear algebra 1. Consider the following examples. a 11 a 12 a 21 a 22

Matrices, vectors and scalars. Operations. Matrix multiplication. notes linear algebra 1. Consider the following examples. a 11 a 12 a 21 a 22 notes linear algebra 1 Matrices, vectors and scalars Consider the following examples 2 1 2 1 1 Example a. b. 0 3 0 3 2 c. a 11 a 12 a 21 a 22 A matrix: is rectangular array of numbers with n rows and m

More information

Stolper and Samuelson Theorem

Stolper and Samuelson Theorem Stolper and Samuelson Theorem Ram Singh Course 001 October 27, 2015 Ram Singh: (DSE) Factor Price Equalization October 27, 2015 1 / 13 International Trade: Basic Set-up I Optional Readings: MWG, Stolper

More information

STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS

STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS THIRD EDITION STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS Eugene Silberberg University of Washington Wing Suen University of Hong Kong I Us Irwin McGraw-Hill Boston Burr Ridge, IL Dubuque, IA Madison,

More information

Math 140, c Benjamin Aurispa. 2.1 Matrices

Math 140, c Benjamin Aurispa. 2.1 Matrices 2.1 Matrices Reminder: A matrix with m rows and n columns has size m x n. (This is also sometimes referred to as the order of the matrix.) The entry in the ith row and jth column of a matrix A is denoted

More information

Field Course Descriptions

Field Course Descriptions Field Course Descriptions Ph.D. Field Requirements 12 credit hours with 6 credit hours in each of two fields selected from the following fields. Each class can count towards only one field. Course descriptions

More information

2018 Fall 2210Q Section 013 Midterm Exam I Solution

2018 Fall 2210Q Section 013 Midterm Exam I Solution 8 Fall Q Section 3 Midterm Exam I Solution True or False questions ( points = points) () An example of a linear combination of vectors v, v is the vector v. True. We can write v as v + v. () If two matrices

More information

On the Distributive Effects of Terms of Trade Shocks: The Role of Non-tradable Goods

On the Distributive Effects of Terms of Trade Shocks: The Role of Non-tradable Goods WP/10/241 On the Distributive Effects of Terms of Trade Shocks: The Role of Non-tradable Goods Sebastian Galiani, Daniel Heymann and Nicolas Magud 2010 International Monetary Fund WP/10/241 IMF Working

More information

Dornbusch, Fischer, Samuelson (DFS) Model

Dornbusch, Fischer, Samuelson (DFS) Model Dornbusch, Fischer, Samuelson (DFS) Model Seyed Ali Madanizadeh Sharif U. of Tech. April 2014 Seyed Ali Madanizadeh (Sharif U. of Tech.) Dornbusch, Fischer, Samuelson (DFS) Model April 2014 1 / 27 Introduction

More information

Systems of Linear Equations in two variables (4.1)

Systems of Linear Equations in two variables (4.1) Systems of Linear Equations in two variables (4.1) 1. Solve by graphing 2. Solve using substitution 3. Solve by elimination by addition 4. Applications Opening example A restaurant serves two types of

More information

International Trade Lecture 16: Gravity Models (Theory)

International Trade Lecture 16: Gravity Models (Theory) 14.581 International Trade Lecture 16: Gravity Models (Theory) 14.581 Week 9 Spring 2013 14.581 (Week 9) Gravity Models (Theory) Spring 2013 1 / 44 Today s Plan 1 The Simplest Gravity Model: Armington

More information

Thus necessary and sufficient conditions for A to be positive definite are:

Thus necessary and sufficient conditions for A to be positive definite are: 14 Problem: 4. Define E = E 3 E 2 E 1 where E 3 is defined by (62) and E 1 and E 2 are defined in (61). Show that EAE T = D where D is defined by (60). The matrix E and the diagonal matrix D which occurs

More information

ECON 5111 Mathematical Economics

ECON 5111 Mathematical Economics Test 1 October 1, 2010 1. Construct a truth table for the following statement: [p (p q)] q. 2. A prime number is a natural number that is divisible by 1 and itself only. Let P be the set of all prime numbers

More information

University of Ottawa

University of Ottawa University of Ottawa Department of Mathematics and Statistics MAT 30B: Mathematical Methods II Instructor: Alistair Savage Second Midterm Test Solutions White Version 3 March 0 Surname First Name Student

More information

MIT PhD International Trade Lecture 15: Gravity Models (Theory)

MIT PhD International Trade Lecture 15: Gravity Models (Theory) 14.581 MIT PhD International Trade Lecture 15: Gravity Models (Theory) Dave Donaldson Spring 2011 Introduction to Gravity Models Recall that in this course we have so far seen a wide range of trade models:

More information

Trading Tasks: A Simple Theory of Offshoring

Trading Tasks: A Simple Theory of Offshoring Trading Tasks: A Simple Theory of Offshoring Gene M. Grossman and Esteban Rossi-Hansberg Princeton University June 26, 2014 Grossman and Rossi-Hansberg (Princeton University) A Simple Theory of Offshoring

More information

ECON0702: Mathematical Methods in Economics

ECON0702: Mathematical Methods in Economics ECON0702: Mathematical Methods in Economics Yulei Luo SEF of HKU January 12, 2009 Luo, Y. (SEF of HKU) MME January 12, 2009 1 / 35 Course Outline Economics: The study of the choices people (consumers,

More information

Lecture 13: Orthogonal projections and least squares (Section ) Thang Huynh, UC San Diego 2/9/2018

Lecture 13: Orthogonal projections and least squares (Section ) Thang Huynh, UC San Diego 2/9/2018 Lecture 13: Orthogonal projections and least squares (Section 3.2-3.3) Thang Huynh, UC San Diego 2/9/2018 Orthogonal projection onto subspaces Theorem. Let W be a subspace of R n. Then, each x in R n can

More information

Chapter 4. Solving Systems of Equations. Chapter 4

Chapter 4. Solving Systems of Equations. Chapter 4 Solving Systems of Equations 3 Scenarios for Solutions There are three general situations we may find ourselves in when attempting to solve systems of equations: 1 The system could have one unique solution.

More information

Chapter 2: Systems of Linear Equations and Matrices

Chapter 2: Systems of Linear Equations and Matrices Chapter 2: Systems of Linear Equations and Matrices 2.1 Systems Linear Equations: An Introduction Example Find the solution to the system of equations 2x y = 2 3x + 5y = 15 Solve first equation for y :

More information

Some New Topics in International Trade Theory

Some New Topics in International Trade Theory Hausdorff School: Economics and Tropical Geometry Some New Topics in International Trade Theory Y. Shiozawa Emeritus, Osaka City University 2016.5.12 Y. Shiozawa 1 Contents 1. Ricardian Trade Economy 2.

More information

Elements of Economic Analysis II Lecture VII: Equilibrium in a Competitive Market

Elements of Economic Analysis II Lecture VII: Equilibrium in a Competitive Market Elements of Economic Analysis II Lecture VII: Equilibrium in a Competitive Market Kai Hao Yang 10/31/2017 1 Partial Equilibrium in a Competitive Market In the previous lecture, e derived the aggregate

More information

Notes on Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-Selection in the Labor Market

Notes on Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-Selection in the Labor Market Notes on Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-Selection in the Labor Market Heckman and Sedlacek, JPE 1985, 93(6), 1077-1125 James Heckman University of Chicago

More information

Linear Regression. S. Sumitra

Linear Regression. S. Sumitra Linear Regression S Sumitra Notations: x i : ith data point; x T : transpose of x; x ij : ith data point s jth attribute Let {(x 1, y 1 ), (x, y )(x N, y N )} be the given data, x i D and y i Y Here D

More information

Microeconomic Theory -1- Introduction

Microeconomic Theory -1- Introduction Microeconomic Theory -- Introduction. Introduction. Profit maximizing firm with monopoly power 6 3. General results on maximizing with two variables 8 4. Model of a private ownership economy 5. Consumer

More information

30E00300 Productivity and Efficiency Analysis Abolfazl Keshvari, Ph.D.

30E00300 Productivity and Efficiency Analysis Abolfazl Keshvari, Ph.D. 30E00300 Productivity and Efficiency Analysis 2016 Abolfazl Keshvari, Ph.D. abolfazl.keshvari@aalto.fi Mathematics and statistics We need to know some basics of math and stat What is a function, and its

More information

Mathematical Foundations -1- Constrained Optimization. Constrained Optimization. An intuitive approach 2. First Order Conditions (FOC) 7

Mathematical Foundations -1- Constrained Optimization. Constrained Optimization. An intuitive approach 2. First Order Conditions (FOC) 7 Mathematical Foundations -- Constrained Optimization Constrained Optimization An intuitive approach First Order Conditions (FOC) 7 Constraint qualifications 9 Formal statement of the FOC for a maximum

More information

Trading factors: Heckscher-Ohlin revisited

Trading factors: Heckscher-Ohlin revisited Trading factors: Heckscher-Ohlin revisited Yves Balasko May 7, 2012 Abstract The Heckscher-Ohlin model of international trade is a general equilibrium model with finite numbers of goods, factors, consumers

More information

AEA Continuing Education Program. International Trade. Dave Donaldson, MIT

AEA Continuing Education Program. International Trade. Dave Donaldson, MIT AEA Continuing Education Program International Trade Dave Donaldson, MIT January 6-8, 2019 AEA Continuing Education: International Trade Lecture 1: The Ricardian Model 1 Dave Donaldson (MIT) AEA Cont.

More information

A Summary of Economic Methodology

A Summary of Economic Methodology A Summary of Economic Methodology I. The Methodology of Theoretical Economics All economic analysis begins with theory, based in part on intuitive insights that naturally spring from certain stylized facts,

More information

MATH 1003 Review: Part 2. Matrices. MATH 1003 Review: Part 2. Matrices

MATH 1003 Review: Part 2. Matrices. MATH 1003 Review: Part 2. Matrices Matrices (Ch.4) (i) System of linear equations in 2 variables (L.5, Ch4.1) Find solutions by graphing Supply and demand curve (ii) Basic ideas about Matrices (L.6, Ch4.2) To know a matrix Row operation

More information

Econometrics in a nutshell: Variation and Identification Linear Regression Model in STATA. Research Methods. Carlos Noton.

Econometrics in a nutshell: Variation and Identification Linear Regression Model in STATA. Research Methods. Carlos Noton. 1/17 Research Methods Carlos Noton Term 2-2012 Outline 2/17 1 Econometrics in a nutshell: Variation and Identification 2 Main Assumptions 3/17 Dependent variable or outcome Y is the result of two forces:

More information

STA414/2104 Statistical Methods for Machine Learning II

STA414/2104 Statistical Methods for Machine Learning II STA414/2104 Statistical Methods for Machine Learning II Murat A. Erdogdu & David Duvenaud Department of Computer Science Department of Statistical Sciences Lecture 3 Slide credits: Russ Salakhutdinov Announcements

More information

Partial Differentiation

Partial Differentiation CHAPTER 7 Partial Differentiation From the previous two chapters we know how to differentiate functions of one variable But many functions in economics depend on several variables: output depends on both

More information

Dynamic Macroeconomic Theory Notes. David L. Kelly. Department of Economics University of Miami Box Coral Gables, FL

Dynamic Macroeconomic Theory Notes. David L. Kelly. Department of Economics University of Miami Box Coral Gables, FL Dynamic Macroeconomic Theory Notes David L. Kelly Department of Economics University of Miami Box 248126 Coral Gables, FL 33134 dkelly@miami.edu Current Version: Fall 2013/Spring 2013 I Introduction A

More information

Trading factors: Heckscher-Ohlin revisited

Trading factors: Heckscher-Ohlin revisited Trading factors: Heckscher-Ohlin revisited Yves Balasko September 2012 Abstract The Heckscher-Ohlin model without restrictions on factor trading is shown to be equivalent to an exchange model where the

More information

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics CONSISTENT FIRM CHOICE AND THE THEORY OF SUPPLY

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics CONSISTENT FIRM CHOICE AND THE THEORY OF SUPPLY UNIVERSITY OF NOTTINGHAM Discussion Papers in Economics Discussion Paper No. 0/06 CONSISTENT FIRM CHOICE AND THE THEORY OF SUPPLY by Indraneel Dasgupta July 00 DP 0/06 ISSN 1360-438 UNIVERSITY OF NOTTINGHAM

More information

Notes on Winnie Choi s Paper (Draft: November 4, 2004; Revised: November 9, 2004)

Notes on Winnie Choi s Paper (Draft: November 4, 2004; Revised: November 9, 2004) Dave Backus / NYU Notes on Winnie Choi s Paper (Draft: November 4, 004; Revised: November 9, 004) The paper: Real exchange rates, international trade, and macroeconomic fundamentals, version dated October

More information

Sometimes the domains X and Z will be the same, so this might be written:

Sometimes the domains X and Z will be the same, so this might be written: II. MULTIVARIATE CALCULUS The first lecture covered functions where a single input goes in, and a single output comes out. Most economic applications aren t so simple. In most cases, a number of variables

More information

Dynamic Three-Factor Models of International Trade *

Dynamic Three-Factor Models of International Trade * Dynamic Three-Factor Models of International Trade * Yunfang Hu a#, Kazuo Nishimura b, and Koji Shimomura c a Graduate School of Economics, Kobe University b Institute of Economic Research, Kyoto University

More information

Advanced Microeconomics Problem Set 1

Advanced Microeconomics Problem Set 1 dvanced Microeconomics Problem Set László Sándor Central European University Pareto optima With Cobb-Douglas utilities u x ; x 2 ; x 3 = 0:4 log x 2 + 0:6 log x 3 and u x ; x 2 ; x 3 = log x 2 + log x

More information

Graphing Systems of Linear Equations

Graphing Systems of Linear Equations Graphing Systems of Linear Equations Groups of equations, called systems, serve as a model for a wide variety of applications in science and business. In these notes, we will be concerned only with groups

More information

Linear Algebra Review

Linear Algebra Review Linear Algebra Review ORIE 4741 September 1, 2017 Linear Algebra Review September 1, 2017 1 / 33 Outline 1 Linear Independence and Dependence 2 Matrix Rank 3 Invertible Matrices 4 Norms 5 Projection Matrix

More information

Math 1553, Introduction to Linear Algebra

Math 1553, Introduction to Linear Algebra Learning goals articulate what students are expected to be able to do in a course that can be measured. This course has course-level learning goals that pertain to the entire course, and section-level

More information

AUTARKIC INDETERMINACY AND TRADE DETERMINACY

AUTARKIC INDETERMINACY AND TRADE DETERMINACY Department of Economics Working Paper No. 0507 http://nt2.fas.nus.edu.sg/ecs/pub/wp/wp0507.pdf AUTARK NDETERMNAY AND TRADE DETERMNAY NHOLAS SM Boston ollege KONG-WENG HO National University of Singapore

More information

Mathematical Economics: Lecture 9

Mathematical Economics: Lecture 9 Mathematical Economics: Lecture 9 Yu Ren WISE, Xiamen University October 17, 2011 Outline 1 Chapter 14: Calculus of Several Variables New Section Chapter 14: Calculus of Several Variables Partial Derivatives

More information

Wages in a General Equilibrium Time Series Model of the US. Henry Thompson

Wages in a General Equilibrium Time Series Model of the US. Henry Thompson Wages in a General Equilibrium Time Series Model of the US Henry Thompson Auburn University April 2008 Theoretical wage effects of changing product prices and inputs have been examined under various assumptions

More information

MATH 304 Linear Algebra Lecture 18: Orthogonal projection (continued). Least squares problems. Normed vector spaces.

MATH 304 Linear Algebra Lecture 18: Orthogonal projection (continued). Least squares problems. Normed vector spaces. MATH 304 Linear Algebra Lecture 18: Orthogonal projection (continued). Least squares problems. Normed vector spaces. Orthogonality Definition 1. Vectors x,y R n are said to be orthogonal (denoted x y)

More information

A General Model of Fair Wages in an Open Economy

A General Model of Fair Wages in an Open Economy A General Model of Fair Wages in an Open Economy Udo Kreickemeier and Steffi Schoenwald October 2002 Abstract We analyze the behavior of a multi-sector small open economy with involuntary unemployment

More information

International Trade 31E00500

International Trade 31E00500 International Trade 31E00500 Lecture 6: Intra-industry trade and Gravity modelling Saara Tamminen 1 1 VATT Institute of Economic Research, Finland Winter 2016 Tamminen (VATT) Lecture 6 21.1.2016 1 / 53

More information

WHY ARE THERE RICH AND POOR COUNTRIES? SYMMETRY BREAKING IN THE WORLD ECONOMY: A Note

WHY ARE THERE RICH AND POOR COUNTRIES? SYMMETRY BREAKING IN THE WORLD ECONOMY: A Note WHY ARE THERE RICH AND POOR COUNTRIES? SYMMETRY BREAKING IN THE WORLD ECONOMY: A Note Yannis M. Ioannides Department of Economics Tufts University Medford, MA 02155, USA (O): 1 617 627 3294 (F): 1 617

More information

Clarendon Lectures, Lecture 1 Directed Technical Change: Importance, Issues and Approaches

Clarendon Lectures, Lecture 1 Directed Technical Change: Importance, Issues and Approaches Clarendon Lectures, Lecture 1 Directed Technical Change: Importance, Issues and Approaches Daron Acemoglu October 22, 2007 Introduction New technologies not neutral towards different factors/groups. 1.

More information

Chapter 4. Applications/Variations

Chapter 4. Applications/Variations Chapter 4 Applications/Variations 149 4.1 Consumption Smoothing 4.1.1 The Intertemporal Budget Economic Growth: Lecture Notes For any given sequence of interest rates {R t } t=0, pick an arbitrary q 0

More information

Team Production and the Allocation of Creativity across Global and Local Sectors

Team Production and the Allocation of Creativity across Global and Local Sectors RIETI Discussion Paper Series 15-E-111 Team Production and the Allocation of Creativity across Global and Local Sectors NAGAMACHI Kohei Kagawa University The Research Institute of Economy, Trade and Industry

More information

EKONOMSKA FAKULTETA UNIVERZA V LJUBLJANI MASTER THESIS ČRT KOSTEVC

EKONOMSKA FAKULTETA UNIVERZA V LJUBLJANI MASTER THESIS ČRT KOSTEVC EKONOMSKA FAKULTETA UNIVERZA V LJUBLJANI MASTER THESIS ČRT KOSTEVC EKONOMSKA FAKULTETA UNIVERZA V LJUBLJANI MASTER THESIS THE IMPACT OF TRADE LIBERALIZATION ON REGIONAL FACTOR REALLOCATION Ljubljana, August

More information

All of my class notes can be found at

All of my class notes can be found at My name is Leon Hostetler I am currently a student at Florida State University majoring in physics as well as applied and computational mathematics Feel free to download, print, and use these class notes

More information

Trade-in-goods and trade-in-tasks: An integrating framework

Trade-in-goods and trade-in-tasks: An integrating framework Trade-in-goods and trade-in-tasks: An integrating framework Richard Baldwin and Frédéric Robert-Nicoud Graduate Institute, Geneva, CEPR and NBER; University of Geneva and CEPR January 203 ABSTRACT We introduce

More information

1 Last time: multiplying vectors matrices

1 Last time: multiplying vectors matrices MATH Linear algebra (Fall 7) Lecture Last time: multiplying vectors matrices Given a matrix A = a a a n a a a n and a vector v = a m a m a mn Av = v a a + v a a v v + + Rn we define a n a n a m a m a mn

More information

14.05: Section Handout #1 Solow Model

14.05: Section Handout #1 Solow Model 14.05: Section Handout #1 Solow Model TA: Jose Tessada September 16, 2005 Today we will review the basic elements of the Solow model. Be prepared to ask any questions you may have about the derivation

More information

Firms and returns to scale -1- John Riley

Firms and returns to scale -1- John Riley Firms and returns to scale -1- John Riley Firms and returns to scale. Increasing returns to scale and monopoly pricing 2. Natural monopoly 1 C. Constant returns to scale 21 D. The CRS economy 26 E. pplication

More information

Indeterminacy and Sunspots in Macroeconomics

Indeterminacy and Sunspots in Macroeconomics Indeterminacy and Sunspots in Macroeconomics Wednesday September 6 th : Lecture 5 Gerzensee, September 2017 Roger E. A. Farmer Warwick University and NIESR Topics for Lecture 5 Sunspots (Cass-Shell paper)

More information

The Ramsey Model. (Lecture Note, Advanced Macroeconomics, Thomas Steger, SS 2013)

The Ramsey Model. (Lecture Note, Advanced Macroeconomics, Thomas Steger, SS 2013) The Ramsey Model (Lecture Note, Advanced Macroeconomics, Thomas Steger, SS 213) 1 Introduction The Ramsey model (or neoclassical growth model) is one of the prototype models in dynamic macroeconomics.

More information

1 Two elementary results on aggregation of technologies and preferences

1 Two elementary results on aggregation of technologies and preferences 1 Two elementary results on aggregation of technologies and preferences In what follows we ll discuss aggregation. What do we mean with this term? We say that an economy admits aggregation if the behavior

More information

Economics 101 Spring 2001 Section 4 - Hallam Problem Set #5

Economics 101 Spring 2001 Section 4 - Hallam Problem Set #5 Economics 101 Spring 001 Section 4 - Hallam Problem Set #5 Due date: March, 001 1. Consider the following data on quantities of q 1 and q and utility. In the table q is held fixed at 3 units. Compute marginal

More information

2x2x2 Heckscher-Ohlin-Samuelson (H-O-S) model with factor substitution

2x2x2 Heckscher-Ohlin-Samuelson (H-O-S) model with factor substitution 2x2x2 Heckscher-Ohlin-amuelson (H-O- model with factor substitution The HAT ALGEBRA of the Heckscher-Ohlin model with factor substitution o far we were dealing with the easiest ossible version of the H-O-

More information

STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics

STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics STATE UNIVERSITY OF NEW YORK AT ALBANY Department of Economics Ph. D. Comprehensive Examination: Macroeconomics Fall, 202 Answer Key to Section 2 Questions Section. (Suggested Time: 45 Minutes) For 3 of

More information

Using regression to study economic relationships is called econometrics. econo = of or pertaining to the economy. metrics = measurement

Using regression to study economic relationships is called econometrics. econo = of or pertaining to the economy. metrics = measurement EconS 450 Forecasting part 3 Forecasting with Regression Using regression to study economic relationships is called econometrics econo = of or pertaining to the economy metrics = measurement Econometrics

More information

MIT PhD International Trade Lecture 8: The Ricardo-Viner and Heckscher-Ohlin Models (Empirics Part II)

MIT PhD International Trade Lecture 8: The Ricardo-Viner and Heckscher-Ohlin Models (Empirics Part II) 14.581 MIT PhD International Trade Lecture 8: The Ricardo-Viner and Heckscher-Ohlin Models (Empirics Part II) Dave Donaldson Spring 2011 Plan of Today s Lecture 1. Tests of the Heckscher-Ohlin model, continued:

More information

A Dual De nition for the Factor Content of Trade

A Dual De nition for the Factor Content of Trade A Dual De nition for the Factor Content of Trade Agelos Delis and Theofanis Mamuneas 2 Draft Version. Preliminary and incomplete. Do not quote. March 2005 Abstract In this paper, rst we introduce a dual

More information