Input-Output Analysis Foundations and Extensions

Size: px
Start display at page:

Download "Input-Output Analysis Foundations and Extensions"

Transcription

1 Input-Output Analysis Foundations and Extensions Second Edition Ronald E. Miller and Peter D. Blair Hi X$P CAMBRIDGE UNIVERSITY PRESS

2 List of Figures List of Tables Preface page xxii xxiv xxix 1 Introduction and Overview Introduction Input-Output Analysis: The Basic Framework Outline for this Text Internet Website and Text Locations of Real Datasets 8 References 9 2 Foundations of Input-Output Analysis Introduction Notation and Fundamental Relationships Input-Output Transactions and National Accounts Production Functions and the Input-Output Model An Illustration of Input-Output Calculations Numerical Example: Hypothetical Figures-Approach I 21 Impacts on Industry Outputs 21 Other Impacts Numerical Example: Hypothetical Figures - Approach II Numerical Example: Mathematical Observations Numerical Example: The US 2003 Data The Power Series Approximation of (I A) ~* Open Models and Closed Models The Price Model Overview Physical vs. Monetary Transactions The Price Model based on Monetary Data 43

3 vi Contents Summary Appendix 2.1 A2.1.1 A2.1.2 Appendix 2.2 Problems References Numerical Examples Using the Price Model based on Monetary Data Example 1: Base Year Prices Example 2: Changed Base Year Prices Applications The Price Model based on Physical Data Introduction of Prices Relationship between A and C Numerical Examples Using the Price Model based on Physical Data Example 1: Base Year Prices Example 2: Changed Base Year Prices The Quantity Model based on Physical Data A Basic National Income Identity The Relationship between Approaches I and II Approach I Approach II The Hawkins-Simon Conditions Input-Output Modeis at the Regional Level 3.1 Introduction 3.2 Single Region Models National Coefficients Regional Coefficients Closing a Regional Model with respect to Households Many-Region Models: The Interregional Approach Basic Structure of Two-Region Interregional Input-Output Models Interregional Feedbacks in the Two-Region Model Numerical Example: Hypothetical Two-Region Interregional Case Interregional Models with more than Two Regions Implementation of the IRIO Model Many-Region Models: The Multiregional Approach The Regional Tables The Interregional Tables The Multiregional Model Numerical Example: Hypothetical Two-Region Multiregional Case

4 Vll The US MRIO Models Numerical Example: The Chinese Multiregional Model for The Balanced Regional Model Structure of the Balanced Regional Model Numerical Example The Spatial Scale of Regional Models Summary 106 Appendix 3.1 Basic Relationships in the Multiregional Input-Output Model 107 Appendix 3.2 Sectoral and Regional Aggregation in the 2000 Chinese Multiregional Model 109 Appendix 3.3 The Balanced Regional Model and the Inverse of a Partitioned (I - A) Matrix 110 Problems 111 References Organization of Basic Data for Input-Output Models Introduction Observations on Ad Hoc Survey-Based Input-Output Tables Observations on Common Methods for Generating Input-Output Tables A System of National Economic Accounts The Circular Flow of Income and Consumer Expenditure Savings and Investment Adding Overseas Transactions: Imports, Exports, and Other Transactions The Government Sector The Consolidated Balance Statement for National Accounts Expressing Net Worth National Income and Product Accounting Conventions Assembling Input-Output Accounts: The US Case Additional Considerations Secondary Production: Method of Reallocation 140 Example I: Reallocation of Secondary Production Secondary Production: Commodity-by-Industry Accounting 142 Example 2: Commodity-by-Industry Accounts Reconciling with the National Accounts Producers' and Consumers' Prices 144 Example 3: Trade and Transportation Margins Accounting for Imports and Exports 149 Example 4: Competitive and Noncompetitive Imports 149

5 V1U Contents Removing Competitive Imports from Total Transactions Tables 150 Approximation Method I 151 Approximation Method II 151 Example 5: Import Scrubbing 152 Implications of the Estimating Assumptions Adjustments for Inventory Change Adjustments for Scrap Valuation and Double Deflation 157 Example 6: Double Deflation The Aggregation Problem: Level of Detail in Input-Output Tables The Aggregation Matrix 161 Example 7: Sectoral Aggregation Measures of Aggregation Bias Summary 168 Appendix 4.1 Spatial Aggregation in IRIO and MRIO Models 168 A4.1.1 Spatial Aggregation of IRIO Models 168 A4.1.2 Spatial Aggregation of MRIO Models 172 Problems 176 References The Commodity-by-Industry Approach in Input-Output Models Introduction The Use Matrix The Make Matrix The Basic Accounting Relationships Technology and Total Requirements Matrices in the Commodity-Industry Approach Industry Source of Commodity Outputs Commodity Composition of Industry Outputs Generating Total Requirements Matrices 189 Using D 190 Using C "Industry-Based" Technology "Commodity-Based" Technology Direct Requirements (Technical Coefficients) Matrices Derived from Basic Data Total Requirements Matrices 196 Approach I: Starting with Technical Coefficients 196 Approach II: Avoiding C _1 in Commodity Technology Cases 198 Is Singularity Likely to be a Problem in Real-World Models? Numerical Examples of Alternative Direct and Total Requirements Matrices 201

6 ix Direct Requirements Matrices Total Requirements Matrices 202 Commodity-Demand Driven Models 202 Industry-Demand Driven Models Negative Elements in the Commodity-Industry Framework Commodity Technology 203 Direct Requirements Matrices 203 Transactions Matrices 205 Total Requirements Matrices Industry Technology 207 Direct Requirements Matrices 207 Total Requirements Matrices Making a Model Choice 208 Which Model to Choose? 208 Dealing with Negative Values Nonsquare Commodity-Industry Systems Commodity Technology Industry Technology 212 Direct Requirements Matrices 212 Total Requirements Matrices Mixed Technology in the Commodity-Industry Framework Commodity Technology in Vi Industry Technology in Vi Numerical Examples with Mixed Technology Assumptions 219 Example 1: Commodity Technology in\\ 219 Example 2: Industry Technology in Vi Additional Mixed Technology Variants Summary 222 Appendix 5.1 Alternative Approaches to the Derivation of Transactions Matrices 223 A5.1.1 Industry Technology 224 Commodity-by-Commodity Requirements 224 Industry-by-Industry Requirements 225 A5.1.2 Commodity Technology 226 Commodity-by-Commodity Requirements 226 Industry-by-Industry Requirements 228 Appendix 5.2 Elimination of Negatives in Commodity Technology Models 229 A5.2.1 The Problem 229 3x3 Example 229 4x4 Example 229 5x5 Example (from Almon, 2000) 230

7 A5.2.2 Approaches to Elimination of Negative Elements 230 A5.2.3 Results of the Iterative Procedure 234 3x3 Example 234 4x4 Example 234 5x5 Example 235 Problems 237 References 240 Multipliers in the Input-Output Model Introduction General Structure of Multiplier Analysis Output Multipliers 245 Simple Output Multipliers 245 Total Output Multipliers 247 Example: The US Input-Output Model for Output Multipliers in Commodity Industry Models 249 Commodity-Demand-Driven Models 249 Industry-Demand-Driven Models Income/Employment Multipliers 250 Income Multipliers 250 Type I and Type II Income Multipliers 252 Relationship Between Simple and Total Income Multipliers or Between Type I and Type II Income Multipliers 253 Which Multiplier to Use? 254 Even More Income Multipliers 255 Physical Employment Multipliers Value-Added Multipliers Matrix Representations Summary Multipliers in Regional Models Regional Multipliers Interregional Input-Output Multipliers 261 Intraregional Effects 261 Interregional Effects 262 National Effects 263 Sectoral Effects 263 More Than Two Regions Multiregional Input-Output Multipliers 264 Intraregional Effects 266 Interregional Effects 267 National Effects 267 Sectoral Effects 267

8 xi Final Demand for Goods Made in a Particular Region 267 More Than Two Regions Miyazawa Multipliers Disaggregated Household Income Groups Miyazawa's Derivation Numerical Example Adding a Spatial Dimension Gross and Net Multipliers in Input-Output Models Introduction Multipliers in the Net Input-Output Model 278 Numerical Example Additional Multiplier Variants 280 (Indirect Effects)/(Direct Effects) 280 "Growth Equalized" Multipliers 281 Another Kind of Net Multiplier Multipliers and Elasticities Output Elasticity Output-to-Output Multipliers and Elasticities 283 Direct Effects 283 Total Effects Multiplier Decompositions Fundamentals Decompositions in an Interregional Context Stone's Additive Decomposition A Note on Interregional Feedbacks Numerical Illustration Summary 294 Appendix 6.1 The Equivalence of Total Household Income Multipliers and die Elements in the Bottom Row of (I Ä) Appendix 6.2 Relationship Between Type I and Type II Income Multipliers 296 Problems 297 References 299 Nonsurvey and Partial-Survey Methods: Fundamentals Introduction The Question of Stability of Input-Output Data Stability of National Coefficients 304 Comparisons of Direct-Input Coefficients 305 Comparisons of Leontief Inverse Matrices 305 Other Summary Measures 307 Data for the US Economy 307

9 7.2.2 Constant versus Current Prices Stability of Regional Coefficients Summary Updating and Projecting Coefficients: Trends, Marginal Coefficients and Best Practice Methods Trends and Extrapolation Marginal Input Coefficients "Best Practice" Firms Updating and Projecting Coefficients: The RAS Approach and Hybrid Methods The RAS Technique Example of the RAS Procedure Updating Coefficients vs. Transactions 327 Numerical Illustration An Economic Interpretation of the RAS Procedure Incorporating Additional Exogenous Information in an RAS Calculation Modified Example: One Coefficient Known in Advance Hybrid Models: RAS with Additional Information The Constrained Optimization Context Infeasible Problems Summary 336 Appendix 7.1 RAS as a Solution to the Constrained Minimum Information Distance Problem 337 Problems 338 References 343 Nonsurvey and Partial-Survey Methods: Extensions Introduction Location Quotients and Related Techniques Simple Location Quotients Purchases-Only Location Quotients Cross-Industry Quotients The Semilogarithmic Quotient and its Variants, FLQandAFLQ Supply-Demand Pool Approaches Fabrication Effects Regional Purchase Coefficients "Community" Input-Output Models Summary RAS in a Regional Setting Numerical Illustration 361

10 xiii 8.5 Exchanging Coefficients Matrices Estimating Interregional Hows Gravity Model Formulations Two-Region Interregional Models Two-Region Logic with more than Two Regions Estimating Commodity Inflows to a Substate Region Additional Studies 371 Commodity Flows among US States 371 An Optimization Model for Interregional Flows Hybrid Methods Generation of Regional Input-Output Tables (GRIT) Double-Entry Bi-Regional Input-Output Tables (DEBRIOT) The Multiregional Input-Output Model for China, 2000 (CMRIO) International Input-Output Models Introduction Asian International Input-Output Tables "Hybrid" Many-Region Models for the EC China-Japan "Transnational Interregional" Input-Output (THO) Model, Chinese Exports to Japan for Intermediate Demand 381 Applications Leontief's World Model The Reconciliation Issue Summary 386 Appendix 8.1 Geographical Classifications in the World Input-Output Model 387 Problems 387 References Energy Input-Output Analysis Introduction Early Approaches to Energy Input-Output Analysis Contemporary Energy Input-Output Analysis Overview Concepts of Energy Input-Output Analysis The Basic Formulation The Total Energy Requirements Matrix 404 Example 9.1: Two-Sector Illustration of Hybrid Units Input-Output Analysis 407 Example 9.2: Generalization to Several Energy Types The Hybrid Units Formulation and Energy Conservation Conditions 410

11 XIV Contents Example 9.2: Generalization to Several Energy Types (Revisited) Further Methodological Considerations Adjusting for Energy Conversion Efficiencies 412 Example 9.3: Adjusting for Energy Conversion Efficiencies Accounting for Imports Commodity-by-Industry Energy Models Applications Net Energy Analysis 414 Example 9.4: Net Energy Analysis Energy Cost of Goods and Services Impacts of New Energy Technologies An Energy Tax Energy and Structural Change Energy Input-Output and Econometrics Other Applications Summary 427 Appendix 9.1 Earlier Formulation of Energy Input-Output Models 428 A9.1.1 Introduction 428 A9.1.2 Illustration of the Implications of the Traditional Approach 430 Example 9.5: Energy Input-Output Alternative Formulation 430 Example 9.6: Energy Input-Output Example (Revised) 431 Extensions of Example A9.1.3 General Limitations of the Alternative Formulation 437 Problems 437 References Environmental Input-Output Analysis Introduction Basic Considerations Generalized Input-Output Analysis: Basic Framework Accounting for Pollution Impacts Generalized Impacts 447 Example 10.1: Generalized Input-Output Analysis Summary: Generalized Input-Output Formulations 451 Case I: Impact Analysis Form 451 Case II: Planning Form Generalized Input-Output Analysis: Extensions of the Planning Approach Linear Programming: A Brief Introduction by Means of the Leontief Model Multiple Objectives 457

12 xv Conflicting Objectives and Linear Goal Programming Additional Observations 461 Specifying Objectives 461 Tightly Constrained Problems 462 Solution Methods Applications to the Generalized Input-Output Planning Problem Policy Programming 469 Impact Analysis Form 470 Planning Form Ecological Commodities An Augmented Leontief Model Pollution Generation Pollution Elimination 478 Example 10.2: Pollution-Activity-Augmented Leontief Model Existence of Non-negative Solutions 480 Example 10.2 (Revisited): Pollution-Activity-Augmented Leontief Model Economic-Ecologic Models Fully Integrated Models Limited Economic-Ecologic Models 484 Economic Subsystem 484 Ecologic Subsystem 485 Commodity-by-Industry Formulation 485 Example 10.3: Limited Economic-Ecologic Models Pollution Dispersion Gaussian Dispersion Models Coupling Pollution Dispersion and Input-Output Models 488 Example 10.4: Coupling Input-Output and Pollution Dispersion Models Other Applications Summary 490 Problems 490 References Social Accounting Matrices Introduction Social Accounting Matrices: Background Social Accounting Matrices: Basic Concepts The Households Account The Value-Added Account 504

13 xvi Contents 11.6 Interindustry Transactions and the Connection to the Input-Output Framework Expanding the Social Accounts Additional Social Accounting Variables A "Fully Articulated" SAM SAM Multipliers SAM Multipliers: Basic Structure Decomposition of SAM Multipliers 516 Example 11.1: Reduced Form Case Multipliers in an Expanded SAM 522 Example 11.2: The Expanded Case Additive Multipliers The Relationship between Input-Output and SAM Multipliers Balancing SAM Accounts Example: Balancing a SAM Example: Balancing a SAM with Additional Information Some Applications of SAMs Summary 537 Problems 537 References Supply-Side Models, Linkages, and Important Coefficients Supply Side Input-Output Models The Early Interpretation 543 Numerical Illustration (Hypothetical Data) 546 Numerical Application ( US Data) Relationships between A and B and between L and G Comments on the Early Interpretation Joint Stability 549 The Issue 549 Conditions under which both A and B will be Stable Reinterpretation as a Price Model 551 Connection to the Leontief Price Model (Algebra) 553 Connection to the Leontief Price Model (Numerical Illustration) 553 A Ghosh Quantity Model Linkages in Input-Output Models Backward Linkage Forward Linkage "Net" Backward Linkage Classifying Backward and Forward Linkage Results 559

14 xvii Spatial Linkages Hypothetical Extraction 563 Backward Linkage 564 Forward Linkage Illustration Using US Data Identifying Important Coefficients Mathematical Background Relative Sizes of Elements in the Leontief Inverse 569 Observation Observation Observation "Inverse-Important" Coefficients Numerical Example Impacts on Gross Outputs Fields of Influence Additional Measures of Coefficient Importance 580 Converting Output to Employment, Income, etc. 580 Elasticity Coefficient Analysis 581 Relative Changes in All Gross Outputs 581 Impacts of Changes in more than One Element of the A Matrix Summary 582 Appendix 12.1 The Sherman-Morrison-Woodbury Formulation 582 A Introduction 582 A Application to Leontief Inverses 585 Problems 585 References Structural Decomposition, Mixed and Dynamic Models Structural Decomposition Analysis Initial Decompositions: Changes in Gross Outputs 593 Numerical Example Next-Level Decompositions: Digging Deeper into Af and AL 598 Additive Decompositions with Products of more than Two Terms 598 Changes in Final Demand Numerical Examples 601 One Category of Final Demand (p = I) 601 Two Categories of Final Demand (p 2) Changes in the Direct Inputs Matrix 602 Decomposition of AL 602 Decomposition of A A 604 Numerical Illustration (continued) 605

15 Decompositions of Changes in Some Function of x Summary for Ax SDA in a Multiregional Input-Output (MRIO) Model Empirical Examples 608 Studies Using National Models 608 Studies Using a Single-Region or Connected-Region Model Mixed Models Exogenous Specification of One Sector's Output 621 Rearranging the Basic Equations 621 "Extracting" the Sector An Alternative Approach When/i,...,/ _i and x Are Exogenously Specified Examples with x n Exogenous 626 Example l:f\ = 100,000,/ 2 = 200,000, jt 3 = 150, Example 2:f\ = / 2 = 0, * 3 = 150, Example 3:f x = 100,000,/ 2 = 200,000, x 3 = 100, Example 4: The Critical Value ofx^ 628 Multipliers Exogenous Specificationof/i,...,/*,x^+i,..-,x An Example with x n -1 and x n Exogenous 632 Example 5 (Example 2 expanded) New Industry Impacts in the Input-Output Model New Industry: The Final-Demand Approach New Industry: Complete Inclusion in the Technical Coefficients Matrix A New Firm in an Existing Industry Other Structural Changes Dynamic Considerations in Input-Output Models General Relationships A Three-Period Example 642 Terminal Conditions 643 Initial Conditions Numerical Example Terminal Conditions 646 Initial Conditions Numerical Example Terminal Conditions 649 Initial Conditions "Dynamic" Multipliers Turnpike Growth and Dynamic Models 651 Example 653

16 xix Alternative Input-Output Dynamics Summary 654 Appendix 13.1 Alternative Decompositions of x = LBf 655 Appendix 13.2 Exogenous Specification of Some Elements of x 656 A The General Case: An n-sector Model with k Endogenous Outputs 656 A The Output-to-Output Multiplier Matrix 658 A The Inverse of a Partitioned (I-A (n) ) Matrix 659 A The Case of k = 2, n = A The Case of k = 1, n = A "Extracting" the Last (n - it) Sectors 662 Problems 663 References Additional Topics Introduction Input-Output and Measuring Economic Productivity Total Factor Productivity Numerical Example: Total Factor Productivity Accounting for Prices References for Section Graph Theory, Structural Path Analysis, and Qualitative Input-Output Analysis (QIOA) References for Section Fundamental Economic Structure (FES) References for Section Input-Output, Econometrics, and Computable General Equilibrium Models The Variable Input-Output Model Regional Input-Output Econometric Models Computable General Equilibrium Models References for Section Additional Resources for Input-Output Extensions and Applications Edited Collections Journal Special Issues Collections of Reprints References for Section Some Concluding Reflections 686

17 xx Contents Appendix A Matrix Algebra for Input-Output Models 688 A.l Introduction 688 A.2 Matrix Operations: Addition and Subtraction 689 A.2.1 Addition 689 A.2.2 Subtraction 689 A.2.3 Equality 689 A.2.4 The Null Matrix 689 A.3 Matrix Operations: Multiplication 689 A.3.1 Multiplication of a Matrix by a Number 689 A.3.2 Multiplication of a Matrix by Another Matrix 689 A.3.3 The Identity Matrix 690 A.4 Matrix Operations: Transposition 691 A.5 Representation of Linear Equation Systems 691 A.6 Matrix Operations: Division 693 A.7 Diagonal Matrices 696 A. 8 Summation Vectors 698 A.9 Matrix Inequalities 698 A. 10 Partitioned Matrices 699 A Multiplying Partitioned Matrices 699 A The Inverse of a Partitioned Matrix 700 References 701 Appendix B Reference Input-Output Tables for the United States ( ) 702 B.l Introduction 702 B.2 Transactions Accounts 703 B.3 Matrices of Technical Coefficients and Total Requirements 715 References for US Input-Output Tables ( ) 722 Appendix C Historical Notes on the Development of Leontief's Input-Output Analysis 724 C.l Conceptual Foundations 724 C.2 Quesnay and the Physiocrats 725 C.3 Mathematical Formalization 728 C.4 Leontief and the "Economy as a Circular Flow" 729 C.5 Development of Input-Output Analysis 731 References 735

18 xxi Author Index 738 Subject Index 746 The Following Supplementary Appendices are Available Online at Web Appendix 5W. 1 Left and Right Inverses in Nonsquare Input-Output Systems A5W.1.1 Introduction A5W.1.2 More Commodities than Industries (m > ri) Numerical Illustration Commodity Technology Industry Technology A5W.1.3 Fewer Commodities than Industries (m < ri) Numerical Illustration Commodity Technology Industry Technology Web Appendix 8W.1 Detailed Results for the Numerical Illustration in Section 8.4 Web Appendix 12W. 1 Hypothetical Extractions with Partitioned Matrices A12W.1.1 Case 1: Complete Extraction of Sector 1 A12W.1.2 Case 2: Extraction of Sector l's Intersectoral Relations A12W.1.3 Case 3: Extraction of Sector l's Intermediate Purchases A12W.1.4 Case 4: Extraction of Sector l's Intermediate Sales A12W.1.5 Case 5: Extraction of Sector l's Intersectoral Intermediate Purchases A12W.1.6 Case 6: Extraction of Sector l's Intersectoral Intermediate Sales A12W.1.7 The Ghosh Model and Some Comparisons Web Appendix 12W.2 Brief History of Leontief Inverses with Errors in the Coefficients of A A12W.2.1 Mathematical Background A12W.2.2 Application of Leontief Inverses Dwyer and Waugh (1953) Evans (1954) West (1982) Sherman-Morrison and Sonis-Hewings

DATABASE AND METHODOLOGY

DATABASE AND METHODOLOGY CHAPTER 3 DATABASE AND METHODOLOGY In the present chapter, sources of database used and methodology applied for the empirical analysis has been presented The whole chapter has been divided into three sections

More information

APPENDIX 2 MATHEMATICAL EXPRESSION ON THE METHODOLOGY OF CONSTRUCTION OF INPUT OUTPUT TABLES

APPENDIX 2 MATHEMATICAL EXPRESSION ON THE METHODOLOGY OF CONSTRUCTION OF INPUT OUTPUT TABLES APPENDIX 2 MATHEMATICAL EXPRESSION ON THE METHODOLOGY OF CONSTRUCTION OF INPUT OUTPUT TABLES A2.1 This Appendix gives a brief discussion of methods of obtaining commodity x commodity table and industry

More information

Modern Urban and Regional Economics

Modern Urban and Regional Economics Modern Urban and Regional Economics SECOND EDITION Philip McCann OXFORD UNIVERSITY PRESS Contents List of figures List of tables Introduction xii xiv xvii Part I Urban and Regional Economic Models and

More information

Impact Analysis of Economic Linkages of South Korea with North Korea Using a CGE Model (draft version)

Impact Analysis of Economic Linkages of South Korea with North Korea Using a CGE Model (draft version) Comments Only Impact Analysis of Economic Linkages of South Korea with North Korea Using a CGE Model (draft version) Euijune Kim Professor, Department of Agricultural Economics and Rural Development and

More information

Spillovers from economic development: an interregional perspective

Spillovers from economic development: an interregional perspective Spillovers from economic development: an interregional perspective Geoffrey J.D. Hewings Regional Economics Applications Laboratory University of Illinois hewings@illinois.edu www.real.uiuc.edu Outline

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

Regional Research Institute West Virginia University

Regional Research Institute West Virginia University Regional Research Institute West Virginia University Technical Document Series Matlab Code for Structural Decomposition Analysis Juan Tomás Sayago-Gómez RRI TechDoc 2014-01 Date submitted:3/14/2014 Date

More information

External Backward Linkage and External Forward Linkage. in Asian International Input-Output Table

External Backward Linkage and External Forward Linkage. in Asian International Input-Output Table Prepared for the 20 th INFORUM World Conference in Firenze, Italy External Backward Linkage and External Forward Linkage in Asian International Input-Output Table Toshiaki Hasegawa Faculty of Economics

More information

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v)

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v) (vii) Preface... (v) CHAPTER 1 Set Theory Definition of Set... 1 Roster, Tabular or Enumeration Form... 1 Set builder Form... 2 Union of Set... 5 Intersection of Sets... 9 Distributive Laws of Unions and

More information

Approach of Estimating Tsunami Economic Losses in The. Okinawa Island with Scenario-based of Input-Output Table. and Okinawa Earthquake Sources

Approach of Estimating Tsunami Economic Losses in The. Okinawa Island with Scenario-based of Input-Output Table. and Okinawa Earthquake Sources ORIGINAL ARTICLE Approach of Estimating Tsunami Economic Losses in The Okinawa Island with Scenario-based of Input-Output Table and Okinawa Earthquake Sources Kwanchai Pakoksung 1*, Anawat Suppasri 1,

More information

Feedback Effects Based on an Interregional Input - Output Model for Greece

Feedback Effects Based on an Interregional Input - Output Model for Greece "Science Stays True Here" Journal of Mathematics and Statistical Science, Volume 2016, 554-566 Science Signpost Publishing Feedback Effects Based on an nterregional nput - Output Model for Greece Erasmia

More information

Some Procedures for Estimating Goods and Service Trade Between Regions Using the Trade Reports from IMPLAN

Some Procedures for Estimating Goods and Service Trade Between Regions Using the Trade Reports from IMPLAN Ag Econ Series 00-3 July 2000 Ag Econ Paper Series Some Procedures for Estimating Goods and Service Trade Between Regions Using the Trade Reports from IMPLAN David Holland and Frank Pirnique DEPARTMENT

More information

Productive Relations in the Northeast and the Rest-of-Brazil Regions in 1995: Decomposition and Synergy in Input-Output Systems

Productive Relations in the Northeast and the Rest-of-Brazil Regions in 1995: Decomposition and Synergy in Input-Output Systems Productive Relations in the Northeast and the Rest-of-Brazil Regions in 995: Decomposition and Synergy in Input-Output Systems Joaquim Jose Martins Guilhoto, Geoffrey Hewings, Michael Sonis Geographical

More information

Does Pleasing Export-Oriented Foreign Investors Help Your. Balance of Payments? A General Equilibrium Analysis. (Available on Request Appendix)

Does Pleasing Export-Oriented Foreign Investors Help Your. Balance of Payments? A General Equilibrium Analysis. (Available on Request Appendix) Does Pleasing Export-Oriented Foreign Investors Help Your Balance of Payments? A General Equilibrium Analysis (Available on Request Appendix) Derivation of the Excess Demand Equations, the IS Equation,

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

Construction Modelling of Input-Output Coefficients Matrices in an Axiomatic Context: Some Further Considerations.

Construction Modelling of Input-Output Coefficients Matrices in an Axiomatic Context: Some Further Considerations. 1 Construction Modelling of Input-Output Coefficients Matrices in an Axiomatic Context: Some Further Considerations. José Manuel Rueda-Cantuche Universidad Pablo de Olavide Seville - Spain XIVth International

More information

TABLE OF CONTENTS INTRODUCTION, APPROXIMATION & ERRORS 1. Chapter Introduction to numerical methods 1 Multiple-choice test 7 Problem set 9

TABLE OF CONTENTS INTRODUCTION, APPROXIMATION & ERRORS 1. Chapter Introduction to numerical methods 1 Multiple-choice test 7 Problem set 9 TABLE OF CONTENTS INTRODUCTION, APPROXIMATION & ERRORS 1 Chapter 01.01 Introduction to numerical methods 1 Multiple-choice test 7 Problem set 9 Chapter 01.02 Measuring errors 11 True error 11 Relative

More information

Formal and Informal Sectors in a Social Accounting Matrix for Brazil. Henrique Morrone

Formal and Informal Sectors in a Social Accounting Matrix for Brazil. Henrique Morrone DEPARTMENT OF ECONOMICS WORKING PAPER SERIES Formal and Informal Sectors in a Social Accounting Matrix for Brazil Henrique Morrone Working Paper No: 2012-09 November 2012 University of Utah Department

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

TECHNICAL COEFFICIENTS CHANGE BY BI-PROPORTIONAL ECONOMETRIC ADJUSTMENT FUNCTIONS

TECHNICAL COEFFICIENTS CHANGE BY BI-PROPORTIONAL ECONOMETRIC ADJUSTMENT FUNCTIONS Fourteenth International Conference on Input-Output Techniques October 10-15 2002, Montréal, CANADA TECHNICAL COEFFICIENTS CHANGE BY BI-PROPORTIONAL ECONOMETRIC ADJUSTMENT FUNCTIONS Kurt Kratena, Gerold

More information

The empirical foundation of RIO and MRIO analyses. Some critical reflections

The empirical foundation of RIO and MRIO analyses. Some critical reflections The empirical foundation of RIO and MRIO analyses Some critical reflections Josef Richter March 2017 1 1 Contents o Introduction o Models to generate statistical data o The model content of national IOT

More information

Spatial Aspects of Trade Liberalization in Colombia: A General Equilibrium Approach. Eduardo Haddad Jaime Bonet Geoffrey Hewings Fernando Perobelli

Spatial Aspects of Trade Liberalization in Colombia: A General Equilibrium Approach. Eduardo Haddad Jaime Bonet Geoffrey Hewings Fernando Perobelli Spatial Aspects of Trade Liberalization in Colombia: A General Equilibrium Approach Eduardo Haddad Jaime Bonet Geoffrey Hewings Fernando Perobelli Outline Motivation The CEER model Simulation results Final

More information

Study Skills in Mathematics. Edited by D. Burkhardt and D. Rutherford. Nottingham: Shell Centre for Mathematical Education (Revised edn 1981).

Study Skills in Mathematics. Edited by D. Burkhardt and D. Rutherford. Nottingham: Shell Centre for Mathematical Education (Revised edn 1981). Study Skills in Mathematics. Edited by D. Burkhardt and D. Rutherford. Nottingham: Shell Centre for Mathematical Education (Revised edn 1981). (Copies are available from the Shell Centre for Mathematical

More information

Integrating Input-Output and Life Cycle Assessment: Mathematical Foundations

Integrating Input-Output and Life Cycle Assessment: Mathematical Foundations Regional Research Institute Resource Document Series Integrating Input-Output and Life Cycle Assessment: Mathematical Foundations Randall Jackson RRI Resource Doc 2013-02 Date Submitted: 12/17/2013 Key

More information

Formelsammlung zu Wirtschaftstheorie IV

Formelsammlung zu Wirtschaftstheorie IV Keynes and the Classics Notes on the Monetary Theory of Production Formelsammlung zu Wirtschaftstheorie IV Social production, value and distribution (436-445) The starting point is a Leontief price system:

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

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

MATHEMATICS FOR ECONOMISTS. An Introductory Textbook. Third Edition. Malcolm Pemberton and Nicholas Rau. UNIVERSITY OF TORONTO PRESS Toronto Buffalo

MATHEMATICS FOR ECONOMISTS. An Introductory Textbook. Third Edition. Malcolm Pemberton and Nicholas Rau. UNIVERSITY OF TORONTO PRESS Toronto Buffalo MATHEMATICS FOR ECONOMISTS An Introductory Textbook Third Edition Malcolm Pemberton and Nicholas Rau UNIVERSITY OF TORONTO PRESS Toronto Buffalo Contents Preface Dependence of Chapters Answers and Solutions

More information

Plan-Making Methods AICP EXAM REVIEW. February 11-12, 2011 Georgia Tech Student Center

Plan-Making Methods AICP EXAM REVIEW. February 11-12, 2011 Georgia Tech Student Center Plan-Making Methods AICP EXAM REVIEW February 11-12, 2011 Georgia Tech Student Center Session Outline Introduction (5 min) A. Basic statistics concepts (5 min) B. Forecasting methods (5 min) C. Population

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

Difference in regional productivity and unbalance in regional growth

Difference in regional productivity and unbalance in regional growth Difference in regional productivity and unbalance in regional growth Nino Javakhishvili-Larsen and Jie Zhang - CRT, Denmark, Presentation at 26 th International input-output conference in Brazil Aim of

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

Location Theory and Decision Analysis

Location Theory and Decision Analysis Location Theory and Decision Analysis Analytics of Spatial Information Second Edition Yupo Chan Professor & Founding Chair Department of Systems Engineering Donaghey College of Engineering and Information

More information

The Keynesian Model of Income Determination (revised)

The Keynesian Model of Income Determination (revised) Economics 32 Menzie D. Chinn Spring 2 Social Sciences 748 University of Wisconsin-Madison The Keynesian Model of Income Determination revised This set of notes outlines the Keynesian model of national

More information

Assignment #5. 1 Keynesian Cross. Econ 302: Intermediate Macroeconomics. December 2, 2009

Assignment #5. 1 Keynesian Cross. Econ 302: Intermediate Macroeconomics. December 2, 2009 Assignment #5 Econ 0: Intermediate Macroeconomics December, 009 Keynesian Cross Consider a closed economy. Consumption function: C = C + M C(Y T ) () In addition, suppose that planned investment expenditure

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

ECON 331 Homework #2 - Solution. In a closed model the vector of external demand is zero, so the matrix equation writes:

ECON 331 Homework #2 - Solution. In a closed model the vector of external demand is zero, so the matrix equation writes: ECON 33 Homework #2 - Solution. (Leontief model) (a) (i) The matrix of input-output A and the vector of level of production X are, respectively:.2.3.2 x A =.5.2.3 and X = y.3.5.5 z In a closed model the

More information

Application of linear systems Linear Algebra with Computer Science Application

Application of linear systems Linear Algebra with Computer Science Application Linear Algebra with Computer Science Application February 5, 208 Review. Review: Vectors We introduced vectors as ordered list of numbers [ ] [ ] 3 E.g., u = and v = are vectors in R 4 2 One can identify

More information

Miyazawa meet Christaller: Spatial multipliers within a Triple Decomposition of Input-output Central Place Systems

Miyazawa meet Christaller: Spatial multipliers within a Triple Decomposition of Input-output Central Place Systems Miyazawa meet Christaller: Spatial multipliers within a Triple Decomposition of nput-output Central Place Systems Michael Sonis Department of Geography, Bar lan University, 52900, Ramat-Gan, srael and

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

Global Value Chain Participation and Current Account Imbalances

Global Value Chain Participation and Current Account Imbalances Global Value Chain Participation and Current Account Imbalances Johannes Brumm University of Zurich Georgios Georgiadis European Central Bank Johannes Gräb European Central Bank Fabian Trottner Princeton

More information

Mankiw Chapter 11. Aggregate Demand I. Building the IS-LM Model

Mankiw Chapter 11. Aggregate Demand I. Building the IS-LM Model Mankiw Chapter 11 Building the IS-LM Model 0 IN THIS CHAPTER, WE WILL COVER: the IS curve and its relation to: the Keynesian cross the LM curve and its relation to: the theory of liquidity preference how

More information

Calculation of a coherent matrix of intermediate consumption in a situation of incomplete product information

Calculation of a coherent matrix of intermediate consumption in a situation of incomplete product information Calculation of a coherent matrix of intermediate consumption in a situation of incomplete product information Bayerl, Nikolaus Statistics Austria, Guglgasse 13, 1110 Vienna, Austria Ph: +43-1-71128-8263,

More information

AGRICULTURAL ECONOMICS STAFF PAPER SERIES

AGRICULTURAL ECONOMICS STAFF PAPER SERIES University of Wisconsin-Madison March 1996 No. 393 On Market Equilibrium Analysis By Jean-Paul Chavas and Thomas L. Cox AGRICULTURAL ECONOMICS STAFF PAPER SERIES Copyright 1996 by Jean-Paul Chavas and

More information

Wiley. Methods and Applications of Linear Models. Regression and the Analysis. of Variance. Third Edition. Ishpeming, Michigan RONALD R.

Wiley. Methods and Applications of Linear Models. Regression and the Analysis. of Variance. Third Edition. Ishpeming, Michigan RONALD R. Methods and Applications of Linear Models Regression and the Analysis of Variance Third Edition RONALD R. HOCKING PenHock Statistical Consultants Ishpeming, Michigan Wiley Contents Preface to the Third

More information

EXPANDED MIYAZAWA FRAMEWORK: LABOR

EXPANDED MIYAZAWA FRAMEWORK: LABOR The Regional Economics Applications aboratory (REA) is a cooperative venture between the University of Illinois and the Federal Reserve Bank of Chicago focusing on the development and use of analytical

More information

COMMENT/COMMENTAIRE. SIGNIFICANCE Of INTERREGIONAL feedbacks for CANADIAN AND REGIONAL ENERGY POLICY DECISIONS: A COMMENT

COMMENT/COMMENTAIRE. SIGNIFICANCE Of INTERREGIONAL feedbacks for CANADIAN AND REGIONAL ENERGY POLICY DECISIONS: A COMMENT COMMENT/COMMENTAIRE SIGNIFICANCE Of INTERREGIONAL feedbacks for CANADIAN AND REGIONAL ENERGY POLICY DECISIONS: A COMMENT Ronald E. Miller Regional Science Department University of Pennsylvania Philadelphia,

More information

Social indicators, distributive effects, and a SAM time series for Australia

Social indicators, distributive effects, and a SAM time series for Australia Dr Manfred Lenzen School of Physics, A28 Senior Research Fellow The University of Sydney NSW 2006 AUSTRALIA Telephone +61 2 9351 5985 Facsimile +61 2 9351 7726 E-mail m.lenzen@physics.usyd.edu.au http://www.isa.org.usyd.du.au

More information

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

Session 4: Money. Jean Imbs. November 2010

Session 4: Money. Jean Imbs. November 2010 Session 4: Jean November 2010 I So far, focused on real economy. Real quantities consumed, produced, invested. No money, no nominal in uences. I Now, introduce nominal dimension in the economy. First and

More information

Impact on Demand for Water upon Entering WTO -A Taiwan Case Study

Impact on Demand for Water upon Entering WTO -A Taiwan Case Study Impact on Demand for Water upon Entering WTO -A Taiwan Case Study C.E. Chou, S.H. Hsu, P.C. Li and C.M. Tseng 5 th Conference on Global Economic Analysis June 5 7, 2002 Water Resources in Taiwan Unevenly

More information

REGIONAL EMPLOYMENT PATTERNS IN A GLOBALIZING WORLD: A TALE OF FOUR ITALIES

REGIONAL EMPLOYMENT PATTERNS IN A GLOBALIZING WORLD: A TALE OF FOUR ITALIES REGIONAL EMPLOYMENT PATTERNS IN A GLOBALIZING WORLD: A TALE OF FOUR ITALIES Luca Cherubini (Banca d Italia, Firenze) Bart Los (University of Groningen) Final WIOD Conference Causes and Consequences of

More information

Dynamical Systems. Pierre N.V. Tu. An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition.

Dynamical Systems. Pierre N.V. Tu. An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition. Pierre N.V. Tu Dynamical Systems An Introduction with Applications in Economics and Biology Second Revised and Enlarged Edition With 105 Figures Springer-Verlag Berlin Heidelberg New York London Paris

More information

Economic Growth: Lecture 13, Stochastic Growth

Economic Growth: Lecture 13, Stochastic Growth 14.452 Economic Growth: Lecture 13, Stochastic Growth Daron Acemoglu MIT December 10, 2013. Daron Acemoglu (MIT) Economic Growth Lecture 13 December 10, 2013. 1 / 52 Stochastic Growth Models Stochastic

More information

Chapter 4 AD AS. O. Afonso, P. B. Vasconcelos. Computational Economics: a concise introduction

Chapter 4 AD AS. O. Afonso, P. B. Vasconcelos. Computational Economics: a concise introduction Chapter 4 AD AS O. Afonso, P. B. Vasconcelos Computational Economics: a concise introduction O. Afonso, P. B. Vasconcelos Computational Economics 1 / 32 Overview 1 Introduction 2 Economic model 3 Numerical

More information

Structural change in a multi-sector model of the climate and the economy

Structural change in a multi-sector model of the climate and the economy Structural change in a multi-sector model of the climate and the economy Gustav Engström The Beijer Institute of Environmental Economics Stockholm, December 2012 G. Engström (Beijer) Stockholm, December

More information

MAT063 and MAT065 FINAL EXAM REVIEW FORM 1R x

MAT063 and MAT065 FINAL EXAM REVIEW FORM 1R x Page NEW YORK CITY COLLEGE OF TECHNOLOGY of the City University of New York R DEPARTMENT OF MATHEMATICS Revised Spring 0 W. Colucci, D. DeSantis, and P. Deraney. Updated Fall 0 S. Singh MAT06 and MAT06

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

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF 2017 - DRAFT SYLLABUS Subject :Business Maths Class : XI Unit 1 : TOPIC Matrices and Determinants CONTENT Determinants - Minors; Cofactors; Evaluation

More information

Elementary Linear Algebra

Elementary Linear Algebra Elementary Linear Algebra Linear algebra is the study of; linear sets of equations and their transformation properties. Linear algebra allows the analysis of; rotations in space, least squares fitting,

More information

Regional Research Institute West Virginia University

Regional Research Institute West Virginia University Regional Research Institute West Virginia University Working Paper Series Toward Consistent Cross-Hauling Estimation for Input-Output Regionalization Christa D. Court, Staff Scientist, MRIGlobal and Industry

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

Internation1al Trade

Internation1al Trade 4.58 International Trade Class notes on 4/8/203 The Armington Model. Equilibrium Labor endowments L i for i = ; :::n CES utility ) CES price index P = i= (w i ij ) P j n Bilateral trade ows follow gravity

More information

SMEs and Input-Output Tables of Pakistan. Presenter Irfan Ahmed, Ph.D University of Macerata, Italy

SMEs and Input-Output Tables of Pakistan. Presenter Irfan Ahmed, Ph.D University of Macerata, Italy SMEs and Input-Output Tables of Pakistan Presenter Irfan Ahmed, Ph.D University of Macerata, Italy Outline IntroducCon Input-Output Analysis Input-Output Tables Dispersion Analysis IntroducCon Overview

More information

Using EViews Vox Principles of Econometrics, Third Edition

Using EViews Vox Principles of Econometrics, Third Edition Using EViews Vox Principles of Econometrics, Third Edition WILLIAM E. GRIFFITHS University of Melbourne R. CARTER HILL Louisiana State University GUAY С LIM University of Melbourne JOHN WILEY & SONS, INC

More information

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming 1. Endogenous Growth with Human Capital Consider the following endogenous growth model with both physical capital (k (t)) and human capital (h (t)) in continuous time. The representative household solves

More information

Online Appendix for Investment Hangover and the Great Recession

Online Appendix for Investment Hangover and the Great Recession ONLINE APPENDIX INVESTMENT HANGOVER A1 Online Appendix for Investment Hangover and the Great Recession By MATTHEW ROGNLIE, ANDREI SHLEIFER, AND ALP SIMSEK APPENDIX A: CALIBRATION This appendix describes

More information

GCOE Discussion Paper Series

GCOE Discussion Paper Series GCOE Discussion Paper Series Global COE Program Human Behavior and Socioeconomic Dynamics Discussion Paper No.34 Inflation Inertia and Optimal Delegation of Monetary Policy Keiichi Morimoto February 2009

More information

1. Money in the utility function (start)

1. Money in the utility function (start) Monetary Economics: Macro Aspects, 1/3 2012 Henrik Jensen Department of Economics University of Copenhagen 1. Money in the utility function (start) a. The basic money-in-the-utility function model b. Optimal

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

MODELING INPUT-OUTPUT IMPACTS WITH SUBSTITUTIONS IN THE HOUSEHOLD SECTOR: A NUMERICAL EXAMPLE

MODELING INPUT-OUTPUT IMPACTS WITH SUBSTITUTIONS IN THE HOUSEHOLD SECTOR: A NUMERICAL EXAMPLE MDELNG NPUT-UTPUT MPACTS WTH SUBSTTUTNS N THE HUSEHLD SECTR: A NUMERCAL EXAMPLE Peter Gordon Ralph & Goldy Lewis Hall 321 School of Policy, Planning, and Development University of Southern California Los

More information

Keynesian Macroeconomic Theory

Keynesian Macroeconomic Theory 2 Keynesian Macroeconomic Theory 2.1. The Keynesian Consumption Function 2.2. The Complete Keynesian Model 2.3. The Keynesian-Cross Model 2.4. The IS-LM Model 2.5. The Keynesian AD-AS Model 2.6. Conclusion

More information

Capturing the Implications of Services Trade Liberalization*

Capturing the Implications of Services Trade Liberalization* Capturing the Implications of Services Trade Liberalization* Sherman Robinson International Food Policy Research Institute Zhi Wang United States Department of Agriculture, Economic Research Services Will

More information

On Returns to Scale Assumption in Endogenous Growth

On Returns to Scale Assumption in Endogenous Growth International Journal of Sciences: Basic and Applied Research (IJSBAR) ISSN 2307-453 (Print & Online) http://gssrr.org/index.php?journaljournalofbasicandapplied ---------------------------------------------------------------------------------------------------------------------------

More information

Identifying the Monetary Policy Shock Christiano et al. (1999)

Identifying the Monetary Policy Shock Christiano et al. (1999) Identifying the Monetary Policy Shock Christiano et al. (1999) The question we are asking is: What are the consequences of a monetary policy shock a shock which is purely related to monetary conditions

More information

Matrix Algorithms. Volume II: Eigensystems. G. W. Stewart H1HJ1L. University of Maryland College Park, Maryland

Matrix Algorithms. Volume II: Eigensystems. G. W. Stewart H1HJ1L. University of Maryland College Park, Maryland Matrix Algorithms Volume II: Eigensystems G. W. Stewart University of Maryland College Park, Maryland H1HJ1L Society for Industrial and Applied Mathematics Philadelphia CONTENTS Algorithms Preface xv xvii

More information

This PDF is a selection from an out-of-print volume from the National Bureau of Economic Research

This PDF is a selection from an out-of-print volume from the National Bureau of Economic Research This PDF is a selection from an out-of-print volume from the National Bureau of Economic Research Volume Title: A Theoretical Framework for Monetary Analysis Volume Author/Editor: Milton Friedman Volume

More information

A framework for monetary-policy analysis Overview Basic concepts: Goals, targets, intermediate targets, indicators, operating targets, instruments

A framework for monetary-policy analysis Overview Basic concepts: Goals, targets, intermediate targets, indicators, operating targets, instruments Eco 504, part 1, Spring 2006 504_L6_S06.tex Lars Svensson 3/6/06 A framework for monetary-policy analysis Overview Basic concepts: Goals, targets, intermediate targets, indicators, operating targets, instruments

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

Fixed Term Employment Contracts. in an Equilibrium Search Model

Fixed Term Employment Contracts. in an Equilibrium Search Model Supplemental material for: Fixed Term Employment Contracts in an Equilibrium Search Model Fernando Alvarez University of Chicago and NBER Marcelo Veracierto Federal Reserve Bank of Chicago This document

More information

LABORATOIRE D'ANALYSE ET DE TECHNIQUES ÉCONOMIQUES

LABORATOIRE D'ANALYSE ET DE TECHNIQUES ÉCONOMIQUES LABORATOIRE D'ANALYSE ET DE TECHNIQUES ÉCONOMIQUES UMR5118 CNRS DOCUMENT DE TRAVAIL CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE UNIVERSITE DE BOURGOGNE Pôle d'économie et de Gestion 2, bd Gabriel- BP

More information

Lecture 2 Macroeconomic Model of China by Simultaneous Equations

Lecture 2 Macroeconomic Model of China by Simultaneous Equations Lecture 2 Macroeconomic Model of China by Simultaneous Equations January 8, 2007 1. Introduction... 2 2. Simultaneous-equation Modeling the Chinese Macro-economy... 2 2.1 Aggregate Demand Model... 3 2.2

More information

Measuring Real GDP and Changes in the Terms of Trade across space and time. WANG Yan, DUFE Presented at BNU

Measuring Real GDP and Changes in the Terms of Trade across space and time. WANG Yan, DUFE Presented at BNU Measuring Real GDP and Changes in the Terms of Trade across space and time WANG Yan, DUFE Presented at BNU 2018.10.29 Main Contents 1. Introduction 2. Literature Review 3. Measurement Framework 4. Conclusion

More information

The Case of the Missing Trade and other Mysteries: Comment. Data Appendix

The Case of the Missing Trade and other Mysteries: Comment. Data Appendix The Case of the Missing Trade and other Mysteries: Comment Data Appendix A. Rescaling of the estimation equation: Importance to analysis Rescaling the estimation equation is often used in estimation to

More information

Quantifying the Losses from International Trade

Quantifying the Losses from International Trade Quantifying the Losses from International Trade Spencer Lyon NYU Michael E. Waugh NYU and NBER June 23, 2017 0/23 Big Picture: The Backlash Against Trade Hard to deny that the benefits of globalization

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

Department of Economics, UCSB UC Santa Barbara

Department of Economics, UCSB UC Santa Barbara Department of Economics, UCSB UC Santa Barbara Title: Past trend versus future expectation: test of exchange rate volatility Author: Sengupta, Jati K., University of California, Santa Barbara Sfeir, Raymond,

More information

EC487 Advanced Microeconomics, Part I: Lecture 5

EC487 Advanced Microeconomics, Part I: Lecture 5 EC487 Advanced Microeconomics, Part I: Lecture 5 Leonardo Felli 32L.LG.04 27 October, 207 Pareto Efficient Allocation Recall the following result: Result An allocation x is Pareto-efficient if and only

More information

Public Economics Ben Heijdra Chapter 9: Introduction to Normative Public Economics

Public Economics Ben Heijdra Chapter 9: Introduction to Normative Public Economics Public Economics: Chapter 9 1 Public Economics Ben Heijdra Chapter 9: Introduction to Normative Public Economics Objectives of this chapter Public Economics: Chapter 9 2 Read Atkinson & Stiglitz (1980,

More information

Econometric Analysis of Cross Section and Panel Data

Econometric Analysis of Cross Section and Panel Data Econometric Analysis of Cross Section and Panel Data Jeffrey M. Wooldridge / The MIT Press Cambridge, Massachusetts London, England Contents Preface Acknowledgments xvii xxiii I INTRODUCTION AND BACKGROUND

More information

Social Accounting Matrix for India M. R. Saluja Bhupesh Yadav

Social Accounting Matrix for India M. R. Saluja Bhupesh Yadav Social Accounting Matrix for India 2003-04 M. R. Saluja Bhupesh Yadav (India Development Foundation) (June 2006) This project has been funded by the Planning commission. We are thankful to Dr. Kirit Parikh

More information

Monetary Policy in a Macro Model

Monetary Policy in a Macro Model Monetary Policy in a Macro Model ECON 40364: Monetary Theory & Policy Eric Sims University of Notre Dame Fall 2017 1 / 67 Readings Mishkin Ch. 20 Mishkin Ch. 21 Mishkin Ch. 22 Mishkin Ch. 23, pg. 553-569

More information

Joint Estimation of Supply and Use Tables. Working Paper Number: 3. Authors: Umed Temurshoev and Marcel P. Timmer

Joint Estimation of Supply and Use Tables. Working Paper Number: 3. Authors: Umed Temurshoev and Marcel P. Timmer W o r l d I n p u t - O u t p u t D a t a b a s e Joint Estimation of Supply and Use Tables Working Paper Number: 3 Authors: Umed Temurshoev and Marcel P. Timmer W o r k i n g P a p e r S e r i e s Joint

More information

LINEAR AND NONLINEAR PROGRAMMING

LINEAR AND NONLINEAR PROGRAMMING LINEAR AND NONLINEAR PROGRAMMING Stephen G. Nash and Ariela Sofer George Mason University The McGraw-Hill Companies, Inc. New York St. Louis San Francisco Auckland Bogota Caracas Lisbon London Madrid Mexico

More information

Pasinetti s notion of a unit of vertically integrated productive capacity : a comment

Pasinetti s notion of a unit of vertically integrated productive capacity : a comment Pasinetti s notion of a unit of vertically integrated productive capacity : a comment Jaime L. del Valle Caballero Ensayos y Monografías Numero 87 marzo 1998 Pasinetti s notion of a unit of vertically

More information

Scanner Data and the Estimation of Demand Parameters

Scanner Data and the Estimation of Demand Parameters CARD Working Papers CARD Reports and Working Papers 4-1991 Scanner Data and the Estimation of Demand Parameters Richard Green Iowa State University Zuhair A. Hassan Iowa State University Stanley R. Johnson

More information

Chapter 4. Explanation of the Model. Satoru Kumagai Inter-disciplinary Studies, IDE-JETRO, Japan

Chapter 4. Explanation of the Model. Satoru Kumagai Inter-disciplinary Studies, IDE-JETRO, Japan Chapter 4 Explanation of the Model Satoru Kumagai Inter-disciplinary Studies, IDE-JETRO, Japan Toshitaka Gokan Inter-disciplinary Studies, IDE-JETRO, Japan Ikumo Isono Bangkok Research Center, IDE-JETRO,

More information

Free Entry and Social Inefficiency under Vertical Oligopoly: Revisited

Free Entry and Social Inefficiency under Vertical Oligopoly: Revisited Free Entry and Social Inefficiency under Vertical Oligopoly: Revisited Hiroshi Kurata a, Takao Ohkawa b, Makoto Okamura c a Department of Economics, Tohoku Gakuin University, Japan b Department of Economics,

More information

Indirect Taxes in Multisectoral Macroeconomic Models

Indirect Taxes in Multisectoral Macroeconomic Models Indirect Taxes in Multisectoral Macroeconomic Models A Contribution from the Inforum group Maurizio Grassini Università di Firenze Italy (Some) Matrices behind a Macroeconomic Multisectoral Model Supply

More information

Modeling firms locational choice

Modeling firms locational choice Modeling firms locational choice Giulio Bottazzi DIMETIC School Pécs, 05 July 2010 Agglomeration derive from some form of externality. Drivers of agglomeration can be of two types: pecuniary and non-pecuniary.

More information