Productivity and Capital Allocation in Europe

Size: px
Start display at page:

Download "Productivity and Capital Allocation in Europe"

Transcription

1 Discussion of: Productivity and Capital Allocation in Europe by Gopinath, Kalemli-Ozcan, Karabarbounis, and Villegas-Sanchez Brent Neiman University of Chicago AEA Meetings 215

2 Static Misallocation (Quick Refresher) ( ) α ( ) 1 α ki li y i = z i α 1 α 1 p i = µ i mc i = µ i Ri α w 1 α i z i TFPR i = p i z i = µ i R α i w 1 α i (R i = R) + (w i = w) + (µ i = µ) = TFPR i = TFPR Otherwise (i.e. R i = R(1 + τ k i )) = TFPR i TFPR Paper is about Var(ln(TFPR i )) in South, but not in North

3 Plan for Discussion A really nice paper! My discussion will focus on: 1 Importance of joint distribution of productivity and wedges 2 Decomposition of Var(ln TFPR i ) into Var(ln MRPK i ) and Var(ln MRPL i ) 3 Compare TFPR i dynamics in model and data

4 Great Data Covering Full Firm Size Distribution Large emphasis placed on breadth of sample 99% of firms are private much broader than Compustat Match nicely with size distribution from census/eurostat Convinced me they did enormous amount of careful work Focus on Var(ln(TFPR i )) may overweight small firms Theory says TFPR i = p i z i essentially scale invariant (1 + τ k i ) impacts Var(ln(TFPR i )) same for big and small Why? Assumes joint multivariate log normality.

5 Great Data Covering Full Firm Size Distribution The exact expression for TFP is: [ N ( TFP exact = i z i TFPR ) ] 1/(σ 1) σ 1 TFPR i Under joint log normality, it is: TFP approx = 1 σ 1 ( ( )) ln N + ln E z σ 1 i σ 2 Var (ln (TFPR i)) α (1 α) ( ( Var ln τ k i )) Intuition? Case 1: Covar(ln z i, ln(1 + τi k )) = Case 2: Covar(ln z i, ln(1 + τi k ))

6 Potential to Overemphasize Small Firms 5 4 lnz i ln ( ) 1+τi k (Initial).25.2 Market Shares (Initial) lnz i ln ( ) 1+τi k (Final).25.2 Market Shares (Final) Initial distribution is joint lognormal, N = 2, only τ k, σ = 3 Initial = ln TFP exact ln TFP approx = 5.598

7 Potential to Overemphasize Small Firms 5 4 lnz i ln ( ) 1+τi k (Initial).25.2 Market Shares (Initial) lnz i ln ( ) 1+τi k (Final).25.2 Market Shares (Final) Initial distribution is joint lognormal, N = 2, only τ k, σ = 3 Initial = ln TFP exact ln TFP approx = But.1 = ln TFP exact > ln TFP approx =.334

8 Potential to Underemphasize Big Firms 5 4 lnz i ln ( ) 1+τi k (Initial).25.2 Market Shares (Initial) lnz i ln ( ) 1+τi k (Final).25.2 Market Shares (Final) Initial distribution is joint lognormal, N = 2, only τ k, σ = 3 Initial = ln TFP exact ln TFP approx = But.884 = ln TFP exact < ln TFP approx =.361

9 Great Data Covering Full Firm Size Distribution Why might this matter? Measurement error bigger on small/private firms? Policies and reporting incentives different? (Hsieh 22) Potentially explains sensitivity to treatment of entry/exit? Model has size-dependence of financial frictions and endogenously generates joint-distribution between ln z i and ln(1 + τi k ). What is it in model? What is it in data? Do I suspect this is big deal? No. Examples I showed were far from zero-mean noise. Still, easy and important to check.

10 Split Var(ln TFPR) into Var(ln MRPK) and Var(ln MRPL) ln TFPR i = γ + α ln MRPK i + (1 α) ln MRPL i Upward trend in Var(ln TFPR i ) is clearly driven by upward trend in Var(ln MRPK i ) and not in Var(ln MRPL i ) Surprising and interesting, suggestive of key shocks, one of coolest results in paper! Clear and compelling split between South and North Nicely motivates focus on capital in model

11 Split Var(ln TFPR) into Var(ln MRPK) and Var(ln MRPL) Implies heterogeneous markups (or changes in them) aren t the story. MRPL i = 1 µ i α p iy i l i MRPK i = 1 µ i (1 α) p iy i k i Authors should emphasize this more. Peters (213) generates what would look like misallocation in CES models with variable markups Fernald and Neiman (211) model impact of dynamic misallocation from variable markups on TFP in Singapore Surprising? External validity? Again, elevates importance of approximation...

12 Dynamic Model with Risk, Financial Frictions, Adj. Costs Model (but with b i,t+1 θk i,t+1 ) yields user cost expression (when constraints binding): u i,t = E [MRPK i,t+1 ] = (r t+1 + δ) + (1 θ) (1 E [m i,t+1] (1 + r t+1 )) [m i,t+1 ] + AC i,t 1 k i,t+1 E [m i,t+1 ] + AC i,t+1 k i,t+1 Risk, financial frictions, and adjustment costs do the work

13 Dynamic Model with Risk, Financial Frictions, Adj. Costs Model (but with b i,t+1 < θk i,t+1 ) yields user cost expression (when constraints binding): u i,t = E [MRPK i,t+1 ] = (r t+1 + δ) + (1 θ) (1 E [m i,t+1] (1 + r t+1 )) [m i,t+1 ] + (Without Adjustment Costs) Risk, financial frictions, and adjustment costs do the work Kill Adjustment Costs

14 Dynamic Model with Risk, Financial Frictions, Adj. Costs Model (but with b i,t+1 < θk i,t+1 ) yields user cost expression (when constraints binding): u i,t = E [MRPK i,t+1 ] = (r t+1 + δ) + (θ = 1 Implies Borrowing Unconstrained) + (Without Adjustment Costs) Risk, financial frictions, and adjustment costs do the work Kill Adjustment Costs Kill Borrowing Constraints

15 Dynamic Model with Risk, Financial Frictions, Adj. Costs Model (but with b i,t+1 < θk i,t+1 ) yields user cost expression (when constraints binding): u i,t = MRPK i,t+1 = (r t+1 + δ) (If No Risk) + (θ = 1 Implies Borrowing Unconstrained) + (Without Adjustment Costs) Risk, financial frictions, and adjustment costs do the work Kill Adjustment Costs Kill Borrowing Constraints Kill Risk

16 Dynamic Model with Risk, Financial Frictions, Adj. Costs Nice dynamics that I think are missing from much of misallocation literature Opportunity to use panel structure of data and relate to dynamics in model How persistent is a firm s TFPR in the model? In the data?

17 Spain s entry to Euro Zone Authors represent inflows to Spain with decline in interest rate. Very cool/important application. Even from perspective of model, didn t other important things occur in tandem? Structural change? Authors capture within sector dispersion and explain nearly all for Spain. Very different from between-sector stories about tradable/non-tradable. FX-driven relative prices? Trade-induced changes in market shares? VAT changes? How think about capital inflows to U.S. over same period? Different only due to initial conditions, or average productivity growth? Comparative statics on the model would help.

18 Conclusion Great paper! Helpful next step in misallocation literature Adds quantative rigor to familiar stories about entry into euro zone Can be strengthened by: 1 Thinking more about size-wedge joint distribution, 2 Highlighting that markups aren t doing anything, 3 Using model to test dynamic behavior of wedges

Cross-Country Differences in Productivity: The Role of Allocation and Selection

Cross-Country Differences in Productivity: The Role of Allocation and Selection Cross-Country Differences in Productivity: The Role of Allocation and Selection Eric Bartelsman, John Haltiwanger & Stefano Scarpetta American Economic Review (2013) Presented by Beatriz González January

More information

Interest Rate Liberalization and Capital Misallocation 1

Interest Rate Liberalization and Capital Misallocation 1 Interest Rate Liberalization and Capital Misallocation 1 Zheng Liu 1 Pengfei Wang 2 Zhiwei Xu 3 1 Federal Reserve Bank of San Francisco 2 Hong Kong University of Science and Technology 3 Shanghai Jiao

More information

Micro Data for Macro Models Topic 5: Trends in Concentration, Competition, and Markups

Micro Data for Macro Models Topic 5: Trends in Concentration, Competition, and Markups Micro Data for Macro Models Topic 5: Trends in Concentration, Competition, and Markups Thomas Winberry November 27th, 2017 1 Overview of Topic 5 1. Potentially related trends since 1980 Aggregate factor

More information

The Dynamics of the U.S. Trade Balance and the Real Exchange Rate: The J Curve and Trade Costs? by George Alessandria (Rochester) Horag Choi (Monash)

The Dynamics of the U.S. Trade Balance and the Real Exchange Rate: The J Curve and Trade Costs? by George Alessandria (Rochester) Horag Choi (Monash) Discussion of The Dynamics of the U.S. Trade Balance and the Real Exchange Rate: The J Curve and Trade Costs? by George Alessandria (Rochester) Horag Choi (Monash) Brent Neiman University of Chicago and

More information

CROSS-COUNTRY DIFFERENCES IN PRODUCTIVITY: THE ROLE OF ALLOCATION AND SELECTION

CROSS-COUNTRY DIFFERENCES IN PRODUCTIVITY: THE ROLE OF ALLOCATION AND SELECTION ONLINE APPENDIX CROSS-COUNTRY DIFFERENCES IN PRODUCTIVITY: THE ROLE OF ALLOCATION AND SELECTION By ERIC BARTELSMAN, JOHN HALTIWANGER AND STEFANO SCARPETTA This appendix presents a detailed sensitivity

More information

Imperfect Competition and Misallocations

Imperfect Competition and Misallocations Imperfect Competition and Misallocations Yan Liang London School of Economics, CFM Latest version here This version: July 2017 Abstract Misallocation of resources across production units lowers aggregate

More information

The Origins of Firm Heterogeneity: A Production Network Approach

The Origins of Firm Heterogeneity: A Production Network Approach The Origins of Firm Heterogeneity: A Production Network Approach A. Bernard E. Dhyne G. Magerman K. Manova A. Moxnes Tuck@Dartmouth NBB ECARES Oxford Oslo CEPR, NBER UMons NBB CEPR CEPR Princeton, September

More information

Lecture 2: Firms, Jobs and Policy

Lecture 2: Firms, Jobs and Policy Lecture 2: Firms, Jobs and Policy Economics 522 Esteban Rossi-Hansberg Princeton University Spring 2014 ERH (Princeton University ) Lecture 2: Firms, Jobs and Policy Spring 2014 1 / 34 Restuccia and Rogerson

More information

Some Pleasant Development Economics Arithmetic

Some Pleasant Development Economics Arithmetic Some Pleasant Development Economics Arithmetic Hugo Hopenhayn August 8, 2011 1 / 34 Introduction Recent literature emphasis on inter-firm distortions in the allocation of inputs Firm-specific wedges Understand

More information

Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly

Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly Feng Dong Zhiwei Xu This Version: February, 2018 Abstract Burgeoning empirical evidence suggests that credit booms may not only

More information

Graduate Macro Theory II: Business Cycle Accounting and Wedges

Graduate Macro Theory II: Business Cycle Accounting and Wedges Graduate Macro Theory II: Business Cycle Accounting and Wedges Eric Sims University of Notre Dame Spring 2017 1 Introduction Most modern dynamic macro models have at their core a prototypical real business

More information

The Propagation of Monetary Policy Shocks in a Heterogeneous Production Economy

The Propagation of Monetary Policy Shocks in a Heterogeneous Production Economy The Propagation of Monetary Policy Shocks in a Heterogeneous Production Economy E. Pasten 1 R. Schoenle 2 M. Weber 3 1 Banco Central de Chile and Toulouse University 2 Brandeis University 3 Chicago Booth

More information

Comments on Anomalies by Lu Zhang

Comments on Anomalies by Lu Zhang Comments on Anomalies by Lu Zhang John H. Cochrane University of Chicago November 2, 2004 Q reminder X X V (K 0, {I t }) = E 0 M t D t = E 0 M t (θ t f( ) t=0 t=0 " 1+ α 2 Ã It!# I t ) s.t. +1 = (1 δ)

More information

Lecture 6: Competitive Equilibrium in the Growth Model (II)

Lecture 6: Competitive Equilibrium in the Growth Model (II) Lecture 6: Competitive Equilibrium in the Growth Model (II) ECO 503: Macroeconomic Theory I Benjamin Moll Princeton University Fall 204 /6 Plan of Lecture Sequence of markets CE 2 The growth model and

More information

1 Bewley Economies with Aggregate Uncertainty

1 Bewley Economies with Aggregate Uncertainty 1 Bewley Economies with Aggregate Uncertainty Sofarwehaveassumedawayaggregatefluctuations (i.e., business cycles) in our description of the incomplete-markets economies with uninsurable idiosyncratic risk

More information

Competition, Uncertainty, and Productivity Dispersion

Competition, Uncertainty, and Productivity Dispersion Competition, Uncertainty, and Productivity Dispersion Kaoru Hosono (Gakushuin University) Miho Takizawa (Toyo University) Kenta Yamanouchi (Keio University) Compara>ve Analysis of Enterprise Data Sogang

More information

Lecture 4 The Centralized Economy: Extensions

Lecture 4 The Centralized Economy: Extensions Lecture 4 The Centralized Economy: Extensions Leopold von Thadden University of Mainz and ECB (on leave) Advanced Macroeconomics, Winter Term 2013 1 / 36 I Motivation This Lecture considers some applications

More information

Productivity Losses from Financial Frictions: Can Self-financing Undo Capital Misallocation?

Productivity Losses from Financial Frictions: Can Self-financing Undo Capital Misallocation? Productivity Losses from Financial Frictions: Can Self-financing Undo Capital Misallocation? Benjamin Moll G Online Appendix: The Model in Discrete Time and with iid Shocks This Appendix presents a version

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

Dynare Class on Heathcote-Perri JME 2002

Dynare Class on Heathcote-Perri JME 2002 Dynare Class on Heathcote-Perri JME 2002 Tim Uy University of Cambridge March 10, 2015 Introduction Solving DSGE models used to be very time consuming due to log-linearization required Dynare is a collection

More information

Simple New Keynesian Model without Capital

Simple New Keynesian Model without Capital Simple New Keynesian Model without Capital Lawrence J. Christiano January 5, 2018 Objective Review the foundations of the basic New Keynesian model without capital. Clarify the role of money supply/demand.

More information

Discussion by. Valerie A. Ramey

Discussion by. Valerie A. Ramey The Roles of Comovement and Inventory Investment in the Reduction of Output Volatility by Owen Irvine and Scott Schuh Discussion by Valerie A. Ramey Summary of Variance Decompositions of Output (Table

More information

Wage and price setting. Slides for 26. August 2003 lecture

Wage and price setting. Slides for 26. August 2003 lecture 1 B&W s derivation of the Phillips curve Wage and price setting. Slides for 26. August 2003 lecture Ragnar Nymoen University of Oslo, Department of Economics Ch 12.3: The Battle of the mark-ups as a framework

More information

Key sectors for economic development: A perspective from inter-sectoral linkages and cross-sector misallocation

Key sectors for economic development: A perspective from inter-sectoral linkages and cross-sector misallocation Key sectors for economic development: A perspective from inter-sectoral linkages and cross-sector misallocation Julio Leal Banco de México ABCDE Conference, 205 Julio Leal (Banco de México) Key sectors,

More information

14.461: Technological Change, Lecture 4 Competition and Innovation

14.461: Technological Change, Lecture 4 Competition and Innovation 14.461: Technological Change, Lecture 4 Competition and Innovation Daron Acemoglu MIT September 19, 2011. Daron Acemoglu (MIT) Competition and Innovation September 19, 2011. 1 / 51 Competition and Innovation

More information

Misallocation Under Trade Liberalization

Misallocation Under Trade Liberalization Misallocation Under Trade Liberalization Yan Bai Keyu Jin Dan Lu University of Rochester LSE University of Rochester NBER CEPR November 14, 2018 Abstract What is the impact of trade liberalization on economies

More information

14.461: Technological Change, Lecture 3 Competition, Policy and Technological Progress

14.461: Technological Change, Lecture 3 Competition, Policy and Technological Progress 14.461: Technological Change, Lecture 3 Competition, Policy and Technological Progress Daron Acemoglu MIT September 15, 2016. Daron Acemoglu (MIT) Competition, Policy and Innovation September 15, 2016.

More information

Do Financial Factors Drive Aggregate Productivity? Evidence from Indian Manufacturing Establishments

Do Financial Factors Drive Aggregate Productivity? Evidence from Indian Manufacturing Establishments Do Financial Factors Drive Aggregate Productivity? Evidence from Indian Manufacturing Establishments N. Aaron Pancost University of Chicago January 29, 2016 Motivation Does financial development increase

More information

Neoclassical Business Cycle Model

Neoclassical Business Cycle Model Neoclassical Business Cycle Model Prof. Eric Sims University of Notre Dame Fall 2015 1 / 36 Production Economy Last time: studied equilibrium in an endowment economy Now: study equilibrium in an economy

More information

(a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming

(a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming 1. Government Purchases and Endogenous Growth Consider the following endogenous growth model with government purchases (G) in continuous time. Government purchases enhance production, and the production

More information

Discussion Multiple Equilibria in Open Economy Models with Collateral Constraints: Overborrowing Revisited

Discussion Multiple Equilibria in Open Economy Models with Collateral Constraints: Overborrowing Revisited Discussion Multiple Equilibria in Open Economy Models with Collateral Constraints: Overborrowing Revisited by Stephanie Schmitt-Grohé and Martín Uribe Eduardo Dávila NYU Stern NBER IFM Spring 2016 1 /

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

Redistributive Taxation in a Partial-Insurance Economy

Redistributive Taxation in a Partial-Insurance Economy Redistributive Taxation in a Partial-Insurance Economy Jonathan Heathcote Federal Reserve Bank of Minneapolis and CEPR Kjetil Storesletten Federal Reserve Bank of Minneapolis and CEPR Gianluca Violante

More information

1. The General Linear-Quadratic Framework

1. The General Linear-Quadratic Framework ECO 317 Economics of Uncertainty Fall Term 2009 Slides to accompany 21. Incentives for Effort - Multi-Dimensional Cases 1. The General Linear-Quadratic Framework Notation: x = (x j ), n-vector of agent

More information

Whither News Shocks?

Whither News Shocks? Discussion of Whither News Shocks? Barsky, Basu and Lee Christiano Outline Identification assumptions for news shocks Empirical Findings Using NK model used to think about BBL identification. Why should

More information

The State and China s Productivity Deceleration: Firm-level Evidence

The State and China s Productivity Deceleration: Firm-level Evidence The State and China s Productivity Deceleration: Firm-level Evidence Jorge Alvarez, Tuo Chen, Grace Li International Monetary Fund November 10, 2017 1 / 44 Motivation The Chinese SOE reform and privatization

More information

Interest-Rate Liberalization and Capital Misallocations

Interest-Rate Liberalization and Capital Misallocations FEDERAL RESERVE BANK OF SAN FRANCISCO WORKING PAPER SERIES Interest-Rate Liberalization and Capital Misallocations Zheng Liu Federal Reserve Bank of San Francisco Pengfei Wang Hong Kong University of Sciences

More information

Political Cycles and Stock Returns. Pietro Veronesi

Political Cycles and Stock Returns. Pietro Veronesi Political Cycles and Stock Returns Ľuboš Pástor and Pietro Veronesi University of Chicago, National Bank of Slovakia, NBER, CEPR University of Chicago, NBER, CEPR Average Excess Stock Market Returns 30

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

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

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

On Spatial Dynamics. Klaus Desmet Universidad Carlos III. and. Esteban Rossi-Hansberg Princeton University. April 2009

On Spatial Dynamics. Klaus Desmet Universidad Carlos III. and. Esteban Rossi-Hansberg Princeton University. April 2009 On Spatial Dynamics Klaus Desmet Universidad Carlos and Esteban Rossi-Hansberg Princeton University April 2009 Desmet and Rossi-Hansberg () On Spatial Dynamics April 2009 1 / 15 ntroduction Economists

More information

Granular Comparative Advantage

Granular Comparative Advantage Granular Comparative Advantage Cecile Gaubert cecile.gaubert@berkeley.edu Oleg Itskhoki itskhoki@princeton.edu Stanford University March 2018 1 / 26 Exports are Granular Freund and Pierola (2015): Export

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

Financial Frictions in Production Networks

Financial Frictions in Production Networks Financial Frictions in Production Networks Saki Bigio Columbia Business School Jennifer La O Chicago Booth February 7, 2013 Abstract We show that the input-output structure of an economy has important

More information

Econ 204A: Section 3

Econ 204A: Section 3 Econ 204A: Section 3 Ryan Sherrard University of California, Santa Barbara 18 October 2016 Sherrard (UCSB) Section 3 18 October 2016 1 / 19 Notes on Problem Set 2 Total Derivative Review sf (k ) = (δ +

More information

Business Cycles: The Classical Approach

Business Cycles: The Classical Approach San Francisco State University ECON 302 Business Cycles: The Classical Approach Introduction Michael Bar Recall from the introduction that the output per capita in the U.S. is groing steady, but there

More information

Discussion Global Dynamics at the Zero Lower Bound

Discussion Global Dynamics at the Zero Lower Bound Discussion Global Dynamics at the Zero Lower Bound Brent Bundick Federal Reserve Bank of Kansas City April 4 The opinions expressed in this discussion are those of the author and do not reflect the views

More information

The Sources of Capital Misallocation

The Sources of Capital Misallocation The Sources of Capal Misallocation Joel M. David USC Venky Venkateswaran NYU Stern October 8, 017 Abstract We develop and implement a methodology to disentangle various sources of capal misallocation,

More information

Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly

Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly Cycles of Credit Expansion and Misallocation: The Good, The Bad and The Ugly Feng Dong Zhiwei Xu This Version: October, 2018 Abstract The Austrian School of business cycle theory views boom-bust cycles

More information

Endogenous Information Choice

Endogenous Information Choice Endogenous Information Choice Lecture 7 February 11, 2015 An optimizing trader will process those prices of most importance to his decision problem most frequently and carefully, those of less importance

More information

University of Toronto Department of Economics. Firing Costs, Misallocation, and Aggregate Productivity

University of Toronto Department of Economics. Firing Costs, Misallocation, and Aggregate Productivity University of Toronto Department of Economics Working Paper 572 Firing Costs, Misallocation, and Aggregate Productivity By Jose-Maria Da-Rocha, Marina Mendes Tavares and Diego Restuccia December 23, 2016

More information

The Sources of Capital Misallocation

The Sources of Capital Misallocation The Sources of Capal Misallocation Joel M. David USC Venky Venkateswaran NYU Stern February 5, 018 Abstract We develop a methodology to analyze capal misallocation (dispersion in static marginal products)

More information

Corporate Profits Tax and Innovative Investments

Corporate Profits Tax and Innovative Investments Corporate Profits Tax and Innovative Investments Andrew Atkeson Ariel Burstein Manolis Chatzikonstantinou UCLA, Fed MPLS UCLA UCLA May 2018 Introduction Impact of changes in corporate profits taxes on

More information

Optimal Trend In ation

Optimal Trend In ation Optimal Trend In ation Klaus Adam University of Mannheim Henning Weber Deutsche Bundesbank September 2017 Adam & Weber () Trend In ation September 2017 1 / 46 Introduction Add rm heterogeneity (productivity)

More information

Non-Homothetic Gravity

Non-Homothetic Gravity Non-Homothetic Gravity by Weisi Xie (University of Colorado at Boulder) Discussion by Isaac Baley New York University August 14, 2014 Discussion by Baley (NYU) Non-Homothetic Gravity by Xie August 14,

More information

EC721B FINAL EXAMINATION SOLUTIONS, FALL 2018

EC721B FINAL EXAMINATION SOLUTIONS, FALL 2018 EC721B FINAL EXAMINATION SOLUTIONS, FALL 2018 1. (5*5=25 marks) Do you agree, disagree either fully or partially with the following statements? Briefly (in a few sentences and/or short model sketch/citations)

More information

INTEREST-RATE LIBERALIZATION AND CAPITAL MISALLOCATIONS. I. Introduction

INTEREST-RATE LIBERALIZATION AND CAPITAL MISALLOCATIONS. I. Introduction INTEREST-RATE LIBERALIZATION AND CAPITAL MISALLOCATIONS ZHENG LIU, PENGFEI WANG, AND ZHIWEI XU Abstract. We study the consequences of interest-rate liberalization in a two-sector general equilibrium model

More information

Monetary Policy and the Uncovered Interest Rate Parity Puzzle. David K. Backus, Chris Telmer and Stanley E. Zin

Monetary Policy and the Uncovered Interest Rate Parity Puzzle. David K. Backus, Chris Telmer and Stanley E. Zin Monetary Policy and the Uncovered Interest Rate Parity Puzzle David K. Backus, Chris Telmer and Stanley E. Zin UIP Puzzle Standard regression: s t+1 s t = α + β(i t i t) + residuals Estimates of β are

More information

PROPERTY RIGHTS IN GROWTH THEORY

PROPERTY RIGHTS IN GROWTH THEORY PROPERTY RIGHTS IN GROWTH THEORY Costas Azariadis Washington University and Federal Reserve Bank of St. Louis Preliminary Draft May 2013 1. CONTENTS 1. Issues and Goals 2. Main Results 3. Related Literature

More information

Mini Course on Structural Estimation of Static and Dynamic Games

Mini Course on Structural Estimation of Static and Dynamic Games Mini Course on Structural Estimation of Static and Dynamic Games Junichi Suzuki University of Toronto June 1st, 2009 1 Part : Estimation of Dynamic Games 2 ntroduction Firms often compete each other overtime

More information

Motivation A Figure 1 Figure 2 Table 1 Table 2

Motivation A Figure 1 Figure 2 Table 1 Table 2 Future Work Motivation A Figure 1 Figure 2 Table 1 Table 2 Motivation B Markup Di erences: SOEs vs. POEs Markup Di erences Across Sectors Sectoral Di erences Motivation Key Novelty Model Trade Liberalization,

More information

Conglomerate Formation in China

Conglomerate Formation in China Conglomerate Formation in China Chong-En Bai, Tsinghua University Chang-Tai Hsieh, Chicago Booth Zheng (Michael) Song, Chinese University of Hong Kong Xin Wang, Chinese University of Hong Kong China s

More information

Macroeconomic Theory and Analysis V Suggested Solutions for the First Midterm. max

Macroeconomic Theory and Analysis V Suggested Solutions for the First Midterm. max Macroeconomic Theory and Analysis V31.0013 Suggested Solutions for the First Midterm Question 1. Welfare Theorems (a) There are two households that maximize max i,g 1 + g 2 ) {c i,l i} (1) st : c i w(1

More information

Internet Appendix for: Social Risk, Fiscal Risk, and the Portfolio of Government Programs

Internet Appendix for: Social Risk, Fiscal Risk, and the Portfolio of Government Programs Internet Appendix for: Social Risk, Fiscal Risk, and the Portfolio of Government Programs Samuel G Hanson David S Scharfstein Adi Sunderam Harvard University June 018 Contents A Programs that impact the

More information

Comments on News and Noise in the Post-Great Recession Recovery by Renato Faccini and Leonardo Melosi

Comments on News and Noise in the Post-Great Recession Recovery by Renato Faccini and Leonardo Melosi Comments on News and Noise in the Post-Great Recession Recovery by Renato Faccini and Leonardo Melosi Federico Ravenna Danmarks Nationalbank and University of Copenhagen Konstanz, May 2018 The views expressed

More information

The Allocation of Talent and U.S. Economic Growth

The Allocation of Talent and U.S. Economic Growth The Allocation of Talent and U.S. Economic Growth Chang-Tai Hsieh Erik Hurst Chad Jones Pete Klenow October 2012 Large changes in the occupational distribution... White Men in 1960: 94% of Doctors, 96%

More information

A Theory of Financing Constraints and Firm Dynamics by Clementi and Hopenhayn - Quarterly Journal of Economics (2006)

A Theory of Financing Constraints and Firm Dynamics by Clementi and Hopenhayn - Quarterly Journal of Economics (2006) A Theory of Financing Constraints and Firm Dynamics by Clementi and Hopenhayn - Quarterly Journal of Economics (2006) A Presentation for Corporate Finance 1 Graduate School of Economics December, 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

Dynamics of Firms and Trade in General Equilibrium. Robert Dekle, Hyeok Jeong and Nobuhiro Kiyotaki USC, Seoul National University and Princeton

Dynamics of Firms and Trade in General Equilibrium. Robert Dekle, Hyeok Jeong and Nobuhiro Kiyotaki USC, Seoul National University and Princeton Dynamics of Firms and Trade in General Equilibrium Robert Dekle, Hyeok Jeong and Nobuhiro Kiyotaki USC, Seoul National University and Princeton Figure a. Aggregate exchange rate disconnect (levels) 28.5

More information

Real Business Cycle Model (RBC)

Real Business Cycle Model (RBC) Real Business Cycle Model (RBC) Seyed Ali Madanizadeh November 2013 RBC Model Lucas 1980: One of the functions of theoretical economics is to provide fully articulated, artificial economic systems that

More information

Resolving the Missing Deflation Puzzle. June 7, 2018

Resolving the Missing Deflation Puzzle. June 7, 2018 Resolving the Missing Deflation Puzzle Jesper Lindé Sveriges Riksbank Mathias Trabandt Freie Universität Berlin June 7, 218 Motivation Key observations during the Great Recession: Extraordinary contraction

More information

14.461: Technological Change, Lecture 4 Technology and the Labor Market

14.461: Technological Change, Lecture 4 Technology and the Labor Market 14.461: Technological Change, Lecture 4 Technology and the Labor Market Daron Acemoglu MIT September 20, 2016. Daron Acemoglu (MIT) Technology and the Labor Market September 20, 2016. 1 / 51 Technology

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

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

Aggregate Demand, Idle Time, and Unemployment

Aggregate Demand, Idle Time, and Unemployment Aggregate Demand, Idle Time, and Unemployment Pascal Michaillat (LSE) & Emmanuel Saez (Berkeley) September 2014 1 / 44 Motivation 11% Unemployment rate 9% 7% 5% 3% 1974 1984 1994 2004 2014 2 / 44 Motivation

More information

Optimal Incentive Contract with Costly and Flexible Monitoring

Optimal Incentive Contract with Costly and Flexible Monitoring Optimal Incentive Contract with Costly and Flexible Monitoring Anqi Li 1 Ming Yang 2 1 Department of Economics, Washington University in St. Louis 2 Fuqua School of Business, Duke University May 2016 Motivation

More information

Aggregate Demand, Idle Time, and Unemployment

Aggregate Demand, Idle Time, and Unemployment Aggregate Demand, Idle Time, and Unemployment Pascal Michaillat (LSE) & Emmanuel Saez (Berkeley) July 2014 1 / 46 Motivation 11% Unemployment rate 9% 7% 5% 3% 1974 1984 1994 2004 2014 2 / 46 Motivation

More information

Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?

Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data? Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data? by Jordi Gali and Pau Rabanal Comments by Ellen R. McGrattan, Minneapolis Fed Overview of Gali-Rabanal Part

More information

Y t = log (employment t )

Y t = log (employment t ) Advanced Macroeconomics, Christiano Econ 416 Homework #7 Due: November 21 1. Consider the linearized equilibrium conditions of the New Keynesian model, on the slide, The Equilibrium Conditions in the handout,

More information

Macroeconomics Qualifying Examination

Macroeconomics Qualifying Examination Macroeconomics Qualifying Examination August 2015 Department of Economics UNC Chapel Hill Instructions: This examination consists of 4 questions. Answer all questions. If you believe a question is ambiguously

More information

INTEREST RATE LIBERALIZATION AND CAPITAL MISALLOCATION. I. Introduction

INTEREST RATE LIBERALIZATION AND CAPITAL MISALLOCATION. I. Introduction INTEREST RATE LIBERALIZATION AND CAPITAL MISALLOCATION ZHENG LIU, PENGFEI WANG, AND ZHIWEI XU Abstract. We study the consequences of interest rate liberalization in a two-sector general equilibrium model

More information

Economic Development and the Spatial Allocation of Labor: Evidence From Indonesia. Gharad Bryan (LSE) Melanie Morten (Stanford) May 19, 2015

Economic Development and the Spatial Allocation of Labor: Evidence From Indonesia. Gharad Bryan (LSE) Melanie Morten (Stanford) May 19, 2015 Economic Development and the Spatial Allocation of Labor: Evidence From Indonesia Gharad Bryan (LSE) Melanie Morten (Stanford) May 19, 2015 Gains from Spatial Reallocation of Labor? Remove observables

More information

Lecture 7. The Dynamics of Market Equilibrium. ECON 5118 Macroeconomic Theory Winter Kam Yu Department of Economics Lakehead University

Lecture 7. The Dynamics of Market Equilibrium. ECON 5118 Macroeconomic Theory Winter Kam Yu Department of Economics Lakehead University Lecture 7 The Dynamics of Market Equilibrium ECON 5118 Macroeconomic Theory Winter 2013 Phillips Department of Economics Lakehead University 7.1 Outline 1 2 3 4 5 Phillips Phillips 7.2 Market Equilibrium:

More information

Macroeconomic Theory and Analysis Suggested Solution for Midterm 1

Macroeconomic Theory and Analysis Suggested Solution for Midterm 1 Macroeconomic Theory and Analysis Suggested Solution for Midterm February 25, 2007 Problem : Pareto Optimality The planner solves the following problem: u(c ) + u(c 2 ) + v(l ) + v(l 2 ) () {c,c 2,l,l

More information

Advanced Economic Growth: Lecture 3, Review of Endogenous Growth: Schumpeterian Models

Advanced Economic Growth: Lecture 3, Review of Endogenous Growth: Schumpeterian Models Advanced Economic Growth: Lecture 3, Review of Endogenous Growth: Schumpeterian Models Daron Acemoglu MIT September 12, 2007 Daron Acemoglu (MIT) Advanced Growth Lecture 3 September 12, 2007 1 / 40 Introduction

More information

Quantifying the Welfare Gains from History Dependent Income Taxation

Quantifying the Welfare Gains from History Dependent Income Taxation Quantifying the Welfare Gains from History Dependent Income Taxation Marek Kapička CERGE-EI, Prague February 10, 2017 Abstract I quantify the welfare gains from introducing history dependent income tax

More information

Lecture 15. Dynamic Stochastic General Equilibrium Model. Randall Romero Aguilar, PhD I Semestre 2017 Last updated: July 3, 2017

Lecture 15. Dynamic Stochastic General Equilibrium Model. Randall Romero Aguilar, PhD I Semestre 2017 Last updated: July 3, 2017 Lecture 15 Dynamic Stochastic General Equilibrium Model Randall Romero Aguilar, PhD I Semestre 2017 Last updated: July 3, 2017 Universidad de Costa Rica EC3201 - Teoría Macroeconómica 2 Table of contents

More information

Adverse Selection, Slow Moving Capital and Misallocation

Adverse Selection, Slow Moving Capital and Misallocation Adverse Selection, Slow Moving Capital and Misallocation William Fuchs Brett Green Dimitris Papanikolaou Haas School of Business University of California-Berkeley Kellogg School of Management Northwestern

More information

Heterogeneous Mark-Ups and Endogenous Misallocation

Heterogeneous Mark-Ups and Endogenous Misallocation Heterogeneous Mark-Ups and Endogenous Misallocation Michael Peters Massachusetts Institute of Technology October 30, 2011 Abstract Aggregate total factor productivity depends both on firms physical productivity

More information

The Macro Impact of Micro Shocks: Beyond Hulten s Theorem

The Macro Impact of Micro Shocks: Beyond Hulten s Theorem The Macro Impact of Micro Shocks: Beyond Hulten s Theorem David R. Baqaee and Emmanuel Farhi Discussion by Basile Grassi 1 1 Department of Economics, Nuffield College, University of Oxford 25th CEPR European

More information

Schumpeterian Growth Models

Schumpeterian Growth Models Schumpeterian Growth Models Yin-Chi Wang The Chinese University of Hong Kong November, 2012 References: Acemoglu (2009) ch14 Introduction Most process innovations either increase the quality of an existing

More information

Stagnation Traps. Gianluca Benigno and Luca Fornaro

Stagnation Traps. Gianluca Benigno and Luca Fornaro Stagnation Traps Gianluca Benigno and Luca Fornaro May 2015 Research question and motivation Can insu cient aggregate demand lead to economic stagnation? This question goes back, at least, to the Great

More information

Measuring the Gains from Trade: They are Large!

Measuring the Gains from Trade: They are Large! Measuring the Gains from Trade: They are Large! Andrés Rodríguez-Clare (UC Berkeley and NBER) May 12, 2012 Ultimate Goal Quantify effects of trade policy changes Instrumental Question How large are GT?

More information

PubPol 201. Module 3: International Trade Policy. Class 4 Outline. Class 4 Outline. Class 4 China Shock

PubPol 201. Module 3: International Trade Policy. Class 4 Outline. Class 4 Outline. Class 4 China Shock PubPol 201 Module 3: International Trade Policy Class 4 China s growth The The ADH analysis Other sources Class 4 Outline Lecture 4: China 2 China s growth The The ADH analysis Other sources Class 4 Outline

More information

R&D Investment, Exporting, and Productivity Dynamics

R&D Investment, Exporting, and Productivity Dynamics R&D Investment, Exporting, and Productivity Dynamics Bee Yan Aw, Mark J. Roberts, Daniel Yi Xu NASM 2009 Motivation Does openness to trade promote productivity? Exports and firm productivity are correlated

More information

1. Constant-elasticity-of-substitution (CES) or Dixit-Stiglitz aggregators. Consider the following function J: J(x) = a(j)x(j) ρ dj

1. Constant-elasticity-of-substitution (CES) or Dixit-Stiglitz aggregators. Consider the following function J: J(x) = a(j)x(j) ρ dj Macro II (UC3M, MA/PhD Econ) Professor: Matthias Kredler Problem Set 1 Due: 29 April 216 You are encouraged to work in groups; however, every student has to hand in his/her own version of the solution.

More information

Adverse Selection, Slow Moving Capital and Misallocation

Adverse Selection, Slow Moving Capital and Misallocation Adverse Selection, Slow Moving Capital and Misallocation William Fuchs Brett Green Dimitris Papanikolaou Haas School of Business University of California-Berkeley Kellogg School of Management Northwestern

More information

Labor Union and the Wealth-Income Ratio

Labor Union and the Wealth-Income Ratio Labor Union and the Wealth-Income Ratio Angus C. Chu Zonglai Kou Xueyue Liu November 2017 Abstract We explore how labor union affects the wealth-income ratio in an innovation-driven growth model and find

More information

Endogenous information acquisition

Endogenous information acquisition Endogenous information acquisition ECON 101 Benhabib, Liu, Wang (2008) Endogenous information acquisition Benhabib, Liu, Wang 1 / 55 The Baseline Mode l The economy is populated by a large representative

More information