CURRENCY COMPOSITION OF FOREIGN EXCHANGE RESERVES: A COMPARATIVE STUDY. Department of Accounting, Finance and Economics Griffith Business School

Similar documents
Is the Forward Exchange Rate a Useful Indicator of the Future Exchange Rate?

Effect of Business Value Chain Practices on the Supply Chain Performance of Large Manufacturing Firms in Kenya

Factors Influencing the Adoption of Biometric Authentication in Mobile Government Security

Consolidated Annual Report of the AB Capital Group for the financial year 2008/2009. covering the period from July 1, 2008 to June 30, 2009

Self-Determination Theory and the Theory of Planned Behaviour Applied to Substance Abuse Treatment in a Therapeutic Community Setting

COUPLE OUTCOMES IN STEPFAMILIES

PG DIPLOMA IN GLOBAL STRATEGIC MANAGEMENT LIST OF BOOKS*

PHD PROGRAM IN FINANCE COURSE PROGRAMME AND COURSE CONTENTS

Corporate Strategy Meeting

Sony IR Day Game & Network Services Segment. Jun 29, Andrew House

Discussion of Global Liquidity and Procyclicality by Hyun Song Shin

STRATEGIC PRIORITIES, MANAGEMENT CONTROL SYSTEMS, AND MANAGERIAL PERFORMANCE: AN EMPIRICAL STUDY. Submitted by. A thesis submitted in total fulfilment

Financial Market Outlook

Succession planning in Chinese family-owned businesses in Hong Kong: an exploratory study on critical success factors and successor selection criteria

AIFMD means Directive 2011/61/EU of the European Parliament and of the Council of 8 June 2011 on Alternative Investment Fund Managers, as amended.

CUSTOMER ONLINE PURCHASE INTENTION TOWARDS AIRLINE E-TICKETING IN KLANG VALLEY CHEW YUH YIING CHONG CHOOI SUN MICHELLE SIM KAI FERN YONG SOOK HUOI

Money market portfolio

Knowledge Management Strategic Alignment in the Banking Sector at the Gulf Cooperation Council (GCC) Countries

Evaluating the Australian Outlook through a Global Lens

The Impact of Interest Rate Shocks on the Performance of the Banking Sector

Implementation Plan: Development of an asset and financial planning management. Australian Capital Territory

CORPORATE BUSINESS CONDITIONS

INDEX OF TABLES. II 8 Import Components of Final Uses, III 1 The Balance of Payments, by Main Category,

Final report SA-R of the AB S.A. company for the financial year 2009/2010. covering the period from to

Schneps, Leila; Colmez, Coralie. Math on Trial : How Numbers Get Used and Abused in the Courtroom. New York, NY, USA: Basic Books, p i.

Delme John Pritchard

Introduction to Financial Models for Management and Planning

Foreign Currency Exposure and Hedging in Australia

EXTERNAL CRITICAL SUCCESS FACTORS FOR THE GROWTH OF STARTUP SOFTWARE DEVELOPMENT COMPANIES IN SRI LANKA

Seminar. Global Foreign Exchange Markets Chapter 9. Copyright 2013 Pearson Education. 20 Kasım 13 Çarşamba

Practical. I conometrics. data collection, analysis, and application. Christiana E. Hilmer. Michael J. Hilmer San Diego State University

FOREIGN EXCHANGE MARKET & THE BALANCE OF PAYMENTS. Elements, Policies and Nigerian Experience

Corporate Risk Management Advisory Services FX and interest rate solutions for clients

A Simulation-Based lntroduction Using Excel

Chart I.1. Difference between Primary Surplus (PS) and Bond Yield Spreads in Selected EU 1 Countries

International stock portfolio selection and performance measure recognizing higher moments of return distributions

SUCCESSION PLANNING AND MANAGEMENT PRACTICES AMONG PRIVATE SECTOR FIRMS IN MALAYSIA KRISHNA NAIDU S/O D. SUPPIAH

INDUSTRIAL AND COMMERCIAL BANK OF CHINA ICBC: Your Global Portal to RMB Market. July 2012

Invoicing Currency in International Trade: An Empirical Investigation and Some Implications for the Renminbi

Porter, White & Company

3 BUSINESS ACCOUNTING STANDARD,,INCOME STATEMENT I. GENERAL PROVISIONS

Current account deficit -10. Private sector Other public* Official reserve assets

Subject CT7 Business Economics Core Technical Syllabus

is paramount in advancing any economy. For developed countries such as

Consolidated semi-annual financial report of the AB Capital Group for the first half of 2011/2012. covering the period from to

Experiential Education as a Best Practice Pedagogy for Environmental Education in Teacher Education. Volume 1

FY 2012 Q1 Consolidated Financial Results

The Development of Consumer Protection Laws in Tanzania for Electronic Consumer Contracts

Sony IR Day Game & Network Services Segment. May 27, Andrew House

Financial Management Practices

EXTERNAL DEBT AND LIABILITIES OF INDUSTRIAL COUNTRIES. Mark Rider. Research Discussion Paper November Economic Research Department

The Influence of Human Resource Management Practices on the Retention of Core Employees of Australian Organisations: An Empirical Study

CUSTOMER RELATIONSHIP MANAGEMENT AND ITS INFLUENCE ON CUSTOMER LOYALTY AT LIBERTY LIFE IN SOUTH AFRICA. Leon du Plessis MINOR DISSERTATION

The Impact of Privatization in Insurance Industry on Insurance Efficiency in Iran

Accountants Professional Indemnity Insurance

CITY UNIVERSITY OF HONG KONG. A Study of Electromagnetic Radiation and Specific Absorption Rate of Mobile Phones with Fractional Human Head Models

Allianz Malaysia Berhad (12428-W) Financial Results 4Q Analyst Briefing 29 February 2016

CIMA'S Official Learning System

An introductory text. Fourth edition. A. G. Kenwood and A. L. Lougheed B3 55. London and New York

Micro and macroeconomic determinants of net interest margin in the Albanian banking system ( )

THE COMPLETE PROJECT MANAGEMENT METHODOLOGY AND TOOLKIT

Ireland and the EU Economic and Social Change

PRESS RELEASE Amsterdam, 23 July 2010

January 2015 business.westernunion.com.au

Q2 FY2015 Consolidated Financial Results

MANAGED FUTURES FOR INSTITUTIONAL INVESTORS

FY2011 Consolidated Financial Results (Fiscal year ended March 31, 2012)

The U.S. dollar continues to be a primary beneficiary during times of market stress. In our view:

Final Terms. Dated 10 June 2016

FY2015 Consolidated Financial Results

Mike Vietri. Executive Vice President Agency Distribution Group MetLife, Inc.

Why Strategic Bond funds are failing investors

Currency Unions and Irish External Trade. Christine Dwane Trinity College Dublin. Philip R. Lane, IIIS, Trinity College Dublin & CEPR

Regulation On Attainment of Doctor of Sciences Degree at SEEU (PhD)

HSBC Bank plc. Programme for the Issuance of Notes and Warrants. Issue of

FxPro Education. Introduction to FX markets

International Investments

09 FINANCIAL SERVICES ARTICLE 1. Definitions and Scope

VCR License Consolidation - Correctly Preparing The Annual Revenue Growth

SHARED ASSESSMENTS PROGRAM STANDARD INFORMATION GATHERING (SIG) QUESTIONNAIRE 2014 MAPPING TO OCC GUIDANCE ( ) ON THIRD PARTY RELATIONSHIPS

Changing disease patterns amongst migrants: a focus on the Australian National Health Priority Areas

The EMU and the debt crisis

Infla tion-indexed Securities

III. BANKS RECEIVABLES FROM REVERSE REPURCHASE

Embedded Tax Liabilities & Portfolio Choice

10 DOWNING STREET LONDON SWtA 2AA A NEW SETTLEMENT FOR THE UNITED KINGDOM IN A REFORMED EUROPEAN UNION

EMU Annex with guidance notes

Macroeconomic drivers of private health insurance coverage. nib Health Insurance

The Effect of International Trade on Wages: A Case Study of China

AGCS Liability. Allianz Global Corporate & Specialty. Our solid and long term approach/ Why quality matters

Univariate and Multivariate Methods PEARSON. Addison Wesley

List of figures Notes on contributors Foreword Introduction PART I: THE CREDIT MANAGEMENT FUNCTION 1

Gold Long-Term Outlook

How To Get A Masters Degree By Research

The Norwegian economy

Global wage projections to 2030 September 2013

Do Currency Unions Affect Foreign Direct Investment? Evidence from US FDI Flows into the European Union

CHAPTER I INTRODUCTION AND DESIGN OF THE STUDY

CIO Flash Revisions to our 2016 global outlook Jan 25, 2016

Transcription:

CURRENCY COMPOSITION OF FOREIGN EXCHANGE RESERVES: A COMPARATIVE STUDY Department of Accounting, Finance and Economics Griffith Business School Submitted in fulfilment of the requirements of the degree of Doctor of Philosophy by TOMMY SOESMANTO B.Bus (Hons) (QUT) August 2008

ABSTRACT The United States (US) dollar has been the principal currency used for reserve purposes by central banks worldwide for many years. However, uncertainties about the future strength of the US economy and the exchange value of the US dollar have led to pressure for a number of central banks particularly in developing countries, to consider shifting their US dollar reserve holdings to other reserve currencies. Since its creation in 1999 the euro has represented a serious alternative to the US dollar. Some authors have forecast that the euro is likely to replace the US dollar as the principal reserve currency in the near future. If a major portfolio re-balancing away from the US dollar occurs, there may be serious implications for both the US and the global economy. A deeper understanding of how central banks manage currency composition of foreign exchange (FX) reserves needs to be established in order to evaluate the likely developments in this area. The transaction theory and the mean-variance theory have served as the main conceptual frameworks for studies in this field. They have been useful in identifying factors which may theoretically affect FX reserve holdings. However, empirical studies of the two theories have been very limited in both number and in the range and number of countries covered. This study contributes to research in this area by presenting a comprehensive empirical investigation of the determinants of the currency composition of FX reserves, based on the frameworks proposed by the transaction theory, as well as that proposed by the meanvariance theory. The study covers a wider range of countries than previous estimations to ii

date, including a detailed comparative examination of the management of FX reserves for a single country, Australia. It also uses more recent data than any previous studies, which allows a more complete analysis of the impact of the euro since its introduction in 1999. More specifically, the study aims to address the following six research questions: 1) How well do the factors suggested by the transaction theory explain the management of currency composition of FX reserves globally over recent years? 2) How do the developed and developing countries differ in the management of their portfolios of reserve currencies, particularly in their attitudes towards the US dollar versus the euro? 3) What changes have happened in the management of the currency composition of reserves following the introduction of the euro in 1999? 4) How well do the factors suggested by the transaction theory explain the management of FX reserves in Australia? 5) How relevant are the factors suggested by the mean-variance theory in the determination of shares of FX reserves in Australia? 6) Is it likely that the US dollar will maintain its principal reserve currency status? Are there any similarities in the responses by central banks globally, central banks in the sub-groups of developed or developing nations, or the Reserve Bank of Australia (RBA)? What differences are likely to occur? The study finds that two transaction factors, the incumbency advantage of the reserve currency, and the share of trade of the currency country, are important for the iii

management of the currency composition of FX reserves globally, and for both groups of developed countries and developing countries. Amongst the developed nations group, the incumbency advantage of the US dollar has remained the primary concern for this group in managing their reserve currencies. By contrast, developing countries as a group appear to place less emphasis on past holdings of the US dollar and more emphasis on other transaction factors like trade. Furthermore, the study finds that the euro seems to have had had little impact in how central banks manage their holdings of reserves. The importance of incumbency advantage as a key factor in managing FX is likely to assist in the maintenance of the US dollar as the principal reserve currency globally and in the group of the developed countries. Amongst developing nations however, the euro has begun to show some of its appeal as a reserve currency. With regard to the management of reserve currencies in Australia, the study finds that both the mean-variance theory and the transaction theory are important in playing a combined role in the determination of currency composition of FX reserves in the country. All in all, the combined results of the study indicate that the US dollar is likely to remain as the principal reserve currency used by central banks globally, central banks in developed countries and the RBA. However, amongst developing countries, the study finds that this group of nations is now considering placing more emphasis on keeping and possibly increasing their holdings of euro, as opposed to maintaining their principal holdings in US dollars. iv

TABLE OF CONTENTS List of Figures xii List of Tables xiii Acknowledgements xv Statement of Originality xvi Abbreviations xvii 1. Introduction 1 1.1 The Significance of the Issue 1 1.2 Objectives, Research Questions and Contributions 2 1.3 Outline of the Study 5 2. Theoretical and Empirical Evidence on the Currency Composition of Foreign Exchange Reserves 8 2.1 Introduction 8 2.2 Mean-Variance Theory 9 2.2.1 Overview 9 2.2.2 Mean-Variance Portfolio Optimization Theory 10 2.2.2.1 Expected Return and Expected Risk 12 2.2.2.2 Expected Return and Risk of a Portfolio 15 2.2.3 Key Assumptions of Portfolio Optimization Theory 16 2.2.4 Efficient Portfolio Opportunity Set 17 2.2.5 Asset Shares for the Optimal Portfolio 21 2.2.6 Efficient Portfolios and Investor Preferences 22 2.2.7 Limitations of Portfolio Optimization Theory 23 Identical Means and Variance 23 v

Uncertain Risk Preferences 24 Applicability to Central Banks 25 2.3 Empirical Studies of the Mean-Variance Theory 26 Ben-Bassat (1980) 26 Dellas and Chin (1991) 29 Papaioannou et al. (2006) 31 2.4 Transaction Theory 33 2.4.1 Overview 33 2.4.2 Transaction versus Mean-Variance Theory: Which is More Applicable? 33 2.4.3 Transaction Theory of Currency Composition of Foreign Exchange Reserves 35 2.4.4 The Transaction Theory Model of Dooley et al. (1989) 36 2.4.4.1 Net and Gross Asset Positions 37 2.4.4.2 Incorporating Transaction Cost 40 2.4.4.3 Transaction Costs and the Currency Composition of Reserves 45 2.4.5 The Transaction Theory Model of Eichengreen (1998) 47 2.5 Empirical Studies of the Transaction Theory Heller and Knight (1978) 50 Dooley et al. (1989) 51 Eichengreen (1998) 52 Eichengreen and Mathieson (2000) 53 Chinn and Frankel (2005) 53 2.6 Conclusion 54 3. The Euro and Its Potential Role as Reserve Currency 59 3.1 Introduction 59 3.2 The Euro: Its History and Performance 60 3.2.1 Overview 60 3.2.2 The History of Euro 60 vi

3.2.3 The Euro and the Eurozone 64 3.2.4 The Euro: Its Performance and Use 67 3.3 The Potential Role of Euro as Reserve Currency 70 3.3.1 Overview 70 3.3.2 Optimistic Views on the Dominance of the Euro 71 3.3.3 Pessimistic Views on the Dominance of the Euro 73 3.4 Conclusion 76 4. Currency Composition of Foreign Exchange Reserves: Evidence from Developed and Developing Countries 79 4.1 Introduction 79 4.2 Modelling the Currency Composition of Foreign Exchange Reserves 80 4.2.1 Overview 80 4.2.2 Transaction Factors that Influence the Currency Composition of Foreign Exchange Reserves 81 Size and Growth of the Economy of the Currency Country 81 Trading Volume of Currency country 82 Development of Financial Market in the Currency Country 83 Confidence in the Value of the Currency 83 Network Externalities and Incumbency Advantage 84 4.3 Results and Methodologies of Previous Empirical Studies 85 4.3.1 Overview 85 4.3.2 Eichengreen (1998) 86 4.3.3 Chinn and Frankel (2005) 89 4.4 Post Euro Analyses of the Currency Composition of Foreign Exchange Reserves: Evidence from Developed and Developing Countries 92 4.4.1 Overview 92 4.4.2 The Currency Composition of Foreign Exchange Reserves (1980-2005) 93 4.4.3 Data and Methodology 97 vii

4.4.4 Results of the Estimation 101 4.4.4.1 How well do the transaction theory factors explain the management of currency composition of foreign exchange reserves for the period 1980 to 2005? 102 4.4.4.2 How do the developed and developing countries differ in the management of their portfolios of reserve currencies, particularly in their attitudes toward the dollar versus the euro? 108 4.4.4.3 What changes have there been in the management of the currency composition of foreign exchange reserves following the introduction of the euro in 1999 116 4.5 Conclusion 124 5. Analysis of the Management of Currency Composition of Foreign Exchange Reserve in Australia 128 5.1 Introduction 128 5.2 Management of Foreign Currency Reserves in Practice 129 5.2.1 Overview 129 5.2.2 Common Framework for the Management of Foreign Exchange Reserves 131 Factors Affecting the Desired Level of Reserves 131 Use of Segregated Investment Trances 132 Instruments Used in Portfolio Investment 132 Different Management Styles Adopted by Central Banks 133 Determining the Optimal Portfolio Benchmarks 133 5.2.3 Foreign Exchange Reserves Management Adopted by the Reserve Bank of Australia 135 Portfolio Benchmarks Adopted by the RBA 135 Currency Composition of Foreign Exchange Reserves of the RBA 136 viii

5.3 Previous Research on the Management of Foreign Exchange Reserves in Individual Countries 138 5.3.1 Overview 138 5.3.2 Methodologies and Results of Dooley et al. (1989) 139 5.4 Transaction Theory Based Analysis on the Management of the Currency Composition of Reserves in Australia 142 5.4.1 Overview 142 5.4.2 Data and Methodology 142 5.5 Results of the Estimation of the Currency Composition of Reserves for Australia 147 5.6 Conclusion 151 6. The Optimal Currency Composition of Foreign Exchange Reserves of Australia 154 6.1 Introduction 154 6.2 Previous studies on the Use of Portfolio Optimization in the Management of Foreign Currency Reserves 156 6.2.1 Overview 156 6.2.2 Methodologies and Results of Ben-Bassat (1980) Study 157 6.2.3 Results of Dellas and Chin (1991) Study 161 6.2.4 Results of Papaioannou et al. (2006) Study 161 6.3 Portfolio Optimization of Currency Composition of Foreign Exchange Reserves of Australia 163 6.3.1 Data and Methodology 163 6.3.2 Results 170 6.4 Conclusion 180 ix

7. Conclusion 183 7.1 The Issue 183 7.2 Summary of the Main Findings 184 7.3 Direction for Further Research 192 Appendix A: Results of Stationary Testing of the Variables in in Grouped Data Estimations 194 Appendix B: Correlation Matrices of the Independent Variables in Grouped Data Estimations 212 Appendix C: Results of Serial Correlation Testing of Residuals in Grouped Data Estimations 220 Appendix D: Detailed Results of Grouped Data Estimations 223 Appendix E: Results of Testing for Structural Break in Grouped Data Estimations 242 Appendix F: Detailed Results of Estimation of Currency Composition of Foreign Exchange Reserves of Australia 244 Appendix G: Results of Stationary Testing of the Variables in Individual Country Data Estimation 247 Appendix H: Correlation Matrices of Independent Variables in the Estimation of Currency Composition of Foreign Exchange Reserves of Australia 253 Appendix I: Results of Serial Correlation Testing of Residuals in the Estimation of Foreign Exchange Reserves in Australia 256 x

Appendix J: Import Share Weights of Australia by Country of Origin 257 Bibliography 261 xi

LIST OF FIGURES 2.1 Efficient Portfolio Opportunity Set 20 2.2 Efficient Portfolios and Investor Preferences 23 2.3 Optimal Portfolio Selection Model of Sharpe(1964) and Lintner (1965) 25 2.4 Gross and Net Foreign Asset and Liability Position (Two Currency Model) 39 2.5 Reserve Holdings and Transaction Structure 41 3.1 Composition of GDP of Eurozone (2005) 65 3.2 Composition of Exports of Eurozone (2005) 65 3.3 Comparison of GDP of US and Eurozone (1999-2005) 66 3.4 Dollar-Euro Exchange Rates: 1999-2004 (Euro to 1 USD) 68 3.5 Currency Distribution of Reported Global Foreign Exchange Market Turnover: Percentage Shares of Average Daily Turnover in April 70 4.1 Global Currency Composition of Foreign Exchange Reserves (1980-2005) 94 4.2 Currency Composition of Foreign Exchange Reserves of Developed Countries Group (1980-2005) 95 4.3 Currency Composition of Foreign Exchange Reserves of Developing Countries Group (1980-2005) 95 5.1 RBA s Currency Composition of Foreign Exchange Reserves (March 2000-December 2006) 138 6.1 Efficiency Curve for Estimation in terms of US Dollars 170 6.2 Efficiency Curve for Estimation in terms of Import Share Weights 171 6.3 Efficiency Curve for Estimation in terms of Invoice Currency Weights 171 6.4 Actual Composition of FX Reserves of the RBA (March 2000-August 2007) 176 xii

LIST OF TABLES 4.1 Global Composition of Reserves: Effect of Output, Trade and History (1971-1995) 88 4.2 Panel Regression on Logit Transformation of Shares: Pre Euro Period (1973-1998) 91 4.3 Summary of All Systems Estimation on World Countries Group (1980-2005): Logistic Functional Form used on Reserve Currencies Shares Variable 104 4.4 Summary of All Systems Estimation on World Countries Group (1980-2005): Linear Functional Form used on Reserve Currencies Shares Variable 107 4.5 Summary of All Systems Estimation on Developed Countries Group (1980-2005): Logistic Functional Form used on Reserve Currencies Shares Variable 109 4.6 Summary of All Systems Estimation on Developing Countries Group (1980-2005): Logistic Functional Form used on Reserve Currencies Shares Variable 111 4.7 Summary of All Systems Estimation on Developed Countries Group (1980-2005): Linear Functional Form used on Reserve Currencies Shares Variable 114 4.8 Summary of All Systems Estimation on Developing Countries Group (1980-2005): Linear Functional Form used on Reserve Currencies Shares Variable 115 xiii

4.9 Summary of All Systems Estimation on World Countries Group (1980-1998): Logistic Functional Form used on Reserve Currencies Shares Variable 118 4.10 Summary of All Systems Estimation on Developed Countries Group (1980-1998): Logistic Functional Form used on Reserve Currencies Shares Variable 122 4.11 Summary of All Systems Estimation on Developing Countries Group (1980-1998): Logistic Functional Form used on Reserve Currencies Shares Variable 123 5.1 Currency Allocation, Asset Allocation and Duration of RBA s Benchmarks 136 5.2 Benchmark Composition of Instruments used by the RBA 136 5.3 Estimation of Currency Composition of Foreign Exchange Reserves of Australia (March 2000-December 2006) 148 6.1 Import Share Weight of Australia by Country of Origin (2006) 167 6.2 Invoice Currencies Weight for Australian Imports (March 2002-March 2003) 169 6.3 Composition of Optimal Portfolios 172 6.4 Mean and Standard Deviation of Estimated Portfolios of Foreign Exchange Assets 173 xiv

ACKNOWLEDGMENTS This thesis has benefited greatly from the help and encouragement generously offered by a wide range of people. In the initial data collection stage, I am indebted to the staff at the International Monetary Fund, the Reserve Bank of Australia and the Australian Bureau of Statistics, who went out their way to answer my numerous questions, to assist me to determine what data was actually available, and to enable me to access it. I am also grateful for the many helpful comments I have received during the progress of the thesis, particularly from participants and presenters at the 2006 Academy of World Business and Management Conference held by University of Southern Queensland, the 2008 International Conference in Social Sciences and Humanities held by University of Sains Malaysia, and the seminar series held by the Department of Accounting, Finance and Economics, Griffith University. To my supervisors, Dr Robyn Swift and Professor Tom Nguyen, my thanks for their faith in my ability to do this thesis and to do it well, for their assistance in the preparation of the thesis, and for always having the time to consult me when things do not seem to make any progress. Finally, to my lovely wife, Sanny and my beautiful baby girl, Cadence, thank you for being with me throughout this time. You two are truly blessings from our Lord Jesus. xv

STATEMENT OF ORIGINALITY This work has not previously been submitted for a degree or diploma in any university. To the best of my knowledge and belief, the thesis contains no material previously published or written by another person except where due reference is made in the thesis it self. Tommy Soesmanto August 2008 xvi

ABBREVIATIONS ABS Australian Bureau of Statistics BIS - Bank for International Settlements CPI - Consumer Price Index DW - Durbin Watson ECB - European Central Bank EMS - European Monetary System EMU - European Monetary Union EU - European Union EURIBOR - European Interbank Offered Rate FX - Foreign Exchange GDP - Gross Domestic Product GLS - Generalised Least Squares IMF - International Monetary Fund KPSS - Kwiatowski, Phillips, Schmidt & Shin LIBOR - London Interbank Offered Rate OECD - Organization for Economic Co-operation Development OLS - Ordinary Least Squares RBA - Reserve Bank of Australia SCLS - Symmetrically Censored Least Squares SDR - Special Drawing Rights SUR - Seemingly Unrelated Regression UK - United Kingdom US - United States USA - United States of America xvii