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Asset Allocation Considerations for Pension Insurance Funds Christian Hertrich Asset Allocation Considerations for Pension Insurance Funds Theoretical Analysis and Empirical Evidence Christian Hertrich Fachbereich BWL Universität Stuttgart Stuttgart, Germany Dissertation University of Stuttgart, 2013 D93 ISBN 978-3-658-02166-5 ISBN 978-3-658-02167-2 (eBook) DOI 10.1007/978-3-658-02167-2 Th e Deutsche Nationalbibliothek lists this publication in the Deutsche Nationalbibliografi e; detailed bibliographic data are available in the Internet at http://dnb.d-nb.de. Library of Congress Control Number: 2013936080 Springer Gabler © Springer Fachmedien Wiesbaden 2013 Th is work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifi cally the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfi lms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer soft ware, or by similar or dissimilar methodology now known or hereaft er developed. Ex- empted from this legal reservation are brief excerpts in connection with reviews or scholarly analysis or material supplied specifi cally for the purpose of being entered and executed on a computer system, for exclusive use by the purchaser of the work. Duplication of this pub- lication or parts thereof is permitted only under the provisions of the Copyright Law of the Publisher’s location, in its current version, and permission for use must always be obtained from Springer. Permissions for use may be obtained through RightsLink at the Copyright Clearance Center. Violations are liable to prosecution under the respective Copyright Law. Th e use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specifi c statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. While the advice and information in this book are believed to be true and accurate at the date of publication, neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors or omissions that may be made. Th e publisher makes no warranty, express or implied, with respect to the material contained herein. Printed on acid-free paper Springer Gabler is a brand of Springer DE. Springer DE is part of Springer Science+Business Media. www.springer-gabler.de V Foreword Social Responsible Investments (SRI) have benefitted in the last few years from double-digit growth rates. In many European countries, SRIs have also reached high-digit market shares in terms of assets under management. An exception to this trend is the German capital market, which lags the European growth trend. Strikingly, main driver of European SRI growth are institutional investors, in par- ticular occupational pension schemes. Prevailing regulation is in many Europe- an countries the predominant reason for the rapid SRI expansion (e.g. Pension Act from 2002 in the UK). In Germany, on the other hand, occupational pension plans remain cautious in terms of their SRI asset allocation. The lack of a com- pulsory regulation to include SRI strategies in the investment process, concerns with respect to underperformance in comparison to conventional asset classes as well as a perceived unfavourable risk capacity of SRI assets have impeded a more pronounced expansion so far. This is the starting point of Christian Hertrich’s dissertation. One of his funda- mental research interests is to investigate the investment flexibility German Pension Insurance Funds have for SRI strategies within the prevailing regulato- ry as well as supervisory framework in Germany. The author uses hereby con- ventional SRI asset classes, e.g. equities and bonds, as well as established and common investment methods. He then expands his investment universe to in- clude alternative investments and completes his empirical analysis by simulat- ing new investment models that do not adhere to existing German regulation. He chooses as benchmark the British as well as Dutch pension models given their high asset allocation into equities and alternative investments as well as the flexible nature of the regulation in those countries. Furthermore, an inflation hedge model and credit risk hedging considerations are simulated and as- sessed for their suitability for Pension Insurance Funds. To evaluate the risk- return profiles of different risk management instruments (derivative overlays) applied and underlying investment models used, Christian Hertrich uses a set of shortfall risk measures based on Lower Partial Moments. Empirical SRI studies exist for close to 35 years, with the majority of them fo- cusing primarily on performance measurements. Analyses that are primarily VI risk-oriented remain rare in academia to date. The present dissertation, howev- er, pursues a strong risk emphasis. It is thereby the first research work that of- fers a risk-focused econometric analysis for highly regulated German Pension Insurance Funds. Christian Hertrich’s research is highly innovative in terms of how SRI assets can be implemented by this type of occupational pension plan. Moreover, his dissertation implements methods and parameterisations that have been rarely used in the context of financial econometric studies applied to SRI. It is laudable that the author’s studies are not limited exclusively to the ex- isting German regulatory framework, but also includes alternative investment scenarios of occupational pension systems that pursue (partially) contrary in- vesting philosophies, e.g. the British as well as the Dutch pension models. The innovative approach of Christian Hertrich’s dissertation is that it operates between the rigid regulations of Pension Insurance Funds in Germany and the latest findings of modern empirical capital markets theory in terms of SRI. The simulation of different asset allocation strategies combined with the calculation of adequate risk-return parameters relevant for Pension Insurance Funds offers valuable conclusions. While the dissertation is primarily focused on empirical analyses in the field of financial econometrics, it includes nonetheless practical considerations as well as regulatory aspects of Pension Insurance Funds. The author’s thesis is therefore also a valuable reference for practitioners involved in the asset allocation of Pension Insurance Funds. Christian Hertrich presents hereby for the first time the options available within SRI investing by applying a risk-focused quantitative analysis. The empirical methods used as well as the results obtained in this book might not only draw the attention of academics, but also receive the recognition of practitioners. Stuttgart, February 2013 Univ.-Prof. Dr. Henry Schäfer VII Preface A few words of gratitude cannot express how much the completion of this thesis is due to the support I have received during the last few years. Running the risk of excluding some people important to me, I owe a special thank to a small group of individuals: to my supervisor Prof. Henry Schäfer for his continuous advise and guidance during the dissertation, to my sister Isabel for her positive attitude to life and her inspirational character, to my brother Markus for our numerous discussions on econometrics as well as his strong be- lief in my project, to my mother for emphasising the importance of education in life and for teaching me to be the person I am today, and to my beautiful wife Ainura for the enormous support she gave me over the last few years and all the sacrifices she had to make during my studies. This book, however, is dedicated to my little son Arman, for bringing love and joy into our lives. His birth and the first few months together during the final phase of my thesis were incredible. London, March 2013 Christian Hertrich IX Table of Content Foreword ............................................................................................................ V Preface ............................................................................................................. VII Table of Content ............................................................................................... IX List of Figures ................................................................................................ XIII List of Tables ................................................................................................ XVII Glossary Translated Terms .......................................................................... XIX Glossary Abbreviations ................................................................................ XXI Abstract ........................................................................................................ XXIII Zusammenfassung .................................................................................... XXVII 1. Introduction ................................................................................................. 1 1.1 Research Framework ...................................................................................... 1 1.1.1 Relevance of Pension Insurance Funds ...................................................... 1 1.1.2 Future Challenges ....................................................................................... 2 1.1.3 Investment Allocation Aspects .................................................................... 3 1.1.4 SRIs and Alternative Investments in the Pension Fund Sector ................... 4 1.2 Problem Definition ........................................................................................... 6 1.3 Research Objectives and Contributions ....................................................... 8 1.3.1 Research Objectives ................................................................................... 8 1.3.2 Research Contributions ............................................................................. 11 1.4 Methodology .................................................................................................. 12 1.5 Existing Research Studies and Delimitation ............................................... 13 1.5.1 Existing Research Studies ........................................................................ 13 1.5.2 Delimitations .............................................................................................. 15 1.6 Thesis Outline ................................................................................................ 17 2. Insight into the German Pension Insurance Fund ................................ 19 2.1 Objectives ....................................................................................................... 19 2.2 Overview of the German Pension System ................................................... 20 2.2.1 Historical Context ...................................................................................... 20 2.2.2 Institutional Structure ................................................................................. 25 2.2.3 Major Challenges and Outlook .................................................................. 29 2.2.4 Conclusions ............................................................................................... 34 2.3 Pension Insurance Funds as Integral Part of the Occupational Pension Scheme .................................................................................................................... 36 2.3.1 Definition Occupational Pension Scheme ................................................. 36 2.3.2 Types of Occupational Pension Plans ....................................................... 37 2.3.3 Rationale for the Sponsoring Company .................................................... 44 2.3.4 Conclusions ............................................................................................... 45 2.4 Principal Elements of the Pension Insurance Fund ................................... 46 2.4.1 Economic Relevance ................................................................................. 46 2.4.2 Definition ................................................................................................... 49 2.4.3 Insured Risk Categories ............................................................................ 51 2.4.4 Pension Benefits and Contribution Alternatives ........................................ 52 2.4.5 Regulatory Supervision ............................................................................. 59 2.4.6 Conclusions ............................................................................................... 60 2.5 Investment Management Considerations .................................................... 61 2.5.1 Regulatory Investment Framework ........................................................... 61 X 2.5.2 Asset Allocation in Practise ....................................................................... 68 2.5.3 Considerations on Solvency II ................................................................... 72 2.5.4 Conclusions ............................................................................................... 74 2.6 Summary ........................................................................................................ 75 3. SRIs and Alternative Investments: Expanding the Efficient Frontier? 78 3.1 Objectives ....................................................................................................... 78 3.2 Social Responsible Investments (SRI) ........................................................ 79 3.2.1 Definition ................................................................................................... 79 3.2.2 SRI Investors Types and Investment Motivations ..................................... 86 3.2.3 Investment Strategies ................................................................................ 96 3.2.4 Asset Class Considerations .................................................................... 103 3.2.5 Performance vs. Conventional Asset Classes ........................................ 107 3.2.6 SRI Market Size ...................................................................................... 114 3.2.7 Relevance of SRIs for European Capital-Funded Pension Schemes ..... 121 3.2.8 Motivation for German Pension Insurance Funds ................................... 124 3.2.9 Conclusions ............................................................................................. 130 3.3 Alternative Investments .............................................................................. 133 3.3.1 Definition ................................................................................................. 133 3.3.2 Strategic Asset Allocation Considerations ............................................... 134 3.3.3 Pension Funds in the Alternative Investment Sector ............................... 138 3.3.4 Performance, Portfolio Diversification and Inflation Hedging .................. 141 3.3.5 SRI Considerations in the Alternative Investment Space ........................ 148 3.3.6 Conclusions ............................................................................................. 155 3.4 Summary ...................................................................................................... 156 4. Theoretical Foundation .......................................................................... 159 4.1 Objectives ..................................................................................................... 159 4.2 Vector Error Correction Modelling Technique .......................................... 160 4.2.1 Stochastic Time-Series Model Selection ................................................. 160 4.2.2 Rationale for VEC Models ....................................................................... 170 4.2.3 Identification ............................................................................................ 172 4.2.4 Estimation ................................................................................................ 180 4.2.5 Diagnostic Checking ................................................................................ 182 4.2.6 Conclusions ............................................................................................. 187 4.3 Bootstrap Simulation .................................................................................. 188 4.3.1 Definition ................................................................................................. 188 4.3.2 Rationale ................................................................................................. 189 4.3.3 Implementation ........................................................................................ 190 4.3.4 Conclusions ............................................................................................. 191 4.4 Strategic Asset Allocation Strategies ........................................................ 192 4.4.1 Overview ................................................................................................. 192 4.4.2 Main Assumptions ................................................................................... 194 4.4.3 Outright Strategies .................................................................................. 196 4.4.4 Derivative Overlays ................................................................................. 198 4.4.5 Conclusions ............................................................................................. 202 4.5 Performance Measurement ......................................................................... 204 4.5.1 Asymmetric Risk-Return Measures ......................................................... 204 4.5.2 Downside Risk Performance Indicators .................................................. 206 4.5.3 Conclusions ............................................................................................. 209 4.6 Summary ...................................................................................................... 210 5. Empirical Analysis .................................................................................. 212 5.1 Objectives ..................................................................................................... 212 5.2 Description of the Investment Portfolios .................................................. 214 5.2.1 Matching Principle ................................................................................... 214 5.2.2 Descriptive Statistics ............................................................................... 217 XI 5.2.3 Conclusions ............................................................................................. 223 5.3 Vector Error Correction Modelling ............................................................. 224 5.3.1 Identification ............................................................................................ 224 5.3.2 Estimation ................................................................................................ 232 5.3.3 Diagnostic Checking ................................................................................ 235 5.3.4 Conclusions ............................................................................................. 238 5.4 Simulation of Investment Management Strategies ................................... 239 5.4.1 Modelling Assumptions ........................................................................... 239 5.4.2 Outright Strategies .................................................................................. 243 5.4.3 Hedging ................................................................................................... 247 5.4.4 Bond-Call Option Strategy ....................................................................... 255 5.4.5 Yield Enhancement ................................................................................. 258 5.4.6 Performance Comparison by Portfolio .................................................... 262 5.4.7 Benchmarking Across Investment Strategies .......................................... 269 5.4.8 Conclusions ............................................................................................. 271 5.5 Alternative Investment Scenarios .............................................................. 274 5.5.1 Objectives ................................................................................................ 274 5.5.2 Equity-focused Approach: UK- and Dutch-Model .................................... 276 5.5.3 Inflation Hedge Model ............................................................................. 281 5.5.4 Credit Risk Hedging ................................................................................ 291 5.5.5 Benchmarking Across All Strategies and Portfolios ................................ 298 5.5.6 Conclusions ............................................................................................. 300 5.6 Summary ...................................................................................................... 302 6. Conclusion, Criticism and Outlook ....................................................... 308 6.1 Conclusion ................................................................................................... 308 6.1.1 General Observations ............................................................................. 308 6.1.2 Specific Research Questions .................................................................. 311 6.2 Criticism ....................................................................................................... 324 6.3 Research Outlook ........................................................................................ 326 Bibliography .................................................................................................. 329 Appendix A: Reforms of the German Occupational Pension System ..... 369 Appendix B: Description Indices ................................................................. 375 Appendix C: Empirical Results .................................................................... 381

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​The central research objective of the dissertation is to assess the suitability of Social Responsible Investments (SRIs) as well as alternative investments for the strategic asset allocation of German Pension Insurance Funds (Pensionskassen). Using a Vector Error Correction model, we estimate the
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