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Bernd Scherer - The Oxford Handbook of Quantitative Asset Management

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Bernd Scherer The Oxford Handbook of Quantitative Asset Management
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Quantitative portfolio management has become a highly specialized discipline. Computing power and software improvements have advanced the field to a level that would not have been thinkable when Harry Markowitz began the modern era of quantitative portfolio management in 1952. In addition to raw computing power, major advances in financial economics and econometrics have shaped academia and the financial industry over the last 60 years. While the idea of a general theory of finance is still only a distant hope, asset managers now have tools in the financial engineering kit that address specific problems in their industry. The Oxford Handbook of Quantitative Asset Management consists of seven sections that explore major themes in current theoretical and practical use. These themes span all aspects of a modern quantitative investment organization. Contributions from academics and practitioners working in leading investment management organizations bring together the key theoretical and practical aspects of the field to provide a comprehensive overview of the major developments in the area.

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THE OXFORD HANDBOOK OF

QUANTITATIVE ASSET MANAGEMENT

OXFORD HANDBOOKS IN FINANCE

SERIES EDITOR: MICHAEL DEMPSTER

THE OXFORD HANDBOOK OF BANKING
Edited by Allen N. Berger, Philip Molyneux, and John O.S. Wilson

THE OXFORD HANDBOOK OF CREDIT DERIVATIVES
Edited by Alexander Lipton and Andrew Rennie

THE OXFORD HANDBOOK OF QUANTITATIVE ASSET MANAGEMENT
Edited by Bernd Scherer and Kenneth Winston

THE OXFORD HANDBOOK OF

QUANTITATIVE ASSET MANAGEMENT

Edited by

BERND SCHERER

and

KENNETH WINSTON

The Oxford Handbook of Quantitative Asset Management - image 1

The Oxford Handbook of Quantitative Asset Management - image 2

Great Clarendon Street, Oxford OX2 6DP
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Oxford is a registered trade mark of Oxford University Press
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Published in the United States
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Oxford University Press 2012

The moral rights of the authors have been asserted
Database right Oxford University Press (maker)

First published 2012

All rights reserved. No part of this publication may be reproduced,
stored in a retrieval system, or transmitted, in any form or by any means,
without the prior permission in writing of Oxford University Press,
or as expressly permitted by law, or under terms agreed with the appropriate
reprographics rights organization. Enquiries concerning reproduction
outside the scope of the above should be sent to the Rights Department,
Oxford University Press, at the address above

You must not circulate this book in any other binding or cover
and you must impose the same condition on any acquirer

British Library Cataloguing in Publication Data
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Library of Congress Cataloging in Publication Data
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Typeset by SPI Publisher Services, Pondicherry, India
Printed in Great Britain
on acid-free paper by
MPG Books Group, Bodmin and Kings Lynn

ISBN 978-0-19-955343-3

1 3 5 7 9 10 8 6 4 2

SERIES EDITORS PREFACE

Recently two series of Oxford Handbooks covering financial topics have been merged into one under a single editorship those in Finance found under Business and Economics and those in Quantitative Finance found under Mathematics. This is as it should be, for in spite of all the accusations regarding their role in the recent crisis and recession, financial services are both necessary and critical to the successful development of a global economy facing environmental and pension crises on top of the current one. It can also be argued that banking, insurance, and fund management are the last post war industries to go high tech and that the esoteric topics involved need exposition to a more general audience than simply that of their creators. The aim of this handbook series is therefore to cover recent developments in financial services, institutions, and markets in an up to date, accurate, and comprehensive manner which is clear and comprehensible to the interested reader. This will be achieved by careful choice of editors for, and exacting selection of contributors to, each handbook.

It is my hope that over time the volumes in this series will help to create a better understanding of financial topics by the educated public, including financial services managers, regulators, and legislators. Such an understanding appeared to be lacking in the run-up to the recent crisis, but it will be crucial to successful management of the global economy in the future.

Michael Dempster

ACKNOWLEDGMENTS

This Handbook was commissioned by Sarah Caro at Oxford University Press in 2008. At Oxford University Press, Sarah guided the early construction of the Handbook; Emma Lambert the next phase; and Aimee Wright the final phase. We are grateful to Sarah, Emma, and Aimee for much hard work and for participation in many conference calls across many time zones. The editors would like to thank the books contributors for their tolerance of the editors suggestions, for their patience, and above all for the fine work that they have contributed in these chapters.

CONTENTS
LIST OF FIGURES

Efficient frontiers for EAE portfolios with 100 securities.

Predicted and realized active risk for optimized solutions of varying quality.

Ex post vs. ex ante solution quality rankings.

Optimized and heuristic realized efficient frontiers Example 1.

Optimized and heuristic realized efficient frontiers Example 2.

Prior distributions and posterior distributions.

Predictive distributions in three scenarios.

Allocation to equities and bonds in three scenarios.

The posterior distribution of the correlation between an international portfolio INTL and the Fama-French MKT and SMB portfolios based on return data for 2008-2009.

A three-regime model for U.S. stocks based on weekly returns on the Fama-French portfolio MKT, SMB, and HML, from January 2000 to December 2009.

Box plots of out-of-sample log excess returns: Idealistic setup.

Box plots of out-of-sample log excess returns: Realistic setup.

Cumulative returns of five replication products, S&P 500, and HFRI Composite Index.

.

Cross-sectional distribution of risk preferences.

Optimal centralized allocation.

Optimal decentralized allocation without benchmarks.

Required levels of managerial ability to justify decentralization.

Optimal benchmarks fixed income manager.

Optimal benchmarks equity manager.

Portfolio managers payoff under asymmetric fee compensation structure as a function of realized return. B is the flat fee, and rh is the hurdle point for asymmetric fee.

Portfolio managers payoff as a function of realized return under a fulcrum fee compensation structure.

Active efficient frontiers for portfolios with and without long-only investment constraints.

A simple three-stage-five-child scenario tree.

Active risk decisions at different investment stages under an asset-based fee structure.

The effects of a knockout barrier on active risk decisions with a proportional asset-based fee structure.

Active risk decisions at different investment stages under an asymmetric incentive fee structure.

The effects of a knockout barrier on active risk decisions with an asymmetric incentive fee structure.

Active risk decisions at different investment stages under a fulcrum fee structure.

The effects of a knockout barrier on active risk decisions with a fulcrum fee structure.

Optimal robust and for three normal distribution efficiencies.

OLS and robust beta estimates for four different outlier configurations.

Number of securities in the study. Squares represent the total number of firms in the CRSP U.S. Stock Database that have at least one weekly return in each contiguous two-year period.

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