QUANTITATIVE FUNDAMENTALS VALUE INVESTING and SYSTEMATIC FACTOR INSULATION INNOVATIONS by Nawan Naveed Butt B.Comm Finance
Total Page:16
File Type:pdf, Size:1020Kb
QUANTITATIVE FUNDAMENTALS VALUE INVESTING AND SYSTEMATIC FACTOR INSULATION INNOVATIONS by Nawan Naveed Butt B.Comm Finance, University of Calgary 2012 PROJECT SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF MASTER OF SCIENCE IN FINANCE In the Master of Science in Finance Program of the Faculty of Business Administration © Nawan Naveed Butt 2015 SIMON FRASER UNIVERSITY Spring 2015 All rights reserved. However, in accordance with the Copyright Act of Canada, this work may be reproduced, without authorization, under the conditions for Fair Dealing. Therefore, limited reproduction of this work for the purposes of private study, research, criticism, review and news reporting is likely to be in accordance with the law, particularly if cited appropriately. Approval Name: Nawan Naveed Butt Degree: Master of Science in Finance Title of Project: Quantitative Fundamentals Value Investing and Systematic Factor Insulation Innovations Supervisory Committee: ___________________________________________ Dr. Peter Klein Senior Supervisor Professor, Finance ___________________________________________ Title and Name Second Reader Correct Title Date Approved: ___________________________________________ Note (Don’t forget to delete this note before printing): The Approval page must be only one page long. This is because it MUST be page “ii”, while the Abstract page MUST begin on page “iii”. Finally, don’t delete this page from your electronic document, if your department’s grad assistant is producing the “real” approval page for signature. You need to keep the page in your document, so that the “Approval” heading continues to appear in the Table of Contents. ii Abstract Passive indexation through the use of Exchange Traded Funds (ETF) is a highly popular strategy world-wide which helps investment managers diversify their risk profiles and long the market for certain segments of their portfolio while maintaining little tracking error. We want to introduce the advantages of rules based investing which can be implemented and packaged as ETFs and provide managers with returns that are easier to explain, such as indexation, but offer greater return upside and control associated risks. Alternative investment strategies are often overlooked and we will show the advantages of rules based strategies in this paper. By combining Piotroski’s fundamental indicators defining ‘Quality’ and using screeners/rankers of relative valuation, we intend to define a strategy that provides excess return while maintaining similar risk. In addition, we aim to lower volatility through risk management techniques, which will insulate the strategy from systematic factors by shorting a calculated percentage of the market. Through this exercise we show the significant advantages to investing in alternative and ‘smart beta’ strategies compared to indexation in our sample period of 2002 to 2014. Keywords: Piotroski, Indexation, Qualitative Fundamentals, Trading Strategy, PHE iii Acknowledgements Thank you to those who have supported and encouraged you, especially in your intellectual endeavours and this work, in particular. Usually written after one’s oral defence. It is important for your future to acknowledge your intellectual debts. This can help maintain your network in your career field. Personal acknowledgements may be included if desired, including acknowledgement in more detail (“let me count the ways”) of the person to whom you [briefly] dedicated the work. iv Table of Contents Approval ............................................................................................................................ ii Abstract ............................................................................................................................ iii Acknowledgements ........................................................................................................... iv Table of Contents ............................................................................................................... v List of Figures ................................................................................................................... vii List of Tables ................................................................................................................... viii Glossary ............................................................................................................................ ix 1: Introduction ............................................................................................................ 1 2: Literature Review .................................................................................................... 2 Quality: Value Investing ............................................................................................2 Relative Value: Fundamental Indexation ....................................................................3 Quality & Value Based ETF Investing ..........................................................................4 Risk Adjustment ........................................................................................................4 2.4.1 Sharpe’s Ratio ............................................................................................................. 4 2.4.2 Treynor Ratio .............................................................................................................. 5 2.4.3 Modigliani Risk Adjusted Performance (M2) .............................................................. 5 3: Preliminaries ........................................................................................................... 6 Data Set ....................................................................................................................6 3.1.1 Survivorship Bias ............................................................................................................. 6 3.1.2 New Entrant Bias ............................................................................................................ 6 3.1.3 Bias offset ....................................................................................................................... 6 Benchmark ...............................................................................................................6 4: Stock Selection and ETF Construction ...................................................................... 8 Process .....................................................................................................................8 Piotroski Quality .......................................................................................................8 4.2.1 Profitability ................................................................................................................. 9 4.2.2 Financing .................................................................................................................... 9 4.2.3 Operating Efficiency .................................................................................................. 10 4.2.4 F-Score ...................................................................................................................... 10 Relative Valuation ................................................................................................... 11 4.3.1 Factors....................................................................................................................... 12 4.3.2 R-Score ...................................................................................................................... 12 Quality & Relative Valuation Combined into an ETF ................................................. 14 4.3.2 Risk Adjustment ........................................................................................................ 15 Systemic Factor Insulations ..................................................................................... 16 4.4.1 PHE Hedge................................................................................................................. 16 5: Smartening the Hedge ........................................................................................... 17 Hedge Percentage Calculation ................................................................................. 17 5.1.1 Strength – Magnitude of Momentum ...................................................................... 17 5.1.2 Weighted – Timing of Momentum ........................................................................... 20 Scope of Hedge ....................................................................................................... 25 v 5.2.1 Upper Limit ............................................................................................................... 25 5.2.2 Lower Limit ............................................................................................................... 26 6: Conclusion ............................................................................................................ 27 Appendices ............................................................................................................... 29 Appendix A: List of Stocks in sample set ............................................................................. 30 Appendix B: Global Industry Classification Standards (February 2014) ................................. 31 Appendix C: PHE ............................................................................................................... 32 Appendix D: Scope: Upper