Bart Diris Strategic Asset Allocation The Effect of Uncertainty on Portfolio Choice PhD Thesis 2011-006 Strategic asset allocation The effect of uncertainty on portfolio choice (cid:2)c2011 BartDiris,Maastricht Cover: Sailboatandfog. CopyrightheldbyMatt Haines |Dreamstime.com ISBN:978-94-6159-060-2 Printedby Datawyse bv|Universitaire PersMaastricht Strategic asset allocation Theeffect ofuncertainty onportfoliochoice PROEFSCHRIFT terverkrijgingvan degraad vandoctor aan deUniversiteit Maastricht, op gezag vandeRector Magnificus, Prof. mr. G.P.M.F. Mols volgens hetbesluitvanhetCollege vanDecanen, inhetopenbaarteverdedigen opwoensdag25mei2011 om12.00 uur door BartFranciscus Diris U P M UNIVERSITAIRE PERSMAASTRICHT Promotores: Prof. dr. F.C.Palm Prof. dr. P.C.Schotman Beoordelingscommissie: Prof. dr. J.-P.Urbain(voorzitter) Prof. dr. L.Bauwens (Universit´e catholique deLouvain) Prof. dr. A.A.J.Pelsser IthanktheMaastrichtResearchSchoolofEconomicsofTechnologyandOrganizations (METEOR), The Network for Studies on Pensions, Aging and Retirement (Netspar) and the Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) for finan- cial support. Tomy parents,my brotherandSuzan Acknowledgements ThepastyearsasaPhDstudenthavebeensomeofthebestyearsofmylife. Ilearned a lot - from econometrics and finance to academic writing and presenting - met many interesting people along the way and lived in interesting cities such as Stockholm, Boston and - of course - Mestreech. Theresearch process was a long, challenging, but ultimatelyrewardingprocess. ItwasajourneythatIcouldnothavemadewithoutthe supportofthefollowing people. Firstly,IwouldliketothankmyPhDsupervisors,PeterSchotmanandFranzPalm. Peter and Franz, thank you for all the freedom you gave me in formulating my own ideasandsolvingmyownproblems,forthetrustyoushowedinmewhenIwasworking independently and for the support you gave me throughout the process. Franz, you taughtmehowtotakethehelicopterview,howtoclearly motivateallmychoices and how to always keep the reader in mind. Peter, you challenged me to think out-of-the- box,toconfrontmy research with very different(your)approaches andtokeep things sophisticatedly simple. A next word of gratitude goes to the members of my assessment committee Jean- Pierre Urbain, Antoon Pelsser and Luc Bauwens. Jean-Pierre, I would like to thank you as well for some important early career advice. I would also like to express my sincerethankstomyhostsatrespectivelySIFRandHarvard,PerStro¨mbergandJohn Campbell. Next, I would like to thank my friends and colleagues at the Finance and KE departmentsofMaastrichtUniversity. Bas,thankyouformanyyearsoffriendshipand support. I am happy that you are my paranymph. Thies, Daniel, Simone, Daniela and Kathrin, thank you for all the good times we had during and after office hours. Hopefully, when you read this, we have finally been to Cologne and Berlin. Francien, i C´ecile, Carina, Els, Karin en Hayd´ee, thank you for the support with administrative duties,certainly inthelastphaseofmy PhDafter IleftMaastricht. Mijn grootste dank gaat uit naar mijn familie. Pap, mam en Ron, bedankt voor alle liefde en steun gedurende mijn leven. Ron, ik ben er trots op dat we beiden een PhD doen en dat je mijn paranymph bent. Suzan, het is onmogelijk je slechts in een paarwoordentebedanken. Heelveeldankvooraljesteun,liefdeenonvoorwaardelijk geloof inmijnkunnengedurendedelaatste jaren. Dankje! Breda, March 2011 ii Contents List of Figures vii List of Tables xi 1 Introduction 1 1.1 Strategic assetallocation: Theeffect ofuncertainty onportfoliochoice . 3 1.2 Outline . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 2 Firm Characteristics, Industry, Horizon and Time Effects, in the Cross-Section of Expected Stock Returns 9 2.1 Introduction. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 PanelModel. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 2.2.1 Specification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13 2.2.2 Cross-sectional dependence . . . . . . . . . . . . . . . . . . . . . 15 2.2.3 Industryeffects . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 2.2.4 Estimation of β . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 2.2.4.1 Standardpanelmodel . . . . . . . . . . . . . . . . . . . 18 2.2.4.2 Panel withCommonFactors . . . . . . . . . . . . . . . 21 2.3 Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 2.4 Results. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 2.4.1 Univariatesorts. . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 2.4.2 Multivariate regressions . . . . . . . . . . . . . . . . . . . . . . . 30 2.5 Portfolio Management Implications . . . . . . . . . . . . . . . . . . . . . 33 2.6 Individualeffects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38 2.7 Alternative factor specifications . . . . . . . . . . . . . . . . . . . . . . . 40 2.8 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 44 iii
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