quantitative analysis 300813 e 158645
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30 August 2013
Quantitative Analysis Academic Abstracts monitor The Macquarie Global Quant Conference on Sept 16-17 in Hong Kong is only
a few weeks out. Please contact your Macquarie representative if you are
interested in attending or for more information. Link to Conference Details.
Some of this month’s interesting ideas:
Quality minus Junk – Asness, Frazzini and Pedersen turn their attention to
quality metrics. They find that quality has some small predictive power and
that performance is heavily regime based.
Robust distance to default – Jessen & Lando finds the merton model
predictive but suggests that it can be improved by adjusting for stochastic
sensitive stocks where the merton model does not work as well.
Value investing – Chee, Sloan & Uysal develop a value investing framework
using prospective yields and create a realised yield metric to evaluate value
strategies, attribute returns to value and construct better value measures.
Low Vol Investing – Dangl & Kashofer test 63 ways to form low vol portfolios
and finds significant commonality in stocks. Poplularity and commonality of
stocks has led low vol to now trade at a PB premium. Chow, Hsu, Kuo & Li
advocate against naïve low vol, implementation issues with liquidity, high
turnover and shifts in exposures over time (PB premium) can erode returns.
Peer company impacts – Ozoguz & Rebello suggest that peer company
performance affects corporate decisions of companies. This ties into our work
recently on company-company linkags - Asia Pac Dynamics - Japan rally link
to Asia & Global Dynamics - Customer supplied Alpha
Comparing Textual Processing – Heston & Sinha find news impacts stock
performance for 1-2 days, longer weekly news impacts for the next quarter.
Stocks with no news have different returns profiles to stocks with news.
Overfitting backests – Prado discusses backtesting and how to avoid
overfitting / data mining. Suggests over fitting models leads to systemic losses
rather than just adding random noise.
Corporate site visits – Cheng, Du, Wang & Wang find significant price
reaction around corporate visits, especially for firms in poor information
environments and are positively associated with future earnings news
Factor models or portfolios of factor indices? – Lucas & Mendoza suggest
a multi-beta portfolio is superior to a portfolio of factor/style indices.
Financial innovation increases risk – Simsek suggests financial innovations
increases portfolio risk vs. reducing risks through risk sharing. Innovation and
belief disagreements lead investors to take more speculative risk.
Predicting forecast error – Henderson & Marks uses Revenue and Earnings
foreasts to imply margins which can be used to predict forecast errors.
Predicted forecast errors can help exploit earnings and revenue surprises.
Activist investors add value – Bebchuk, Brav & Jiang Performs a study of
~2000 activist interventions from 1994-2007 and finds positive longer term
effects. Improved performance and no reversal initial positive stock spike.
And many more: Read on for all of this month’s topical articles.
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Macquarie Research Quantitative Analysis
30 August 2013 2
Academic Abstracts monitor Scanning the academic journals so you don’t have to
The Macquarie Academic Abstracts Monitor is a monthly report that highlights recent
academic articles that are directly relevant to quantitative investors.
Each month we scan a wide range of academic journals across a variety of subjects – from
finance and accounting, to psychology and applied mathematics – to find papers that we think
are of interest to our clients.
We focus on ideas that are directly relevant to day-to-day quantitative managers. Esoteric
research can be interesting but we have a philosophy that simple, intuitive ideas are often
best suited to actual implementation.
We include a web link to Journals so that clients can download interesting papers directly.
Working papers offer a timely source of new ideas
We also keep an eye on working paper repositories. The academic review process can be
lengthy (years rather than months) so working papers are often the timeliest source of new
ideas.
We include a web link to working papers so that clients can download interesting papers
directly.
Some of the other interesting papers we spotted this month were
Explaining Low Vol – Hsu & Li reviews plausible explanations for the low vol anomaly,
and decomposes low vol returns to show that it captures many other well know factor
premiums.
Optimism – Balasuriya, Muradoglu & Ayton unfortunately find no correlation between
optimism and future performance; the most financially optimistic tend to not perform better
than everyone else.
Flight to quality – Marsh and Pfleiderer analyse the optimal adjustments to a portfolio
required in response to a market crisis and suggest that most portfolios only require a
turnover of less than 10% to adjust to the new environment.
Portfolio Concentration – Phoa transforms portfolio correlations into a point in cloud
space so they can be visualised.
Earnings Quality as alpha – Bender & Nielsen argue that accruals is an alpha factor not
a risk factor because it does not have high significance when regressed against stock
returns, not very volatile for a risk factor. Also most of the alpha for accruals comes from
stock selection.
Inverted strategies outperform too! – Arnott, Hsu & Tindall find that the inverted
strategies of many proposed outperforming portfolios also outperform. They suggest this
is due to intrinsic small cap and value biases over a market cap weighted index even in the
inverted strategies.
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Macquarie Research Quantitative Analysis
30 August 2013 3
Quarterly Journal of Economics Volume 128, Issue 3
Title: Speculation and Risk Sharing with New Financial Assets
Authors: Alp Simsek
Abstract Link: http://qje.oxfordjournals.org/content/128/3/1365
Key words: Suggests that increasing financial innovations have increased portfolio risks.
Review of Financial Studies September 2013, Volume 26, Issue 9
Title: Estimating the Costs of Issuer-Paid Credit Ratings
Authors: Jess Cornaggia, Kimberly J. Cornaggia
Abstract Link: http://rfs.oxfordjournals.org/content/26/9/2229.abstract
Key words: Rapid Ratings, Moody’s, loss avoidance, default risk, issuer-paid ratings, subscriber-paid ratings
Title: The Skew Risk Premium in the Equity Index Market
Authors: Roman Kozhan, Anthony Neuberger, Paul Schneider
Abstract Link: http://rfs.oxfordjournals.org/content/26/9/2174.abstract
Key words: Skew premium, variance risk
Journal of Index Investing Fall 2013, Vol.4, No.2
Title: Low-Volatility Investing
Authors: Jason Hsu and Feifei Li
Abstract Link: http://dx.doi.org/10.3905/jii.2013.4.2.067
Key words: Low-volatility, Index Investing
Title: Using Index ETFs for Multi-Asset-Class Investing: Shifting the Efficient Frontier Up
Authors: Pankay Agrrawal
Abstract Link: http://dx.doi.org/10.3905/jii.2013.4.2.083
Key words: Asset Allocation, ETFs
Title: ETFs within Institutional Managed Portfolios: A Review of the Latest Uses and Trends
Authors: Ursula Marchioni and Paula Niall
Abstract Link: http://dx.doi.org/10.3905/jii.2013.4.2.098
Key words: Asset Allocation, ETFs, Institutional Funds, Beta strategies
Journal of Banking & Finance November 2013, Vol. 37, No. 11
Title: Predicting forecast errors through joint observation of earnings and revenue forecasts
Authors: Brian J. Henderson, Joseph M. Marks
Abstract Link: http://dx.doi.org/10.1016/j.jbankfin.2013.07.005
Key words: Analyst forecast; Earnings announcement; Revenue
announcement; Profit margin
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30 August 2013 4
Journal of Portfolio Management Summer 2013, Vol.39, No.4
Title: Standing out from the crowd: Measuring Crowding in Quantitative Strategies
Authors: Rochester Cahan and Yin Luo
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jpm.2013.39.4.014
Key words: Crowding, systematic strategies, quantitative investing
Title: Earnings quality revisited
Authors: Jennifer Bender and Frank Nielsen
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jpm.2013.39.4.069
Key words: Earnings quality, risk factor, alpha signal, accruals
Title: The surprising alpha from Malkiel’s monkey and upside-down strategies
Authors: Robert D. Arnott, Jason Hsu, Vitali Kalesnik and Phil Tindall
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jpm.2013.39.4.091
Key words: Upside-down strategies, value and small cap tilts, historical outperformance
Title: Portfolio concentration and the geometry of co-movement
Authors: Wesley Phoa
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jpm.2013.39.4.142
Key words: Large correlation matrices, latent structures, portfolio concentration
Financial Management Fall 2013, Vol.42, No.2
Title: The quote exception rule: Giving high frequency trades an unintended advantage
Authors: Thomas H. McInish, James Upson
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1111/fima.12017/abstract
Key words: Fast and low trades, execution quality, liquidity demanders
Title: Idiosyncratic volatility covariance and expected stock returns
Authors: David R. Peterson, Adam R. Smedema
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1111/fima.12019/abstract
Key words: Idiosyncratic volatility, portfolio volatility, risk-averse investors
Title: On the role of intangible information and capital gains taxes in long-term return reversals
Authors: Ajay Bhootra
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1111/fima.12013/abstract
Key words: Capital gains, reversals, tax effects, overreaction, intangible information
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Macquarie Research Quantitative Analysis
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Financial Analysts Journal July / August 2013, Vol.69 No.4
Title: Flight to Quality and Asset Allocation in a Financial Crisis.
Authors: Terry Marsh and Paul Pfleiderer
Abstract Link: http://www.cfapubs.org/doi/abs/10.2469/faj.v69.n4.3
Key words: Portfolio management, Financial Crisis, Asset allocation
Title: What Drives Corporate Pension Plan Contributions: Moral Hazard or Tax Benefits?
Authors: Xuanjuan Chen, Tong Yu, and Ting Zhang
Abstract Link: http://www.cfapubs.org/doi/abs/10.2469/faj.v69.n4.2
Key words: Pensions, Tax benefits, Bankruptcy
Title: Active Share and Mutual Fund Performance
Authors: Antti Petajisto
Abstract Link: http://www.cfapubs.org/doi/abs/10.2469/faj.v69.n4.7
Key words: Returns dispersion, Volatility, Mutual Fund.
Journal of Accounting & Economics November-December 2013, Vol.56, No 2-3
Title: Tax avoidance and geographic earnings disclosure.
Authors: Ole-Kristian Hope, Mark (Shuai) Ma, Wayne B. Thomas
Abstract Link: http://www.sciencedirect.com/science/article/pii/S0165410113000475
Key words: Tax avoidance; Geographic earnings disclosure; SFAS 131; Schedule M-3
Title: Proxy advisory firms and stock option repricing.
Authors: David F. Larcker, Allan L. McCall, Gaizka Ormazabal
Abstract Link: http://www.sciencedirect.com/science/article/pii/S0165410113000372
Key words: Proxy advisory firms; Stock option repricing; Institutional shareholder voting
Journal of International Financial Markets, Institutions and Money October 2013, Vol.26
Title: U.S. prompt corrective action and bank risk.
Authors: Rhys ap Gwilym, Angelos Kanas, Philip Molyneux
Abstract Link: http://www.sciencedirect.com/science/article/pii/S1042443113000395
Key words: Prompt corrective action; Credit risk; Default risk; Cointegration; Switching cointegration
Title: Oil shocks, policy uncertainty and stock market return.
Authors: Wensheng Kang, Ronald A. Ratti
Abstract Link: http://www.sciencedirect.com/science/article/pii/S1042443113000450
Key words: Oil shocks; Economic policy uncertainty; Stock returns; Structural VAR
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Macquarie Research Quantitative Analysis
30 August 2013 6
Review of Accounting and Finance Vol.12, No.3
Title: CEO compensation and firm performance: Evidence from the US property and liability insurance industry.
Authors: Fang Sun, Xiangjing Wei, Xue Huang
Abstract Link: http://www.emeraldinsight.com/journals.htm?issn=1475-
7702&volume=12&issue=3&articleid=17092717&show=abstract
Key words: Business performance, CEO compensation, Chief executives, Compensation, Efficiency, Firm performance, Insurance companies, P&L insurance industry, Property insurance, United States of America
Title: Market assessment of intangibles and voluntary disclosure about
innovation: the incidence of IFRS.
Authors: Marie-Josée Ledoux, Denis Cormier
Abstract Link: http://www.emeraldinsight.com/journals.htm?issn=1475-
7702&volume=12&issue=3&articleid=17092719&show=abstract
Key words: Canada, Disclosure, Financial reporting, Intangible assets, International Financial Reporting Standards, International standards, Stock markets, Voluntary disclosure
Journal of Corporate Finance December 2013, Vol.23
Title: Investment opportunities and share repurchases.
Authors: Walter I. Boudry, Jarl G. Kallberg, Crocker H. Liu
Abstract Link: http://www.sciencedirect.com/science/article/pii/S0929119913000631
Key words: REITs; Share repurchases; Investment opportunities
Title: Demographics of dividends.
Authors: Gina Nicolosi
Abstract Link: http://www.sciencedirect.com/science/article/pii/S0929119913000606
Key words: CEO; Dividend policy; Payout policy; Overconfidence; Optimism
Title: Asymmetric benchmarking of pay in firms.
Authors: Francis Bill, Hasan Iftekhar, John Kosed, Sharma Zenu
Abstract Link: http://www.sciencedirect.com/science/article/pii/S0929119913000618
Key words: CEO compensation; VP compensation; Benchmarking; Pay for luck
Journal of Trading Summer 2013, Vol. 8, No. 3
Title: Block-Crossing Networks and The Value of Natural Liquidity.
Authors: Vladimir Markov, Tito Ingargiola
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jot.2013.8.3.016
Key words: Dark pools, liquidity, limit pricing.
Title: A Daily Trading Strategy in the ETN Space.
Authors: Lovjit Thukral, Dean Diavatopoulos, Hélyette Geman, Colby Wright
Abstract Link: http://www.iijournals.com/doi/abs/10.3905/jot.2013.8.3.057
Key words: ETN, mispricing, active portfolio management
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30 August 2013 7
Journal of Forecasting Volume 32, Issue 6
Title: Predicting Recessions with Factor Linear Dynamic Harmonic Regressions.
Authors: Marcos Bujosa, Antonio García-Ferrer, Aránzazu de Juan
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1002/for.2246/abstract
Key words: Forecasting ; linear dynamic harmonic regression; leading indicator; factor analysis; business cycles; Spanish economy
Title: Exponentially Smoothing the Skewed Laplace Distribution for Value-at-Risk Forecasting.
Authors: Richard Gerlach, Zudi Lu, Hai Huang
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1002/for.2255/abstract
Key words: asymmetric Laplace distribution; exponential smoothing; forecasting; skewness and heavy tails; time-varying parameters; value-at-risk (VaR)
Title: The Role of High-Frequency Intra-daily Data, Daily Range and Implied Volatility in Multi-period Value-at-Risk Forecasting.
Authors: Dimitrios P. Louzis, Spyros Xanthopoulos-Sisinis, Apostolos P. Refenes
Abstract Link: http://onlinelibrary.wiley.com/doi/10.1002/for.2249/abstract
Key words: Realized GARCH; Value-at-Risk; multiple forecasting horizons; alternative volatility measures
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Macquarie Research Quantitative Analysis
30 August 2013 8
Working papers
National Bureau of Economic Research (NBER)
http://www.nber.org/new_archive/
Title: Unemployment and Business Cycles
Authors: Lawrence J. Christiano, Martin S. Eichenbaum, Mathias Trabandt
Link: http://www.nber.org/papers/w19265
Key Words: Developed a general equilibrium model that accounts for labor market variables
Title: Unethical Culture, Suspect CEOs and Corporate Misbehavior
Authors: Lee Biggerstaff, David C. Cicero, Andy Puckett
Link: http://www.nber.org/papers/w19261
Key Words: Outside-hire ‘suspect’ CEOs and CEOs who personally benefitted from option backdating were more likely to engage in corporate misbehavior
Title: CEO Investment Cycles
Authors: Yihui Pan, Tracy Yue Wang, Michael S. Weisbach
Link: http://www.nber.org/papers/w19330
Key Words: Governance-related factors internal to the firm are as important as economy-wide factors in explaining firms’ investments
Title: Happiness, Behavioral Economics, and Public Policy
Authors: Arik Levinson
Link: http://www.nber.org/papers/w19329
Key Words: Demonstrate happiness does not react to long-term changes and overreacts to temporary changes
IMF Working Paper
http://www.imf.org/external/pubs/cat/wp1_sp.aspx
Title: Two Sides of the Same Coin? Rebalancing and Inclusive Growth in China
Authors: Il Houng Lee ; Murtaza H. Syed ; Xin Wang
Link: http://www.imf.org/external/pubs/cat/longres.aspx?sk=40893.0
Key Words: Income inequality in China is mostly explained by location, education, access to health insurance and labor market variables
Title: Capital Flows are Fickle: Anytime, Anywhere
Authors: John C Bluedorn ; Rupa Duttagupta ; Jaime Guajardo ; Petia Topalova
Link: http://www.imf.org/external/pubs/cat/longres.aspx?sk=40885.0
Key Words: Most types of flows are volatile, generally more for the developed market than emerging market
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arXiv.org > q-fin Working Papers
http://arxiv.org/archive/q-fin
Title: Quantum Tunneling of Stock Price in Range Bound Market Conditions
Authors: Ovidiu Racorean
Abstract Link: http://arxiv.org/abs/1307.6727
Key words: Found the aforementioned particular stock price movement is assimilated with a quantum tunneling effect
Title: A Modern Approach to the Efficient-Market Hypothesis
Authors: Gabriel Frahm
Abstract Link: http://arxiv.org/abs/1302.3001
Key words: Completeness is a sufficient and necessary condition for a market to be informationally efficient
Title: Gold, Oil, and Stocks
Authors: Jozef Barunik, Evzen Kocenda, Lukas Vacha
Abstract Link: http://arxiv.org/abs/1308.0210
Key words: No evidence of lead lag relationship among them and they cannot be used together for risk diversification
Title: Time-reversal asymmetry in financial systems
Authors: X.F. Jiang, T.T. Chen, B. Zheng
Abstract Link: http://arxiv.org/abs/1308.0669
Key words: Time-reversal asymmetry is at the daily time scale and is mainly induced by external forces
Title: Where Do Thin Tails Come From?
Authors: Nassim Nicholas Taleb
Abstract Link: http://arxiv.org/abs/1307.6695
Key words: Introduced a general dose-response curve to explain thin tail
Title: Energy, entropy, and arbitrage
Authors: Soumik Pal, Ting-Kam Leonard Wong
Abstract Link: http://arxiv.org/abs/1308.5376
Key words: Analyses portfolio performance relative to a benchmark from the lens of energy and entropy which does not need probabilistic or structural assumptions.
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SSRN Working Papers – Financial Economics Network
http://www.ssrn.com/fen/index.html
Title: Minimum-Variance Stock Picking - A Shift in Preferences for Minimum-Variance Portfolio Constituents
Authors: Thomas Dangl, Michael Kashofer
Link: http://ssrn.com/abstract=2302453
Key Words: Test 63 different ways to form minimum variance portfolios and finds significant commonality in stocks selected and also used to trade at a PB discount but now trades at a premium.
Title: Is the Decline in the Information Content of Earnings Following Restatements Short-Lived?
Authors: Xia Chen, Qiang Cheng, Alvis K. Lo
Link: http://ssrn.com/abstract=2312842
Key Words: Finds price less responsive to earnings changes after earnings restatements
Title: Short Selling Risk
Authors: Joseph Engelberg, Adam V. Reed, Matthew Ringgenberg
Link: http://ssrn.com/abstract=2312625
Key Words: Finds short selling risk affect prices in the cross-section. Higher short selling risk stocks have lower returns
Title: Quality Minus Junk
Authors: Clifford S. Asness, Andrea Frazzini, Lasse Heje Pedersen
Link: http://ssrn.com/abstract=2312432
Key Words: Quality stocks outperform and varies over time
Title: General Purpose Technologies and Stock Returns
Authors: Po-Hsuan Hsu, Wei Yang
Link: http://ssrn.com/abstract=2311606
Key Words: Suggests Patents predict consumption and production growth and also cross section of returns.
Title: Analysts’ Forecasts During Periods of High Market Uncertainty
Authors: Dan Amiram, Wayne R. Landsman, Edward L. Owens, Stephen Stubben
Link: http://ssrn.com/abstract=2311455
Key Words: Analysts are less informative during periods of high uncertainty, and don’t revive frequently enough.
Title: Information, Competition, and Investment Sensitivity to Peer Stock Prices
Authors: Arzu Ozoguz, Michael J. Rebello
Link: http://ssrn.com/abstract=2311344
Key Words: Finds prices of peers affect competition, capital investments and growth of peer companies
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Title: News versus Sentiment: Comparing Textual Processing Approaches for Predicting Stock Returns
Authors: Steven L. Heston, Nitish Ranjan Sinha
Link: http://ssrn.com/abstract=2311310
Key Words: Finds daily news only impacts stock performance for 1-2 days, while weekly news impacts stocks for the next quarter. Also finds stocks with no news have distinctly different future returns than stocks with news.
Title: Insider Trading Laws, Learning and Firm Valuation: A Global Perspective
Authors: Udomsak Wongchoti, Pankaj K. Jain, Evgeny Radetsky
Link: http://ssrn.com/abstract=2310970
Key Words: Stronger insider trading laws lead to more efficient markets. Finds the convergence rate of P/B faster in markets with strong insider trading laws.
Title: Market Reaction to Announcements of Convertible Bonds Issue in the United Kingdom
Authors: Norhuda Abdul Rahim
Link: http://ssrn.com/abstract=2311142
Key Words: Event study finds convertible bond issues lead to stock price underperformance, suggesting managers time high stock prices to issue.
Title: Robustness of Distance-to-Default
Authors: Cathrine Jessen, David Lando
Link: http://ssrn.com/abstract=2311228
Key Words: Tests sensitivity of Merton distance to default model, and finds stocks with stochastic sensitivity are less predictive and suggests adjustments to make it work better.
Title: A Framework for Value Investing
Authors: Richard G. Sloan, Seungmin Chee, Aydin Uysal
Link: http://ssrn.com/abstract=2310852
Key Words: Creates a ‘realised value’ metric based on cash flows and prices which can be used to see how much of the returns have been driven by fundamentals vs. speculative to analyse valuation strategies.
Title: Less is More: Evidence from International Asset Pricing Models
Authors: Marie-Claude Beaulieu, Marie-Hélène Gagnon, Lynda Khalaf
Link: http://ssrn.com/abstract=2310805
Key Words: Tests a large number of international factor models and finds that more factors leads to identification problems and spurious inference.
Title: Optimal Trading Oracles and a Statistic for Assessing a Trader's Performance
Authors: Graham L. Giller
Link: http://ssrn.com/abstract=2310423
Key Words: Suggests measuring trader performance by looking at the correlation between a perfect trading vs. the actual trading.
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Title: The Effect of Operational Slack, Diversification, and Vertical Relatedness on the Stock Market Reaction to Supply Chain Disruptions
Authors: Kevin B. Hendricks, Vinod R. Singhal, Rongrong Zhang
Link: http://ssrn.com/abstract=1460818
Key Words: Analyses supply chain disruptions and finds companies with more slack have less severe market price reaction.
Title: Robust Market Making
Authors: Álvaro Cartea, Ryan Donnelly, Sebastian Jaimungal
Link: http://ssrn.com/abstract=2310645
Key Words: Finds using robust methods help reduce inventory risk, adverse selection and increases sharp ratio by assuming errors / noise in the market marketing models
Title: Identification and Inference Using Event Studies
Authors: Refet S. Gürkaynak, Jonathan H. Wright
Link: http://ssrn.com/abstract=2309836
Key Words: Reviews the use of event studies and suggests that it is useful to answer questions in macro-economics and finance.
Title: Search for Alpha-Ema Weighted Momentum Based Approach
Authors: Anirudh Mehta
Link: http://ssrn.com/abstract=2309350
Key Words: Explores the momentum effect and finds weak form efficiency and finds there is a weak momentum effect.
Title: Indexers and Co-Movement
Authors: Vincent Gregoire
Link: http://ssrn.com/abstract=2308695
Key Words: Suggests a large part of the increase in co-movement in stocks was due to the introduction of indexation since 1970s
Title: Analysing the Effects of Tactical Overlays on Equal-Weighted and (Min CVAR) Equal Risk-Weighted Portfolios
Authors: Sathish Umapathy
Link: http://ssrn.com/abstract=2308318
Key Words: Finds overlays can enhance strategic portfolios if you can identify the right one to use in each regime
Title: Are Stock Markets Really so Inefficient? The Case of the 'Halloween Indicator'
Authors: Hubert Dichtl, Wolfgang Drobetz
Link: http://ssrn.com/abstract=2308626
Key Words: Tests the seasonality effect and finds that it has weakened recently
Title: Are Investors’ Corporate Site Visits Informative?
Authors: Qiang Cheng, Fei Du, Xin Wang, Yutao Wang
Link: http://ssrn.com/abstract=2308486
Key Words: Finds significant price reaction around corporate visits, especially for firms in poor information environments and positively associated with future earnings news.
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Title: Indexing, Transformed: Using Data Transformations to Create Multi-Beta Indexes
Authors: Ian Lucas, Christopher Mendoza
Link: http://ssrn.com/abstract=2308468
Key Words: Suggests a multi-beta portfolio is superior to a portfolio of several pure style indices
Title: Market Reaction to Earnings News: A Unified Test of Information Risk and Transaction Costs
Authors: Qi Zhang, Charlie X. Cai, Kevin Keasey
Link: http://ssrn.com/abstract=2308635
Key Words: Finds strong earnings news reaction with high information risk stocks.
Title: Culture and R2
Authors: Cheol S. Eun, Lingling Wang, Steven Chong Xiao
Link: http://ssrn.com/abstract=2315649
Key Words: Finds stocks co-move more (less) in more collectivistic (individualistic) countries.
Title: Investor Overreaction to Analyst Reference Points
Authors: Jean-Sebastien Michel
Link: http://ssrn.com/abstract=2313980
Key Words: Finds investors over-react to analysts’ forecasts which are exactly at the maximum or minimum of guidance range.
Title: Did Behavioral Mutual Funds Exploit Market Inefficiencies During or after the Financial Crisis?
Authors: Nikolaos Philippas
Link: http://ssrn.com/abstract=2312989
Key Words: Finds behavioural funds underperformed during the financial crisis from 2007-2013 and were unable to take advantage of market inefficiencies and behavioural biases.
Title: Do Behavioral Biases Affect Order Aggressiveness?
Authors: Jiangze Bian, Kalok Chan, Donghui Shi, Hao Zhou
Link: http://ssrn.com/abstract=2312134
Key Words: Finds evidence of the disposition effect in the aggressiveness of traders on the Shanghai stock exchange. Prior investment outcome impacts risk taking behavior of investors.
Title: Investor Sentiment Aligned: A Powerful Predictor of Stock Returns
Authors: Dashan Huang, Fuwei Jiang, Jun Tu, Guofu Zhou
Link: http://ssrn.com/abstract=2311618
Key Words: Improves on the Baker and Wurgler (2006) measure of investor sentiment by reducing the noise components.
Title: Individual Investors' Trading Motives and Security Selling Behavior
Authors: Joachim Weber, Benjamin Loos, Steffen Meyer, Andreas Hackethal
Link: http://ssrn.com/abstract=2309382
Key Words: Finds liquidity based sales exhibit more behavioural biases than speculative trades.
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Title: Is it Better to Be Optimistic? -- Financial Optimism and Well-Being
Authors: Jiayi Balasuriya, Yaz Gulnur Muradoglu, Peter Ayton
Link: http://ssrn.com/abstract=2307065
Key Words: Finds that being optimistic doesn’t significantly improve financial prospects, and tends to be negatively correlated with current wealth. Optimism may be delusional and not related to future prospects.
Title: Identifying Skilled Mutual Fund Managers by Their Ability to Forecast Earnings
Authors: Hao Jiang and Lu Zheng
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2309025
Key Words: Authors review the ability of fund managers to forecast earnings and use this as a benchmark for evaluating skillful fund managers. They observe that this signal does a good job in evaluating fund managers.
Title: Trading Volume and Time Varying Betas
Authors: Christopher Hrdlicka
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2303869
Key Words: The paper evaluates link between trading volume and market betas and finds that volume and changes in betas are positively correlated.
Title: Management Forecast Quality and Capital Investment Decisions
Authors: T Goodman, M Neamtiu, N Shroff and H White
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2298803
Key Words: Authors show that managers with higher quality external earnings forecasts make better investment decisions and this information can be used to infer the quality of capital budgeting decisions within the firms.
Title: A Survey of Low Volatility Strategies
Authors: Tzee-man Chow, Jason Hsu, Li-Lan Kuo and Feifei Li
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2298117
Key Words: Authors review the performance of low volatility strategies and highlight implementation challenges which if ignored can lead to lower returns.
Title: The Probability of Back-Test Over-Fitting
Authors: Marcos Lopez de Prado
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2308682
Key Words: Authors review the challenges of using back-testing methodology to justify investments in trading signals
Title: The Long-Term Effects of Hedge Fund Activism
Authors: L Bebcuk, A Brav and W Jiang
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2291577
Key Words: Authors using long-run data show that shareholder activism leads to longer-term improvements in firms’ operating performance and returns.
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Title: Following the Rules? Corporate Tax Reporting by CEOs with Military Experience
Authors: Kelvin Law and Lillian Mills
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2302329
Key Words: Authors find that CEOs with military experience pay higher cash and GAAP tax rates, less likely to be sued, restate financial statement and engage in earnings management.
Title: Do Fraudulent Firms Engage in Disclosure Herding?
Authors: Gerard Hoberg and Craig Lewis
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2298302
Key Words: Authors using text analysis find firms use complexity to potentially conceal fraudulent activity, and these firms often discuss issues relating to uncertainty, litigation, and speculative statements.
Title: The Value of Soft Information in Credit Rating Reports
Authors: Sumit Agarwal, Vincent Chen and Weina Zhang
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2297138
Key Words: Authors using text analysis find that positive tone is related to positive abnormal returns during downgrade s and tone also provides default-related information.
Title: Earnings Targets and Annual Bonus Incentives
Authors: R Indjejikian, M Matejka, K Merchant and Wim Van der Stede
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2296209
Key Words: Authors observe that companies review past information when setting earnings targets in bonus plans and revise if they’re not being met.
Title: Individual Investors and Financial Disclosure
Authors: A Lawrence
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2294026
Key Words: Authors observe that individual investors invest more in firms with clear and concise disclosures as it reduces relative information disadvantage.
Title: Investor Attention, Visual Price Pattern and Momentum Investing
Authors: Li-Wen Chen and Hsin-Yi Yu
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2292895
Key Words: Authors observe that stocks with discernible visual patterns of past prices are more likely to grab investor attention leading to stronger momentum profits.
Title: An Algorithm for Computing Risk Parity Weights
Authors: Florin Spinu
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2297383
Key Words: Authors discuss an algorithm to compute risk parity weights.
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Title: The Effects of Headquarters Co-Location on Firms’ Information Environment
Authors: J Jennings, J Lee, D Matsumoto
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2308879
Key Words: Authors that the co-location of firms in the same industry not only affects operating decisions but also management’s communication with investors and financial analysts.
Title: Board Committee Monitoring and CEO Pay: Some New Evidence
Authors: Shams Pathan, Peh Hwa Wong and Stephen Gray
Link: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2307345
Key Words: Authors investigate how and to what extent the monitoring capabilities of the three principal board committees (audit, compensation and nomination) relate to CEO pay (i.e., total pay, mix and incentives) and note that the effect of board committee monitoring intensity on CEO pay is both statistically and economically significant.
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Important disclosures:
Recommendation definitions
Macquarie - Australia/New Zealand Outperform – return >3% in excess of benchmark return Neutral – return within 3% of benchmark return Underperform – return >3% below benchmark return Benchmark return is determined by long term nominal GDP growth plus 12 month forward market dividend yield
Macquarie – Asia/Europe Outperform – expected return >+10% Neutral – expected return from -10% to +10% Underperform – expected return <-10%
Macquarie First South - South Africa Outperform – expected return >+10% Neutral – expected return from -10% to +10% Underperform – expected return <-10%
Macquarie - Canada
Outperform – return >5% in excess of benchmark return Neutral – return within 5% of benchmark return Underperform – return >5% below benchmark return
Macquarie - USA Outperform (Buy) – return >5% in excess of Russell 3000 index return Neutral (Hold) – return within 5% of Russell 3000 index return Underperform (Sell)– return >5% below Russell 3000 index return
Volatility index definition*
This is calculated from the volatility of historical price movements. Very high–highest risk – Stock should be
expected to move up or down 60–100% in a year – investors should be aware this stock is highly speculative. High – stock should be expected to move up or down at least 40–60% in a year – investors should be aware this stock could be speculative. Medium – stock should be expected to move up or down at least 30–40% in a year. Low–medium – stock should be expected to move up or down at least 25–30% in a year. Low – stock should be expected to move up or down at least 15–25% in a year. * Applicable to Asia/Australian/NZ/Canada stocks only
Recommendations – 12 months Note: Quant recommendations may differ from Fundamental Analyst recommendations
Financial definitions
All "Adjusted" data items have had the following adjustments made: Added back: goodwill amortisation, provision for catastrophe reserves, IFRS derivatives & hedging, IFRS impairments & IFRS interest expense Excluded: non recurring items, asset revals, property revals, appraisal value uplift, preference dividends & minority interests EPS = adjusted net profit / efpowa* ROA = adjusted ebit / average total assets ROA Banks/Insurance = adjusted net profit /average total assets ROE = adjusted net profit / average shareholders funds Gross cashflow = adjusted net profit + depreciation *equivalent fully paid ordinary weighted average number of shares All Reported numbers for Australian/NZ listed stocks are modelled under IFRS (International Financial Reporting Standards).
Recommendation proportions – For quarter ending 30 June 2013
AU/NZ Asia RSA USA CA EUR Outperform 49.80% 57.68% 48.05% 41.13% 61.75% 47.10% (for US coverage by MCUSA, 8.12% of stocks followed are investment banking clients)
Neutral 39.85% 24.45% 42.86% 54.70% 34.42% 30.89% (for US coverage by MCUSA, 6.60% of stocks followed are investment banking clients)
Underperform 10.35% 17.87% 9.09% 4.17% 3.83% 22.01% (for US coverage by MCUSA, 0.00% of stocks followed are investment banking clients)
Company Specific Disclosures: Important disclosure information regarding the subject companies covered in this report is available at www.macquarie.com/disclosures.
Analyst Certification: The views expressed in this research accurately reflect the personal views of the analyst(s) about the subject securities or issuers and no part of the compensation of the analyst(s) was, is, or will be directly or indirectly related to the inclusion of specific recommendations or views in this research. The analyst principally responsible for the preparation of this research receives compensation based on overall revenues of Macquarie Group Ltd ABN 94 122 169 279 (AFSL No. 318062) (MGL) and its related entities (the Macquarie Group) and has taken reasonable care to achieve and maintain independence and objectivity in making any recommendations. 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Asia Research Head of Equity Research John O’Connell (Global – Head) (612) 8232 7544 Peter Redhead (Asia – Head) (852) 3922 4836
Automobiles/Auto Parts Janet Lewis (China) (852) 3922 5417 Amit Mishra (India) (9122) 6720 4084 Clive Wiggins (Japan) (813) 3512 7856 Michael Sohn (Korea) (82 2) 3705 8644
Banks and Non-Bank Financials Ismael Pili (Asia, Hong Kong, China) (852) 3922 4774 Suresh Ganapathy (India) (9122) 6720 4078 Nicolaos Oentung (Indonesia) (6221) 2598 8366 Alastair Macdonald (Japan) (813) 3512 7476 Chan Hwang (Korea) (822) 3705 8643 Matthew Smith (Malaysia, Singapore) (65) 6601 0981 Alex Pomento (Philippines) (632) 857 0899 Gilbert Lopez (Philippines) (632) 857 0892 Dexter Hsu (Taiwan) (8862) 2734 7530 Passakorn Linmaneechote (Thailand) (662) 694 7728
Conglomerates Alex Pomento (Philippines) (632) 857 0899 Gilbert Lopez (Philippines) (632) 857 0892 Somesh Agarwal (Singapore) (65) 6601 0840
Consumer and Gaming Gary Pinge (Asia) (852) 3922 3557 Linda Huang (China, Hong Kong) (852) 3922 4068 Amit Mishra (India) (9122) 6720 4084 Lyall Taylor (Indonesia) (6221) 2598 8489 Toby Williams (Japan) (813) 3512 7392 HongSuk Na (Korea) (822) 3705 8678 Alex Pomento (Philippines) (632) 857 0899 Somesh Agarwal (Singapore) (65) 6601 0840 Best Waiyanont (Thailand) (662) 694 7993
Emerging Leaders Jake Lynch (China, Asia) (8621) 2412 9007 Adam Worthington (ASEAN) (852) 3922 4626 Michael Newman (Japan) (813) 3512 7920
Industrials Janet Lewis (Asia) (852) 3922 5417 Patrick Dai (China) (8621) 2412 9082 Saiyi He (China) (852) 3922 3585 Inderjeetsingh Bhatia (India) (9122) 6720 4087 Andy Lesmana (Indonesia) (6221) 2598 8398 Kenjin Hotta (Japan) (813) 3512 7871 Juwon Lee (Korea) (822) 3705 8661 Sunaina Dhanuka (Malaysia) (603) 2059 8993 David Gambrill (Thailand) (662) 694 7753
Insurance Scott Russell (Asia, Japan) (852) 3922 3567 Chung Jun Yun (Korea) (822) 2095 7222
Software and Internet David Gibson (Asia) (813) 3512 7880 Jiong Shao (China, Hong Kong) (852) 3922 3566 Steve Zhang (China, Hong Kong) (852) 3922 3578 Nitin Mohta (India) (9122) 6720 4090 Nathan Ramler (Japan) (813) 3512 7875 Prem Jearajasingam (Malaysia) (603) 2059 8989
Oil, Gas and Petrochemicals James Hubbard (Asia) (852) 3922 1226 Aditya Suresh (Hong Kong, China) (852) 3922 1265 Jal Irani (India) (9122) 6720 4080 Polina Diyachkina (Japan) (813) 3512 7886 Brandon Lee (Korea) (822) 3705 8669 Sunaina Dhanuka (Malaysia) (603) 2059 8993 Trevor Buchinski (Thailand) (662) 694 7829
Pharmaceuticals and Healthcare Abhishek Singhal (India) (9122) 6720 4086
Property Callum Bramah (Asia) (852) 3922 4731 David Ng (China, Hong Kong) (852) 3922 1291 Jeffrey Gao (China) (8621) 2412 9026 Abhishek Bhandari (India) (9122) 6720 4088 Andy Lesmana (Indonesia) (6221) 2598 8398 Sunaina Dhanuka (Malaysia) (603) 2059 8993 RJ Aguirre (Philippines) (632) 857 0890 Tuck Yin Soong (Singapore) (65) 6601 0838 Corinne Jian (Taiwan) (8862) 2734 7522 David Liao (Taiwan) (8862) 2734 7518 Patti Tomaitrichitr (Thailand) (662) 694 7727
Resources / Metals and Mining Graeme Train (China) (8621) 2412 9035 Matty Zhao (Hong Kong) (852) 3922 1293 Rakesh Arora (India) (9122) 6720 4093 Adam Worthington (Indonesia) (852) 3922 4626 Riaz Hyder (Indonesia) (6221) 2598 8486 Polina Diyachkina (Japan) (813) 3512 7886 David Liao (Taiwan) (8862) 2734 7518 Chak Reungsinpinya (Thailand) (662) 694 7982 Andrew Dale (852) 3922 3587
Technology Jeffrey Su (Asia, Taiwan) (8862) 2734 7512 Steve Zhang (China, Hong Kong) (852) 3922 3578 Nitin Mohta (India) (9122) 6720 4090 Claudio Aritomi (Japan) (813) 3512 7858 Damian Thong (Japan) (813) 3512 7877 David Gibson (Japan) (813) 3512 7880 George Chang (Japan) (813) 3512 7854 Daniel Kim (Korea) (822) 3705 8641 Soyun Shin (Korea) (822) 3705 8659 Daniel Chang (Taiwan) (8862) 2734 7516 Ellen Tseng (Taiwan) (8862) 2734 7524 Tammy Lai (Taiwan) (8862) 2734 7525
Telecoms Nathan Ramler (Asia, Japan) (813) 3512 7875 Danny Chu (China, Hong Kong) (852) 3922 4762 Riaz Hyder (Indonesia) (6221) 2598 8486 Prem Jearajasingam (Malaysia, Singapore) (603) 2059 8989 Aaron Salvador (Philippines) (632) 857 0895 Joseph Quinn (Taiwan) (8862) 2734 7519
Transport & Infrastructure Janet Lewis (Asia, Japan) (852) 3922 5417 Bonnie Chan (Hong Kong) (852) 3922 3898 Nicholas Cunningham (Japan) (813) 3512 6044 Sunaina Dhanuka (Malaysia) (603) 2059 8993 Corinne Jian (Taiwan) (8862) 2734 7522
Utilities & Renewables Gary Chiu (Asia) (852) 3922 1435 Inderjeetsingh Bhatia (India) (9122) 6720 4087 Prem Jearajasingam (Malaysia) (603) 2059 8989 Aaron Salvador (Philippines) (632) 857 0895
Commodities Colin Hamilton (Global) (4420) 3037 4061 Jim Lennon (4420) 3037 4271 Duncan Hobbs (4420) 3037 4497 Graeme Train (8621) 2412 9035 Rakesh Arora (9122) 6720 4093
Economics Peter Eadon-Clarke (Asia, Japan) (813) 3512 7850 Aimee Kaye (ASEAN) (65) 6601 0574 Richard Gibbs (Australia) (612) 8232 3935 Tanvee Gupta (India) (9122) 6720 4355
Quantitative / CPG Gurvinder Brar (Global) (4420) 3037 4036 Josh Holcroft (Asia). (852) 3922 1279 Burke Lau (Asia) (852) 3922 5494 Simon Rigney (Asia, Japan) (852) 3922 4719 Eric Yeung (Asia) (852) 3922 4077 Suni Kim (Japan) (813) 3512 7569
Strategy/Country Viktor Shvets (Asia) (852) 3922 3883 Chetan Seth (Asia) (852) 3922 4769 Joshua van Lin (Asia Micro) (852) 3922 1425 Peter Eadon-Clarke (Japan) (813) 3512 7850 David Ng (China, Hong Kong) (852) 3922 1291 Jiong Shao (China) (852) 3922 3566 Rakesh Arora (India) (9122) 6720 4093 Nicolaos Oentung (Indonesia) (6121) 2598 8366 Chan Hwang (Korea) (822) 3705 8643 Yeonzon Yeow (Malaysia) (603) 2059 8982 Alex Pomento (Philippines) (632) 857 0899 Conrad Werner (Singapore) (65) 6601 0182 Daniel Chang (Taiwan) (8862) 2734 7516 David Gambrill (Thailand) (662) 694 7753 Find our research at Macquarie: www.macquarie.com.au/research Thomson: www.thomson.com/financial Reuters: www.knowledge.reuters.com Bloomberg: MAC GO Factset: http://www.factset.com/home.aspx CapitalIQ www.capitaliq.com Email [email protected] for access
Asia Sales Regional Heads of Sales Robin Black (Asia) (852) 3922 2074 Chris Gray (ASEAN) (65) 6601 0288 Peter Slater (Boston) (1 617) 598 2502 Jeffrey Shiu (China & Hong Kong) (852) 3922 2061 Thomas Renz (Geneva) (41) 22 818 7712 Bharat Rawla (India) (9122) 6720 4100 Chris Gould (Indonesia) (6221) 515 1555 Miki Edelman (Japan) (813) 3512 7857 John Jay Lee (Korea) (822) 3705 9988 Ruben Boopalan (Malaysia) (603) 2059 8888 Gino C Rojas (Philippines) (632) 857 0861 Eric Roles (New York) (1 212) 231 2559 Paul Colaco (New York) (1 212) 231 2496
Regional Heads of Sales cont’d Sheila Schroeder (San Francisco) (1 415) 762 5001 Erica Wang (Taiwan) (8862) 2734 7586 Angus Kent (Thailand) (662) 694 7601 Julien Roux (UK/Europe) (44) 20 3037 4867 Sean Alexander (Generalist) (852) 3922 2101
Regional Head of Distribution Justin Crawford (Asia) (852) 3922 2065
Sales Trading Adam Zaki (Asia) (852) 3922 2002 Phil Sellaroli (Japan) (813) 3512 7837 Kenneth Cheung (Singapore) (65) 6601 0288
Sales Trading cont’d Mike Keen (UK/Europe) (44) 20 3037 4905 Chris Reale (New York) (1 212) 231 2555 Marc Rosa (New York) (1 212) 231 2555 Stanley Dunda (Indonesia) (6221) 515 1555 Suhaida Samsudin (Malaysia) (603) 2059 8888 Michael Santos (Philippines) (632) 857 0813 Isaac Huang (Taiwan) (8862) 2734 7582 Dominic Shore (Thailand) (662) 694 7707