Social and Behavioral Sciences Commons^™

An Ai Approach To Measuring Financial Risk, Lining Yu, Wolfgang Karl Hardle, Lukas Borke, Thijs Benschop

Sim Kee Boon Institute for Financial Economics

AI artificial intelligence brings about new quantitative techniques to assess the state of an economy. Here, we describe a new measure for systemic risk: the Financial Risk Meter (FRM). This measure is based on the penalization parameter (λ" role="presentation" style="box-sizing: border-box; display: inline; font-style: normal; font-weight: normal; line-height: normal; font-size: 18px; text-indent: 0px; text-align: left; text-transform: none; letter-spacing: normal; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; max-height: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: relative;">λλ) of a linear quantile lasso regression. The FRM is calculated by taking the average …

The Unexpected Activeness Of Passive Investors: A Worldwide Analysis Of Etfs, Si Cheng, Massimo Massa, Hong Zhang

Research Collection Lee Kong Chian School Of Business

The global ETF industry provides more complicated investment vehicles than low-cost index trackers. Instead, we find that the real investments of ETFs may deviate from their benchmarks to leverage informational advantages (which leads to a surprising stock-selection ability) and to help affiliated OEFs through cross-trading. These effects are more prevalent in ETFs domiciled in Europe. Moreover, ETF flows seem to respond to additional risk. These results have important normative implications for consumer protection and financial stability. (JEL G20)

Do Real Estate Agents Have Information Advantages In Housing Markets?, Sumit Agarwal, Jia He, Tien Foo Sing, Changcheng Song

Research Collection Lee Kong Chian School Of Business

We use a large housing transaction data set in Singapore to study whether real estate agents use information advantages to buy houses at bargain prices. Agents bought their own houses at prices that are 2.54% lower than comparable houses bought by other buyers. Consistent with information asymmetries, agent buyers have more information advantages in less informative environments, and agent buyers are more likely to buy houses from agent sellers. Agent discounts are from both “cherry picking” and bargaining power, and bargaining power contributes more to the agent discounts. Agents’ advantage consists in their information of available houses and previous purchase …

Long-Term Index Fund Ownership And Stock Returns, Ekkehart Boehmer, Wanshan Song, Ashish Tiwari, Zhe Zhang

Research Collection Lee Kong Chian School Of Business

We examine the implications of stock ownership by index funds for shareholder value. Consistent with recent findings that stock ownership by passive funds contributes to improved governance, we document a strong positive relation between the duration of passive fund holdings and subsequent stock performance. This positive relation is more pronounced for firms with recent poor performance, and for smaller firms and firms with higher allocation weights in passive funds’ portfolios. Our results support the view that index funds, although passive in their investment decisions, successfully contribute to long-term value creation by actively engaging with firms on matters of governance.

Finance And Ideology: The Firm-Level Channels, Hao Liang, Rong Wang, Haikun Zhu

Research Collection Lee Kong Chian School Of Business

We provide firm-level evidence on how politicians’ ideologies affect economic outcomes and financial development by exploring a unique setting of ideological discontinuity in China from Maoism to Dengism around 1978. We find the ideological exposure during a politician’s early adulthood has an enduring effect on contemporary firm and city policies. Firms governed by “Mao’s mayors” have more stakeholder spending, lower pay inequality, and less internationalization than those governed by Deng’s. Further evidence suggests politicians’ ideology may affect economic activities through channels other than economic policy. Selection bias, endogenous matching and mayor age effect are unlikely to drive our results.

Surviving The Property Market In A Low-Interest And Low-Yield Environment, Singapore Management University

Perspectives@SMU

REITs should note current conditions that echo those leading up to the 2008 Global Financial Crisis and clean up their balance sheets

Irrational Exuberance: Panic Rooms And Flutters In Financial Markets, Vijay Fafat

Asian Management Insights

As the memory of the 2008 financial crash fades, there are cautionary thoughts on why we tend to overshoot in our optimism, and why even genius comes to grief in the face of capricious, mercurial capital markets.

The Role Of Social Trust In Times Of Crisis, Singapore Management University

Perspectives@SMU

Research shows social trust improves the resilience of firms to banking crises

Understanding The Fundamentals Of Freight Markets Volatility, Kian Guan Lim, Nikos K. Nomikos, Nelson Yap

Research Collection Lee Kong Chian School Of Business

We analyse empirically the drivers of freight market volatility. We use several macroeconomic and shipping-related factors that are known to affect the supply and demand for shipping and examine their impact on the term structure of freight options implied volatilities (IV). We find that the level of IVs is affected by the level of the spot rate, the slope of the forward curve, as well as by both demand and supply factors, especially the former. We demonstrate that the relation between the volatility of futures prices and the slope of the forward curve is non-monotonic and convex, that is, it …

Cooling Measures And Housing Wealth: Evidence From Singapore, Wolfgang K. Hardle, Rainer Schulz, Taojun Xie

Research Collection Lee Kong Chian School Of Business

Excessive house price growth was at the heart of the financial crisis in 2007/08. Since then, many countries have added cooling measures to their regulatory frameworks. It has been found that these measures can indeed control price growth, but no one has examined whether this has adverse consequences for the housing wealth distribution. We examine this for Singapore, which started in 2009 to target price growth over ten rounds in total. We find that welfare from housing wealth in the last round might not be higher than before 2009. This depends on the deflator used to convert nominal into real …

Show Me The (Value Of) Money!, Singapore Management University

Perspectives@SMU

Plenty of adults are not financially literate. Teaching children early can make a big difference

The Information In Asset Fire Sales, Sheng Huang, Matthew Ringgenberg, Zhe Zhang

Research Collection Lee Kong Chian School Of Business

Asset prices remain depressed for several years following mutual fund fire sales. We show that this price pressure is partly due to asymmetric information which leads to an adverse selection problem for arbitrageurs. After a flow shock, fund managers do not scale down their portfolio, rather, they choose to sell a subset of low-quality stocks that subsequently underperform. In other words, fund managers have stock selling ability. Our findings suggest an explanation for the tendency of asset prices to remain depressed following fire sales: information asymmetries make it difficult for arbitrageurs to disentangle pure price pressure from negative information.

Forecasting Realized Volatility Using A Nonnegative Semiparametric Model, Anders Eriksson, Daniel P. A. Preve, Jun Yu

Research Collection School Of Economics

This paper introduces a parsimonious and yet flexible semiparametric model to forecastfinancial volatility. The new model extends a related linear nonnegative autoregressive modelpreviously used in the volatility literature by way of a power transformation. It is semiparametric inthe sense that the distributional and functional form of its error component is partially unspecified.The statistical properties of the model are discussed and a novel estimation method is proposed.Simulation studies validate the new method and suggest that it works reasonably well in finitesamples. The out-of-sample forecasting performance of the proposed model is evaluated against anumber of standard models, using data on S&P 500 …

The World Predictive Power Of U.S. Equity Market Skewness Risk, Jian Chen, Fuwei Jiang, Shuyu Xue, Jiaquan Yao

Research Collection Lee Kong Chian School Of Business

This study investigates the cross-country impact of U.S. equity market skewness risk. We find that a large decrease in the U.S. market skewness significantly predicts higher future returns on international equity markets. The predictability remains significant after controlling for a set of U.S. and local forecasting variables. Furthermore, we find strong predictability in- an out-of-sample setting and the predictability delivers a large economic value. The U.S. market skewness also forecasts U.S. economic recessions and international market conditions, consistent with the international three-moment capital asset pricing model (three-moment CAPM) and the intertemporal capital asset pricing model (ICAPM).

Volatility Timing Under Low-Volatility Strategy, Poh Ling Neo, Chyng Wen Tee

Research Collection Lee Kong Chian School Of Business

The authors devise a volatility timing strategy based on statistical tests on the slope of the volatility decile portfolio return profile. Superior performance is obtained, with a 30% increase in Sharpe ratio and an order of magnitude improvement on cumulated wealth. The profitability of the volatility timing strategy can be attributed to holding a diversified portfolio during bear markets, while holding a concentrated growth portfolio during bull markets.

Time-Varying Contemporaneous Spillovers During The European Debt Crisis, Marinela Adriana Finta, Bart Frijins, Alireza Tourani-Rad

Research Collection Lee Kong Chian School Of Business

This paper considers contemporaneous spillover effects between Germany and four peripheral European countries that were most affected by the European Debt Crisis, and provides evidence of bidirectional spillovers among these equity markets. We document that there is asymmetry and time variation in contemporaneous spillovers. Particularly, contemporaneous return spillovers from Germany to the peripheral equity markets is higher than the other way around. We show that European Debt Crisis led to a decrease in the contemporaneous spillover effects.

Forecasting In Blockchain-Based Local Energy Markets, Michael Kostmann, Wolfgang Karl Hardle

Sim Kee Boon Institute for Financial Economics

Increasingly volatile and distributed energy production challenges traditional mechanisms to manage grid loads and price energy. Local energy markets (LEMs) may be a response to those challenges as they can balance energy production and consumption locally and may lower energy costs for consumers. Blockchain-based LEMs provide a decentralized market to local energy consumer and prosumers. They implement a market mechanism in the form of a smart contract without the need for a central authority coordinating the market. Recently proposed blockchain-based LEMs use auction designs to match future demand and supply. Thus, such blockchain-based LEMs rely on accurate short-term forecasts of …

Institutional Management And Institutional Trading, Jingi Ha

Dissertations and Theses Collection (Open Access)

This dissertation consists of three papers in mutual fund governance or market microstructure that analyze the causal effect of board independence on mutual fund performance or the trading behavior of institutional trading and informed trading.

Chapter I studies how board independence affects fund performance, in relation to investment experience of independent directors. Using the SEC amendment in 2001 as an exogenous shock, I find that board independence does not improve or damage fund performance on average. When a fund board has independent directors with investment experience, however, it boosts fund performance. I also find that a fund manager is less …

Marginal Cost Of Risk-Based Capital And Risk-Taking, Tao Chen, Jing Rong Goh, Shinichi Kamiya, Pingyi Lou

Research Collection School Of Economics

We explore the impact of capital adequacy requirements on financial institutions' risk-taking behavior from a novel perspective. Specifically, we show that an important feature of the risk-based capital (RBC) system a built-in diversification benefit in aggregating risk categories induces moral hazard. We find that insurers that face lower marginal RBC costs of fixed-income (FI) investment tend to purchase riskier Fl securities. This relationship holds even when lower marginal RBC costs result from increased risk in other risk categories, which is an unintended consequence of the RBC's square root rule. Using Hurricanes Katrina and Sandy as exogenous shocks to the RBC …

Three Essays On Information Diffusion And Market Friction, Li Guo

Dissertations and Theses Collection (Open Access)

How markets impound information into asset prices is one of the most important concerns of financial economics. Due to behavioural bias and transaction friction, information could be mispriced in the real world, thus driving market anomalies and return predictability of behavioural factors. My dissertation contributes to the literature by investigating how information can be quantified, acquired, disseminated and priced in the financial market with the existence of market frictions.

In Chapter 2, we propose an efficient method based on machine learning and textual analysis to quantify cross industry news and shed light on how news travels across different industries. The …

Robust Measures Of Earnings Surprises, Chin-Han Chiang, Wei Dai, Jianqing Fan, Harrison Hong, Jun Tu

Research Collection Lee Kong Chian School Of Business

Event studies of market efficiency measure an earnings surprise with the consensuserror (CE), defined as earnings minus the average of professional forecasts. Even if asubset of forecasts can be biased, the ideal but difficult to estimate parameter-dependentalternative to CE is a nonlinear filter of individual errors that adjusts for bias. We showthat CE is a poor parameter-free approximation for this ideal measure. The fractionof misses on the same side (FOM), by discarding the magnitude of misses, offers a farbetterapproximation. FOM performs particularly well against CE in predicting thereturns of US stocks, where bias is potentially large, than that of international …

Actuarial Modeling And Analysis Of The Hong Kong Life Annuity Scheme, Koon Shing Kwong, Wai-Sum Chan, Johnny Siu-Hang Li

Research Collection School Of Economics

The Hong Kong Mortgage Corporation (HKMC) Limited, which was established in March 1997 and is wholly owned by the government of the Hong Kong Special Administrative Region, has a major mission to develop and provide different financial retirement instruments to Hong Kong residents to help address the income poverty of retirees. In June 2017, HKMC Annuity Limited, a wholly-owned subsidiary of the HKMC was incorporated to implement a new life annuity scheme which would be launched by mid-2018 to cater for the needs of cash-rich Hong Kong old age residents. The objective of the scheme is to provide an additional …

Does Foreign Direct Investment Lead To Industrial Agglomeration?, Wen-Tai Hsu, Yi Lu, Xuan Luo, Lianming Zhu

Research Collection School Of Economics

This paper studies the effect of foreign direct investment (FDI) on industrial agglomeration.Using the differential effects of FDI deregulation in 2002 in China on different industries, we find that FDI actually affects industrial agglomeration negatively. This result is somewhat counter-intuitive, as the conventional wisdom tends to suggest that FDI attracts domestic firms to cluster for various agglomeration benefits, in particular technology spillovers. To reconcile our empirical findings and the conventional wisdom, we develop a theory of FDI and agglomeration based on two counter-veiling forces. Technology diffusion from FDI attracts domestic firms to cluster, but fiercer competition drives firms away. Which …

Climate Risks And Market Efficiency, Harrison Hong, Frank Weikai Li, Jiangmin Xu

Research Collection Lee Kong Chian School Of Business

Climate science finds that the trend towards higher global temperatures exacerbates the risks of droughts. We investigate whether the prices of food stocks efficiently discount these risks. Using data from thirty-one countries with publicly-traded food companies, we rank these countries each year based on their long-term trends toward droughts using the Palmer Drought Severity Index. A poor trend ranking for a country forecasts relatively poor profit growth for food companies in that country. It also forecasts relatively poor food stock returns in that country. This return predictability is consistent with food stock prices underreacting to climate change risks.

Financial Sector In Singapore, Hwee Kwan Chow, Sai Fan Pei

Research Collection School Of Economics

This chapter reviews the financial development strategies adopted by the Singapore government as it navigates internal and external changes to build a vibrant center of finance in the Asia Pacific region. Sections 2 and 3 provide an overview of the structure of the financial system and the financial governance framework respectively. This is followed by a discussion, in Section 4, on the outward looking development strategy that underpinned the successful development of Singapore’s financial sector. Section 5 highlights the reforms undertaken in the aftermath of the Asian financial crisis that led to the building of a well-diversified and thriving international …

Intraday Information From S&P 500 Index Futures Options, Kian Guan Lim, Chen Ying, Kian Leong Nelson Yap

Research Collection Lee Kong Chian School Of Business

In this paper we employ intraday transaction prices of liquid E-mini S&P 500 index futuresoptions to form 10-minutes ahead risk-neutral skewness forecasts and show profitable optionstrading strategy net of transaction costs. We do not find profitable trading based on 10-minutesahead risk-neutral volatility and only very marginal cases of profitable trading using kurtosisforecasts. The skewness profitability anomaly may be an indication of informational marketinefficiency in intraday S&P 500 futures options markets, which is contrary to findings usinglonger-span daily and weekly moments. Our results lend credence to the persistence of intradaytrading activities in the markets.

Trading Regularity And Fund Performance, Jeffrey Busse, Lin Tong, Qing Tong, Zhe Zhang

Research Collection Lee Kong Chian School Of Business

We construct a new measure of trading regularity, capturing the extent to which investors trade on a regular basis. Institutional investors that regularly trade outperform those that trade less regularly. The performance of funds that regularly trade persists for at least a year. Among those who trade most regularly, larger funds perform relatively worse, because they incur higher transaction costs associated with their larger trades. Institutions that regularly trade generate superior performance, in part, by behaving as contrarians and by trading more aggressively on information. By contrast, we find no relation between trading regularity and performance among index funds.