SlideShare a Scribd company logo
Some Unspoken Challenges
in Real Asset Investing
GS Khoo, PhD
Former Head of ERM
AIMCo & Temasek Holdings
gskhoo@gmail.com
Prologue
• More and more institutional investors are turning to real assets in their
search for sources of long-term income, and as a diversifier to the
mainstream stocks and bonds because of their low correlations.
• In addition, real assets are also perceived as offering protection from
market volatility and future inflation embedded in the economy through
global quantitative easing programmes.
• However, in their rush to include this asset class (real assets - which can be
broadly classified to include real estate, private equity, infrastructure,
agricultural land, etc.) in their portfolios, these investors including the
pension funds must always be cognizant of the specific challenges involved
in investing in these real assets.
Example of Real Assets - Agricultural Land
Quick Overview
Challenges in Real Asset Investing
• What they really are: Real assets are actual, tangible assets that include art works (alternative), gold, land, real estate (commercial buildings,
etc.), etc. The focus of this article is on the traditional real assets like real estate, private equity, infrastructure, etc.
• How are they like: From a lifecycle view, these assets can range from a greenfield project to one that is mature or a brownfield.
• When and where to invest in them:
• As above, the stages of the development of the project or asset will influence the risk-return profile of these assets, as at various stages of the lifecycle, the various
forms of risk exposures will also vary, e.g., at the greenfield stage, construction and material availability incl. commodity risks will typically prevail over the rest,
notwithstanding the government regulations, tariffs and tax structures, etc.
• If the real asset investment is cross-border, it brings with it even more idiosyncratic challenges, incl. FX/currency risk (translation, etc.), repatriation risk,
geopolitical, environmental, regulatory (ownership, legal, taxation, etc.), third party (partner, outsourcing, supplier, etc.) risk, political, macro- and micro-economic,
etc.
• What investment horizon to consider: typically, the investment in real assets is for the medium or longer-term
• hence, unlike for stock and bonds, liquidity risk is more apparent and
• an ALM view esp. a consideration of the multi-year liabilities and replacement capex (expenditure for repairs, maintenance or replacement of certain assets, etc.,
beyond the initial capex) is often critical and missed or ignored by the investors when they rush to invest in these real assets
• Why invest in them: The perception is that they often have low or negative correlations with the listed or liquid assets (stock and bonds).
• However, from a tail risk point-of-view, because of the increasing global interconnectedness of financial markets through fund flows, the advent of ETFs, and
Internet-based trading and information flow, they can still be influenced by the herd behavior of investors in terms of their valuations because of the herd
mentality described previously as investors search for higher yields or in alternative incl. real assets as a result of the QE programs and low interest rate regimes.
• How to assess their risks and expected returns: In truth, there’s no holy grail as their risk premia are not as easily estimated via the traditional
COE or WACC approach as most of these approaches are based on the liquid markets in equities and fixed income in the developed world.
• Here, the risk premia (esp. for cross-border investments) are often a function of:
• their stages in the lifecycle (leading to the J-curve and vintage analysis), the specific political and regulatory risk (e.g., Trump trade, Brexit, etc.),
the inherent investor preference in terms of risk-taking (the dynamic “risk on, risk off” (RORO) regime) in the various geographies or sectors,
inflation and currency risk, the illiquid nature of their domestic currencies and financial markets, the dependence on commodity prices and
hence the USD fluctuations, etc., beyond the traditional credit (sovereign/country, etc.) risk, equity market risk (often inaccurate because of the
lack of liquidity in the domestic market, etc.) and project risk premium.
Managing Risk in e.g. Infrastructure Investing
Issues in Valuations & Assessing Risk in Illiquid Investments
• Primarily marked-to-model based on IRR and discount factor (DCF)
assumptions
• Importance of independent model review and validation
• Risk models more factor-based (quantitative & qualitative)
• Importance of independent model review and validation
• Portfolio perspective – smoothening the J-curve
• FX translation risk for cross-border investments
• Etc.
Risk-Return Challenges
Liquid Asset vs. Illiquid (e.g. Infrastructure) Investments
Liquid Assets (e.g., stocks) Illiquid Assets (e.g., Infrastructure)
Daily marked to market Yearly (at best quarterly) valuation
Low liquidity premium (bid-ask spread) High liquidity premium (illiquidity)
Ease of liquidation (e.g., for rebalancing) Buy-to-Hold (difficult to liquidate)
Shorter- to longer-term investing Long-term investing
Ease of access (to invest) Supply “of good quality assets” constraints
Exhibit high volatility Subjected to “J-curve” P&L profile
Affected mainly by macro-economic factors Affected by environmental, political &
specific factors
Risk proxied by volatility-type measures Risk dependent on long investment horizons
Higher correlation with other liquid assets Lower correlation with ‘traditional’ assets
EXAMPLE
Active Returns-Risk Analysis
• Typically, active managers’ performances are compared to say an index
or benchmark, e.g., S&P500. With daily MTM values for both the active
portfolio and benchmark, it’s easier to compare and assess the active
returns/risk and/or tracking error.
• With illiquid investments where valuations are performed less
regularly, e.g., annual/yearly appraisals, comparing their performances
to liquid benchmarks is potentially challenging (to me, it’s like
comparing apples to rice, so meaningless) with scarce data and
idiosyncratic profiles of the illiquid asset, including investment horizons
• Differentiated profiles: some illiquid assets are more inflation-sensitive,
some are more bond-like with periodic income streams and some are
subjected to specific risks, e.g., drought, flooding (transport), or
resource nationalization (e.g., dominant infrastructure), etc.
In Relation to Portfolio, What Can We Do?
• How
• Managing risk throughout the investment life cycle
• Combining long term objectives and short term constraints
through a risk-based performance approach to investing
• Diversification beyond traditional asset classes to alternative or
real asset classes (1), like real estate or infrastructure*
• Inherently, additional dimension of diversification by time buckets
or investment horizons (2) or regions /sectors (3) and strategies
(4) or by pool sizes (5)
• Portfolio Management Strategies complemented by optimal
rebalancing (for the liquid assets) and deal-by-deal investments
• Returns distribution analysis, superior stock/sector selection*, lifecycle
investing (deal-by-deal) across vintage, etc.
*Examples (thematic growth): water, genomics, waste management, consumer, fintech, e-commerce,
etc.
Diversify across Time or Investment Horizons
(incorporates ALM consideration)
• Why not?
• Buy & Hold: impact on efficient frontier profile & wealth preservation
• Real or Private assets like real estate, infrastructure, venture (incl. emerging sector
like fintech), etc. in medium or long-term portfolio sub-pools (can also have liquid
assets)
• Liquid assets in short-term* / medium- / long-term pools for alpha & beta
opportunities
• Multi-year ALM alignment with liabilities
• Multi-period diversification/rebalancing
• Size migration, tied to asset selection (see Appendix)
• *Liquidity Challenge: Funding Risk (state of Fund Shortfall);
Availability of Dry Powder during stressed periods
Vintage-based Timing of Investments
in Brownfield & Mature Real e.g., Infrastructure Assets
Smoothening the J-Curve (excl. divestment)
Challenges:
• Valuation, e.g., post-recession, bubble territory, etc.
• Geopolitical /Credit(regional or sector turbulence), e.g., Brazil, Myanmar, China, etc.
• Exogeneous Impact, e.g., Swiss FX peg and depeg, Brexit, Trump effect, etc.
• Demographic effect, e.g., Japan, etc.
• Others, e.g., domestic inflation, FX risk, etc.
Returns
Time
Multi-dimensional Diversification by Geography/Regions/Sectors in
addition to Investment Horizons and Strategies
Multi-Dimensional Diversification
Geography
Investment Horizon /
Time
Vintage
(Green-, Brown-field, Mature)
Infrastructure Sector or
Asset Class
Risk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test Analyses
• Investment Horizon??
• Short-, Medium- and Long-term Investments
• Short-term investments akin to trading
• Investments??
• Asset class type, sector
• Investment Strategy??
• Top-down/bottom-up approach??
• Tactical & Overlay plays - see Appendix on Countercyclicals
• Risk Appetite/Objective??
• Minimization of Risk/Maximization of Returns
Epilogue
AUM Size Impact is Another Issue
With regards to the size of the AUM, in-house studies have shown that for large funds:
• Size effect – require at least 10% to 15% allocation to a “good” performing asset class to shift the fund’s
portfolio risk-return profile meaningfully to the right, i.e., moving the returns meter
• Market capacity constraints & impact - global equity markets are constrained by supply (as a function
of free-float and market cap), e.g., humongous fund portfolio value often dwarfs market caps of
emerging markets or secondary boards, e.g., AIM, TSX-V, etc., with resulting implications for funds
deployment and may not allow the opportunities to be optimally realized – related to challenges in
transition management and liquidity, esp. when investing in real assets
• “Active” alpha - separate 10-year study of individual companies and sectors suggests concentrated bets
with a small allocation in a diversified sector or asset class via a “VC–like” approach could potentially
be rewarded handsomely, e.g., clean water, genomics, etc.
• Appropriate to look into segmenting the “huge” total fund into smaller pools, with different asset
mix, time (investment horizon), and strategy profiles, in different regions, further enhancing
diversification
• Addressing market slippage/impact and transition management issues (aligned with real asset
investing)
• Top-down portfolio risk-return analysis to complement individual bottom-up investments to yield
a meaningful shift in right-tail gain
Thank You
Guan Seng Khoo, PhD
email: gskhoo@gmail.com

More Related Content

What's hot

Mortgagtes, REITS, and Securitization Lecture
Mortgagtes, REITS, and Securitization LectureMortgagtes, REITS, and Securitization Lecture
Mortgagtes, REITS, and Securitization LectureShaheryar Mian
 
Assets liability management
Assets liability managementAssets liability management
Assets liability managementUjjwal 'Shanu'
 
Chapter 08 risk management in banks
Chapter 08    risk management in banksChapter 08    risk management in banks
Chapter 08 risk management in banksiipmff2
 
Alm objective & scope and other related matters
Alm objective & scope and other related mattersAlm objective & scope and other related matters
Alm objective & scope and other related mattersniteshsharmam
 
Asset Liability Management
Asset Liability ManagementAsset Liability Management
Asset Liability ManagementPrachi Gupta
 
Asset liability management
Asset liability managementAsset liability management
Asset liability managementfiroze p
 
Asset Liability Management
Asset Liability ManagementAsset Liability Management
Asset Liability Managementshailesh kediya
 
Financial risk management ppt @ mba finance
Financial risk management  ppt @ mba financeFinancial risk management  ppt @ mba finance
Financial risk management ppt @ mba financeBabasab Patil
 
Managing Risk In Alternative Investment Strategies - Hedge Funds
Managing Risk In Alternative Investment Strategies - Hedge FundsManaging Risk In Alternative Investment Strategies - Hedge Funds
Managing Risk In Alternative Investment Strategies - Hedge FundsMark Tuminello
 
Coupling of Market Risk,Credit Risk, and Liquidity Risk
Coupling of Market Risk,Credit Risk, and Liquidity RiskCoupling of Market Risk,Credit Risk, and Liquidity Risk
Coupling of Market Risk,Credit Risk, and Liquidity RiskGateway Partners
 
Global Project Finance – Managing, Structuring and Distributing Risk
Global Project Finance – Managing, Structuring and Distributing RiskGlobal Project Finance – Managing, Structuring and Distributing Risk
Global Project Finance – Managing, Structuring and Distributing RiskMark Tuminello
 
Asset Liability Management
Asset Liability Management Asset Liability Management
Asset Liability Management Anshika Mehrotra
 
Session6 Risk In Fin Inter
Session6 Risk In Fin InterSession6 Risk In Fin Inter
Session6 Risk In Fin Interukabuka
 
Asset liability management
Asset liability managementAsset liability management
Asset liability managementAnil Chaurasiya
 
MANAGING RISK IN INTERNATIONAL BUSINESS
MANAGING RISK IN INTERNATIONAL BUSINESSMANAGING RISK IN INTERNATIONAL BUSINESS
MANAGING RISK IN INTERNATIONAL BUSINESSreynolds
 

What's hot (20)

Country risk analysis
Country risk analysis Country risk analysis
Country risk analysis
 
Mortgagtes, REITS, and Securitization Lecture
Mortgagtes, REITS, and Securitization LectureMortgagtes, REITS, and Securitization Lecture
Mortgagtes, REITS, and Securitization Lecture
 
Assets liability management
Assets liability managementAssets liability management
Assets liability management
 
Chapter 08 risk management in banks
Chapter 08    risk management in banksChapter 08    risk management in banks
Chapter 08 risk management in banks
 
Alm objective & scope and other related matters
Alm objective & scope and other related mattersAlm objective & scope and other related matters
Alm objective & scope and other related matters
 
Paper -future_of_finance_function
Paper  -future_of_finance_functionPaper  -future_of_finance_function
Paper -future_of_finance_function
 
Asset Liability Management
Asset Liability ManagementAsset Liability Management
Asset Liability Management
 
Asset Liability Management
Asset Liability ManagementAsset Liability Management
Asset Liability Management
 
Asset liability management
Asset liability managementAsset liability management
Asset liability management
 
Asset Liability Management
Asset Liability ManagementAsset Liability Management
Asset Liability Management
 
Financial risk management ppt @ mba finance
Financial risk management  ppt @ mba financeFinancial risk management  ppt @ mba finance
Financial risk management ppt @ mba finance
 
Risk Analysis
Risk Analysis Risk Analysis
Risk Analysis
 
Managing Risk In Alternative Investment Strategies - Hedge Funds
Managing Risk In Alternative Investment Strategies - Hedge FundsManaging Risk In Alternative Investment Strategies - Hedge Funds
Managing Risk In Alternative Investment Strategies - Hedge Funds
 
Coupling of Market Risk,Credit Risk, and Liquidity Risk
Coupling of Market Risk,Credit Risk, and Liquidity RiskCoupling of Market Risk,Credit Risk, and Liquidity Risk
Coupling of Market Risk,Credit Risk, and Liquidity Risk
 
Global Project Finance – Managing, Structuring and Distributing Risk
Global Project Finance – Managing, Structuring and Distributing RiskGlobal Project Finance – Managing, Structuring and Distributing Risk
Global Project Finance – Managing, Structuring and Distributing Risk
 
Asset Liability Management
Asset Liability Management Asset Liability Management
Asset Liability Management
 
Session6 Risk In Fin Inter
Session6 Risk In Fin InterSession6 Risk In Fin Inter
Session6 Risk In Fin Inter
 
Asset liability management
Asset liability managementAsset liability management
Asset liability management
 
Fintech Risks and Benefits--DR. Emmanuel Moore ABOLO
Fintech Risks  and Benefits--DR. Emmanuel Moore ABOLOFintech Risks  and Benefits--DR. Emmanuel Moore ABOLO
Fintech Risks and Benefits--DR. Emmanuel Moore ABOLO
 
MANAGING RISK IN INTERNATIONAL BUSINESS
MANAGING RISK IN INTERNATIONAL BUSINESSMANAGING RISK IN INTERNATIONAL BUSINESS
MANAGING RISK IN INTERNATIONAL BUSINESS
 

Viewers also liked

Vienna value investing meetup #1
Vienna value investing meetup #1Vienna value investing meetup #1
Vienna value investing meetup #1Martin Bodocky
 
Is Value Investing the “Holy Grail” of financial investing ?
Is Value Investing the “Holy Grail” of financial investing ?Is Value Investing the “Holy Grail” of financial investing ?
Is Value Investing the “Holy Grail” of financial investing ?Fabio Michetti
 
The Business of (Tech) Startups - VSW2015 - Sep 2015
The Business of (Tech) Startups - VSW2015 - Sep 2015The Business of (Tech) Startups - VSW2015 - Sep 2015
The Business of (Tech) Startups - VSW2015 - Sep 2015Paul Singh
 
Smart Tips for Investing
Smart Tips for InvestingSmart Tips for Investing
Smart Tips for InvestingExperian_US
 
Como insertar una imagen prediseñada y un video
Como insertar una imagen prediseñada y un videoComo insertar una imagen prediseñada y un video
Como insertar una imagen prediseñada y un videojuanmanuelfg
 
ABNT: como se inscrever e consultar atualizações de normas.
ABNT: como se inscrever e consultar atualizações de normas.ABNT: como se inscrever e consultar atualizações de normas.
ABNT: como se inscrever e consultar atualizações de normas.Juliana Lima
 

Viewers also liked (12)

Impact Investing in 2017
Impact Investing in 2017Impact Investing in 2017
Impact Investing in 2017
 
Vienna value investing meetup #1
Vienna value investing meetup #1Vienna value investing meetup #1
Vienna value investing meetup #1
 
Regenerative_Enterprise_Excerpt_Dec2016
Regenerative_Enterprise_Excerpt_Dec2016Regenerative_Enterprise_Excerpt_Dec2016
Regenerative_Enterprise_Excerpt_Dec2016
 
Financial Permaculture & Ecosystem Investing
Financial Permaculture & Ecosystem InvestingFinancial Permaculture & Ecosystem Investing
Financial Permaculture & Ecosystem Investing
 
Is Value Investing the “Holy Grail” of financial investing ?
Is Value Investing the “Holy Grail” of financial investing ?Is Value Investing the “Holy Grail” of financial investing ?
Is Value Investing the “Holy Grail” of financial investing ?
 
The Business of (Tech) Startups - VSW2015 - Sep 2015
The Business of (Tech) Startups - VSW2015 - Sep 2015The Business of (Tech) Startups - VSW2015 - Sep 2015
The Business of (Tech) Startups - VSW2015 - Sep 2015
 
Smart Tips for Investing
Smart Tips for InvestingSmart Tips for Investing
Smart Tips for Investing
 
Eval quimica
Eval quimicaEval quimica
Eval quimica
 
Como insertar una imagen prediseñada y un video
Como insertar una imagen prediseñada y un videoComo insertar una imagen prediseñada y un video
Como insertar una imagen prediseñada y un video
 
ABNT: como se inscrever e consultar atualizações de normas.
ABNT: como se inscrever e consultar atualizações de normas.ABNT: como se inscrever e consultar atualizações de normas.
ABNT: como se inscrever e consultar atualizações de normas.
 
Jose Zarate
Jose ZarateJose Zarate
Jose Zarate
 
Dios
DiosDios
Dios
 

Similar to Real asset some unspoken challenges in real asset investing gs-khoo

Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017
Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017
Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017Collegio Carlo Alberto
 
Kayleigh Baker - Unlocking Investment and Finance in EMDEs Final Project
Kayleigh Baker -  Unlocking Investment and Finance in EMDEs Final ProjectKayleigh Baker -  Unlocking Investment and Finance in EMDEs Final Project
Kayleigh Baker - Unlocking Investment and Finance in EMDEs Final ProjectKayleigh Baker
 
Bootcamp Slides Week 1
Bootcamp Slides Week 1Bootcamp Slides Week 1
Bootcamp Slides Week 1UCLAM
 
KDGF Investor letter Feb14
KDGF Investor letter Feb14KDGF Investor letter Feb14
KDGF Investor letter Feb14Kevin Dougherty
 
Beyond Aid and the Future of Development Finance
Beyond Aid and the Future of Development FinanceBeyond Aid and the Future of Development Finance
Beyond Aid and the Future of Development FinanceQueena Li
 
Investment financial instruments
Investment financial instrumentsInvestment financial instruments
Investment financial instrumentsA.W. Berry
 
Pension Fund, Investment Restriction and Capital Market
Pension Fund, Investment Restriction and Capital MarketPension Fund, Investment Restriction and Capital Market
Pension Fund, Investment Restriction and Capital MarketYudha Satya Perdana
 
Treasury risks www.mobilemoviesite.com
Treasury risks www.mobilemoviesite.comTreasury risks www.mobilemoviesite.com
Treasury risks www.mobilemoviesite.comYasir Butt
 
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptx
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptxINVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptx
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptxSandrineIgihozo
 
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...ArchanaKamble18
 
The Facts About Managed Futures
The Facts About Managed FuturesThe Facts About Managed Futures
The Facts About Managed FuturesManagedFunds
 
Investment Decision Process
Investment Decision ProcessInvestment Decision Process
Investment Decision ProcessASAD ALI
 
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...Duc Anh Nguyen
 
August 2013 kampala seminar
August 2013 kampala seminarAugust 2013 kampala seminar
August 2013 kampala seminarWilly Mutenza
 
Introduction to hedge funds
Introduction to hedge fundsIntroduction to hedge funds
Introduction to hedge fundsDrago Indjic
 
riskrm-110825100304-phpapp02.pdf
riskrm-110825100304-phpapp02.pdfriskrm-110825100304-phpapp02.pdf
riskrm-110825100304-phpapp02.pdfHany Farouk
 
The Portfolio Management Process.ppt
The Portfolio Management Process.pptThe Portfolio Management Process.ppt
The Portfolio Management Process.pptYinka Daramola
 

Similar to Real asset some unspoken challenges in real asset investing gs-khoo (20)

Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017
Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017
Lti_Needs, opportunities and open issues_ D. Siniscalco_12072017
 
Kayleigh Baker - Unlocking Investment and Finance in EMDEs Final Project
Kayleigh Baker -  Unlocking Investment and Finance in EMDEs Final ProjectKayleigh Baker -  Unlocking Investment and Finance in EMDEs Final Project
Kayleigh Baker - Unlocking Investment and Finance in EMDEs Final Project
 
Bootcamp Slides Week 1
Bootcamp Slides Week 1Bootcamp Slides Week 1
Bootcamp Slides Week 1
 
KDGF Investor letter Feb14
KDGF Investor letter Feb14KDGF Investor letter Feb14
KDGF Investor letter Feb14
 
Beyond Aid and the Future of Development Finance
Beyond Aid and the Future of Development FinanceBeyond Aid and the Future of Development Finance
Beyond Aid and the Future of Development Finance
 
Investment financial instruments
Investment financial instrumentsInvestment financial instruments
Investment financial instruments
 
Pension Fund, Investment Restriction and Capital Market
Pension Fund, Investment Restriction and Capital MarketPension Fund, Investment Restriction and Capital Market
Pension Fund, Investment Restriction and Capital Market
 
Treasury risks www.mobilemoviesite.com
Treasury risks www.mobilemoviesite.comTreasury risks www.mobilemoviesite.com
Treasury risks www.mobilemoviesite.com
 
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptx
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptxINVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptx
INVESTMENT ANALYSIS AND PORTFOLIO MANAGEMENT (1) 111 (1).pptx
 
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...
Risk of Financial Inter-Mediation. Major risks for FI’s include credit, opera...
 
Lecture 01 F-409 Portfolio.pptx
Lecture 01 F-409 Portfolio.pptxLecture 01 F-409 Portfolio.pptx
Lecture 01 F-409 Portfolio.pptx
 
The Facts About Managed Futures
The Facts About Managed FuturesThe Facts About Managed Futures
The Facts About Managed Futures
 
Investment Decision Process
Investment Decision ProcessInvestment Decision Process
Investment Decision Process
 
lec1.ppt
lec1.pptlec1.ppt
lec1.ppt
 
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...
Long Term Capital Management (LTCM) Financial Collapse - Risk Management Case...
 
August 2013 kampala seminar
August 2013 kampala seminarAugust 2013 kampala seminar
August 2013 kampala seminar
 
ch02.ppt
ch02.pptch02.ppt
ch02.ppt
 
Introduction to hedge funds
Introduction to hedge fundsIntroduction to hedge funds
Introduction to hedge funds
 
riskrm-110825100304-phpapp02.pdf
riskrm-110825100304-phpapp02.pdfriskrm-110825100304-phpapp02.pdf
riskrm-110825100304-phpapp02.pdf
 
The Portfolio Management Process.ppt
The Portfolio Management Process.pptThe Portfolio Management Process.ppt
The Portfolio Management Process.ppt
 

More from Guan Khoo

Sg iqpc sg_feb2409_iparmasia_gskhoofinalversion
Sg iqpc sg_feb2409_iparmasia_gskhoofinalversionSg iqpc sg_feb2409_iparmasia_gskhoofinalversion
Sg iqpc sg_feb2409_iparmasia_gskhoofinalversionGuan Khoo
 
Empirical evidence based investing - lessons for the cio
Empirical evidence based investing - lessons for the cioEmpirical evidence based investing - lessons for the cio
Empirical evidence based investing - lessons for the cioGuan Khoo
 
Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Guan Khoo
 
Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Guan Khoo
 
Ifrs9 ntu mfe2000-ews-credit-deterioration
Ifrs9 ntu mfe2000-ews-credit-deteriorationIfrs9 ntu mfe2000-ews-credit-deterioration
Ifrs9 ntu mfe2000-ews-credit-deteriorationGuan Khoo
 
China's A-shares post-MSCI inclusion
China's A-shares post-MSCI inclusion China's A-shares post-MSCI inclusion
China's A-shares post-MSCI inclusion Guan Khoo
 
Evidence-based Investing: Lessons for the CIO
Evidence-based Investing: Lessons for the CIOEvidence-based Investing: Lessons for the CIO
Evidence-based Investing: Lessons for the CIOGuan Khoo
 
Abc financial analyticsdemo
Abc financial analyticsdemoAbc financial analyticsdemo
Abc financial analyticsdemoGuan Khoo
 
Abcwealthmgr2002
Abcwealthmgr2002Abcwealthmgr2002
Abcwealthmgr2002Guan Khoo
 
Robo advisory-online-fow dw-asia-gs_khooalgo2008
Robo advisory-online-fow dw-asia-gs_khooalgo2008Robo advisory-online-fow dw-asia-gs_khooalgo2008
Robo advisory-online-fow dw-asia-gs_khooalgo2008Guan Khoo
 
Aifmd iosco hedge fund reporting template 2010draft-LiteVersion
Aifmd iosco hedge fund reporting template 2010draft-LiteVersionAifmd iosco hedge fund reporting template 2010draft-LiteVersion
Aifmd iosco hedge fund reporting template 2010draft-LiteVersionGuan Khoo
 
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...Guan Khoo
 
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...Guan Khoo
 
Dubai Nov08 Erm Gs Khoo
Dubai Nov08 Erm Gs KhooDubai Nov08 Erm Gs Khoo
Dubai Nov08 Erm Gs KhooGuan Khoo
 
Rma May22 Stress Testing In The Context Of Icaap
Rma May22 Stress Testing In The Context Of IcaapRma May22 Stress Testing In The Context Of Icaap
Rma May22 Stress Testing In The Context Of IcaapGuan Khoo
 

More from Guan Khoo (15)

Sg iqpc sg_feb2409_iparmasia_gskhoofinalversion
Sg iqpc sg_feb2409_iparmasia_gskhoofinalversionSg iqpc sg_feb2409_iparmasia_gskhoofinalversion
Sg iqpc sg_feb2409_iparmasia_gskhoofinalversion
 
Empirical evidence based investing - lessons for the cio
Empirical evidence based investing - lessons for the cioEmpirical evidence based investing - lessons for the cio
Empirical evidence based investing - lessons for the cio
 
Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...
 
Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...Ai and data analytics in operational risk management and investment managemen...
Ai and data analytics in operational risk management and investment managemen...
 
Ifrs9 ntu mfe2000-ews-credit-deterioration
Ifrs9 ntu mfe2000-ews-credit-deteriorationIfrs9 ntu mfe2000-ews-credit-deterioration
Ifrs9 ntu mfe2000-ews-credit-deterioration
 
China's A-shares post-MSCI inclusion
China's A-shares post-MSCI inclusion China's A-shares post-MSCI inclusion
China's A-shares post-MSCI inclusion
 
Evidence-based Investing: Lessons for the CIO
Evidence-based Investing: Lessons for the CIOEvidence-based Investing: Lessons for the CIO
Evidence-based Investing: Lessons for the CIO
 
Abc financial analyticsdemo
Abc financial analyticsdemoAbc financial analyticsdemo
Abc financial analyticsdemo
 
Abcwealthmgr2002
Abcwealthmgr2002Abcwealthmgr2002
Abcwealthmgr2002
 
Robo advisory-online-fow dw-asia-gs_khooalgo2008
Robo advisory-online-fow dw-asia-gs_khooalgo2008Robo advisory-online-fow dw-asia-gs_khooalgo2008
Robo advisory-online-fow dw-asia-gs_khooalgo2008
 
Aifmd iosco hedge fund reporting template 2010draft-LiteVersion
Aifmd iosco hedge fund reporting template 2010draft-LiteVersionAifmd iosco hedge fund reporting template 2010draft-LiteVersion
Aifmd iosco hedge fund reporting template 2010draft-LiteVersion
 
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...
My ERM Chapter (9) in "Operational Risk 2.0", (Riskbooks, 2007) introducing B...
 
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...
Algorithmic Google on Streaming Prices _Technical&FundamentalAnalyses + Portf...
 
Dubai Nov08 Erm Gs Khoo
Dubai Nov08 Erm Gs KhooDubai Nov08 Erm Gs Khoo
Dubai Nov08 Erm Gs Khoo
 
Rma May22 Stress Testing In The Context Of Icaap
Rma May22 Stress Testing In The Context Of IcaapRma May22 Stress Testing In The Context Of Icaap
Rma May22 Stress Testing In The Context Of Icaap
 

Recently uploaded

Industry Insights - Financial Performance & Valuation Trends
Industry Insights - Financial Performance & Valuation TrendsIndustry Insights - Financial Performance & Valuation Trends
Industry Insights - Financial Performance & Valuation Trendssonalishakya542
 
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...Amil Baba Dawood bangali
 
PD ARRAY THEORY FOR INTERMEDIATE (1).pdf
PD ARRAY THEORY FOR INTERMEDIATE (1).pdfPD ARRAY THEORY FOR INTERMEDIATE (1).pdf
PD ARRAY THEORY FOR INTERMEDIATE (1).pdfJerrySMaliki
 
how can i use my minded pi coins I need some funds.
how can i use my minded pi coins I need some funds.how can i use my minded pi coins I need some funds.
how can i use my minded pi coins I need some funds.DOT TECH
 
how to sell pi coins in Canada, Uk and Australia
how to sell pi coins in Canada, Uk and Australiahow to sell pi coins in Canada, Uk and Australia
how to sell pi coins in Canada, Uk and AustraliaDOT TECH
 
how to sell pi coins at high rate quickly.
how to sell pi coins at high rate quickly.how to sell pi coins at high rate quickly.
how to sell pi coins at high rate quickly.DOT TECH
 
National Financial Reporting Authority (NFRA)
National Financial Reporting Authority (NFRA)National Financial Reporting Authority (NFRA)
National Financial Reporting Authority (NFRA)enjoydebbarma13
 
how to sell pi coins on Binance exchange
how to sell pi coins on Binance exchangehow to sell pi coins on Binance exchange
how to sell pi coins on Binance exchangeDOT TECH
 
what is the best method to sell pi coins in 2024
what is the best method to sell pi coins in 2024what is the best method to sell pi coins in 2024
what is the best method to sell pi coins in 2024DOT TECH
 
The new type of smart, sustainable entrepreneurship and the next day | Europe...
The new type of smart, sustainable entrepreneurship and the next day | Europe...The new type of smart, sustainable entrepreneurship and the next day | Europe...
The new type of smart, sustainable entrepreneurship and the next day | Europe...Antonis Zairis
 
Falcon Invoice Discounting: Optimizing Returns with Minimal Risk
Falcon Invoice Discounting: Optimizing Returns with Minimal RiskFalcon Invoice Discounting: Optimizing Returns with Minimal Risk
Falcon Invoice Discounting: Optimizing Returns with Minimal RiskFalcon Invoice Discounting
 
US Economic Outlook - Being Decided - M Capital Group August 2021.pdf
US Economic Outlook - Being Decided - M Capital Group August 2021.pdfUS Economic Outlook - Being Decided - M Capital Group August 2021.pdf
US Economic Outlook - Being Decided - M Capital Group August 2021.pdfpchutichetpong
 
Introduction to Economics II Chapter 25 Production and Growth.pdf
Introduction to Economics II Chapter 25 Production and Growth.pdfIntroduction to Economics II Chapter 25 Production and Growth.pdf
Introduction to Economics II Chapter 25 Production and Growth.pdfSafa444074
 
Proposer Builder Separation Problem in Ethereum
Proposer Builder Separation Problem in EthereumProposer Builder Separation Problem in Ethereum
Proposer Builder Separation Problem in EthereumRasoulRamezanian1
 
how to sell pi coins on Bitmart crypto exchange
how to sell pi coins on Bitmart crypto exchangehow to sell pi coins on Bitmart crypto exchange
how to sell pi coins on Bitmart crypto exchangeDOT TECH
 
how can I sell/buy bulk pi coins securely
how can I sell/buy bulk pi coins securelyhow can I sell/buy bulk pi coins securely
how can I sell/buy bulk pi coins securelyDOT TECH
 
The European Unemployment Puzzle: implications from population aging
The European Unemployment Puzzle: implications from population agingThe European Unemployment Puzzle: implications from population aging
The European Unemployment Puzzle: implications from population agingGRAPE
 
Bitcoin Masterclass TechweekNZ v3.1.pptx
Bitcoin Masterclass TechweekNZ v3.1.pptxBitcoin Masterclass TechweekNZ v3.1.pptx
Bitcoin Masterclass TechweekNZ v3.1.pptxSymbio Agency Ltd
 
how can I sell my mined pi coins profitabily.
how can I sell my mined pi coins profitabily.how can I sell my mined pi coins profitabily.
how can I sell my mined pi coins profitabily.DOT TECH
 

Recently uploaded (20)

Industry Insights - Financial Performance & Valuation Trends
Industry Insights - Financial Performance & Valuation TrendsIndustry Insights - Financial Performance & Valuation Trends
Industry Insights - Financial Performance & Valuation Trends
 
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...
NO1 Uk Divorce problem uk all amil baba in karachi,lahore,pakistan talaq ka m...
 
PD ARRAY THEORY FOR INTERMEDIATE (1).pdf
PD ARRAY THEORY FOR INTERMEDIATE (1).pdfPD ARRAY THEORY FOR INTERMEDIATE (1).pdf
PD ARRAY THEORY FOR INTERMEDIATE (1).pdf
 
how can i use my minded pi coins I need some funds.
how can i use my minded pi coins I need some funds.how can i use my minded pi coins I need some funds.
how can i use my minded pi coins I need some funds.
 
how to sell pi coins in Canada, Uk and Australia
how to sell pi coins in Canada, Uk and Australiahow to sell pi coins in Canada, Uk and Australia
how to sell pi coins in Canada, Uk and Australia
 
how to sell pi coins at high rate quickly.
how to sell pi coins at high rate quickly.how to sell pi coins at high rate quickly.
how to sell pi coins at high rate quickly.
 
National Financial Reporting Authority (NFRA)
National Financial Reporting Authority (NFRA)National Financial Reporting Authority (NFRA)
National Financial Reporting Authority (NFRA)
 
how to sell pi coins on Binance exchange
how to sell pi coins on Binance exchangehow to sell pi coins on Binance exchange
how to sell pi coins on Binance exchange
 
what is the best method to sell pi coins in 2024
what is the best method to sell pi coins in 2024what is the best method to sell pi coins in 2024
what is the best method to sell pi coins in 2024
 
The new type of smart, sustainable entrepreneurship and the next day | Europe...
The new type of smart, sustainable entrepreneurship and the next day | Europe...The new type of smart, sustainable entrepreneurship and the next day | Europe...
The new type of smart, sustainable entrepreneurship and the next day | Europe...
 
Falcon Invoice Discounting: Optimizing Returns with Minimal Risk
Falcon Invoice Discounting: Optimizing Returns with Minimal RiskFalcon Invoice Discounting: Optimizing Returns with Minimal Risk
Falcon Invoice Discounting: Optimizing Returns with Minimal Risk
 
US Economic Outlook - Being Decided - M Capital Group August 2021.pdf
US Economic Outlook - Being Decided - M Capital Group August 2021.pdfUS Economic Outlook - Being Decided - M Capital Group August 2021.pdf
US Economic Outlook - Being Decided - M Capital Group August 2021.pdf
 
Introduction to Economics II Chapter 25 Production and Growth.pdf
Introduction to Economics II Chapter 25 Production and Growth.pdfIntroduction to Economics II Chapter 25 Production and Growth.pdf
Introduction to Economics II Chapter 25 Production and Growth.pdf
 
Proposer Builder Separation Problem in Ethereum
Proposer Builder Separation Problem in EthereumProposer Builder Separation Problem in Ethereum
Proposer Builder Separation Problem in Ethereum
 
how to sell pi coins on Bitmart crypto exchange
how to sell pi coins on Bitmart crypto exchangehow to sell pi coins on Bitmart crypto exchange
how to sell pi coins on Bitmart crypto exchange
 
how can I sell/buy bulk pi coins securely
how can I sell/buy bulk pi coins securelyhow can I sell/buy bulk pi coins securely
how can I sell/buy bulk pi coins securely
 
The European Unemployment Puzzle: implications from population aging
The European Unemployment Puzzle: implications from population agingThe European Unemployment Puzzle: implications from population aging
The European Unemployment Puzzle: implications from population aging
 
Commercial Bank Economic Capsule - May 2024
Commercial Bank Economic Capsule - May 2024Commercial Bank Economic Capsule - May 2024
Commercial Bank Economic Capsule - May 2024
 
Bitcoin Masterclass TechweekNZ v3.1.pptx
Bitcoin Masterclass TechweekNZ v3.1.pptxBitcoin Masterclass TechweekNZ v3.1.pptx
Bitcoin Masterclass TechweekNZ v3.1.pptx
 
how can I sell my mined pi coins profitabily.
how can I sell my mined pi coins profitabily.how can I sell my mined pi coins profitabily.
how can I sell my mined pi coins profitabily.
 

Real asset some unspoken challenges in real asset investing gs-khoo

  • 1. Some Unspoken Challenges in Real Asset Investing GS Khoo, PhD Former Head of ERM AIMCo & Temasek Holdings gskhoo@gmail.com
  • 2. Prologue • More and more institutional investors are turning to real assets in their search for sources of long-term income, and as a diversifier to the mainstream stocks and bonds because of their low correlations. • In addition, real assets are also perceived as offering protection from market volatility and future inflation embedded in the economy through global quantitative easing programmes. • However, in their rush to include this asset class (real assets - which can be broadly classified to include real estate, private equity, infrastructure, agricultural land, etc.) in their portfolios, these investors including the pension funds must always be cognizant of the specific challenges involved in investing in these real assets.
  • 3. Example of Real Assets - Agricultural Land
  • 4. Quick Overview Challenges in Real Asset Investing • What they really are: Real assets are actual, tangible assets that include art works (alternative), gold, land, real estate (commercial buildings, etc.), etc. The focus of this article is on the traditional real assets like real estate, private equity, infrastructure, etc. • How are they like: From a lifecycle view, these assets can range from a greenfield project to one that is mature or a brownfield. • When and where to invest in them: • As above, the stages of the development of the project or asset will influence the risk-return profile of these assets, as at various stages of the lifecycle, the various forms of risk exposures will also vary, e.g., at the greenfield stage, construction and material availability incl. commodity risks will typically prevail over the rest, notwithstanding the government regulations, tariffs and tax structures, etc. • If the real asset investment is cross-border, it brings with it even more idiosyncratic challenges, incl. FX/currency risk (translation, etc.), repatriation risk, geopolitical, environmental, regulatory (ownership, legal, taxation, etc.), third party (partner, outsourcing, supplier, etc.) risk, political, macro- and micro-economic, etc. • What investment horizon to consider: typically, the investment in real assets is for the medium or longer-term • hence, unlike for stock and bonds, liquidity risk is more apparent and • an ALM view esp. a consideration of the multi-year liabilities and replacement capex (expenditure for repairs, maintenance or replacement of certain assets, etc., beyond the initial capex) is often critical and missed or ignored by the investors when they rush to invest in these real assets • Why invest in them: The perception is that they often have low or negative correlations with the listed or liquid assets (stock and bonds). • However, from a tail risk point-of-view, because of the increasing global interconnectedness of financial markets through fund flows, the advent of ETFs, and Internet-based trading and information flow, they can still be influenced by the herd behavior of investors in terms of their valuations because of the herd mentality described previously as investors search for higher yields or in alternative incl. real assets as a result of the QE programs and low interest rate regimes. • How to assess their risks and expected returns: In truth, there’s no holy grail as their risk premia are not as easily estimated via the traditional COE or WACC approach as most of these approaches are based on the liquid markets in equities and fixed income in the developed world. • Here, the risk premia (esp. for cross-border investments) are often a function of: • their stages in the lifecycle (leading to the J-curve and vintage analysis), the specific political and regulatory risk (e.g., Trump trade, Brexit, etc.), the inherent investor preference in terms of risk-taking (the dynamic “risk on, risk off” (RORO) regime) in the various geographies or sectors, inflation and currency risk, the illiquid nature of their domestic currencies and financial markets, the dependence on commodity prices and hence the USD fluctuations, etc., beyond the traditional credit (sovereign/country, etc.) risk, equity market risk (often inaccurate because of the lack of liquidity in the domestic market, etc.) and project risk premium.
  • 5. Managing Risk in e.g. Infrastructure Investing Issues in Valuations & Assessing Risk in Illiquid Investments • Primarily marked-to-model based on IRR and discount factor (DCF) assumptions • Importance of independent model review and validation • Risk models more factor-based (quantitative & qualitative) • Importance of independent model review and validation • Portfolio perspective – smoothening the J-curve • FX translation risk for cross-border investments • Etc.
  • 6. Risk-Return Challenges Liquid Asset vs. Illiquid (e.g. Infrastructure) Investments Liquid Assets (e.g., stocks) Illiquid Assets (e.g., Infrastructure) Daily marked to market Yearly (at best quarterly) valuation Low liquidity premium (bid-ask spread) High liquidity premium (illiquidity) Ease of liquidation (e.g., for rebalancing) Buy-to-Hold (difficult to liquidate) Shorter- to longer-term investing Long-term investing Ease of access (to invest) Supply “of good quality assets” constraints Exhibit high volatility Subjected to “J-curve” P&L profile Affected mainly by macro-economic factors Affected by environmental, political & specific factors Risk proxied by volatility-type measures Risk dependent on long investment horizons Higher correlation with other liquid assets Lower correlation with ‘traditional’ assets EXAMPLE
  • 7. Active Returns-Risk Analysis • Typically, active managers’ performances are compared to say an index or benchmark, e.g., S&P500. With daily MTM values for both the active portfolio and benchmark, it’s easier to compare and assess the active returns/risk and/or tracking error. • With illiquid investments where valuations are performed less regularly, e.g., annual/yearly appraisals, comparing their performances to liquid benchmarks is potentially challenging (to me, it’s like comparing apples to rice, so meaningless) with scarce data and idiosyncratic profiles of the illiquid asset, including investment horizons • Differentiated profiles: some illiquid assets are more inflation-sensitive, some are more bond-like with periodic income streams and some are subjected to specific risks, e.g., drought, flooding (transport), or resource nationalization (e.g., dominant infrastructure), etc.
  • 8. In Relation to Portfolio, What Can We Do? • How • Managing risk throughout the investment life cycle • Combining long term objectives and short term constraints through a risk-based performance approach to investing • Diversification beyond traditional asset classes to alternative or real asset classes (1), like real estate or infrastructure* • Inherently, additional dimension of diversification by time buckets or investment horizons (2) or regions /sectors (3) and strategies (4) or by pool sizes (5) • Portfolio Management Strategies complemented by optimal rebalancing (for the liquid assets) and deal-by-deal investments • Returns distribution analysis, superior stock/sector selection*, lifecycle investing (deal-by-deal) across vintage, etc. *Examples (thematic growth): water, genomics, waste management, consumer, fintech, e-commerce, etc.
  • 9. Diversify across Time or Investment Horizons (incorporates ALM consideration) • Why not? • Buy & Hold: impact on efficient frontier profile & wealth preservation • Real or Private assets like real estate, infrastructure, venture (incl. emerging sector like fintech), etc. in medium or long-term portfolio sub-pools (can also have liquid assets) • Liquid assets in short-term* / medium- / long-term pools for alpha & beta opportunities • Multi-year ALM alignment with liabilities • Multi-period diversification/rebalancing • Size migration, tied to asset selection (see Appendix) • *Liquidity Challenge: Funding Risk (state of Fund Shortfall); Availability of Dry Powder during stressed periods
  • 10. Vintage-based Timing of Investments in Brownfield & Mature Real e.g., Infrastructure Assets Smoothening the J-Curve (excl. divestment) Challenges: • Valuation, e.g., post-recession, bubble territory, etc. • Geopolitical /Credit(regional or sector turbulence), e.g., Brazil, Myanmar, China, etc. • Exogeneous Impact, e.g., Swiss FX peg and depeg, Brexit, Trump effect, etc. • Demographic effect, e.g., Japan, etc. • Others, e.g., domestic inflation, FX risk, etc. Returns Time
  • 11. Multi-dimensional Diversification by Geography/Regions/Sectors in addition to Investment Horizons and Strategies
  • 12. Multi-Dimensional Diversification Geography Investment Horizon / Time Vintage (Green-, Brown-field, Mature) Infrastructure Sector or Asset Class
  • 13. Risk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test AnalysesRisk Modelling, Scenario & Stress Test Analyses • Investment Horizon?? • Short-, Medium- and Long-term Investments • Short-term investments akin to trading • Investments?? • Asset class type, sector • Investment Strategy?? • Top-down/bottom-up approach?? • Tactical & Overlay plays - see Appendix on Countercyclicals • Risk Appetite/Objective?? • Minimization of Risk/Maximization of Returns
  • 14. Epilogue AUM Size Impact is Another Issue With regards to the size of the AUM, in-house studies have shown that for large funds: • Size effect – require at least 10% to 15% allocation to a “good” performing asset class to shift the fund’s portfolio risk-return profile meaningfully to the right, i.e., moving the returns meter • Market capacity constraints & impact - global equity markets are constrained by supply (as a function of free-float and market cap), e.g., humongous fund portfolio value often dwarfs market caps of emerging markets or secondary boards, e.g., AIM, TSX-V, etc., with resulting implications for funds deployment and may not allow the opportunities to be optimally realized – related to challenges in transition management and liquidity, esp. when investing in real assets • “Active” alpha - separate 10-year study of individual companies and sectors suggests concentrated bets with a small allocation in a diversified sector or asset class via a “VC–like” approach could potentially be rewarded handsomely, e.g., clean water, genomics, etc. • Appropriate to look into segmenting the “huge” total fund into smaller pools, with different asset mix, time (investment horizon), and strategy profiles, in different regions, further enhancing diversification • Addressing market slippage/impact and transition management issues (aligned with real asset investing) • Top-down portfolio risk-return analysis to complement individual bottom-up investments to yield a meaningful shift in right-tail gain
  • 15. Thank You Guan Seng Khoo, PhD email: gskhoo@gmail.com