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July 2015
Transitioning Emerging Markets Equities Operational and Risk Considerations
Abstract
Investment in emerging market (“EM”) equities has increased substantially over the
last 10 to 15 years as investors have sought out perceived growth and diversification
benefits. Along with these potential benefits come challenges associated with
investing and trading in these markets. In particular, there are many nuances
specific to trading EM equities which tend to result in higher transaction costs and
increased risk relative to trading in developed markets (“DM”). As such, managing
portfolio transitions involving EM equities requires a heightened level of attention to
both operational and investment risks. This paper identifies and discusses some of
what we believe are the most important considerations and implications from a cost
and risk perspective.
We begin with a brief overview of the current state of EM equities, including growth
in investment and trading volumes over the recent past. We then review some of the
operational aspects (e.g., account and market structure) from the perspective of
transitioning assets within these markets. Next, we examine trading costs, broken
down into key components, and discuss factors unique to EM equities which may
contribute to higher costs relative to developed markets.
Finally, we examine portfolio risk management techniques including execution timing
and optimization as well as some challenges related to foreign exchange (“FX”)
trading, managing market exposure and hedging. In this final section, we present a
quantitative comparison of volatility, liquidity and correlation between a sample of
EM and DM portfolios. This includes a statistical test of correlation stability. In
addition to higher volatility and greater uncertainty in liquidity, our findings suggest
that correlations between EM stocks are less stable than DM stocks, making it more
difficult to predict security-level tracking error and reduce risk during a (short-term)
transition event.
Portfolio Solutions
Strategy
Steve Fenty, CFA
Head of Strategy State Street Global Markets Portfolio Solutions +1 617 664 1546 [email protected]
Dan Constantine, CFA
State Street Global Markets Portfolio Solutions Strategy +1 617 664 4802 [email protected]
Glenn Cooper, CFA
State Street Global Markets Portfolio Solutions Strategy +1 617 664 2538 [email protected]
Rick Zhan, CFA, FSA
State Street Global Markets Portfolio Solutions Strategy +1 617 664 5060 [email protected]
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 2
Table of Contents
I. Overview of Emerging Markets ............................................................................................................................ 3
II. Operational Aspects ............................................................................................................................................ 4
Account Opening Process ................................................................................................................................ 4
Cash Accounts & Foreign Exchange Trading .................................................................................................. 5
Other Operational Considerations .................................................................................................................... 6
III. Trading Costs and Considerations ..................................................................................................................... 7
IV. Portfolio Risk Management ................................................................................................................................ 9
Timing Risk and Tracking Error ........................................................................................................................ 9
Emerging vs. Developed – Correlation, Volatility & Liquidity.......................................................................... 10
Currency Risk ................................................................................................................................................. 13
Market Exposure / Hedging Considerations ................................................................................................... 14
V. Putting It All Together ........................................................................................................................................ 15
VI. Appendix .......................................................................................................................................................... 16
A1. Charts from IIF “Capital Flows to Emerging Markets” Papers ................................................................ 16
A2. EM Country Grids .................................................................................................................................... 17
A3. Box’s M Test of Correlation Matrix Equality ............................................................................................ 28
A4. Table 7 – EM Futures Contracts ............................................................................................................. 30
A5. Example of MSCI EM Exposure Options – MES Futures vs. EEM ETF ................................................. 31
References .......................................................................................................................................................... 32
SSGM Portfolio Solutions Strategy Team ........................................................................................................... 33
Disclaimers and Important Risk Information ....................................................................................................... 33
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 3
32
46
0
10
20
30
40
50
60
2005 2006 2007 2008 2009 2010 2011 2012 2013 2014
(bln USD) EEM Net Assets VWO Net Assets
0
1,000
2,000
3,000
4,000
5,000
6,000
201
4
201
3
201
2
201
1
201
0
200
9
200
8
200
7
200
6
200
5
200
4
200
3
200
2
200
1
200
0
(bln USD) MSCI EM Index Volume
sources: MSCI, FTSE, State Street Global Markets
CHART 1: Index Weights by Country
0% 5% 10% 15% 20% 25%
China - Hong Kong
Republic of Korea
Taiwan
Brazil
South Africa
India
Mexico
Russian Federation
Malaysia
Indonesia
Thailand
Turkey
Poland
Chile
Philippines
Qatar
Colombia
U.A.E.
Greece
Peru
Egypt
Czech Republic
Hungary
Pakistan
Morocco
MSCI EM FTSE Emerging
I. Overview of Emerging Markets
Markets may be categorized as developed, emerging or
frontier based on a variety of factors including economic
development, size and liquidity, and market accessibility1.
Two widely used benchmarks for EM equities are the
MSCI Emerging Markets Index and the FTSE Emerging
Index. Chart 1 to the right shows approximate weights by
country as of the end of December 2014 for each of these
indices. We note these two index providers’ resulting
classifications of countries as emerging are largely similar,
with the main exception that FTSE considers the Republic
of Korea to be a developed market.
Investment and trading in EMs has increased substantially
over the last 10 to 15 years. Based on research published
by the Institute of International Finance Research (“IIF”),
EM private capital flows have been markedly positive
every year thus far in the 21st century. And while
institutional investors’ allocation in percentage terms to
EM equities has declined over the last few years, private
capital equity inflows have held steadily positive at 600 bln
USD or more per year since 2010.2 Increased interest in
EM equities is also evident in the trading volumes of the two aforementioned indices and assets under
management of two of the most widely used EM ETFs, as shown in Charts 2 and 3 below3. Since 2005, trading
volumes in the MSCI EM Index have more than doubled and the combined AUM of the iShares MSCI EM ETF
(“EEM”) and Vanguard FTSE EM ETF (“VWO”) has grown from 10 bln USD to more than 75 bln USD.
CHART 2: EM ETF Assets CHART 3: EM Trading Volumes
1 source: MSCI press release “MSCI Announces Results of the 2014 Annual Market Classification Review” (June 10, 2014)
2 source: IIF paper “Capital Flows to Emerging Markets” (May 28, 2015); see Section A1 of Appendix for supporting exhibits
3 as of December 31, 2014; sources: Bloomberg, State Street Global Markets
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 4
II. Operational Aspects
Operational risks are those associated with the structure, instruction and settlement of the transition. A
Transition Manager (“TM”) must pay special attention to operational aspects associated with EM equity and FX
transactions. Processes may be unique to each country/ market and include (but are not limited to) the following:
account opening procedures and timing;
operating structure of cash accounts and FX trading conventions in given currency;
settlement timing, delivery and funding requirements and exchange schedules / holidays.
Effective management of these operational aspects is critical to completing a restructure involving EM equities in
a timely and efficient manner. This includes the avoidance of costs associated with, for example, buy-ins and
penalties due to failed delivery, interest charges on overdraft balances, or losses due to non-execution (or
delays) where prefunding is required. In particular, multiple listings and settlement locations in the Asia-Pacific
region have serious implications due to short settlement cycles, strict buy-in practices and adverse time zone
factors.
ACCOUNT OPENING PROCESS4
The timeframe for opening accounts in EM countries is dependent upon each market’s documentation and
review practices. The account opening process is generally shorter (i.e., one to two days) in markets that do not
require documentation.
It may take longer to open accounts in “documentation markets” requiring submission and notarization of
paperwork showing proof of ownership, residence, legal structure, etc.5 The quality, accuracy and completeness
of the documentation may affect account opening timeframes – potentially resulting in delays if information is
missing or unclear. Regulators may request further clarification pursuant to their review of the paperwork
provided. Custodians may request that applications for opening new accounts are provided a week or more in
advance of the date on which the client wishes to have documentation submitted. The documentation review
and account opening process may then take up to 45 days to complete.
Investor registration is mandatory in the majority of EM countries and may require additional lead time as this
process can take weeks or even months to complete. A prime example is the Republic of Korea, where foreign
investors are generally required to apply for and obtain an Investment Registration Certificate (“IRC”) from the
Financial Supervisory Service (“FSS”) or Commission (“FSC”) in order to participate in domestic securities
markets.
4 source: State Street Investment Manager Guide revised July 1, 2015 (please note, this guide is updated from time to time)
5 In such markets, clients must often sign over authority to a sub-custodian or other third-party to take certain actions on their
behalf.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 5
Table 1 below shows estimated account opening timeframes (business days) for each country in the MSCI EM
Index. We note that these may vary by custodian, are subject to change due to market conditions and
requirements mandated by regulatory authorities, and do not incorporate additional time for investor registration.
TABLE 1: Account Opening Timeframes6
CASH ACCOUNTS & FOREIGN EXCHANGE TRADING
We highlight important distinctions between the operating structures of cash accounts for certain EM currencies.
For markets denominated as “on-book” (On-Book Markets), the custodian implements an operating structure for
cash accounts in the given currency, whereby the custodian opens and operates deposit accounts on its records
on behalf of clients. Under the operating structure in the remaining markets (Off-Book Markets), the custodian
may open deposit accounts on behalf of clients at selected sub-custodian banks. In an On-Book Market,
deposits and associated risk of insolvency loss are held with the custodian. In an Off-Book Market, deposits are
maintained and the client’s risk lies with the sub-custodian.
In an Off-Book Market, the TM must instruct the custodian for execution of FX transactions with the sub-
custodian rather than trading directly with a broker on behalf of the client. Such currencies where third party
trading is prohibited are often referred to as “restricted”. Since the TM does not have control over the exact
timing and execution of these foreign currency transactions, they may not align with the transition benchmark,
resulting in additional risk and potential tracking error. EM currencies that are restricted or operate generally as
Off-Book Markets include the following: CLP (Chile), CNY (China), COP (Colombia), EGP (Egypt), IDR
(Indonesia), INR (India), KRW (Republic of Korea), MYR (Malaysia), PEN (Peru), PHP (Philippines), PKR
(Pakistan) and TWD (Taiwan).7 In addition to restrictions on outside investors, clients that are domiciled within
certain EM countries may be subject to domestic controls which constrain their allocation to foreign investments
and / or the manner in which currency trading can be executed. For example, local EM companies may be
limited by or need regulatory approval from their own country in investing overseas, and could be required to
trade FX through an authorized onshore dealer. More detail on currency trading for each EM country is provided
in Section A2 of the Appendix.
6,7 sources: State Street Global Markets, State Street Investment Manager Guide revised July 1, 2015 (please note, this
guide is updated from time to time)
China ‒ Hong Kong
Greece
Hungary Indonesia
Mexico Brazil Republic of Korea * Chile
Philippines Czech Republic Malaysia Colombia
South Africa Egypt Peru Taiwan Qatar
Thailand Poland United Arab Emirates Turkey Russia India *
1-2 Days 3-5 Days 5-7 Days 7-10 Days 10-14 Days 2+ Weeks
* note, the account opening process may take more than a month for Republic of Korea (due to IRC requirements) and India
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 6
Restricted currencies come with their own set of unique considerations requiring a deep understanding by the
TM to efficiently navigate. An account may be set up to have standing FX instructions in place with the custodian
to repatriate when transactions are executed in restricted foreign currencies. In the context of a transition,
particularly one involving EM equities, the use of standing instructions may present operational challenges and
inefficiencies. While the custodian may have a “typical” schedule for executing FX spot transactions for some of
these currencies (e.g., T+1 for net buys and settlement date for net sells), the timing may vary and custodians
settle gross in many cases. In fact, buying and selling cannot be netted in certain restricted markets. Also,
repatriation trades are often released in batches as trades are confirmed or matched periodically, at which time
there is no guarantee that all trades in a particular market have been received and booked. For instance,
assume that a group of buy trades in a given currency was released in the morning (local time) before a batch of
sells later in the day. The custodian may first execute an FX trade to cover the buys (without regard for the sells)
and subsequently repatriate the sale proceeds. In this case, in order to net buys and sells for FX purposes, the
TM would need to avoid the use of standing instructions. By initiating trades manually instead, a TM may be able
to reduce transaction costs by taking advantage of netting opportunities, while also having greater control over
the timing of FX executions.
OTHER OPERATIONAL CONSIDERATIONS
Settlement requirements vary by country in emerging markets. For example, some EM transactions settle
shorter than T+3 (e.g., Chile, India, South Korea, Taiwan, Turkey, UAE). South Africa continues to move toward
T+3 but still settles T+5. In Russia, settlement timing may vary from trade date to T+15, although a T+2 cycle
was recently introduced on the Moscow Exchange. Egypt has a different schedule for buys (T+2) and sells
(T+1). And while India is technically a T+2 market, direct custodial settlement requires that buys are effectively
settled on a T+1 basis. There are also countries that call for pre-funding to be arranged on purchases, such as
India and Taiwan. More detail on the settlement requirements for each EM country is provided in Section A2 of
the Appendix. The regulatory framework is often quite complicated and fluid (e.g., the Brazilian FX tax lasted for
approximately two years beginning in 2009). Many EM countries in Asia have very strict buy-in policies which
can result in suspension from exchange trading if violated. This is important because corporate actions often
cause changes in share holdings so a TM must be careful not to short sell securities. Additionally, exchange
trading hours and holidays within the trading horizon must be monitored and appropriately accounted for in
constructing a transition strategy, particularly when attempting to maintain cash neutrality. For example, the
Qatar Exchange as well as Egypt and U.A.E. exchanges operate Sunday through Thursday, and therefore a
transition scheduled to trade on a Friday may experience delays attributable to these markets.
In addition, certain EM countries may require additional information to be provided prior to or at the time of trading –
such as tax identification or registration numbers, standing settlement instructions, and even commissions – and may
require the set-up of special accounts in order for trades to be executed and booked correctly. This is often the case
for direct settle markets (i.e., no third party settlement) in EMEA and Latin America where investors must provide proof
of ID / registration in order to settle with local brokers.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 7
0
10
20
30
40
50
60
US Large Cap Global Developed(Ex-US)
Emerging
(bps) Sample Transition Costs
Taxes/Fees
FX Spread
Market Impact
Bid Ask Spread
Commissions
CN, MX, RU, TH, TR, PL, CZ, HU,
SA (39%)
BR, IN, MY, ID, QA, CO, UAE, PE, EG (23%)
KR, TW, CL, PH,
GR (38%)
MSCI EM Index Weights
IKs Allowed
IKs Prohibited
Other
III. Trading Costs and Considerations
Transitions involving EM equities are generally more expensive than those for DMs, as shown in the sample
transition costs by component in Chart 4 on the bottom left of this page8. There are several nuances unique to
an EM equity restructuring which may contribute to costs that are generally higher than DM transition events. On
the next page, we discuss potential contributors to higher costs. But first, we highlight considerations which are
somewhat unique to EMs related to in-kind transfers and depository receipts.
In developed and emerging markets alike, redemptions and contributions can generally be made “in-kind” (i.e., in
securities rather than cash) free of charge to the extent that the accounts involved are managed on a separate or
segregated basis and thus there is no change in beneficial ownership (“NCBO”). Such transfers may reduce
costs and expedite completion of a transition by reducing the amount of trading required to implement a
transition. In the case of a taxable account, in-kind transfers may potentially avert taxation from capital gains
associated with selling securities. However, for a transition involving redemptions or contributions in pooled
vehicles, commingled funds or Unit Trusts, assets are registered in the name of the fund. While this may not
present transferability issues in developed markets, in certain EM countries, any transfer represents a change of
beneficial ownership or “CBO”. Therefore, in-kind transfers may be administratively difficult, heavily taxed or
prohibited in some EM countries, resulting in increased transaction costs for an EM equity restructuring. In such
cases, a transition manager may be able to facilitate “on-market” cross trades (where regulations allow) with a
legacy or target commingled fund. These trades would be printed on the exchange but still afford the client
potential savings on some implicit costs such as bid ask spread and market impact. Chart 5 to the right below9
shows EM countries categorized based on whether in-kinds are allowed, prohibited or “Other” along with the
corresponding weights of each group within the MSCI EM Index. The “Other” category includes countries where
such transfers are cost- or administratively- prohibitive. For example, while in-kinds are technically permitted in
the Republic of Korea, Taiwan and Chile, they may be subject to regulatory restrictions and approval (or simply
may not reflect common market practice), and therefore can be difficult to implement.
CHART 4: Sample Transition Costs CHART 5: Index Weights by Country
8 source: State Street Global Markets Transition Management database for 2012–2014.
9 sources: “MSCI Global Market Accessibility Review” updated on June 11, 2015, State Street Global Markets
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 8
An EM transition may also involve stocks where American or Global Depository Receipts (“ADRs” or “GDRs”) of
shares are available on global exchanges in addition to the local line. This presents yet another level of
complexity and additional cost consideration. The fungibility10
of ADRs or GDRs may allow a TM to use local
markets to potentially reduce opportunity costs by converting to the local line or accessing local line liquidity via
third party broker. The additional spread charged by brokers to convert ADRs or GDRs to local exchanges can
often be justified when accelerating the transition out of the legacy assets. For example, the local exchange
listing might show considerably higher liquidity as compared with the ADR, which could lead to trading the
position in a shorter time period and reducing the opportunity cost risk. Note, it may be preferable for the TM to
work with the target manager to see if the local line or depository receipt (whichever is held in the legacy
portfolio) is acceptable. Trading both sides (i.e., selling the ADR or GDR and buying the local line) is generally
more expensive than converting. Therefore, this strategy should only be used as a last resort, when the target
manager is not amenable to the ADR or GDR and converting to the local line is not practical.
In Table 2 below, we take a closer look at some of the factors that may contribute to higher costs for each component
previously identified in Chart 4.
TABLE 2: Components of EM Transition Costs
Commissions
Commission rates charged by TMs may be higher for EMs (relative to those for DMs) due to costs associated with
accessing local markets (via direct exchange membership or third party broker), maintaining trading desks that
understand the intricacies of each market, and increased operational trading risks in these markets (many of which are
discussed herein). Commissions charged by onshore third party brokers in some EMs and many frontier market
countries may be substantial. Further, an EM equity transition involving commingled funds may incur greater
commissions where securities for certain EM countries may not be transferred in-kind. These markets need to be
liquidated by the legacy manager and/or purchased by the target manager, thus reducing in-kind potential and
increasing costs.
Taxes and
Fees
EM countries, particularly in Asia, tend to charge higher taxes and other fees than DMs. This may include transaction
taxes on buys and/or sells, stamp duties and clearing/settlement fees. In the case of a commingled fund, double
payment of stamp duty may arise if a TM purchases securities with stamp duty – e.g., China H-shares traded in Hong
Kong. That is, the client would pay the stamp duty first on the purchase and then again on the contribution to the
commingled fund. One potential way to avoid paying double stamp duty is to contribute cash in lieu of securities for
target names in countries where this situation applies.
Equity Bid-
Ask Spreads
and Market
Impact
EM stocks and currencies tend to be less liquid than DM counterparts, resulting in higher bid-ask spreads and greater
potential for market impact. This highlights the importance of the pace of trading in EM equities – aggressive buying or
selling could result in excessive market impact while trading too passively opens the door to additional opportunity costs.
Volumes also tend to be more volatile, making it difficult to accurately predict implicit costs such as bid-ask spreads and
market impact. A TM with a global trading infrastructure has the ability to control the pace of trading and manage the
ebbs and flows of liquidity opportunities real-time during the wide range of EM trading hours.
FX Spreads
Some EM currencies do not have a liquid offshore FX market and therefore may require onshore trading. Investors may
be limited to a select group of local intermediaries able to transact onshore, and thus lose some control over the
execution, potentially leading to higher costs. Trading at the benchmark rate may be difficult or unattainable resulting in
further implementation risk. Currency shortages and lower liquidity may also lead to wider spreads.
10 “Interchangeability” – i.e., depository receipts may be converted to local shares or vice versa.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 9
IV. Portfolio Risk Management
Portfolio risks are those associated with the management, execution and performance of the transition.
Opportunity Costs are attributable to the actual timing risk due to tracking error between the portfolios during
the transition period. Market Impact represents the cost associated with accessing liquidity for larger orders.
Some of the important contributing factors to opportunity cost risk (i.e., timing of executions, correlations, and
country and currency risks) and market impact risk (volatility and liquidity) for EM transitions are discussed in the
sections below. We also review some options and considerations for obtaining or hedging EM equity exposure.
TIMING RISK AND TRACKING ERROR
During an EM transition, the portfolio is managed across three separate regions (APAC, EMEA and the
Americas) to account for the effect of time zone differences and market overlap. It can be particularly
challenging, and often impossible, to optimize trading and remain cash neutral across a vast array of time zones.
This requires close coordination between the TM and parties responsible for trading to identify periods of
advantageous volume and volatility characteristics within each market, and subsequently match purchase and
sale trades across several time zones while maintaining market exposure. In our experience, this is one of the
most important aspects of a transition and one that could be detrimental if overlooked. If the portfolio is
overexposed to the market and a general de-risking day prevails across the equity universe, the leverage in the
transition portfolio acts as a multiplier on the amount of the loss. For example, a 20% overexposure could cause
30 bps of tracking error in the event of a 1.5% average decline in the MSCI EM Index. Chart 6 below shows the
primary exchange trading periods for the countries in the MSCI EM index.
CHART 6: EM Trading Hours by Country11
11 as of June 30, 2015; gridlines represent 15 minute increments; sources: Bloomberg, State Street Global Markets
Brazil
Chile
Colombia
Mexico
Peru
Czech Rep
Egypt
Greece
Hungary
Poland
Qatar
Russia
South Africa
Turkey
UAE
China
India
Indonesia
Korea
Malaysia
Philippines
Taiwan
Thailand
Tokyo Stock Exchange London Stock Exchange New York Stock Exchange
CLOSE CLOSE CLOSEOPEN OPEN OPEN
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 10
TMs typically utilize trade optimization techniques that consider characteristics such as security level volatility,
correlations and market liquidity in order to reduce tracking error between legacy and target portfolios. They
often consider volumes and security prices over some recent period (e.g., the last 30 or 60 days) to estimate
liquidity and construct a risk profile on which the trading strategy will be based. In DMs, one can reasonably
expect correlation, volatility measures and liquidity to be somewhat consistent with the historical period used.
However, this is less frequently the case with EM securities where the drivers of risk and return typically tend to
be more volatile.
For example, average daily volumes are less reliable for EM equities – that is, the average is typically based on a
more disparate sample of trading activity as compared to DMs, which tend to exhibit more consistent volumes.
Also, some EM countries place restrictions on foreign ownership – for example, by capping at a percentage of
free float or limiting access to non-voting shares only – particularly in industries that are strategic to their
economy. Such restrictions may affect a substantial portion of the equity market and further impact liquidity. To
the extent that there are different classes of securities – e.g., voting shares for locals and non-voting for foreign
investors – the liquidity between the two lines can be dramatically different. In such situations, a TM needs to
know the correct lines to trade and how to access liquidity in those securities as well as the fungibility of local and
foreign listed lines. Controlling the flow of information to the broader market is also paramount in achieving an
optimal execution outcome. This is especially true in trading EM securities that are highly illiquid and / or have a very
small free float.
Furthermore, factors such as political risk and non-normal return distributions can cause perceived correlations to
disappear during the actual transition period. While it is impossible to predict such events, a trading strategy that
allows real-time adjustments to the trading path can offer advantages (from an implementation cost perspective)
in the face of these unexpected circumstances.
We now present statistical comparisons between a sample EM and DM portfolio to illustrate the volatility, liquidity
and correlation dynamics noted above.
EMERGING VS. DEVELOPED – CORRELATION, VOLATILITY & LIQUIDITY
Correlations, returns and liquidity among EM stocks tend to be less stable than DM stocks, in general, making it
more difficult to predict tracking error and reduce risk during a transition event.
To test this assumption, we construct a representative sample emerging market equity portfolio consisting of the
top weighted stock within each of the 23 countries within the MSCI EM Index as of December 31, 2014. We then
remove the Egypt, Qatar and U.A.E. securities to reduce inconsistency in the returns data since these markets
trade on a Sunday through Thursday schedule. For comparison, we also produce a sample DM portfolio taking
the same approach but using the MSCI (Developed) World Index. We exclude Israel due to the same market
schedule issue noted above, as well as Austria and New Zealand which had the smallest representation in terms
of index weight. The resulting EM and DM sample portfolios each contain 20 names.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 11
Correlation: We use an extension of Box's M Test and the sample portfolios described above to examine the
stability of return correlation matrices over the period 2011 through 2014. Note, local returns are used based on
the assumption that currency exposure can largely be hedged away if desired. The test also relies on the
assumption that the joint distribution of stock returns is multivariate normal. While the distribution of equity
returns is a topic of debate, the normal distribution is generally accepted as a default when assessing the
characteristics of stock markets.
We first slice this 4-year period into non-overlapping sub-periods (to avoid autocorrelation) based on varying time
horizons (40, 45, 50, 60, 75 and 90 days). Since Box’s M statistic is designed to test the equality of variance-
covariance matrices, we first convert daily returns to standard scores within each sub-period, a technique
originated by Tang (1995). Testing the equality of the variance-covariance matrices of the standard scores is
equivalent to testing the equality of correlation matrices. For the returns of each adjacent pair of sub-periods, we
then test the null hypothesis that their covariance matrices are equal, using the F distribution and rejecting at a
significance level of 0.001. Table 3 and Chart 7 below summarize the results separately for the sample EM and
DM portfolios by time horizon. We find that from one period to the next, correlation matrices are generally less
stable for the sample EM portfolio. This can be ascertained from the % of “Stable” samples identified in the
various test horizons.
TABLE 3: Box M Test Results by Time Horizon (2011 – 2014) CHART 7: % Stable by Time Horizon
source: Bloomberg, State Street Global Markets (see also Section A3 of Appendix and References 2, 3, 8, 12, 14 and 15)
For a more detailed view of the Box M Test results, including Chi-Square and F-Statistics, see section A3 of the
Appendix.
Volatility: We calculate the annualized volatility of daily returns for 2011 through 2014 for each stock in the
sample EM and DM portfolios. Histograms based on these data points are shown in Charts 8 and 9 below, along
with the unweighted average for the stocks in each portfolio (gray dotted line). The sample EM stock returns
were approximately 3% more volatile per year on average than their DM counterparts over the 4-year
observation period.
Horizon
(days)
# of Pairs
Tested
#
Rejected # Stable
%
Stable
#
Rejected # Stable
%
Stable
40 25 21 4 16% 19 6 24%
45 22 22 0 0% 15 7 32%
50 19 17 2 11% 13 6 32%
60 16 12 4 25% 9 7 44%
75 12 10 2 17% 6 6 50%
90 10 9 1 10% 6 4 40%
Developed Marketsα = 0.001 Emerging Markets
0%
10%
20%
30%
40%
50%
40 45 50 60 75 90
% S
table
Horizon (Days)
EM DM
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 12
1
6
7
3
2
1
0 5 10 15 20 25 30 35 40 45 50 55 600
1
2
3
4
5
6
7
8
Annualized Volatility of Daily Returns (%)
Num
ber
of S
tocks
Sample EM Portfolio
1
4
7
4
2 2
0 5 10 15 20 25 30 35 40 45 50 55 600
1
2
3
4
5
6
7
8
Annualized Volatility of Daily Returns (%)
Num
ber
of S
tocks
Sample DM Portfolio
2
11
2 2 2
1
0 5 10 15 20 25 30 35 40 45 50 55 600
2
4
6
8
10
12
20-Day ADV Coefficient of Variation (%)
Num
ber
of S
tocks
Sample DM Portfolio
2
4
3
2
3
2 2
1 1
0 5 10 15 20 25 30 35 40 45 50 55 600
2
4
6
8
10
12
20-Day ADV Coefficient of Variation (%)
Num
ber
of S
tocks
Sample EM Portfolio
Liquidity: In examining liquidity, we focus on daily value traded (in USD terms for consistency) during 2014 and
group this data into non-overlapping 20 trading day sub-periods. For each stock, we then calculate the
coefficient of variation (“CV”, standard deviation divided by mean) of the average daily volume across each of the
thirteen 20-day sub-periods. Given materially higher volumes on average for the DM securities relative to the EM
names, the CV provides a standardized measure of the volatility of liquidity that can be compared between the
sample EM and DM portfolios. Histograms based on the CVs for each stock are shown in Charts 10 and 11 for
the sample EM and DM portfolios, respectively. These charts also show the unweighted average CV for the
stocks in each portfolio. Liquidity for the sample EM stocks was approximately 7% more volatile on average than
their DM counterparts during 2014.
CHARTS 8 & 9: Volatility of Returns Histograms, Sample
EM & DM Portfolio Stocks (2011 – 2014)
CHARTS 10 & 11: 20-Day ADV Coefficient of Variation
Histograms, Sample EM & DM Portfolio Stocks (2014)
sources: Bloomberg, State Street Global Markets
Avg = 25.2
Avg = 28.1
Avg = 22.2
Avg = 28.8
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 13
CURRENCY RISK
Currency risk may arise due to the potential variance between the executed FX rates and the FX rates used for
benchmark pricing (typically the published WM/Reuters 4PM London “fix”). To mitigate currency risk, a TM may
complete a portion of the FX trading on T-1 with the goal of trading at the benchmark pricing point (the
WM/Reuters 4PM London fixing on T-1), with residual FX trades executed once the final traded values are
known. While trading FX at the benchmark rate may be achievable for DM currencies, there is no market
mechanism whereby traders can execute at the WM fix in certain EM currencies. As discussed previously, this is
due to the inability of most investment and transition managers to trade onshore in many of the EM currencies.
Often times, they must rely upon the custodial FX process instead, and therefore relinquish control over the
timing of FX trades. In addition to this potential lack of control over the timing of FX trades, WM rates are often
stale for EM. This is particularly the case for Asian currencies where most FX trading occurs during local market
hours, well before 4pm London (see Chart 6). These challenges in executing FX trading at the benchmark rate
can result in a substantial amount of implementation cost in an EM equity transition.
EM currencies that are illiquid or non-convertible (e.g., due to capital controls of the local government) are often
traded as non-deliverable forwards (NDFs). A gain or loss on notional is calculated based on the difference
between the spot and (contracted) forward rates on settlement date and cash-settled in the counter currency
(typically USD). For a transition involving a substantial shift in allocation between countries or regions, NDFs
may be used to hedge the currency exposure to align with the target at or around the benchmark point. These
NDF hedging positions would then be unwound as physical currency repatriation trades are executed by the
custodian. However, as mentioned previously, FX trades in these markets are often executed automatically in
batches by custodians. For this reason, a TM may wish to avoid using the custodian’s standing FX instructions
for markets where NDFs are being used to hedge currency exposures. Alternatively, the TM could attempt
confirm the timing of such trades with the custodian in advance of execution, and align the unwinding of any NDF
currency hedging positions as closely as possible (i.e., on a best efforts basis). This strategy may reduce risk as
compared with simply waiting for the custodial FX process to be implemented, which may be a number of days
away from the benchmark point of the transition.
Example 1: Assume a transition involves net selling in Russian equities to be completed over a number of days.
The TM may wish to hedge currency exposure as close as possible to the benchmark point by selling RUB
forward. It is common practice for brokers to settle local Russian securities in USD, striking the FX as of the
trade date. In this case, the TM should make a best efforts attempt to line up the unwinding of the RUB NDF
hedge position with the broker's FX conversion of the physical security executions. A TM may also structure
executions such that residual trading in Russian securities is cash-matched in order to limit the need for RUB
NDF exposure.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 14
MARKET EXPOSURE / HEDGING CONSIDERATIONS
For broad EM exposure or hedging purposes, asset owners may consider using one of the following:
a liquid ETF such as EEM or VWO;
the mini MSCI EM Index Futures Contract – “MES”; or
a basket of local EM index futures.
EEM, VWO and the MES futures contract are priced in USD and include currency returns of the underlying
physical securities or cash index. While the ETFs provide currency exposure on the entire notional value of the
investment, a non-US client investing in MES futures would need to sell base currency and buy USD forward in
order to achieve unhedged returns in domestic terms, assuming that any underlying cash is held in the client’s
base currency. The MES futures contract trades on the NYF-ICE exchange between 8:00 PM (7:30 PM pre-
open) and 6:00 PM (NY time) with daily settlement at 4:00 PM (based on VWAP over the last minute). However,
as is the case for the two ETFs, the vast majority of liquidity is seen during US equity market hours. Therefore,
the ETFs and MES futures may not be ideal for hedging a large, short-term trade due to the timing difference
versus EM trading hours. This timing risk – as well as country risk derived from differences in exposure between
legacy and target portfolios – may be reduced if exposure is hedged using local EM (country-specific) futures.
While daily volumes in the MES futures contract continue to grow12
, a basket of local futures may provide more
liquidity for larger transactions. Note, investing in local futures for certain countries may not be feasible due to
lack of approval by home-country regulating authorities (i.e., CFTC for US investors), limited liquidity, and/or
taxes or other fees that make transacting inefficient or prohibitive. As a result, this alternative generally requires
the use of optimized proxies and tends to result in higher expected tracking error compared with the single USD-
priced contract. Also, unlike ETFs which (if unhedged) provide currency exposure on the entire notional value,
local futures require the use of FX forwards to achieve unhedged returns, assuming cash is held in the investor’s
base currency. This could lead to further transaction costs, tracking error, complexity, documentation
requirements and administrative burden. Sections A4 and A5 of the Appendix provide information on availability
and liquidity of futures by country and summarize two options commonly used to obtain or hedge MSCI EM
equity exposure. Below are some specific situations where using futures or ETFs may be beneficial in the
context of a transition.
Example 2: When trading in India, in addition to having funding in place on T+1 for buys, sell proceeds are not
typically received in base currency until SD+1 (T+3). For an EM transition with a high concentration in India,
futures may be used to maintain or hedge country exposures until such time that cash is available to spend.
12 Total value of open interest (open interest x contract value, USD): $3.0 bln as of 12/31/2011, $8.0 bln as of 12/31/2012,
$12.1 bln as of 12/31/2013, $16.0 bln as of 12/31/2014 (source: Bloomberg)
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 15
Example 3: Country-specific ETFs are often used to gain exposure to markets in which local securities cannot
be purchased due to transferability, account opening or other issues (e.g., Brazil, India, Korea, Taiwan). For
example, a transition manager may purchase a passive Brazil ETF in place of the local securities – which cannot be
contributed in-kind to a target commingled fund – to gain exposure through the funding date; or a passive Korea ETF
may be used in a time-sensitive transition where the client did not have sufficient lead time to obtain an IRC and set up
the account to trade in local securities.
V. Putting It All Together
Market and operational risks are heightened when trading in Emerging Markets as compared to Developed
Markets. These risks highlight the importance of a thoughtful, strategic approach in transitioning EM equities.
Three key areas of focus are as follows:
Increased planning, project management and focus on operational aspects: A detailed project plan
and timeline should be developed well ahead of an EM transition, clearly outlining responsibilities and critical
juncture points. It should be shared amongst the key participants – including the custodian, outgoing and
incoming managers – so that each party is well versed in its roles and responsibilities. Often times, a TM
must begin coordinating with the custodian several weeks before commencement of an EM transition to
allow sufficient lead-time for account set up and opening of relevant markets in advance of trading. Special
attention should be paid to the operational structure and nuances of each market, including the regulatory
framework and transferability, FX markets, and settlement and delivery of securities.
Global coordination and risk management: Some TMs have teams located in different regions around
the world that understand the intricacies of each market. By maintaining a global presence, a TM is able to
monitor portfolios “round-the-clock” and ensure that trading is executed in line with local market liquidity.
Cash and currency management: During an EM transition, managing operational and portfolio risks
associated with currency and cash availability while remaining market-neutral across time zones requires
particular focus and expertise. From an operational perspective, a portion of FXs may need to be executed
in advance of equity trading to accommodate the pre-funding requirements of certain markets or hedge
currency exposure in restricted FX markets. A TM must also line up settlement timing among buys and sells
to avoid overdrafts. To this end, it may also be prudent to maintain a small cash balance throughout the
transition to act as a buffer in the event of an unexpected capital call. Given the operational constraints –
and limited control over the timing of spot FX transactions – strategic management of potential opportunity
costs associated with currency risk requires detailed knowledge of each spot and forward market.
To the extent that an EM equity restructure is not managed efficiently, the transition costs can erode some of the
perceived benefits of investing in EM in the first place (or moving to a new EM manager). An experienced TM
with global trading expertise possesses the resources necessary to address the operational challenges and
monitor portfolio risks – and reduce trading costs – associated with an EM equity restructure.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 16
VI. Appendix
A1. CHARTS FROM IIF “CAPITAL FLOWS TO EMERGING MARKETS” PAPERS13
13 Chart 6 sourced from paper dated May 28, 2015. Charts 3 and 39 sourced from paper dated May 29, 2014.
$ billion in Chart 6 and Chart 3 refer to USD.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 17
A2. EM COUNTRY GRIDS14,15
Country BRAZIL
Primary Exchange(s) BM&F Bovespa
Currency BRL (BRAZILIAN REAL)
Account Opening Process 3-5 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) 0.035% EXCHANGE FEE - gross consideration
Market Charges (Sells) 0.035% EXCHANGE FEE - gross consideration
Currency Trading
On-Book Market, though generally trades are executed through client's custodian or sub-custodian.
Deliverable trades available only through certain counterparties and requires lead time (e.g., 2 days) for
account setup. Otherwise, traded as NDF offshore.
Other Trading Considerations CVM # and Bovespa # required at time of trade.
Country CHILE
Primary Exchange(s) Santiago Stock Exchange (SSE)
Currency CLP (CHILEAN PESO)
Account Opening Process 7-14 Days.
Transferability Difficult.
Settlement (Equities) T+2.
Market Charges (Buys) TBA when traded
Market Charges (Sells) TBA when traded
Currency Trading Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Non-convertible. NDF only offshore.
Other Trading Considerations RUT # required at time of trade.
14 Timeframes for account opening process may vary by custodian, are subject to change due to market conditions and
requirements mandated by regulatory authorities, and do not incorporate additional time for investor registration,
documentation submission, and review by sub-custodians / local authorities.
15 sources: Bloomberg, State Street Global Markets, HSBC’s Emerging Markets Currency Guide 2015 (January 2015), Credit
Suisse Emerging Markets Currency Guide (January 2013), State Street Investment Manager Guide revised July 1, 2015,
“MSCI Global Market Accessibility Review” updated June 11, 2015
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 18
Country CHINA - HONG KONG
Primary Exchange(s) Hong Kong Stock Exchange
Currency HKD (some stocks settle in USD) (HONG KONG DOLLAR)
Account Opening Process 1-2 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) STAMP DUTY: 0.1% of the consideration (rounded up to nearest dollar) / TRANSACTION LEVY : 0.003% of
the consideration / TRADING FEE : 0.005% of consideration
Market Charges (Sells) STAMP DUTY: 0.1% of the consideration (rounded up to nearest dollar) / TRANSACTION LEVY : 0.003% of
the consideration / TRADING FEE : 0.005% of consideration
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations 0
Country COLOMBIA
Primary Exchange(s) Colombian Securities Exchange (BVC)
Currency COP (COLOMBIAN PESO)
Account Opening Process 10-12 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) TBA when traded
Market Charges (Sells) TBA when traded
Currency Trading
Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Onshore relationship needed to trade spot (i.e., FX counterparty that has onshore entity) and
numerous supporting documents required. Non-convertible. NDF only offshore.
Other Trading Considerations NIT # required at time of trade.
Country CZECH REPUBLIC
Primary Exchange(s) Prague Stock Exchange
Currency CZK (CZECH KORUNA)
Account Opening Process 3-5 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 19
Country EGYPT
Primary Exchange(s) Egyptian Exchange
Currency EGP (EGYPTIAN POUND)
Account Opening Process 3-5 Days.
Transferability Prohibited.
Settlement (Equities) T+2 buys, T+1 sells.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Not fully convertible or deliverable. NDF only offshore. EGP cannot be settled on a Friday.
Other Trading Considerations Exchange trading days are Sunday through Thursday.
Country GREECE
Primary Exchange(s) Athens Stock Exchange
Currency EUR (EURO)
Account Opening Process 1-2 Days.
Transferability Restricted.
Settlement (Equities) T+2.
Market Charges (Buys) 0.020% EXCHANGE FEE 0.0125% TRADING FEES
Market Charges (Sells) 0.020% EXCHANGE FEE 0.0125% TRADING FEES
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations 0
Country HUNGARY
Primary Exchange(s) Budapest Stock Exchange
Currency HUF (HUNGARIAN FORINT)
Account Opening Process 1-2 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 20
Country INDIA
Primary Exchange(s) Bombay Stock Exchange and National Stock Exchange
Currency INR (INDIAN RUPEE)
Account Opening Process 15-40 Days.
Transferability Prohibited.
Settlement (Equities) T+2. See "Other Trading Considerations" below for additional settlement information.
Market Charges (Buys) SECURITIES TRANSACTION TAX: 0.125% on gross consideration (applies to buys and sells)
Market Charges (Sells) SECURITIES TRANSACTION TAX: 0.125% on gross consideration (applies to buys and sells)
Currency Trading
Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Spot available for purchase only, with an onshore entity and appropriate account setup. NDF only
offshore.
Other Trading Considerations
India is a T+2 market but trades need to be pre-matched on T+1 in order to settle as "Direct Custodial
Settlement (DCS)". Otherwise, they are converted to "Hand Delivery DVP" which may incur penalties by the
exchange. Institutional trades that fail to settle "DCS" may also attract negative attention from regulators. In
addition, unmatched trades on T+1 are subject to margin calls by the exchange. Margin is charged directly to
the local subcustodian which cannot extend credit to the client. Therefore, the client must maintain a positive
balance in order to meet any potential margin payments (which are refunded on T+3). Margin calls are
avoided if the custodian arranges for early pay in of INR proceeds (or delivery of stock for sell trades) on T+1.
However, prefunding the account ensures that the custodian can release instructions in time to pre-match on
T+1, avoiding any margin calls and meeting the DCS settlement process. In addition to having funding in
place on T+1 for buys, sell proceeds may not be received until SD+1 (or T+3) in base currency.
Country INDONESIA
Primary Exchange(s) Jakarta Stock Exchange
Currency IDR (INDONESIAN RUPIAH)
Account Opening Process 5-7 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) TRANSACTION LEVY : 0.04% of the consideration / VAT : 10% of commission
Market Charges (Sells) TRANSACTION LEVY : 0.04% of the consideration / VAT : 10% of commission / SALES TAX : 0.1% of
consideration
Currency Trading
On-Book Market, but generally trades through client's custodian or sub-custodian. Onshore relationship
needed to trade spot (i.e., FX counterparty that has onshore entity) and numerous supporting documents
required. NDF only offshore.
Other Trading Considerations
Any FX transactions (spots and forwards) which involve the sale of IDR with a value greater than USD
100,000 (per month) must be supported by documentation detailing the underlying securities transactions.
The value of IDR sold must not exceed the value of the underlying securities transactions. In addition, a
statement must be provided confirming the authenticity of the supporting documents. This information needs
to be available on the trade date.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 21
Country MALAYSIA
Primary Exchange(s) Kuala Lumpur Stock Exchange
Currency MYR (MALAYSIAN RINGGIT)
Account Opening Process 2-7 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) CLEARING FEE : 0.03% of the consideration (Max MYR1000) / CONTRACT STAMP DUTY : 0.1% on
consideration, mark up to nearest dollar (Max MYR200)
Market Charges (Sells) CLEARING FEE : 0.03% of the consideration (Max MYR1000) / CONTRACT STAMP DUTY : 0.1% on
consideration, mark up to nearest dollar (Max MYR200)
Currency Trading
On-Book Market, but generally trades through client's custodian or sub-custodian. Onshore relationship
needed to trade spot (i.e., FX counterparty that has onshore entity) and numerous supporting documents
required. Generally, NDF only offshore.
Other Trading Considerations 0
Country MEXICO
Primary Exchange(s) Mexican Stock Exchange
Currency MXN (MEXICAN PESO)
Account Opening Process 1-2 Days.
Transferability Allowed.
Settlement (Equities) T+3.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible. Fully deliverable spot
and forward offshore.
Other Trading Considerations No special tax IDs or registration numbers required at time of trade.
Country MOROCCO
Primary Exchange(s) Casablanca Stock Exchange
Currency MAD (MOROCCAN DIRHAM)
Account Opening Process 1-2 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading
On-Book Market. Generally able to execute with third party dealers but may trade through client's custodian
or sub-custodian in practice. Spot and forward markets trade deliverable. There are restrictions on the
offshore currency market.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 22
Country PAKISTAN
Primary Exchange(s) Karachi Stock Exchange and Lahore Stock Exchange
Currency PKR (PAKISTANI RUPEE)
Account Opening Process 5-7 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) 0.015% of principal
Market Charges (Sells) 0.025% of principal
Currency Trading
Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Onshore relationship needed to trade spot (i.e., FX counterparty that has onshore entity) and
numerous supporting documents required. Not fully convertible. NDF only offshore.
Other Trading Considerations 0
Country PERU
Primary Exchange(s) Lima Stock Exchange
Currency PEN (PERUVIAN NEW SOL)
Account Opening Process 5-7 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) TBA when traded
Market Charges (Sells) TBA when traded
Currency Trading
On-Book Market. Deliverable currency but generally trades through client's custodian or sub-custodian.
Freely convertible. Deliverable spot through select FX dealers but not typically deliverable on a forward
basis.
Other Trading Considerations CAVAL # required at time of trade.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 23
Country PHILIPPINES
Primary Exchange(s) Philippine Stock Exchange
Currency PHP (PHILIPPINES PESO)
Account Opening Process 1-2 Days.
Transferability Difficult. It may be difficult for transition managers to utilize in-kind transfers in practice.
Settlement (Equities) T+3.
Market Charges (Buys)
SSCP : 0.01% on gross amount / VAT : 12% on local broker commission - 0.03% below PHP100,000,000,
0.018% from PHP 100,000,001 to PHP 500,000,000, 0.0096% from PHP500,000,00 to PHP1bil: 0.0048%
over PHP 1bil.
Market Charges (Sells)
SALES TAX: 0.5% of the consideration (Sells only) / SSCP : 0.01% on gross amount \ VAT : 12% on local
broker commission - 0.03% below PHP100,000,000, 0.018% from PHP 100,000,001 to PHP 500,000,000,
0.0096% from PHP500,000,00 to PHP1bil: 0.0048% over PHP 1bil.
Currency Trading
On-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Onshore relationship needed to trade spot (i.e., FX counterparty that has onshore entity) and
numerous supporting documents required. Generally NDF only offshore.
Other Trading Considerations 0
Country POLAND
Primary Exchange(s) Warsaw Stock-Exchange
Currency PLN (POLISH ZLOTY)
Account Opening Process 2-3 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) If traded OTC 1% stamp duty will apply
Market Charges (Sells) If traded OTC 1% stamp duty will apply
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 24
Country QATAR
Primary Exchange(s) Qatar Exchange
Currency QAR (QATARI RIYAL)
Account Opening Process 10-14 Days.
Transferability Prohibited.
Settlement (Equities) T+3.
Market Charges (Buys) 0
Market Charges (Sells) 0
Currency Trading On-Book Market. Generally able to execute with third party dealers but may trade through client's custodian
or sub-custodian in practice. Fully convertible and deliverable. QAR cannot be settled on a Friday.
Other Trading Considerations Exchange trading days are Sunday through Thursday.
Country REPUBLIC OF KOREA
Primary Exchange(s) Korea Stock Exchange
Currency KRW (KOREAN WON)
Account Opening Process
4-7 Days. Foreign investors are generally required to obtain an Investment Registration Certificate (“IRC”) in
order to participate in domestic securities markets which may result in substantial delays to the account set-
up process.
Transferability Difficult, Restricted.
Settlement (Equities) T+2.
Market Charges (Buys) 0
Market Charges (Sells) TRANSACTION TAX (Sells only): 0.3% on KSE (rounded to nearest integer), 0.5% on OTC (Any amount less
than 1 KRW will be rounded down) \ WITHHOLDING TAX ON CASH DIVIDEND : 15%
Currency Trading
Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Typically, subcustodians automatically execute individual FXs (purchasing KRW) to cover each
equity buy trade in a given account. As a result, there may be multiple FXs with the same trade and value
dates rather than a single purchase of the total KRW vs. base currency. Onshore relationship needed to trade
spot (i.e., FX counterparty that has onshore entity) and numerous supporting documents required. Fully
convertible, but trades as NDF only offshore.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 25
Country RUSSIAN FEDERATION
Primary Exchange(s) Moscow Exchange
Currency RUB (RUBLE)
Account Opening Process 7-14 Days.
Transferability Allowed.
Settlement (Equities) TD to T+15 (Negotiable). The Moscow Exchange introduced T+2 settlement cycle in 2013.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading
On-Book Market. Generally trades through client's custodian or sub-custodian. Need to provide a valid reason
(repatriation, funding of securities' trades, speculation, etc.) and have documentation and account onshore to
trade deliverable. Freely convertible.
Other Trading Considerations Most brokers will settle local Russian equity trades in USD.
Country SOUTH AFRICA
Primary Exchange(s) Johannesburg Stock Exchange
Currency ZAR (S. AFRICAN RAND)
Account Opening Process 1-2 Days.
Transferability Allowed. Transition managers are generally able to utilize in-kinds transfers in practice.
Settlement (Equities) T+5. The Johannesburg Stock Exchange has completed Phase 2 of 3 in moving from the current T+5
settlement cycle to T+3.
Market Charges (Buys) 0.25%
Market Charges (Sells) 0
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible ‒ although Central
Bank (SARB) may intervene ‒ and deliverable.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 26
Country TAIWAN
Primary Exchange(s) Taiwan Stock Exchange
Currency TWD (TAIWAN DOLLAR)
Account Opening Process 5-10 Days.
Transferability Difficult.
Settlement (Equities) T+2. See "Other Trading Considerations" below for additional settlement information.
Market Charges (Buys) 0
Market Charges (Sells) SALES TAX : 0.3% (sells only)
Currency Trading
Off-Book Market. Unable to trade with third party dealers; FX's executed through client's custodian or sub-
custodian. Onshore relationship needed to trade spot (i.e., FX counterparty that has onshore entity) and
numerous supporting documents required. Not fully convertible. NDF only offshore.
Other Trading Considerations
Note, pre-funding needs to be arranged for buys. Also, proceeds move on settlement date (SD) for buys and
SD+1 for sells. Therefore, a transition manager must specify value date accordingly in sending FX
instructions ‒ i.e., SD to buy TWD (cover purchases) and SD+1 to repatriate sale proceeds.
Country THAILAND
Primary Exchange(s) The Stock Exchange of Thailand
Currency THB (THAI BAHT)
Account Opening Process 1-2 Days.
Transferability Allowed.
Settlement (Equities) T+3.
Market Charges (Buys) VAT: 0.0175% of Gross consideration (7% of local broker commission)
Market Charges (Sells) VAT: 0.0175% of Gross consideration (7% of local broker commission)
Currency Trading
On-Book Market. But generally trades through client's custodian or sub-custodian. Although the Thai Baht
(THB) is deliverable, the account must be appropriately set up as non-resident, so as to avoid potential
unwind (at the client’s risk) of a non-eligible trade. Therefore, it may be preferable to trade off-book unless
the account is set up correctly. Freely convertible. Fully deliverable spot and forward offshore.
Other Trading Considerations 0
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 27
Country TURKEY
Primary Exchange(s) Istanbul Stock Exchange
Currency TRY (TURKISH LIRA)
Account Opening Process 7-10 Days.
Transferability Allowed.
Settlement (Equities) T+2.
Market Charges (Buys) N/A
Market Charges (Sells) N/A
Currency Trading On-Book Market. Generally able to execute with third party dealers. Freely convertible and deliverable.
Other Trading Considerations 0
Country UNITED ARAB EMIRATES
Primary Exchange(s) Abu Dhabi Securities Exchange (ADX), Dubai Financial Market (DFM)
Currency AED (UAE DIRHAM)
Account Opening Process 3-12 Days.
Transferability Prohibited.
Settlement (Equities) T+2.
Market Charges (Buys) 0
Market Charges (Sells) 0
Currency Trading On-Book Market. Generally able to execute with third party dealers (may depend on custodian). Freely
convertible and deliverable. AED cannot be settled on a Friday.
Other Trading Considerations Exchange trading days are Sunday through Thursday.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 28
A3. BOX’S M TEST OF CORRELATION MATRIX EQUALITY
Box’s M is a common statistic used to test for homogeneity of covariance matrices in a MANOVA (multivariate
analysis of variance) analysis, which is the multivariate extension of the ANOVA (analysis of variance) test.
Under MANOVA assumptions, Box’s M can be used to test whether two or more covariance matrices are equal
(Mayers, 2013).
Following the convention used by Cho and Taylor (1987), Box’s M statistic is given by:
∑ ( ) | |
where
( )( )(∑
) and
∑ ( )
Where S1, S2, … , Sq are sample covariance / correlation matrices from q independent time horizons and S is the
pooled covariance/correlation matrix. n1, n2… nq are the number of observations in each population with
∑ . In our study, q = 2, ni = 40, 45, 50, 60, 75 or 90.
M has a χ2 distribution with
( )( )
degrees of freedom. However, a better estimate is proposed using the F
distribution (Stevens, 1992 / Zaiontz, 2014),
{
( )
where,
and ( )( )
( )(∑
( )
( ) )
( )( )
and
| |
and
The Null Hypothesis in our study is H0: Si = Si-1, for i = 2, 3... k where k is the number of pairs of matrices for a
given time horizon. That is, the consecutive period covariance / correlation matrices are statistically equal (or the
covariance / correlation in stock market returns is “stable” over two consecutive periods).
Under the F-distribution, ̃ ~ F(df1, df2). We set the critical significance level (α) at 0.001. Thus the null
hypothesis is rejected if Pr( ̃ > F) < α.
Tables 4 – 6 on the next page show results, including Chi-Square and F-Statistics, for 40, 60 and 90 day time
horizons.
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 29
TABLE 4: Box M Test Results, 40 Day Time Horizon (2011 – 2014)
sources: MSCI, Bloomberg, State Street Global Markets
TABLE 5: Box M Test Results, 60 Day Time Horizon (2011 – 2014)
sources: MSCI, Bloomberg, State Street Global Markets
TABLE 6: Box M Test Results, 90 Day Time Horizon (2011 – 2014)
sources: MSCI, Bloomberg, State Street Global Markets
Time
PeriodPeriod I Period II Box's M F-Value P-Value Stable Box's M F-Value P-Value Stable Box's M χ2 P-Value Stable Box's M χ2 P-Value Stable
1 1/3/2011 ‒ 2/25/2011 2/28/2011 ‒ 4/22/2011 431.4350 1.4926 0.0000 NO 474.3559 1.6410 0.0000 NO 431.4350 318.3084 0.0000 NO 474.3559 349.9750 0.0000 NO
2 2/28/2011 ‒ 4/22/2011 4/25/2011 ‒ 6/17/2011 345.9066 1.1967 0.0277 YES 433.1152 1.4984 0.0000 NO 345.9066 255.2064 0.0180 YES 433.1152 319.5481 0.0000 NO
3 4/25/2011 ‒ 6/17/2011 6/20/2011 ‒ 8/12/2011 548.9203 1.8990 0.0000 NO 405.6242 1.4033 0.0001 NO 548.9203 404.9879 0.0000 NO 405.6242 299.2654 0.0001 NO
4 6/20/2011 ‒ 8/12/2011 8/15/2011 ‒ 10/7/2011 519.1857 1.7961 0.0000 NO 450.5835 1.5588 0.0000 NO 519.1857 383.0500 0.0000 NO 450.5835 332.4360 0.0000 NO
5 8/15/2011 ‒ 10/7/2011 10/10/2011 ‒ 12/2/2011 597.9932 2.0688 0.0000 NO 461.0841 1.5951 0.0000 NO 597.9932 441.1934 0.0000 NO 461.0841 340.1832 0.0000 NO
6 10/10/2011 ‒ 12/2/2011 12/5/2011 ‒ 1/27/2012 589.0636 2.0379 0.0000 NO 472.7241 1.6354 0.0000 NO 589.0636 434.6053 0.0000 NO 472.7241 348.7711 0.0000 NO
7 12/5/2011 ‒ 1/27/2012 1/30/2012 ‒ 3/23/2012 457.6815 1.5834 0.0000 NO 485.4925 1.6796 0.0000 NO 457.6815 337.6728 0.0000 NO 485.4925 358.1915 0.0000 NO
8 1/30/2012 ‒ 3/23/2012 3/26/2012 ‒ 5/18/2012 564.9422 1.9544 0.0000 NO 478.1353 1.6541 0.0000 NO 564.9422 416.8087 0.0000 NO 478.1353 352.7634 0.0000 NO
9 3/26/2012 ‒ 5/18/2012 5/21/2012 ‒ 7/13/2012 517.1739 1.7892 0.0000 NO 392.2174 1.3569 0.0005 NO 517.1739 381.5657 0.0000 NO 392.2174 289.3740 0.0002 NO
10 5/21/2012 ‒ 7/13/2012 7/16/2012 ‒ 9/7/2012 320.7964 1.1098 0.1332 YES 382.2399 1.3224 0.0013 YES 320.7964 236.6804 0.0998 YES 382.2399 282.0127 0.0007 NO
11 7/16/2012 ‒ 9/7/2012 9/10/2012 ‒ 11/2/2012 549.6219 1.9014 0.0000 NO 351.3150 1.2154 0.0186 YES 549.6219 405.5055 0.0000 NO 351.3150 259.1967 0.0117 YES
12 9/10/2012 ‒ 11/2/2012 11/5/2012 ‒ 12/28/2012 573.9146 1.9855 0.0000 NO 456.9175 1.5807 0.0000 NO 573.9146 423.4285 0.0000 NO 456.9175 337.1092 0.0000 NO
13 11/5/2012 ‒ 12/28/2012 12/31/2012 ‒ 2/22/2013 355.3241 1.2292 0.0136 YES 604.5138 2.0913 0.0000 NO 355.3241 262.1546 0.0084 YES 604.5138 446.0042 0.0000 NO
14 12/31/2012 ‒ 2/22/2013 2/25/2013 ‒ 4/19/2013 422.5262 1.4617 0.0000 NO 503.9338 1.7434 0.0000 NO 422.5262 311.7356 0.0000 NO 503.9338 371.7973 0.0000 NO
15 2/25/2013 ‒ 4/19/2013 4/22/2013 ‒ 6/14/2013 520.9080 1.8021 0.0000 NO 448.1205 1.5503 0.0000 NO 520.9080 384.3207 0.0000 NO 448.1205 330.6188 0.0000 NO
16 4/22/2013 ‒ 6/14/2013 6/17/2013 ‒ 8/9/2013 433.2892 1.4990 0.0000 NO 417.9121 1.4458 0.0000 NO 433.2892 319.6764 0.0000 NO 417.9121 308.3314 0.0000 NO
17 6/17/2013 ‒ 8/9/2013 8/12/2013 ‒ 10/4/2013 383.2651 1.3259 0.0012 YES 337.3875 1.1672 0.0497 YES 383.2651 282.7692 0.0006 NO 337.3875 248.9211 0.0340 YES
18 8/12/2013 ‒ 10/4/2013 10/7/2013 ‒ 11/29/2013 536.0569 1.8545 0.0000 NO 364.5866 1.2613 0.0064 YES 536.0569 395.4974 0.0000 NO 364.5866 268.9883 0.0037 YES
19 10/7/2013 ‒ 11/29/2013 12/2/2013 ‒ 1/24/2014 518.6305 1.7942 0.0000 NO 450.1732 1.5574 0.0000 NO 518.6305 382.6404 0.0000 NO 450.1732 332.1333 0.0000 NO
20 12/2/2013 ‒ 1/24/2014 1/27/2014 ‒ 3/21/2014 473.4079 1.6378 0.0000 NO 389.5703 1.3477 0.0006 NO 473.4079 349.2756 0.0000 NO 389.5703 287.4211 0.0003 NO
21 1/27/2014 ‒ 3/21/2014 3/24/2014 ‒ 5/16/2014 558.6685 1.9327 0.0000 NO 407.2158 1.4088 0.0001 NO 558.6685 412.1800 0.0000 NO 407.2158 300.4397 0.0000 NO
22 3/24/2014 ‒ 5/16/2014 5/19/2014 ‒ 7/11/2014 508.9309 1.7606 0.0000 NO 420.8497 1.4559 0.0000 NO 508.9309 375.4841 0.0000 NO 420.8497 310.4987 0.0000 NO
23 5/19/2014 ‒ 7/11/2014 7/14/2014 ‒ 9/5/2014 443.6020 1.5346 0.0000 NO 355.0571 1.2283 0.0139 YES 443.6020 327.2851 0.0000 NO 355.0571 261.9576 0.0086 YES
24 7/14/2014 ‒ 9/5/2014 9/8/2014 ‒ 10/31/2014 416.9776 1.4425 0.0000 NO 338.1099 1.1697 0.0474 YES 416.9776 307.6419 0.0000 NO 338.1099 249.4541 0.0323 YES
25 9/8/2014 ‒ 10/31/2014 11/3/2014 ‒ 12/26/2014 451.6714 1.5626 0.0000 NO 483.8021 1.6737 0.0000 NO 451.6714 333.2386 0.0000 NO 483.8021 356.9443 0.0000 NO
0 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0
Horizon = 40 Days Emerging Markets Developed Markets Emerging Markets Developed Markets
Time
PeriodPeriod I Period II Box's M F-Value P-Value Stable Box's M F-Value P-Value Stable Box's M χ2 P-Value Stable Box's M χ2 P-Value Stable
1 1/3/2011 ‒ 3/25/2011 3/28/2011 ‒ 6/17/2011 319.8376 1.2515 0.0079 YES 345.7726 1.3530 0.0005 NO 319.8376 264.4017 0.0064 YES 345.7726 285.8415 0.0004 NO
2 3/28/2011 ‒ 6/17/2011 6/20/2011 ‒ 9/9/2011 620.6863 2.4288 0.0000 NO 405.7871 1.5879 0.0000 NO 620.6863 513.1057 0.0000 NO 405.7871 335.4540 0.0000 NO
3 6/20/2011 ‒ 9/9/2011 9/12/2011 ‒ 12/2/2011 685.6130 2.6828 0.0000 NO 367.7572 1.4391 0.0000 NO 685.6130 566.7790 0.0000 NO 367.7572 304.0156 0.0000 NO
4 9/12/2011 ‒ 12/2/2011 12/5/2011 ‒ 2/24/2012 434.8331 1.7015 0.0000 NO 364.6300 1.4268 0.0001 NO 434.8331 359.4656 0.0000 NO 364.6300 301.4304 0.0000 NO
5 12/5/2011 ‒ 2/24/2012 2/27/2012 ‒ 5/18/2012 299.6484 1.1725 0.0443 YES 383.0183 1.4988 0.0000 NO 299.6484 247.7117 0.0382 YES 383.0183 316.6316 0.0000 NO
6 2/27/2012 ‒ 5/18/2012 5/21/2012 ‒ 8/10/2012 420.5486 1.6456 0.0000 NO 272.6610 1.0669 0.2415 YES 420.5486 347.6569 0.0000 NO 272.6610 225.4019 0.2218 YES
7 5/21/2012 ‒ 8/10/2012 8/13/2012 ‒ 11/2/2012 405.9389 1.5885 0.0000 NO 274.9008 1.0757 0.2156 YES 405.9389 335.5795 0.0000 NO 274.9008 227.2535 0.1971 YES
8 8/13/2012 ‒ 11/2/2012 11/5/2012 ‒ 1/25/2013 426.7942 1.6701 0.0000 NO 381.3764 1.4923 0.0000 NO 426.7942 352.8200 0.0000 NO 381.3764 315.2743 0.0000 NO
9 11/5/2012 ‒ 1/25/2013 1/28/2013 ‒ 4/19/2013 330.1195 1.2918 0.0029 YES 334.9536 1.3107 0.0017 YES 330.1195 272.9015 0.0023 YES 334.9536 276.8977 0.0013 YES
10 1/28/2013 ‒ 4/19/2013 4/22/2013 ‒ 7/12/2013 375.2462 1.4684 0.0000 NO 334.5148 1.3090 0.0018 YES 375.2462 310.2065 0.0000 NO 334.5148 276.5349 0.0014 YES
11 4/22/2013 ‒ 7/12/2013 7/15/2013 ‒ 10/4/2013 504.6554 1.9747 0.0000 NO 370.3238 1.4491 0.0000 NO 504.6554 417.1859 0.0000 NO 370.3238 306.1374 0.0000 NO
12 7/15/2013 ‒ 10/4/2013 10/7/2013 ‒ 12/27/2013 546.8691 2.1399 0.0000 NO 347.7930 1.3609 0.0004 NO 546.8691 452.0829 0.0000 NO 347.7930 287.5117 0.0003 NO
13 10/7/2013 ‒ 12/27/2013 12/30/2013 ‒ 3/21/2014 392.7944 1.5370 0.0000 NO 295.3489 1.1557 0.0609 YES 392.7944 324.7132 0.0000 NO 295.3489 244.1575 0.0530 YES
14 12/30/2013 ‒ 3/21/2014 3/24/2014 ‒ 6/13/2014 464.6231 1.8181 0.0000 NO 373.4367 1.4613 0.0000 NO 464.6231 384.0922 0.0000 NO 373.4367 308.7107 0.0000 NO
15 3/24/2014 ‒ 6/13/2014 6/16/2014 ‒ 9/5/2014 404.4264 1.5825 0.0000 NO 334.7404 1.3099 0.0018 YES 404.4264 334.3291 0.0000 NO 334.7404 276.7214 0.0014 YES
16 6/16/2014 ‒ 9/5/2014 9/8/2014 ‒ 11/28/2014 332.1646 1.2998 0.0023 YES 300.4227 1.1756 0.0418 YES 332.1646 274.5921 0.0018 YES 300.4227 248.3519 0.0359 YES
0 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0
Horizon = 60 Days Emerging Markets Developed Markets Emerging Markets Developed Markets
Time
PeriodPeriod I Period II Box's M F-Value P-Value Stable Box's M F-Value P-Value Stable Box's M χ2 P-Value Stable Box's M χ2 P-Value Stable
1 1/3/2011 ‒ 5/6/2011 5/9/2011 ‒ 9/9/2011 375.3654 1.5782 0.0000 NO 424.8535 1.7863 0.0000 NO 375.3654 332.2355 0.0000 NO 424.8535 376.0374 0.0000 NO
2 5/9/2011 ‒ 9/9/2011 9/12/2011 ‒ 1/13/2012 469.8657 1.9755 0.0000 NO 408.7276 1.7185 0.0000 NO 469.8657 415.8776 0.0000 NO 408.7276 361.7644 0.0000 NO
3 9/12/2011 ‒ 1/13/2012 1/16/2012 ‒ 5/18/2012 335.3080 1.4098 0.0001 NO 379.5693 1.5959 0.0000 NO 335.3080 296.7808 0.0001 NO 379.5693 335.9564 0.0000 NO
4 1/16/2012 ‒ 5/18/2012 5/21/2012 ‒ 9/21/2012 372.8075 1.5674 0.0000 NO 271.4827 1.1414 0.0783 YES 372.8075 329.9715 0.0000 NO 271.4827 240.2890 0.0743 YES
5 5/21/2012 ‒ 9/21/2012 9/24/2012 ‒ 1/25/2013 381.3058 1.6032 0.0000 NO 328.1738 1.3798 0.0002 NO 381.3058 337.4934 0.0000 NO 328.1738 290.4663 0.0002 NO
6 9/24/2012 ‒ 1/25/2013 1/28/2013 ‒ 5/31/2013 270.8903 1.1389 0.0818 YES 295.2355 1.2413 0.0100 YES 270.8903 239.7647 0.0776 YES 295.2355 261.3126 0.0092 YES
7 1/28/2013 ‒ 5/31/2013 6/3/2013 ‒ 10/4/2013 335.7197 1.4115 0.0001 NO 287.3256 1.2080 0.0212 YES 335.7197 297.1452 0.0001 NO 287.3256 254.3116 0.0198 YES
8 6/3/2013 ‒ 10/4/2013 10/7/2013 ‒ 2/7/2014 393.0825 1.6527 0.0000 NO 293.0565 1.2321 0.0124 YES 393.0825 347.9169 0.0000 NO 293.0565 259.3840 0.0115 YES
9 10/7/2013 ‒ 2/7/2014 2/10/2014 ‒ 6/13/2014 340.2668 1.4306 0.0000 NO 345.2468 1.4516 0.0000 NO 340.2668 301.1698 0.0000 NO 345.2468 305.5776 0.0000 NO
10 2/10/2014 ‒ 6/13/2014 6/16/2014 ‒ 10/17/2014 385.7978 1.6221 0.0000 NO 356.4379 1.4986 0.0000 NO 385.7978 341.4692 0.0000 NO 356.4379 315.4829 0.0000 NO
0 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0
Horizon = 90 Days Emerging Markets Developed Markets Emerging Markets Developed Markets
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 30
A4. TABLE 7 – EM FUTURES CONTRACTS
There is not a liquid, broad-based index futures contract available for the remaining countries representing a total of
approximately 5% of the MSCI EM Index: Chile, Colombia, Czech Republic, Egypt, Greece, Hungary, Qatar, Peru, the
Philippines and United Arab Emirates.
Some futures may not have local regulatory approval – e.g., Russia RTS and Poland WIG20 index futures are still
pending approval by the Commodity Futures Trading Commission (CFTC) for U.S. investors as of April 2015 (source:
Katten “Foreign Listed Stock Index Futures and Options Approvals”, April 2015)
In certain cases, the account set-up documentation, margin and brokerage requirements may be cumbersome, making it
more difficult or even prohibitive to trade and clear them. For example, setting up an account to trade Bovespa futures
may require that clients complete documentation in triplicate which must be notarized by the Brazilian consulate.
Further, the account may be subject to pre-margin in BRL prior to trading and brokerage costs are much higher relative
to developed and other EM countries.
Futures*
Static HCN5 XUN5 KMU5 TWN5 BZQ5 AIU5 IHN5H-SHARES IDX FUT
Jul15
FTSE CHINA A50
Jul15
KOSPI2 INX FUT
Sep15
MSCI TAIWAN INDEX
Jul15
BOVESPA INDEX FUT
Aug15
FTSE/JSE TOP 40
Sep15
SGX CNX NIFTY
Jul15
HKD USD KRW USD BRL ZAR USD
50 1 500000 100 1 10 2
Liquidity 327,999 642,635 108,467 156,151 421,923 244,237 342,134
126,044 1,049,265 148,976 42,584 47,029 31,667 44,257
200,949 7,665 13,477,025 5,348 22,252 111,785 5,840
77,221 12,515 18,510,268 1,459 2,480 14,494 755
Pricing 12,253.00 11,927.50 248.50 342.50 52,739.00 45,769.00 8,534.00
612,650.00 11,927.50 124,250,000.00 34,250.00 52,739.00 457,690.00 17,068.00
Margin 65,200 1,540 9,337,500 1,540 15,508 26,637 880
N/A N/A N/A N/A N/A N/A N/A
Fair Value HSCEI XIN9I KOSPI2 TAMSCI IBOV TOP40 NIFTY
12,231.43 12,183.33 248.30 346.53 52,149.37 45,732.42 8,522.15
7/30/2015 7/30/2015 9/10/2015 7/30/2015 8/12/2015 9/17/2015 7/30/2015
24 24 66 24 37 73 24
7.226 82.026 0 4.266 54.791 481.097 20.006
0.187 0.190 1.530 0.770 13.629 6.804 8.000
12,225.73 12,102.85 249.00 342.44 52,825.07 45,882.27 8,547.60
0.2231% -1.4488% -0.1994% 0.0170% -0.1629% -0.2469% -0.1591%
Costs 1.00 2.50 0.05 0.10 5.00 1.00 0.50
1.00 2.50 0.50 0.10 5.00 1.00 0.50
0.8 2.1 2.0 2.9 0.9 0.2 0.6
0.8 2.1 20.1 2.9 0.9 0.2 0.6
0.4 20.1 0.0 7.0 4.6 0.5 14.1
Current Contract
Description
Currency
Multiplier
Last Price
Contract Value
Underlying Index
Last Index Level
Last Trading Date
Days Until Expiration
Dividends (Index Pts)
Interpolated STI (%)
Fair Value
Trading Commissions (bps)
Outright spread (idx pts)
Roll Spread (idx pts)
Outright (bps)
Roll (bps)
Rich (+) / Cheap (-) (%)
Open Interest (Aggregate)
ADV (5 Day)
Open Interest (mln local notional)
5 Day ADV (mln local notional)
Margin (Speculator)
Margin (Hedger)
Futures*
Static VEU5 ISU5 IKN5 IDON5 BCU5 KRSU5 A5Q5RTS INDEX FUTURE
Sep15
MEX BOLSA IDX FUT
Sep15
FTSE KLCI FUTURE
Jul15
SGX MSCI Indonesi
Jul15
SET50 FUTURES
Sep15
WIG20 INDEX FUT
Sep15
BIST 30 FUTURES
Aug15
USD MXN MYR USD THB PLN TRY
0.02 10 50 2 200 20 100
Liquidity 380,118 29,467 37,833 6,597 245,007 70,326 220,980
542,022 3,482 8,833 505 91,675 14,847 129,025
669 13,206 3,225 77 46,693 3,218 2,253
953 1,560 753 6 17,471 679 1,316
Pricing 87,950.00 44,817.00 1,705.00 5,810.00 952.90 2,288.00 101.98
1,759.00 448,170.00 85,250.00 11,620.00 190,580.00 45,760.00 10,197.50
Margin 11,829 27,000 4,000 550 11,400 N/A 900
N/A N/A N/A N/A 8,100 N/A N/A
Fair Value RTSI$ MEXBOL FBMKLCI MXID SET50 WIG20 XU030
902.88 44,794.01 1,717.05 5,787.25 968.48 2,272.09 100,427.55
9/15/2015 9/18/2015 7/31/2015 7/30/2015 9/29/2015 9/18/2015 8/31/2015
71 74 25 24 85 74 56
20.101 112.683 1.993 0 11.634 8.599 0
0.347 3.000 3.100 0.190 1.622 1.482 10.857
88,339.63 44,957.56 1,718.75 5,787.98 960.55 2,270.41 102.12
-0.4411% -0.3126% -0.8002% 0.3804% -0.7969% 0.7746% -0.1455%
Costs 10.00 5.00 0.50 5.00 0.10 1.00 0.03
10.00 1.00 0.50 5.00 0.10 1.00 0.03
1.1 1.1 2.9 8.6 1.0 4.4 2.5
1.1 0.2 2.9 8.6 1.0 4.4 2.5
136.4 0.5 2.8 20.7 1.3 5.2 23.5
* Figures are in local currency unless otherwise specified; represents snapshot of markets as of 07/06/2015 23:20
Source: State Street Global Markets, Bloomberg
Current Contract
Description
Currency
Multiplier
Last Price
Contract Value
Underlying Index
Last Index Level
Last Trading Date
Days Until Expiration
Dividends (Index Pts)
Interpolated STI (%)
Fair Value
Trading Commissions (bps)
Outright spread (idx pts)
Roll Spread (idx pts)
Outright (bps)
Roll (bps)
Rich (+) / Cheap (-) (%)
Open Interest (Aggregate)
ADV (5 Day)
Open Interest (mln local notional)
5 Day ADV (mln local notional)
Margin (Speculator)
Margin (Hedger)
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 31
A5. EXAMPLE OF MSCI EM EXPOSURE OPTIONS – MES FUTURES VS. EEM ETF
Current Contract MESU5 ETF EEM
Descriptionmini MSCI Emg
Mkt Sep15Description
ISHARES MSCI
EMERGING
MARKETCurrency USD Currency USD
Multiplier 50 Replication Strategy Full
Open Interest (Aggregate) 393,878 Shares Outstanding (mln) 685
ADV (5 Day) 31,933 ADV (30 Day) 50,607,928
Open Interest (notional) 18,502,419,050 Volume Outstanding 26,290,026,000
Notional ADV (5 Day) 1,500,052,675 30 day ADV (Volume) 1,941,320,118
Last Price 939.50 Last Price 38.36
Contract Price 46,975.00 Last Close 38.43
Margin (Speculator) 2,035 Primary Exchange NYSE Arca
Margin (Hedger) 1,850 Country US
Last Index Level 940.83 NAV 38.63
Last Trading Date 9/18/2015 Premium /Discount % Discount: 0.7%
Days Until Expiration 65 B/A Spread vs. Mid (5 day, bps) 1.32
Dividends (Index Pts) 4.687 Expense ratio (%) 0.67
Interpolated STI (%) 0.31 Replication Strategy Full
Fair Value 936.67 Currency Hedged? N
Rich (+) / Cheap(-) (%) 0.3018% Securities Lending? Y
Outright spread (idx pts) 0.10 Shares/Unit 450,000.00
Roll Spread (idx pts) 0.05 Cash Value 17,262,000
Outright (bps) 1.1 Implied Liquidity 8,597,388
Roll (bps) 0.5 Creation Fee 7700
* Figures are in USD and reflect a snapshot of markets as of 7/15/2015 14:58 * Figures are in USD and reflect a snapshot of markets as of 7/15/2015 14:58
source: State Street Global Markets, Bloomberg source: State Street Global Markets, Bloomberg
Holding Period 1D 1W 1M 3M 6M 1Y 3Y 5Y
ETF (bps)
Avg. Dev. 0.0 -1.8 -9.4 -31.5 -62.3 -123.3 -346.3 -690.9Periodic TE 104.5 118.2 120.4 122.8 131.9 141.8 154.3 164.4Avg. ABS Dev. 74.1 84.9 90.0 95.9 112.2 149.8 349.6 694.0Bid/Ask vs. Mid 2.63 2.63 2.63 2.63 2.63 2.63 2.63 2.63Trading Comms. 5.21 5.21 5.21 5.21 5.21 5.21 5.21 5.21Mgmt Fees 0.26 1.29 5.58 16.75 33.50 67.00 201.00 335.00Total ETF Costs 8.10 9.13 13.43 24.59 41.34 74.84 208.84 342.84
Futures (bps)
Avg. Dev. 0.0 -1.8 -9.1 -31.2 -63.6 -131.3 -402.1 -738.1Periodic TE 102.7 114.6 117.3 123.2 132.4 144.8 170.3 183.1Avg. ABS Dev. 73.4 82.9 88.0 95.5 113.9 157.2 404.5 741.4Bid/Ask vs. Mid 2.13 2.13 2.13 2.13 2.66 3.73 7.98 12.24Spread vs. FV 0.46 2.32 10.06 30.18 30.18 30.18 30.18 30.18Trading Comms. 2.55 2.55 2.55 2.55 5.11 10.22 30.65 51.09Total FUT Costs 5.15 7.00 14.74 34.86 37.95 44.12 68.82 93.51
* Rolling time-periods, TE based on historical backtest period, Costs based on current market, All costs are indicative only
source: State Street Global Markets, Bloomberg
MSCI EM FUTURES2
ETF Notes
Pricing Currency USD USD USD Simulation Period: Sep 11 2009 ‒ Jul 14 2015
Total Return 23.35% 14.89% 14.46% Returns are net of estimated commissions, bid/ask spreads, and management fees (ETFs)
Annual Return 3.65% 2.40% 2.33% Futures backtest results assume rolls (2nd to front) occur 4 days prior to expiration
Annual σ 16.20% 22.80% 22.89% Annualized volatility (standard deviation) of daily returns assuming 260 valuation days per year
Annual TE - 1.45% 1.42% Rolling one-year tracking error
Annual TC (bps) - 13.94 7.84 T-Costs reflect estimated bid/ask & trading comms. only (ETF mgmt. fees, FUT spread vs. FV not included)
Source: State Street Global Markets, Bloomberg
Source: State Street Global Markets, Bloomberg Source: State Street Global Markets, Bloomberg Source: State Street Global Markets, Bloomberg
Backtest
Time-Horizon Comparison
Costs
Strategy
Futures* ETF*
Exchange
Pricing
Instruments Overview - MES Futures vs. EEM ETF
Creation Unit
Static
Liquidity
Costs
Margin
Liquidity
Static
Pricing
Fair Value
Fair Value
-10%
0%
10%
20%
30%
40%
50%
Sep-0
9
Dec-0
9
Mar-
10
Jun-1
0
Sep-1
0
Dec-1
0
Mar-
11
Jun-1
1
Sep-1
1
Dec-1
1
Mar-
12
Jun-1
2
Sep-1
2
Dec-1
2
Mar-
13
Jun-1
3
Sep-1
3
Dec-1
3
Mar-
14
Jun-1
4
Sep-1
4
Dec-1
4
Mar-
15
Jun-1
5
Index Futures ETF
8.1 9.1 13.424.6
41.3
74.8
0
20
40
60
80
100
1D 1W 1M 3M 6M 1Y
bp
s
Total ETF Costs
5.1 7.014.7
34.9 37.9 44.1
0
20
40
60
80
100
1D 1W 1M 3M 6M 1Y
bp
s
Total FUT Costs
-300
-250
-200
-150
-100
-50
0
50
100
150
1D 1W 1M 3M 6M 1Y
bp
s
+1 SD -1SD Avg. Dev
-300
-250
-200
-150
-100
-50
0
50
100
150
1D 1W 1M 3M 6M 1Y
bp
s
+1 SD -1SD Avg. Dev
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 32
References
1. Bloom, D., Mackel, P., Wardle, C., Williams, M.T., Wang, J., Hernandez, M., Bunning, D., Chew, J. “HSBC’s
Emerging Markets Currency Guide 2015: An essential companion”. HSBC Global Research. (January
2015)
2. Cheung, Y-L., Ho, Y-K. “The Intertemporal Stability of the Relationships Between the Asian Emerging Equity
Markets and the Developed Equity Markets”. Journal of Business Finance & Accounting, 18(2).
3. Cho, D.C., Taylor, W.M. "The Seasonal Stability of the Factor Structure of Stock Returns". The Journal of
Finance. (VOL. XLII, NO. 5, December 1987, 1195–1211)
4. Collyns, C., Huefner, F., Koepke, R., Bykere, A., Farnham, S., Shaw, L., Tran, H., Gibbs, S., Tiftik, E.,
Nguyen, F., Mahmood, K., “Capital Flows to Emerging Markets”. Institute of International Finance (IIF).
(May 28, 2015)
5. Collyns, C., Huefner, F., Koepke, R., Mohammed, S., Tran, H., Gibbs, S., Tiftik. “Capital Flows to Emerging
Markets”. Institute of International Finance (IIF). (May 29, 2014)
6. Credit Suisse AG. “Emerging Markets Currency Guide: Helping You Find Your Way”. (Swiss Edition,
January 2013)
7. ICE Futures US, Inc. “White Paper: The Relationship Between MSCI Emerging Market Index, mini MSCI
Emerging Markets Index Futures and the iShares MSCI Emerging Markets ETF”. ICE Futures US mini MSCI
Index Futures: theice.com/products/Futures-Options/Financials/MSCI-Indexes
8. Mayers, A. "Introduction to Statistics and SPSS in Psychology Multivariate Analyses". Pearson Higher
Education. (July 25, 2013, 318–361)
9. MSCI Inc. “MSCI Global Market Accessibility Review”. (updated June 11, 2015)
10. State Street Corporation. “Investment Manager Guide.” (revised July 1, 2015)
11. Stevens, J. “Applied Multivariate Statistics for Social Sciences”. Lawrence Erlbaum Associates Publishers.
(2nd
Edition, 1992, 260-269).
12. Van De Graaff, J.D., Rosenzweig, K.M., Foley, K.M., DeWaal, G.A., Hennion, C.B. “Foreign Listed Stock
Index Futures and Options Approvals”. Katten (Katten Muchin Rosenman LLP). (April 2015)
13. Tang, G.Y.N. “The intertemporal stability of the covariance and correlation matrices of Hong Kong stock
returns”. Applied Financial Economics. (1998, 8, 359–365)
14. Zaiontz, Charles. "Box’s M Test Basic Concepts". Real Statistics Using Excel. http://www.real-
statistics.com/multivariate-statistics/boxs-test-equality-covariance-matrices/boxs-test-basic-concepts/ (2014)
STRATEGY RESEARCH
July 2015 PORTFOLIO SOLUTIONS 33
SSGM Portfolio Solutions Strategy Team
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Dan Constantine, CFA Vice President +1 617 664 4802 [email protected]
Glenn Cooper, CFA Vice President +1 617 664 2538 [email protected]
Rick Zhan, CFA, FSA Officer +1 617 664 5060 [email protected]
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July 2015 PORTFOLIO SOLUTIONS 34
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