Guidance · ESMA · 4 May 2022
These guidelines establish common reference parameters for stress test scenarios that money market funds and their managers must include in their stress tests under Article 28 of the MMF Regulation. The document specifies calibration levels for hypothetical changes in asset liquidity, credit risk, interest and exchange rates, redemption levels, spread movements, and macro-systemic shocks. It applies to competent authorities, money market funds, and managers of money market funds, becoming effective two months after publication on ESMA’s website.
04/05/2022 | ESMA34-49-446
Guidelines
On stress test scenarios under the MMF Regulation
Table of Contents
5.1. Common reference parameters of the stress test scenarios in relation to hypothetical
changes in the level of liquidity of the assets held in the portfolio of the MMF ...................23
5.2. Common reference parameters of the stress test scenarios in relation to hypothetical
changes in the level of credit risk of the assets held in the portfolio of the MMF, including
credit events and rating events ............................................................................................25
5.3. Common reference parameters of the stress test scenarios in relation to hypothetical
movements of the interest rates ...........................................................................................30
5.4. Common reference parameters of the stress test scenarios in relation to hypothetical
movements of the exchange rates .......................................................................................34
5.5. Common reference parameters of the stress test scenarios in relation to hypothetical
widening or narrowing of spreads among indexes to which interest rates of portfolio
securities are tied..................................................................................................................37
5.6. Common reference parameters of the stress test scenarios in relation to hypothetical
levels of redemption .............................................................................................................38
5.7. Common reference parameters of the stress test scenarios in relation to hypothetical
macro systemic shocks affecting the economy as a whole.................................................40
6. Appendix ...........................................................................................................................42
1. Scope
Who?
1. These guidelines apply to competent authorities, money market funds and managers
of money market funds as defined in the MMF Regulation1 .
What?
2. These guidelines apply in relation to Article 28 of the MMF Regulation and establish
common reference parameters for the stress test scenarios to be included in the stress tests conducted by MMFs or managers of MMFs in accordance with that Article. When?
3. These guidelines apply from two months after the date of publication of the guidelines
on ESMA’s website in all EU official languages (with respect to parts in red – the other parts of the Guidelines already apply from the dates specified in Articles 44 and 47 of the MMF Regulation).
1 Regulation (EU) 2017/1131 of the European Parliament and of the Council of 14 June 2017 on money market funds (OJ L 169, 30.06.2017, p. 8).
2. Purpose
4. The purpose of these guidelines is to ensure common, uniform and consistent
application of the provisions in Article 28 of the MMF Regulation. In particular, and as specified in Article 28(7) of the MMF Regulation, they establish common reference parameters of the stress test scenarios to be included in the stress tests taking into account the following factors specified in Article 28(1) of the MMF Regulation:
a) hypothetical changes in the level of liquidity of the assets held in the portfolio of the MMF; b) hypothetical changes in the level of credit risk of the assets held in the portfolio of the MMF, including credit events and rating events; c) hypothetical movements of the interest rates and exchange rates; d) hypothetical levels of redemption; e) hypothetical widening or narrowing of spreads among indexes to which interest rates of portfolio securities are tied; f) hypothetical macro systemic shocks affecting the economy as a whole.
5. In accordance with Article 28(7) MMF Regulation, these guidelines will be updated at
least every year taking into account the latest market developments. In 2021, section 5 of these guidelines was in particular updated so that managers of MMFs have the information needed to fill in the corresponding fields in the reporting template referred to in Article 37 of the MMF Regulation, as specified by Commission Implementing Regulation (EU) 2018/7082 . This information includes specifications on the types of stress tests mentioned in section 5 and their calibration.
3. Compliance and reporting obligations
3.1 Status of the guidelines
6. In accordance with Article 16(3) of the ESMA Regulation, competent authorities and
financial market participants must make every effort to comply with these guidelines.
7. Competent authorities to which these guidelines apply should comply by incorporating
them into their national legal and/or supervisory frameworks as appropriate, including where particular guidelines are directed primarily at financial market participants. In this case, competent authorities should ensure through their supervision that financial market participants comply with the guidelines.
3.2 Reporting requirements
8. Within two months of the date of publication of the guidelines on ESMA’s website in all
EU official languages, competent authorities to which these guidelines apply must notify ESMA whether they (i) comply, (ii) do not comply, but intend to comply, or (iii) do not comply and do not intend to comply with the guidelines.
9. In case of non-compliance, competent authorities must also notify ESMA within two
months of the date of publication of the guidelines on ESMA’s website in all EU official languages of their reasons for not complying with the guidelines.
10. A template for notifications is available on ESMA’s website. Once the template has
been filled in, it shall be transmitted to ESMA.
4. Guidelines on stress test scenarios under Article 28 of
the MMF Regulation (Financial market participants are not required to report results of stress tests referred to in sections 4.1 to 4.7 below)
4.1 Guidelines on certain general features of the stress test scenarios of
MMF
Scope of the effects on the MMF of the proposed stress test scenarios
11. Article 28(1) of the MMF Regulation requires MMFs to put in place “sound stress testing
processes that identify possible events or future changes in economic conditions which could have unfavourable effects on the MMF”.
12. This leaves room for interpretation on the exact meaning of the “effects on the MMF”,
such as:
14. With respect to liquidity, it is to be noted that liquidity risk may result from: (i) significant
redemptions; (ii) deterioration of the liquidity of assets; or (iii) a combination of the two. Historical scenarios and hypothetical scenarios
15. With respect to both stress test scenarios on i) the portfolio or net asset value of the
MMF and ii) the liquidity bucket(s) of the MMF and/or the ability of the manager of the MMF to meet investors’ redemption requests, managers could use the factors specified in sections 4.2 to 4.7 using historical and hypothetical scenarios.
16. Historical scenarios reproduce the parameters of previous event or crises and
extrapolate the impact they would have had on the present portfolio of the MMF.
17. While using historical scenarios, managers should vary the time windows in order to
process several scenarios and avoid getting stress test results that depend overly on an arbitrary time window (e.g. one period with low interest rates and another with higher rates). By way of example, some commonly used scenarios refer to junk bonds in 2001, subprime mortgages in 2007, the Greek crisis in 2009 and the Chinese stock market crash in 2015. These scenarios may include independent or correlated shocks depending on the model.
18. Hypothetical scenarios are aimed at anticipating a specific event or crisis by setting its
parameters and predicting its impact on the MMF. Examples of hypothetical scenarios include those based on economic and financial shocks, country or business risk (e.g. bankruptcy of a sovereign state or crash in an industrial sector). This type of scenario may require the creation of a dashboard of all changed risk factors, a correlation matrix and a choice of financial behaviour model. It also includes probabilistic scenarios based on implied volatility.
19. Such scenarios may be single-factor or multi-factor scenarios. Factors can be
uncorrelated (fixed income, equity, counterparty, forex, volatility, correlation, etc.) or correlated: a particular shock may spread to all risk factors, depending on the correlation table used. Aggregation of stress tests
20. In certain circumstances, in addition, managers could use aggregate stress test
scenarios on a range of MMFs or even on all the MMFs managed by the manager. Aggregating results would provide an overview and could show, for example, the total volume of assets held by all the MMFs of the manager in a particular position, and the potential impact of several portfolios selling out of that position at the same time during a liquidity crisis. Reverse stress testing
21. In addition to the stress test scenarios discussed in this section, the inclusion of reverse
stress testing may also be of benefit. The intention behind a reverse stress test is to subject the MMF to stress testing scenarios to the point of failure, including the point where the regulatory thresholds set up in the MMF Regulation, such as those included
in its Article 37(3)(a) would be breached. This would allow the manager of a MMF to have another tool to explore any vulnerabilities, pre-empt, and resolve such risks. Combination of the various factors mentioned in the following sections 4.2 to 4.7 with investors’ redemption requests
22. All factors mentioned in the following sections 4.2 to 4.7 should be tested against
several levels of redemption. This is not to say that at first, managers should not also test them separately (without combining them with tests against levels of redemption), in order to be able to identify the corresponding respective impacts. The way this combination of the various factors mentioned in the following sections 4.2 to 4.7 with investors’ redemption requests could be carried out is further specified in each of these sections.
23. In that context, some hypothesis on the behaviour of the manager with regard to
honouring the redemption requests could be required.
24. A practical example of one possible implementation is given in Appendix.
Stress tests in the case of CNAV and LVNAV MMFs
25. Article 28(2) of the MMF Regulation indicates that in addition to the stress test criteria
as set out in Article 28(1), CNAV and LVNAV MMFs shall estimate for different scenarios, the difference between the constant NAV per unit or share and the NAV per unit or share. While estimating this difference, and if the manager of the MMF is of the view that this would be useful additional information, it may also be relevant to estimate the impact of the relevant factors included in sections 4.2 to 4.7 on the volatility of the portfolio or on the volatility of the net asset value of the fund. Non-exhaustiveness of the factors mentioned in the following sections 4.2 to 4.7
26. The factors set out in the following sections 4.2 to 4.7 are minimum requirements. The
manager would be expected to tailor the approach to the specificities of its MMFs and add any factors or requirements that it would deem useful to the stress test exercise. Examples of other factors that could be taken into account include the repo rate considering MMFs are a significant player in that market.
27. More generally the manager should build a number of scenarios, with different levels
of severity, which would combine all the relevant factors (which is to say that there should not just be separate stress tests for each factor – please also refer to the following sections 4.2 to 4.7).
4.2 Guidelines on stress test scenarios in relation to hypothetical changes
in the level of liquidity of the assets held in the portfolio of the MMF
28. With respect to the level of changes of liquidity of the assets mentioned in Article
28(1)(a) of the MMF Regulation, managers could consider such parameters as:
With respect to such stress tests involving the levels of changes of credit risk of the
asset, it would also be relevant to consider the impact of such stress tests on the credit quality assessment of the corresponding asset in the context of the methodology described in Article 19 of the MMF Regulation.
The manager should, for the purpose of combining different factors, combine changes
to the level of credit risk of the assets held in the portfolio of the MMF with given levels of redemptions. The manager could consider a stress test scenario that would reflect an extreme event of stress due to uncertainty about the solvency of market participants, which would lead to increased risk premia and a flight to quality. This stress test scenario would combine the default of a certain percentage of the portfolio with spreads going up together while assuming a certain redemption rate of the NAV.
The manager could also consider a stress test scenario that would combine a default
of a certain percentage of the value of the portfolio with an increase in short term interest rates and a certain redemption rate of the NAV
4.4 Guidelines on stress test scenarios in relation to hypothetical
movements of the interest rates and exchange rates
With respect to the levels of change of the interest rates and exchange rates mentioned
in Article 28(1)(c) of the MMF Regulation, managers could consider stress testing of parallel shifts of a certain level. More specifically, managers could consider depending on the specific nature of their strategy:
to the largest redemptions ever seen iii) redemptions based on an investor behaviour model.
40. Redemptions of a percentage of the liabilities could be defined based on the frequency
of calculating the net asset value, any redemption notice period and the type of investors.
41. It is to be noted that liquidating positions without distorting portfolio allocation requires
a technique known as slicing, whereby the same percentage of each asset type (or each liquidity class if the assets are categorised according to their liquidity, also known as bucketing) is sold, rather than selling the most liquid assets first. The design and execution of the stress test should take into account and specify whether to apply a slicing approach or by contrast a waterfall approach (i.e. selling the most liquid assets first).
42. In the case of redemption of units by the largest investor(s), rather than defining an
arbitrary redemption percentage as in the previous case, managers could use information about the investor base of the MMF to refine the stress test. Specifically, the scenario involving redemption of units by the largest investors should be calibrated based on the concentration of the fund’s liabilities and the relationships between the manager and the principal investors of the MMF (and the extent to which investors’ behaviour is deemed volatile).
43. Managers could also stress test scenarios involving redemptions equal to the largest
redemptions ever seen in a group of similar (geographically or in terms of fund type) MMFs or across all the funds managed by the manager. However, the largest redemptions witnessed in the past are not necessarily a reliable indicator of the worst redemptions that may occur in the future.
44. A practical example of one possible implementation is given in Appendix.
4.6 Guidelines on stress test scenarios in relation to hypothetical
widening or narrowing of spreads among indexes to which interest rates of portfolio securities are tied
45. With respect to the extent of a widening or narrowing of spreads among indexes to
which interest rates of portfolio securities are tied as mentioned in Article 28(1)(e) of the MMF Regulation, managers could consider the widening of spreads in various sectors to which the portfolio of the MMF is exposed, in combination with various increase in shareholder redemptions. Managers could in particular consider a widening of spreads going up.
4.7 Guidelines on stress test scenarios in relation to hypothetical macro
systemic shocks affecting the economy as a whole
46. With respect to the identification of macro-systemic shocks affecting the economy as a
whole mentioned in Article 28(1)(f) of the MMF Regulation, guidance on this item should
not be prescriptive because the choice of hypothetical macro systemic shocks will depend to a large extent on the latest developments in the market.
47. However, ESMA is of the view that managers could use an adverse scenario in relation
to the GDP. Managers could also replicate macro systemic shocks that affected the economy as a whole in the past.
48. Examples of such global stress test scenarios that the manager could consider are
provided in Appendix.
4.8 Guidelines on the establishment of additional common reference
stress test scenarios (the results of which should be included in the reporting template mentioned in Article 37(4) of the MMF Regulation)
49. In addition to the stress tests managers of MMFs conduct taking into account sections
4.1 to 4.7 of these guidelines, managers of MMFs should conduct the following
common reference stress test scenarios. the results of which should be included in the reporting template mentioned in Article 37(4) of the MMF Regulation.
4.8.1 Level of changes of liquidity
50. With respect to the level of changes of liquidity of the assets mentioned in Article
28(1)(a) of the MMF Regulation:
3 The discount factor is calibrated on bid-ask spreads.
2) Concentration stress test
53. Managers of MMFs should also simulate the default of their two main exposures. The
resulting impact on NAV should then be calculated, expressed as a percentage:
2) 𝐂𝐨𝐧𝐜𝐞𝐧𝐭𝐫𝐚𝐭𝐢𝐨𝐧 𝐫𝐢𝐬𝐤 𝐢𝐦𝐩𝐚𝐜𝐭 (%) =
𝐑𝐞𝐩𝐨𝐫𝐭𝐢𝐧𝐠 𝐍𝐀𝐕−𝐒𝐭𝐫𝐞𝐬𝐬𝐞𝐝 𝐍𝐀𝐕 𝐑𝐞𝐩𝐨𝐫𝐭𝐢𝐧𝐠 𝐍𝐀𝐕 Notes:
The concentration risk scenario depends on the characteristics of the exposure. The collateral (or any other mitigant, e.g. credit derivatives) received should be considered. If there is no collateral, or if the collateral is insufficient to cover the exposure, the following loss given default should apply:
2) Levels of change of the exchange rates
56. With respect to the levels of change of the exchange rates, two scenarios should be
used in the calculations: appreciation of the EUR against the USD; depreciation of the EUR against the USD.
3) Levels of widening or narrowing of spreads among indices to which interest rates of
portfolio securities are tied
57. With respect to the levels of widening or narrowing of spreads among indices to which
interest rates of portfolio securities are tied referred to in Article 28(1)(e) of the MMF Regulation, managers of MMFs should apply stressed market parameters, according to the following specifications:
4.8.4 Levels of redemption
59. With respect to the levels of redemption referred to in Article 28(1)(d) of the MMF
Regulation, managers of MMFs should apply the following stressed redemption scenarios: a reverse liquidity stress test, a weekly liquidity stress test and a concentration stress test.
1) Reverse liquidity stress test
60. The reverse liquidity stress test comprises the following steps:
For its definition, see the Guidelines on reporting obligations under Articles 3(3)(d) and 24(1), (2) and (4) of the AIFMD
5 Money market instruments issued or guaranteed separately or jointly by the Union, the national, regional and local administrations of the Member States or their central banks, the European Central Bank, the European Investment Bank, the European Investment Fund, the European Stability Mechanism, the European Financial Stability Facility, a central authority or central bank of a third country, the International Monetary Fund, the International Bank for Reconstruction and Development, the Council of Europe Development Bank, the European Bank for Reconstruction and Development, the Bank for International Settlements, or any other relevant international financial institution or organisation to which one or more Member States belong.
4.8.5 Macro-systemic shocks affecting the economy as a whole
63. With respect to the identification of macro-systemic shocks affecting the economy as a
whole referred to in Article 28(1)(f) of the MMF Regulation, managers of MMFs should take the following steps:
use their internal models to measure the combined impact. The calibration of the shock is based on a macro scenario provided by ESMA and the ESRB and combining shocks from the other scenarios.
5. Calibration
64. The following section includes the calibration for the MMF stress tests the results of
which have to be reported in accordance with Article 37 of the MMF Regulation, and which are detailed in section 4.8 above.
65. If managers need a parameter that is not indicated in this section, they may consult the
adverse scenario on the ESRB website7
.
7https://www.esrb.europa.eu/mppa/stress/html/index.en.html
5.1. Common reference parameters of the stress test scenarios in relation to hypothetical
changes in the level of liquidity of the assets held in the portfolio of the MMF MMFR Typical assets Liquidity Eligible assets Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Table 3 -Commercial Paper (CP) Yes Table 3 -Government bonds, treasury and local authority bills Yes Table 1,2 -Corporate bonds Yes Table 3 (b) eligible securitisations and asset-backed commercial paper (ABCPs) -Eligible securitisations Yes Table 3 -ABCPs Yes Table 3 (c) deposits with credit institutions -Deposits, of which time deposits No (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market No -Financial derivative instruments dealt OTC No (e) repurchase agreements -Repos No (f) reverse repurchase agreements -Reverse repos No (g) units or shares of other MMFs -Shares issued by other MMFs Yes Extrapolation of the results to shares issued by other MMFs
Table 1 Table 2
Liquidity discount factor - Sovereign bonds by residual maturity - Reference countries (in %) Liquidity discount factor - Sovereign bonds by rating and residual maturity (in %) 3M 6M 1Y 1.5Y 2Y 3M 6M 1Y 1.5Y 2Y DE 0.13 0.14 0.35 0.48 0.61 AAA 0.13 0.14 0.35 0.48 0.62 ES 0.82 1.02 1.61 1.63 1.64 AA 0.17 0.22 0.85 0.96 1.07 FR 0.17 0.22 0.85 0.96 1.07 A 0.82 1.02 1.61 1.63 1.64 IT 0.87 1.03 1.48 1.50 1.51 BBB 0.87 1.03 1.61 1.63 1.64 NL 0.13 0.14 0.35 0.49 0.62 Below BBB or unrated 1.13 1.34 2.09 2.11 2.13
Table 3
Liquidity discount factor - Corporate bonds by rating and residual maturity (in %) 3M 6M 1Y 1.5Y 2Y AAA 0.30 0.56 1.12 1.20 1.28 AA 0.46 1.12 2.04 2.70 3.38 A 0.86 1.58 4.48 4.64 4.80 BBB 3.00 3.54 4.48 4.64 4.80 Below BBB or unrated 3.92 4.60 5.82 5.90 5.98
5.2. Common reference parameters of the stress test scenarios in relation to hypothetical
changes in the level of credit risk of the assets held in the portfolio of the MMF, including credit events and rating events MMFR Typical assets Credit (credit spreads) Credit (2 main counterparties) Eligible assets Stressed Parameters Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Table 5 Yes Table 6 -Commercial Paper (CP) Yes Table 5 Yes Table 6 -Government bonds, treasury and local authority bills Yes Table 4 Yes Table 6 -Corporate bonds Yes Table 5 Yes Table 6 (b) eligible securitisations and assetbacked commercial paper (ABCPs) -Eligible securitisations Yes Table 5 Yes Table 6 -ABCPs Yes Table 5 Yes Table 6 (c) deposits with credit institutions -Deposits, of which time deposits No No (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market No No -Financial derivative instruments dealt OTC No No (e) repurchase agreements -Repos No No (f) reverse repurchase agreements -Reverse repos No No (g) units or shares of other MMFs -Shares issued by other MMFs Yes Extrapolation of the results to shares Yes Extrapolation of the results to shares
issued by other MMFs issued by other MMFs
Table 4: Shocks to government bond credit spreads
Credit Spread by residual maturity - Government bonds (absolute changes - basis points) Geographic Area Country 3M 6M 1Y 2Y EU Austria 47 52 68 81 EU Belgium 49 55 72 72 EU Bulgaria 17 18 22 86 EU Croatia 31 34 44 58 EU Cyprus 77 86 113 121 EU Czech Republic 104 117 156 156 EU Denmark 54 61 79 84 EU Finland 39 43 47 64 EU France 36 40 52 56 EU Germany 5 14 EU Greece 52 58 75 130 EU Hungary 73 82 107 121 EU Ireland 52 58 75 79 EU Italy 85 95 125 138 EU Latvia 30 33 42 55 EU Lithuania 32 35 45 64 EU Luxembourg 6 12 EU Malta 45 50 65 76 EU Netherlands 25 28 36 38 EU Poland 98 110 144 165 EU Portugal 61 68 89 92 EU Romania 66 72 95 95 EU Slovakia 58 65 85 86 EU Slovenia 25 28 35 39 EU Spain 74 82 108 116 EU Sweden 51 57 74 79 EA (weighted averages) EA (weighted averages) 40 45 58 66 EU (weighted averages) EU (weighted averages) 48 53 70 77 Advanced economies United Kingdom 25 27 34 34 Advanced economies Switzerland 12 14 18 18 Advanced economies Norway 51 57 69 70 Advanced economies Iceland 20 22 30 30 Advanced economies Liechtenstein 20 22 30 30 Advanced economies United States 42 47 63 64 Advanced economies Japan 99 149 162 184 Advanced economies Advanced economies non EU and non US 32 44 51 53
Emerging markets 327 351 470 470
Table 5: Shocks to corporate bond and ABS credit spreads (all maturities)
Corporate credit spreads (absolute changes - basis points) Rating Non-financial Financial covered Financial ABS AAA 142 165 188 206 AA 158 188 219 247 A 179 246 313 252 BBB 278 322 377 296 Below BBB or unrated 336 398 484 369
Table 6: Loss given default
Loss given default (%)
Senior exposure 45
Subordinated exposure 75
5.3. Common reference parameters of the stress test scenarios in relation to hypothetical
movements of the interest rates
MMFR
Typical assets
IR
(Interest rate swap)
Eligible assets Stressed Parameters
(a) money market instruments
-Certificate of deposit (CD) Yes Table 6, 7
-Commercial Paper (CP) Yes Table 6, 7
-Government bonds, treasury and local authority bills Yes Table 6, 7 -Corporate bonds Yes Table 6, 7 (b) eligible securitisations and asset-backed commercial paper (ABCPs) -Eligible securitisations Yes Table 6, 7 -ABCPs Yes Table 6, 7 (c) deposits with credit institutions -Deposits, of which time deposits Yes Table 6, 7 (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market Yes Table 6, 7 -Financial derivative instruments dealt OTC Yes Table 6, 7 (e) repurchase agreements -Repos No (f) reverse repurchase agreements -Reverse repos Yes Table 6, 7 (g) units or shares of other MMFs -Shares issued by other MMFs Yes Extrapolation of the results to shares issued by other MMFs
Table 6: Shocks to swap rates
Interest rate yield shocks absolute changes (basis points) Geographic Area Country Description 1M 3M 6M 1Y 2Y EU Euro area Interest rate swap on the EUR (euro) 31 33 37 50 50 EU Bulgaria Interest rate swap on the BGN (Bulgarian lev) 31 33 37 50 50 EU Croatia Interest rate swap on the HRK (Croatian kuna) 31 33 37 50 50 EU Czech Republic Interest rate swap on the CZK (Czech koruna) 31 33 37 50 50 EU Denmark Interest rate swap on the DKK (Danish krone) 31 33 37 50 50 EU Hungary Interest rate swap on the HUF (Hungarian forint) 54 54 61 81 81 EU Poland Interest rate swap on the PLN (Polish zloty) 31 33 37 50 50 EU Romania Interest rate swap on the RON (Romanian leu) 24 25 30 40 47 EU Sweden Interest rate swap on the SEK (Swedish krona) 12 12 14 19 25 UK United Kingdom Interest rate swap on the GBP (British pound) 43 43 48 64 71 Rest of Europe Norway Interest rate swap on the NOK (Norwegian krone) 7 10 16
Rest of Europe Russia Interest rate swap on the RUB (Russian ruble) 19 20 24 32 40 Rest of Europe Switzerland Interest rate swap on the CHF (Swiss franc) 12 12 14 18 22 Rest of Europe Turkey Interest rate swap on the TRY (Turkish lira) 30 32 39 51 66 North America Canada Interest rate swap on the CAD (Canadian dollar) 20 20 22 29 38 North America United States Interest rate swap on the USD (US dollar) 35 35 39 52 61 Australia and Pacific Australia Interest rate swap on the AUD (Australian dollar) 19 19 22 29 38 South and Central America Chile Interest rate swap on the CLP (Chilean peso) 54 54 61 81 100 South and Central America Colombia Interest rate swap on the COP (Colombian peso) 31 31 35 47 60 South and Central America Mexico Interest rate swap on the MXN (Mexican peso) 45 45 51 68 70 Asia China Interest rate swap on the CNY (Chinese yuan) 6 6 7 9 9 Asia Hong Kong Interest rate swap on the HKD (Hong Kong dollar) 32 34 41 55 69 Asia India Interest rate swap on the INR (Indian rupee) 41 44 52 69 85 Asia Japan Interest rate swap on the JPY (Japanese yen) 2 3 5 Asia Korea Interest rate swap on the KRW (South Korean won) 21 22 27 35 45 Asia Malaysia Interest rate swap on the MYR (Malaysian ringgit) 20 20 23 30 38
Asia Singapore Interest rate swap on the SGD (Singapore dollar) 35 35 40 53 59 Asia Thailand Interest rate swap on the THB (Thai baht) 36 36 41 55 59 Africa South Africa Interest rate swap on the ZAR (South African rand) 5 7 8
Table 7 Shocks to swap rates (default values for countries not included in table 6)
Interest rate yield shocks absolute changes (basis points) Geographic Area Description 1M 3M 6M 1Y 2Y EU Default value for countries not included in table 6 28 29 33 44 46 Other advanced economies Default value for countries not included in table 6 20 20 22 29 36 Other emerging markets Default value for countries not included in table 6 30 31 36 48 57
5.4. Common reference parameters of the stress test scenarios in relation to hypothetical
movements of the exchange rates
MMFR
Typical assets
FX
(Appreciation of the EUR)
FX
(Depreciation of the EUR)
Eligible assets Stressed Parameters Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Table 8 Yes Table 9 -Commercial Paper (CP) Yes Table 8 Yes Table 9 -Government bonds, treasury and local authority bills Yes Table 8 Yes Table 9 -Corporate bonds Yes Table 8 Yes Table 9 (b) eligible securitisations and assetbacked commercial paper (ABCPs) -Eligible securitisations Yes Table 8 Yes Table 9 -ABCPs Yes Table 8 Yes Table 9 (c) deposits with credit institutions -Deposits, of which time deposits Yes Table 8 Yes Table 9 (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market Yes Table 8 Yes Table 9 -Financial derivative instruments dealt OTC Yes Table 8 Yes Table 9 (e) repurchase agreements -Repos No No (f) reverse repurchase agreements -Reverse repos Yes Table 8 Yes Table 9 (g) units or shares of other MMFs -Shares issued by other MMFs Yes Extrapolation of the results to shares issued by other MMFs Yes Extrapolation of the results to shares issued by other MMFs
Table 8
FX shocks (appreciation of the EUR against the USD) relative changes (%) Geographic Area Description Exchange rate name Shock EU USDBGN represents 1 USD per x BGN (Bulgarian lev) USDBGN -25.7 EU EURCZK represents 1 EUR per x CZK (Czech koruna) EURCZK -3.4 EU EURHRK represents 1 EUR per x HRK (Croatian kune) EURHRK 1.5 EU EURHUF represents 1 EUR per x HUF (Hungarian forints) EURHUF -7.0 EU USDNOK represents 1 USD per x NOK (Norwegian krone) USDNOK -23.5 EU EURPLN represents 1 EUR per x PLN (Polish zloty) EURPLN -4.8 EU EURRON represents 1 EUR per x RON (Romanian leu ) EURRON 0.0 EU EURRSD represents 1 EUR per x RSD (Serbian dinar ) EURRSD -2.7 EU USDSEK represents 1 USD per x SEK (Swedish krona) USDSEK -26.0 Rest of Europe EURCHF represents 1 EUR per x CHF (Swiss franc) EURCHF 3.9 Rest of Europe EURGBP represents 1 EUR per x GBP (British pound) EURGBP 16.4 Rest of Europe EURRUB represents 1 EUR per x RUB (Russian ruble) EURRUB 13.1 Rest of Europe EURTRY represents 1 EUR per x TRY (Turkish lira) EURTRY 16.5 North America USDCAD represents 1 USD per x CAD (Canadian dollar) USDCAD -13.8 North America EURUSD represents 1 EUR per x USD (US dollar) EURUSD 26.0 Australia and Pacific AUDUSD represents 1 AUD per x USD (Australian dollar) AUDUSD 18.3 Australia and Pacific NZDUSD represents 1 NZD per x USD (New Zealand dollar) NZDUSD 19.5 South and Central America USDARS represents 1 USD per x ARS (Argentine peso) USDARS -2.3 South and Central America USDBRL represents 1 USD per x BRL (Brazilian real) USDBRL -15.0 South and Central America USDMXN represents 1 USD per x MXN (Mexican peso) USDMXN -10.4 Asia USDCNY represents 1 USD per x CNY (Chinese yuan renminbi) USDCNY -1.4 Asia USDHKD represents 1 USD per x HKD (Hong Kong dollar) USDHKD -0.4 Asia USDINR represents 1 USD per x INR (Indian rupee) USDINR -3.5 Asia USDJPY represents 1 USD per x JPY (Japanese yen) USDJPY -9.5 Asia USDKRW represents 1 USD per x KRW (South korean won) USDKRW -4.2 Asia USDMYR represents 1 USD per x MYR (Malaysian ringgit) USDMYR -3.1 Asia USDSGD represents 1 USD per x SGD (Singapore dollar) USDSGD -10.6 Asia USDTHB represents 1 USD per x THB (Thai baht) USDTHB -3.0 Africa USDZAR represents 1 USD per x ZAR (South African rand) USDZAR -15.6
Table 9
FX shocks (depreciation of the EUR against the USD) relative changes (%) Geographic Area Description Exchange rate name Shock EU USDBGN represents 1 USD per x BGN (Bulgarian lev) USDBGN 17.3 EU EURCZK represents 1 EUR per x CZK (Czech koruna) EURCZK 4.0 EU EURHRK represents 1 EUR per x HRK (Croatian kune) EURHRK -1.4 EU EURHUF represents 1 EUR per x HUF (Hungarian forints) EURHUF 6.2 EU USDNOK represents 1 USD per x NOK (Norwegian krone) USDNOK 18.0 EU EURPLN represents 1 EUR per x PLN (Polish zloty) EURPLN 5.0 EU EURRON represents 1 EUR per x RON (Romanian leu ) EURRON 0.8 EU EURRSD represents 1 EUR per x RSD (Serbian dinar ) EURRSD -2.3 EU USDSEK represents 1 USD per x SEK (Swedish krona) USDSEK 19.4 Rest of Europe EURCHF represents 1 EUR per x CHF (Swiss franc) EURCHF -4.2 EU EURGBP represents 1 EUR per x GBP (British pound) EURGBP -8.1 Rest of Europe EURRUB represents 1 EUR per x RUB (Russian ruble) EURRUB -10.6 Rest of Europe EURTRY represents 1 EUR per x TRY (Turkish lira) EURTRY -5.7 North America USDCAD represents 1 USD per x CAD (Canadian dollar) USDCAD 9.3 North America EURUSD represents 1 EUR per x USD (US dollar) EURUSD -17.9 Australia and Pacific AUDUSD represents 1 AUD per x USD (Australian dollar) AUDUSD -15.5 Australia and Pacific NZDUSD represents 1 NZD per x USD (New Zealand dollar) NZDUSD -14.8 South and Central America USDARS represents 1 USD per x ARS (Argentine peso) USDARS 3.0 South and Central America USDBRL represents 1 USD per x BRL (Brazilian real) USDBRL 13.0 South and Central America USDMXN represents 1 USD per x MXN (Mexican peso) USDMXN 8.5 Asia USDCNY represents 1 USD per x CNY (Chinese yuan renminbi) USDCNY 3.3 Asia USDHKD represents 1 USD per x HKD (Hong Kong dollar) USDHKD 0.4 Asia USDINR represents 1 USD per x INR (Indian rupee) USDINR 3.0 Asia USDJPY represents 1 USD per x JPY (Japanese yen) USDJPY 6.5 Asia USDKRW represents 1 USD per x KRW (South korean won) USDKRW 3.9 Asia USDMYR represents 1 USD per x MYR (Malaysian ringgit) USDMYR 3.9 Asia USDSGD represents 1 USD per x SGD (Singapore dollar) USDSGD 7.1 Asia USDTHB represents 1 USD per x THB (Thai baht) USDTHB 3.8 Africa USDZAR represents 1 USD per x ZAR (South African rand) USDZAR 16.1
5.5. Common reference parameters of the stress test scenarios in relation to hypothetical
widening or narrowing of spreads among indexes to which interest rates of portfolio securities are tied MMFR Typical assets IR (Interest rate swap) Eligible assets Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Table 6, 7 -Commercial Paper (CP) Yes Table 6, 7 -Government bonds, treasury and local authority bills Yes Table 6, 7 -Corporate bonds Yes Table 6, 7 (b) eligible securitisations and asset-backed commercial paper (ABCPs) -Eligible securitisations Yes Table 6, 7 -ABCPs Yes Table 6, 7 (c) deposits with credit institutions -Deposits, of which time deposits Yes Table 6, 7 (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market Yes Table 6, 7 -Financial derivative instruments dealt OTC Yes Table 6, 7 (e) repurchase agreements -Repos No (f) reverse repurchase agreements -Reverse repos Yes Table 6, 7 (g) units or shares of other MMFs -Shares issued by other MMFs Yes Extrapolation of the results to shares issued by other MMFs
5.6. Common reference parameters of the stress test scenarios in relation to hypothetical
levels of redemption
MMFR
Typical assets
Redemption
(reverse liquidity ST)
Redemption
(weekly liquidity ST
Redemption
(2 main investors)
Eligible assets Stressed Parameters Stressed Parameters Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Selfassessment Yes Table 10, 11 Yes Table 10 -Commercial Paper (CP) Yes Selfassessment Yes Table 10, 11 Yes Table 10 -Government bonds, treasury and local authority bills Yes Selfassessment Yes Table 10, 11 Yes Table 10 -Corporate bonds Yes Selfassessment Yes Table 10, 11 Yes Table 10 (b) eligible securitisations and asset-backed commercial paper (ABCPs) -Eligible securitisations Yes Selfassessment Yes Table 10, 11 Yes Table 10 -ABCPs Yes Selfassessment Yes Table 10, 11 Yes Table 10 (c) deposits with credit institutions -Deposits, of which time deposits Yes Selfassessment Yes Table 10, 11 Yes Table 10 (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market Yes Selfassessment Yes Table 10, 11 Yes Table 10 -Financial derivative instruments dealt OTC Yes Selfassessment Yes Table 10, 11 Yes Table 10 (e) repurchase agreements -Repos Yes Selfassessment No Table 10, 11 No Table 10 (f) reverse repurchase agreements -Reverse repos Yes Selfassessment Yes Table 10, 11 Yes Table 10 (g) units or shares of other MMFs -Shares issued by other MMFs Yes Selfassessment Yes Table 10, 11 Yes Table 10
Table 10 Table 11
Assets Article CQS Net outflows (%)
Assets referred to in Article 17(7)[1] which are highly liquid and can be redeemed and settled within one working day and have a residual maturity of up to 190 days 24 (e) 1 Professional investor 40 Cash which is able to be withdrawn by giving prior notice of five working days without penalty 24 (e) Retail investor 30 25 (d) Weekly maturing assets 24 (e) 25 (d) Reverse repurchase agreements which are able to be terminated by giving prior notice of five working days 24 (e) 25 (d) x100% = Weekly liquid assets (bucket 1) Assets referred to in Article 17(7) which can be redeemed and settled within one working week 17(7) 1,2 Money market instruments or units or shares of other MMFs which they are able to be redeemed and settled within five working days 24 (e) 1,2 25 (e) Eligible securitisations and asset-backed commercial paper (ABCPs) 9(1)(b) 1 x85% = Weekly liquid assets (bucket 2)
5.7. Common reference parameters of the stress test scenarios in relation to hypothetical
macro systemic shocks affecting the economy as a whole MMFR Typical assets Macro Eligible assets Stressed Parameters (a) money market instruments -Certificate of deposit (CD) Yes Tables 1,2,3,4,5,6,7,8,10,11 -Commercial Paper (CP) Yes Tables 1,2,3,4,5,6,7,8,10,11 -Government bonds, treasury and local authority bills Yes Tables 1,2,3,4,5,6,7,8,10,11 -Corporate bonds Yes Tables 1,2,3,4,5,6,7,8,10,11 (b) eligible securitisations and asset-backed commercial paper (ABCPs) -Eligible securitisations Yes Tables 1,2,3,4,5,6,7,8,10,11 -ABCPs Yes Tables 1,2,3,4,5,6,7,8,10,11 (c) deposits with credit institutions -Deposits, of which time deposits Yes Tables 1,2,3,4,5,6,7,8,10,11 (d) financial derivative instruments -Financial derivative instruments dealt in on a regulated market Yes Tables 1,2,3,4,5,6,7,8,10,11 -Financial derivative instruments dealt OTC Yes Tables 1,2,3,4,5,6,7,8,10,11 (e) repurchase agreements -Repos No Tables 1,2,3,4,5,6,7,8,10,11 (f) reverse repurchase agreements -Reverse repos Yes Tables 1,2,3,4,5,6,7,8,10,11 (g) units or shares of other MMFs -Shares issued by other MMFs Yes Tables 1,2,3,4,5,6,7,8,10,11
Example of Redemptions based on an investor behaviour model, in accordance with the breakdown of liabilities by investor category. This implies the simulation of the behaviour of each type of investor and establishes a simulation based on the composition of the liabilities of the MMF. Example of investor classification and simulation of their behaviour (the figures shown are not real): Investor type Record redemptions for this investor type Over one day Over one week Over one month Large institutional 25% 75% 100% Group entity (bank, insurance, own account) 20% 40% 40% Investment fund 20% 65% 100% Small institutional 10% 25% 40% Private banking network 15% 40% 75% Retail investor with distributor A 5% 10% 20% Retail investor with distributor B 7% 15% 20% Stressed redemptions for this investor category Large institutional 75% Group entity (bank, insurance, own account) 0% (in agreement with the AMC) Investment fund 65% Small institutional 25% Private banking network 40% Retail investor with distributor A 10% Retail investor with distributor B 15% In order to build such a simulation of this kind, the manager needs to make assumptions about the behaviour of each investor type, based in part on historical redemptions. In the example above, the manager has noted that the retail investors who invested through distributor A are historically slower to exit in the event of difficulty, but that they exhibit the same behaviour over one month as retail investors who invested through distributor B. This fictitious example shows a possible classification that the manager may use based on the data available on the liabilities of the MMF and the behaviour of its investors. C.
66. Examples of global stress test scenarios that the manager could consider:
67.
i. the Lehman Brothers’ event with the calibration of all relevant factors one month
ahead of the failure of this firm;
ii. A) a scenario including a combination of the 3 following factors: i) a parallel shift in
interest rate (x) ii) a shift in credit spreads (y) and iii) a redemption stress (z));
iii. B) a scenario including a combination of the 3 following factors: i) a parallel shift in
interest rate (x) ii) a shift in credit spreads (y) and iii) a redemption stress (z)) Variables x, y and z being the worst figures/shifts experienced by the fund, on an independent basis, for the last 12 months.
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“Regulation (EU) 2017/1131 of the European Parliament and of the Council of 14 June 2017 on money market funds (OJ L 169, 30.06.2017, p. 8).”
“Commission Implementing Regulation (EU) 2018/7082. This information includes specifications on the types of stress tests mentioned in section 5 and their calibration.”
“CQS refers to “Credit Quality Steps”, within the meaning of the COMMISSION IMPLEMENTING REGULATION (EU) 2016/17996.”
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