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3.1.1 Household Debt as a Percent of Disposable Personal Income
As Of: 2021 Q2

Percent
160

120

Percent
160

Other Household Credit
Consumer Credit
Mortgages

120

80

80

40

40

0
1995

0
1998

2001

Source: BEA, Federal
Reserve, Haver Analytics

2004

2007

2010

2013

2016

2019

Note: Other Household Credit includes
debts of both households and nonprofits.

3.1.2 Household Personal Savings Rate
Percent
35

As Of: Sep-2021

Percent
35

30

30

25

25

20

20

15

15

10

1990–Present
Average

10

5

5

0
2015

0

2016

Source: BEA, FRED

2017

2018

2019

2020

2021

Note: Ratio of personal saving to
disposable personal income.

3.1.3 Household Debt Service Ratio
Percent

As Of: 2021 Q2

Percent

14

14

12

12

10

10

8

8

6
1990

6

1994

1998

Source: Federal Reserve,
Haver Analytics

2002

2006

2010

2014

2018

Note: Ratio of debt service payments to
disposable personal income. Seasonally
adjusted. Gray bars signify NBER recessions.

3.1.4 Owners’ Equity as Share of Household Real Estate
Percent
80

As Of: 2021 Q2

Percent
80

70

70

60

60

50

40
1990

1990–Present
Average

50

40
1994

1998

Source: Federal Reserve,
Haver Analytics

2002

2006

2010

2014

2018

Note: Gray bars signify NBER recessions.

3.1.5 Components of Consumer Credit
Billions of US$
1750

As Of: 2021 Q3

Billions of US$
1750

1500

1500
Student Loans

1250
1000

1250
Credit Card Debt

Auto Loans

750

750

500

500

Other Household Debt

250
0
2003

1000

250
0
2006

2009

Source: FRBNY Consumer Credit
Panel/Equifax, Haver Analytics

2012

2015

2018

2021

Note: Other includes consumer finance and
retail loans. Gray bars signify NBER recessions.

3.1.6 Percentage of Mortgages in Forbearance
Percent
10

As Of: 26-Sep-2021

8

Percent
10
Nonbanks
Banks
Total

8

6

6

4

4

2

2

0
0
Mar:2020 Jun:2020 Sep:2020 Dec:2020 Mar:2021 Jun:2021 Sep:2021

Source: Mortgage Bankers Association

3.1.7 Transition to Delinquency (30+ Days) by Loan Type
Percent

As Of: 2021 Q3

Percent

16

16
Student Loans

Credit Card Debt

Auto Loans

Other Household Debt

12

12

8

8

4

4

0
2003

0
2006

2009

Source: FRBNY Consumer Credit
Panel/Equifax, Haver Analytics

2012

2015

2018

2021

Note: Four-quarter moving sum. Student loan
data are not reported prior to 2004 due to uneven
reporting. Other includes consumer finance and
retail loans. Gray bars signify NBER recessions.

3.2.1.1 Nonfinancial Corporate Credit as Percent of GDP
Percent
60

As Of: 2021 Q2

Percent
60

50

50

40

40

30

30

20
1980

20

1985

1990

1995

Source: Federal Reserve,
Haver Analytics

2000

2005

2010

2015

2020

Note: Gray bars signify NBER recessions.

3.2.1.2 Corporate Leverage: Debt / EBITDA
Ratio
6

As Of: 2021 Q2

Ratio
6

5

5

High-Yield
4

3

2
2000

4

3

Investment Grade

2
2005

Source: Bloomberg, L.P.

2010

2015

2020

Note: Ratio of debt-to-EBITDA for companies included
in Bloomberg Barclays Investment Grade and HighYield Indices. Gray bars signify NBER recessions.

3.2.1.3 Interest Coverage Ratios
Ratio
10
8

As Of: 2021 Q2

Ratio
10

Investment Grade

8

6

6

4

4
High-Yield

2

2

0
2000

0
2005

Source: Bloomberg, L.P.

2010

2015

2020

Note: Ratio of earnings-to-interest expenses for companies
included in Bloomberg Barclays Investment Grade and HighYield Indices. Gray bars signify NBER recessions.

3.2.1.4 Nonfinancial Corporations Liquid Assets
Percent of Total Assets
9

As Of: 2021 Q2

Percent of Total Assets
9

8

8

7

7

6

6

5

5

4

4

3

3

2
1980

2

1985

1990

1995

Source: Federal Reserve,
Haver Analytics

2000

2005

2010

2015

2020

Note: Liquid assets includes foreign deposits, checkable deposits and
currency, time and savings deposits, money market fund shares,
security repurchase agreements, debt securities, and mutual fund
shares. Gray bars signify NBER recessions.

3.2.1.5 U.S. Corporate Defaults
Billions of US$
200
160

As Of: 2021 Q3
Total Defaulted Debt
(left axis)

Percent
20

Default Rate (right axis)
16

120

12

80

8

40

4

0
2007

0
2009

2011

Source: Moody's
Investors Service, OFR

2013

2015

2017

2019

2021

Note: Issuer weighted 12-month trailing default
rate for speculative grade U.S. corporates.

As Of: 2021 Q3
Percent
100
Large and Middle-Market Firms
75
Small Firms

75

50

50

25

25

0

0

-25

-25

-50
1992

-50
1996

2000

2004

Source: Federal Reserve Senior
Loan Officer Opinion Survey

2008

2012

2016

Tightening

Percent
100

Easing

Easing

Tightening

3.2.1.6 Bank Business Lending Standards

2020

Note: Represents net percentage of banks reporting
tightening standards for C&I loans. Large and middlemarket firms are those with annual sales of $50 million
or more. Gray bars signify NBER recessions.

3.2.1.7 Investment Grade Corporate Bond Spreads
Percent
10

As Of: 30-Sep-2021

Percent
10

BBB US Corporate Index
Single-A US Corporate Index

8

8

AA US Corporate Index
6

6

4

4

2

2

0
2005

0
2007

2009

2011

Source: ICE Data Indices,
ICE BofA US, FRED

2013

2015

2017

2019

2021

Note: The ICE BofA Option-Adjusted Spreads (OASs) are the
calculated spreads between a computed OAS index of all
bonds in a given rating category and a spot Treasury curve.

3.2.1.8 High-Yield Corporate Bond Spreads
Percent
25

As Of: 30-Sep-2021
Percent
25
Single-B US Corporate Index
BB US Corporate Index
20

20

15

15

10

10

5

5

0
2005

0
2007

2009

2011

Source: ICE Data Indices,
ICE BofA US, FRED

2013

2015

2017

2019

2021

Note: The ICE BofA Option-Adjusted Spreads (OASs) are the
calculated spreads between a computed OAS index of all
bonds in a given rating category and a spot Treasury curve.

3.2.1.9 Gross Issuance of Corporate Bonds
As Of: Sep-2021
Trillions of US$
2.5
High-Yield
Investment Grade
2.0

Trillions of US$
2.5
2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0

2006

2008

Source: Refinitiv,
SIFMA

2010

2012

2014

2016

2018

2020

0.0

Note: Includes all non-convertible corporate debt, MTNs, and
Yankee bonds, but excludes all issues with maturities of one
year or less and CDs. 2021 figures are through September.

3.2.1.10 Leveraged Loan Spreads
Percent
12.5

As Of: 30-Sep-2021

Percent
12.5

10.0

10.0

7.5

7.5

5.0

5.0

2.5
2011

2.5
2013

Source: S&P LCD

2015

2017

2019

2021

Note: Spread-to-maturity for syndicated loans
included in the S&P LCD Leveraged Loan Index.

3.2.1.11 Leveraged Loan Issuance
Billions of US$
750
Institutional
Pro-Rata
600

As Of: 30-Sep-2021

Billions of US$
750

600

450

450

300

300

150

150

0

2006

2008

Source: S&P LCD

2010

2012

2014

2016

2018

2020

0

Note: 2021 figures are through September.

3.2.3.1 Performance of U.S. Stock Indices
Percent
100
75

As Of: 30-Sep-2021

Percent
100

Nasdaq Composite
S&P 500
Russell 2000

75

50

50

25

25

0

0

-25

-25

-50
Jan:2020

-50
Jul:2020

Source: Bloomberg, L.P.

Jan:2021

Jul:2021

Note: Indexed to 31-Dec-2019.

3.2.3.2 S&P 500 Forward Price-to-Earnings
P/E
30

As Of: 30-Sep-2021

P/E
30

25

25
Forward Price-to-Earnings

20

20
10-Year Average

15

15

10
2017

10
2018

Source: Bloomberg, L.P.

2019

2020

2021

3.2.3.3 S&P 500 Volatility
Index
100

As Of: 24-Sep-2021

Index
100

80

80

60

Realized Volatility

60
Implied Volatility

40

40

20

20

0
2006

0
2008

2010

Source: Bloomberg, L.P.

2012

2014

2016

2018

2020

Note: 30-day realized and implied volatility.

3.2.3.4 SPAC Issuances
As Of: 2021 Q3

Billions of US$
120

Deal Value (left axis)

Count
300

Deal Count (right axis)

100

250

80

200

60

150

40

100

20

50

0

2016

2017

Source: Bloomberg, L.P.

2018

2019

2020

2021

0

3.2.3.5 Returns in Selected Equities Indices
As Of: 30-Sep-2021
YTD

Since YE 2019

5 Year (Annualized)

U.S. Indices
S&P 500
Nasdaq Composite
Russell 2000

14.7%
12.1%
11.6%

33.3%
61.0%
32.1%

14.7%
22.1%
12.0%

Other Major Indices
Topix
FTSE 100
Euro Stoxx 50
DAX

12.5%
9.7%
13.9%
11.2%

17.9%
-6.0%
8.1%
15.2%

8.9%
0.5%
6.2%
7.7%

Emerging Markets
MSCI Emerging Market Index
Brazil (Bovespa)
India (S&P BSE Sensex)
MSCI China
Onshore China (CSI 300)
Taiwan (TAIEX)
South Korea (KOSPI)

-3.0%
-6.8%
23.8%
-17.4%
-6.6%
14.9%
7.2%

12.4%
-4.0%
43.3%
4.6%
18.8%
41.2%
39.6%

6.8%
13.7%
16.2%
7.3%
8.4%
13.1%
8.5%

Source: Bloomberg, L.P.

3.3.1.1 Federal Budget Surplus/Deficit
Percent of GDP
10

Percent of GDP
10
Projected
Historical

5

5

0

0

-5

-5

-10

-10

-15

-15

-20

-20
1980

1990

2000

Source: CBO, Haver Analytics

2010

2020

2030

Note: Data for fiscal years. Years after
2020 are projected as of July 2021.

3.3.1.2 Federal Debt Held by the Public
Percent of GDP
150
125

Historical

Percent of GDP
150
CBO July 2021
Baseline Projection

125

100

100

75

75

50

50

25

25

0
0
1940 1950 1960 1970 1980 1990 2000 2010 2020 2030

Source: CBO, Haver Analytics

Note: Data for fiscal years.
Years after 2020 are projected.

3.3.1.3 Net Issuance of Treasury Securities
As Of: 2021 Q3
Billions of US$
3000
Bills
Notes and Bonds
Net
2000

Billions of US$
3000

2000

1000

1000

0

-1000

0

2015

2016

2017

Source: U.S. Department of the
Treasury, Bureau of the Fiscal
Service, SIFMA, Haver Analytics

2018

2019

2020

2021

-1000

Note: Includes marketable
securities only.

3.3.1.4 Treasury General Account Balance
Billions of US$
2000

As Of: 29-Sep-2021

Billions of US$
2000

1750

1750

1500

1500

1250

1250

1000

1000

750

750

500

500

250

250

0
2015

0
2016

2017

2018

2019

Source: Federal Reserve, Haver Analytics

2020

2021

3.3.1.5 U.S. Treasury Yields
Percent
5

As Of: 30-Sep-2021

Percent
5

4

4
10-Year

3

3

2

2

1
0
2010

1

2-Year

0
2012

2014

2016

Source: U.S. Department of the Treasury

2018

2020

3.3.1.6 10-Year TIPS Yield and Breakeven
Percent
4

As Of: 30-Sep-2021

3

Percent
4
3

10-Year Breakeven

2

2

1

1

0

0

-1

Treasury InflationProtected Securities

-1

-2

-2

-3
2016

-3
2017

2018

Source: U.S. Department
of the Treasury

2019

2020

2021

Note: Breakeven represents the difference
between the nominal and TIPS yield.

3.3.1.7 Intraday Volatility for 10-Year Treasury Yields
Basis Points

As Of: 24-Sep-2021

40

Basis Points
40

99th

Percentile

95th Percentile
30

30

Intraday Volatility

20

20

10

10

0
Jan:2020

Jun:2020

Source: Bloomberg, L.P.

Nov:2020

Apr:2021

0
Sep:2021

Note: Intraday volatility calculated as daily high yield
minus daily low yield on 10-year Treasury notes.
Percentiles based on January 2005–September 2021.

3.3.2.1 Municipal Bond Issuance
As Of: Sep-2021

Billions of US$
600

Billions of US$
600

General Obligation
Revenue

500

500

400

400

300

300

200

200

100

100

0

2006

2008

Source: Refinitiv,
SIFMA

2010

2012

2014

2016

2018

2020

0

Note: Excludes maturities of less than 13
months. 2021 figures are through September.

3.3.2.2 Monthly Municipal Bond Mutual Fund Flows
Billions of US$
30

Billions of US$
30

As Of: Sep-2021

20

20

10

10

0

0

-10

-10

-20

-20

-30

-30

-40

-40

-50
2010

-50
2012

2014

Source: ICI, Haver Analytics

2016

2018

2020
Note: Net fund flows.

3.3.2.3 Municipal Bonds to U.S. Treasuries
As Of: 30-Sep-2021

Percent
400

350

Percent
400

2005–Present Average
10-Year AAA

350

300

300

250

250

200

200

150

150

100

100

50

50

0
2015

0
2016

2017

Source: Municipal Market
Advisors, Bloomberg, L.P.

2018

2019

2020

2021

Note: Percentage of municipal yields against equivalent Treasury
yields. Bloomberg's BVAL AAA Benchmark replaced MMA as the
provider for municipal yields on September 1, 2010.

3.3.2.4 Changes in State and Local Government Tax Revenues
Percent

As Of: 2021 Q2

Percent

25

25

20

20

15

15

10

10

5

5

0

0

-5

-5

-10
1998

-10
2001

2004

Source: U.S. Census
Bureau, Haver Analytics

2007

2010

2013

2016

2019

Note: Data represents year-over-year percentage
change. Revenue measures includes revenues from
property, individual income, corporate income, and sales
taxes. Gray bars signify NBER recessions.

3.4.1.1 CP Outstanding by Issuer Type
Trillions of US$
2.5

As Of: Sep-2021

Trillions of US$
2.5
Other
Foreign Nonfinancial
Foreign Financial
Domestic Nonfinancial
Domestic Financial
ABCP

2.0
1.5

2.0
1.5

1.0

1.0

0.5

0.5

0.0
2004

0.0
2008

Source: Federal Reserve,
Haver Analytics

2012

2016

2020

Note: Not seasonally adjusted. Domestic includes
CP issued in the U.S. by entities with foreign parents.

3.4.1.2 CP Investors
Percent
100

As Of: 2021 Q2

Percent
100

Other

80

80
State & Local Governments
Nonfinancial Corporates

60

60

Funding Corporations

40

40
Money Market Funds

20

0
1990

20

0
1994

1998

2002

2006

Source: Federal Reserve, Haver Analytics

2010

2014

2018

3.4.1.3 3-Month CP Interest Rate Spreads
Percent
4

3

As Of: 30-Sep-2021

Percent
4

A2/P2-Rated Nonfinancial
AA-Rated ABCP
AA-Rated Financial
AA-Rated Nonfinancial

3

2

2

1

1

0

0

-1
Jan:2020

-1
Jul:2020

Source: Federal Reserve,
Bloomberg, L.P.

Jan:2021

Jul:2021

Note: Spread to 3-Month
Overnight Index Swap (OIS) rate.

3.4.1.4 Commercial Bank Deposit Growth
Percent
30

As Of: Sep-2021

Percent
30

20

20
Total Deposits

10

10

0

0

-10
-20

-10
-20

Large Time Deposits

-30
2007

-30
2009

2011

Source: Federal Reserve

2013

2015

2017

2019

2021

Note: Year-over-year percentage change.

3.4.2.1 Repo Volumes
Billions of US$
1500
1200

As Of: 30-Sep-2021

Billions of US$
1500

SOFR

1200

900
600

900
600

TGCR

300
0
Apr:2018
Source: FRBNY

300
0
Apr:2019

Apr:2020

Apr:2021

Note: TGCR = Tri-Party General Collateral Rate;
SOFR = Secured Overnight Financing Rate.

3.4.2.2 Sponsored Repo Activity
As Of: Sep-2021
Billions of US$
700
Repo Borrowing
Repo Lending
600
Aggregate

Billions of US$
700
600

500

500

400

400

300

300

200

200

100

100

0
Jul:2019
Source: DTCC

Jan:2020

Jul:2020

Jan:2021

Jul:2021

0

Note: Average daily volume. Breakdown of repo lending
and repo borrowing unavailable prior to April 2020.

3.4.2.3 Primary Dealer Repo Agreements
Trillions of US$
3.5
3.0

As Of: 29-Sep-2021

Trillions of US$
3.5

Overnight/Continuing
Term

3.0

2.5

2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
2014

0.0
2015

2016

2017

Source: FRBNY, Haver Analytics

2018

2019

2020

2021

3.4.2.4 Primary Dealer Repo Collateral
Trillions of US$
As Of: 29-Sep-2021
3.5
Agency Debt
Other
Agency MBS
Equities
3.0
U.S. Treasuries
Corporates
2.5

Trillions of US$
3.5
3.0
2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
2014

0.0
2015

2016

2017

Source: FRBNY, Haver Analytics

2018

2019

2020

2021

Note: U.S. Treasuries includes
TIPS. Other includes ABS.

3.4.2.5 Primary Dealer Reverse Repo Agreements
Trillions of US$
As Of: 29-Sep-2021
3.0
Overnight/Continuing
Term
2.5

Trillions of US$
3.0
2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
2014

0.0

2015

2016

2017

Source: FRBNY, Haver Analytics

2018

2019

2020

2021

3.4.2.6 Repo Borrowing of Qualifying Hedge Funds
Billions of US$
1500

As Of: 2021 Q1

Billions of US$
1500

1250

1250

1000

1000

750

750

500

500

250
2014

250
2015

Source: SEC Form PF
Statistics Report

2016

2017

2018

2019

2020

Note: Repo borrowing as reported on
Question 43 of Form PF.

3.4.2.7 Repo Rates
Percent
6
SOFR
5 TGCR

As Of: 30-Sep-2021

Percent
6
5

4

4

3

3

2

2

1

1

0
Jan:2019

0
Jul:2019

Source: FRBNY

Jan:2020

Jul:2020

Jan:2021

Jul:2021

Note: TGCR = Tri-party General Collateral Rate;
SOFR = Secured Overnight Financing Rate.

3.4.2.8 ON-RRP Participation
Billions of US$
1800

As Of: 30-Sep-2021

Billions of US$
1800

1500

1500

1200

1200

900

900

600

600

300

300

0
2017
Source: FRBNY

0
2018

2019

2020

2021

Note: Overnight Reverse
Repurchase Agreement Facility.

3.4.2.9 Value of Securities on Loan
Trillions of US$
As Of: 30-Sep-2021
3.5
Foreign Markets
3.0
U.S. Market

Trillions of US$
3.5
3.0

2.5

2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
2015

0.0
2016

Source: Markit

2017

2018

2019

2020

2021

Note: Data is based on a
survey of agent-based lenders.

3.4.2.10 Value of U.S. Securities on Loan
Trillions of US$
As Of: 30-Sep-2021
2.5
Other
ETFs
Corporate Bonds
2.0
Equities
Government Debt
1.5

Trillions of US$
2.5
2.0
1.5

1.0

1.0

0.5

0.5

0.0
2015

0.0
2016

Source: Markit

2017

2018

2019

2020

2021

Note: Data is based on a
survey of agent-based lenders.

3.4.2.11 Securities Lending Cash Collateral
Percent
50

As Of: 30-Sep-2021

Percent
50

45

45

40

40

35

35

30

30

25
2015

25
2016

Source: Markit

2017

2018

2019

2020

2021

Note: Data is based on a
survey of agent-based lenders.

3.4.2.12 U.S. Securities Lending Cash Reinvestment
Trillions of US$
As Of: 2021 Q2
2.4
Total Cash Reinvestment
(left axis)
2.0

Days
300

250

1.6

200
Mean WAM (right axis)

1.2

150

Median WAM (right axis)
0.8

100

0.4

50

0.0
2005

2007

2009

Source: The Risk
Management Association

2011

2013

2015

2017

2019

0
2021

Note: Data is based on a
survey of agent-based lenders.

3.4.2.13 U.S. Securities Lending Cash Reinvestment Collateral
As Of: 2021 Q2

Percent of Total

Percent of Total

100

100
Other
Commercial Paper
Bank Deposits

80

80

Money Market Funds

60

60

Government Repo
40

40
Corporate Securities

20

20
Nongovernment Repo

0
2012

0
2014

2016

Source: The Risk Management
Association, OFR

2018

2020

Note: Nongovernment repos have collateral of whole
loans, equity, and corporate debt. Other includes ABS,
funding agreements, other funds, and other vehicles.
Data is based on a survey of agent-based lenders.

3.4.3.1 U.S. Futures Markets Volume
Billions of Contracts
6

As Of: 2021 Q3

Billions of Contracts
6

5

5

4

4

3

3

2

2

1

1

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

Note: 2016–2020 figures represent full year
volumes. 2021 figure represents year-todate volume through September 30, 2021.

3.4.3.2 U.S. Futures Markets Open Interest
Trillions of US$
30

As Of: 30-Sep-2021

Trillions of US$
30

25

25

20

20

15

15

10

10

5

5

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

Note: Open interest as of
September 30 for all years.

3.4.3.3 Futures 60-Day Historical Volatility
Percent
70

Percent
70

As Of: 30-Sep-2021
5-Year Average
9/30/2021

60

60

2021 Range
50

50

40

40

30

30

20

20

10

10

0

Gold

Crude Oil S&P 500

Source: Bloomberg, L.P.

Corn

Silver

Soybean

0

3.4.3.4 Micro Futures Contracts Open Interest
Billions of US$
As Of: 30-Sep-2021
5
Treasuries
Stock Indices
Metals
4
Energy
Currencies

Billions of US$
5

4

3

3

2

2

1

1

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

Note: Open interest as of September 30 for all years.

3.4.3.5 Futures Transaction Volume – Leaderboard
Futures Contract

Number of
Contracts (YTD)

1.

3-Month Eurodollars

439 Million

2.

10-Year Treasury Notes

357 Million

3.

E-Mini S&P 500 Stock Index

300 Million

4.

5-Year Treasury Notes

209 Million

5.

WTI Crude Oil

183 Million

6.

Micro E-Mini NASDAQ 100

174 Million

7.

Micro E-Mini S&P 500 Index

161 Million

8.

E-mini NASDAQ 100 Index

103 Million

9.

U.S. Treasury Bonds

10. 2-Year U.S. Treasury Notes
Source: CFTC

86 Million

82 Million

Note: Total futures volume through September 30, 2021.

3.4.3.6 U.S. Treasury Futures Open Interest: Asset Manager
Billions of US$
1000
12/29/2015

750
500

As Of: 28-Sep-2021
12/29/2016

12/29/2017

12/29/2018

12/29/2019

Billions of US$
1000

12/29/2020

30-Year
10-Year
5-Year
2-Year

750
500

250

250

0

0

-250

-250

-500

-500

-750

-750

-1000
2016
Source: CFTC,
Haver Analytics

-1000
2017

2018

2019

2020

2021

Note: Note: Net notional amount of open interest. 10-Year
includes 10-Year and 10-Year Ultra Treasury Note Futures; 30Year includes Treasury Bond and Ultra Treasury Bond Futures.

Billions of US$
1000
750

500

-1000
2016

Source: CFTC,
Haver Analytics
2017

10/31/2017

9/30/2017

8/31/2017

7/31/2017

6/30/2017

5/31/2017

4/30/2017

3/31/2017

1/31/2017
2/28/2017

12/31/2016

11/30/2016

10/31/2016

9/30/2016

8/31/2016

7/31/2016

6/30/2016

5/31/2016

4/30/2016

3/31/2016

2/29/2016

1/29/2016

12/29/2015

As Of: 28-Sep-2021

2018
2019
2020

1/31/2021
2/28/2021

12/31/2020

11/30/2020

10/31/2020

9/30/2020

8/31/2020

7/31/2020

6/30/2020

5/31/2020

4/30/2020

3/31/2020

2/29/2020

1/31/2020

12/31/2019

11/30/2019

10/31/2019

9/30/2019

8/31/2019

7/31/2019

6/30/2019

5/31/2019

4/30/2019

3/31/2019

1/31/2019
2/28/2019

12/31/2018

11/30/2018

10/31/2018

9/30/2018

8/31/2018

7/31/2018

6/30/2018

5/31/2018

4/30/2018

3/31/2018

1/31/2018
2/28/2018

12/31/2017

11/30/2017

Billions of US$
1000

30-Year
10-Year
5-Year
2-Year

250

0
8/31/2021

7/31/2021

6/30/2021

5/31/2021

4/30/2021

3/31/2021

3.4.3.7 U.S. Treasury Futures Open Interest: Leveraged Funds

750

500

250

0

-250

-250

-500
-500

-750

-750

-1000

2021

Note: Net notional amount of open interest. 10-Year includes
10-Year and 10-Year Ultra Treasury Note Futures; 30-Year
includes Treasury Bond and Ultra Treasury Bond Futures.

3.4.3.8 CME Bitcoin Futures Open Interest
As Of: 30-Sep-2021

Thousands of Bitcoin
90

Thousands of Bitcoin

75
60
45
30
15
0
Jan:2019

Jul:2019

Jan:2020

Source: Bloomberg, L.P.

Jul:2020

Jan:2021

Jul:2021

Note: Includes Bitcoin Futures and Micro Bitcoin
Futures contracts. Open interest converted into Bitcoin
equivalents using respective futures contract units.

3.4.3.9 Bitcoin Futures and Reference Index Volume
Thousands of Bitcoin

As Of: Sep-2021

Thousands of Bitcoin

100
80

100
CME CF Bitcoin Real-Time Index
CME Futures Volume

80

60

60

40

40

20

20

0
Jan:2019

0

Jul:2019

Source: Bloomberg L.P.,
Bitcoinity.org

Jan:2020

Jul:2020

Jan:2021

Jul:2021

Note: Average daily volume. Incudes CME Bitcoin and Micro
Bitcoin volumes converted into bitcoin equivalents. Spot volumes
are Bitcoin/USD pairs from underlying spot exchanges referenced
by the CME CF Bitcoin Real-Time Index.

3.4.3.10 Growth of USD ESG and Emissions Derivatives Markets
Billions of US$
25
Swaps
Index
Options
20
Futures

As Of: 30-Sep-2021

Billions of US$
25

20

15

15

10

10

5

5

0

2008

2010

Source: CFTC

2012

2014

2016

2018

2020

0

3.4.3.11 Growth of the ESG Indices Futures Markets
Billions of US$
3.5

As Of: 30-Sep-2021

Billions of US$
3.5

3.0

3.0

2.5

2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0

Dec:2019

Source: CFTC

Dec:2020

Mar:2021

Jun:2021

Sep:2021

0.0

3.4.3.12 Exchange-Traded Equity Option Volume
Millions of Contracts

As Of: Sep-2021

Millions of Contracts

35
30

35
Put Options
Call Options

30

25

25

20

20

15

15

10

10

5

5

0
Jan:2019

0
Jul:2019

Jan:2020

Source: Options Clearing Corp.

Jul:2020

Jan:2021

Jul:2021

Note: Average daily volume. Includes
FLEX, excludes index and ETF options.

3.4.3.13 Options on Futures: Open Interest
Trillions of US$
60

Trillions of US$
60

As Of: Sep-2021

50

50

40

40

30

30

20

20

10

10

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

3.4.3.14 Options on Futures: Volume
As Of: Sep-2021
Millions of Contracts
1500
Other Options
Eurodollar Options
1250

Millions of Contracts
1500

1250

1000

1000

750

750

500

500

250

250

0

2015

Source: CFTC

2016

2017

2018

2019

2020

2021
YTD

0

3.4.3.15 3-Month Implied Volatility for Select Commodities Options
Percent
70
5 Year Average
9/30/2021

60

Percent
70

As Of: 30-Sep-2021
1 Year Range

60

Source: Bloomberg, L.P.

Silver

10

Gold

10

Copper

20

WTI

20

Lean Hogs

30

Cotton

30

Sugar

40

Soybean

40

Wheat

50

Corn

50

3.4.3.16 Global OTC Positions
Trillions of US$
1000

As Of: 2021 Q2

Trillions of US$
40

Notional Amounts
(left axis)

800

600

Gross Market Values
(right axis)

30

Gross Credit Exposures
(right axis)

20
400
10

200

0
2000

2003

2006

Source: BIS, Haver Analytics

2009

2012

2015

2018

2021

0

3.4.3.17 Global OTC Equity Derivatives Outstanding
Trillions of US$
12
10

As Of: 2021 Q2

Trillions of US$
12

Other Equities
U.S. Equities

10

8

8

6

6

4

4

2

2

0
2000

2003

2006

Source: BIS, Haver Analytics

2009

2012

2015

2018

0
2021

Note: Gross notional amounts outstanding.

3.4.3.18 Derivatives Notional Volume
Trillions of US$
Trillions of US$
As Of: 24-Sep-2021
1.0
15
Credit Default Swaps
Interest Rate Swaps
(left axis)
(right axis)
0.8
12

0.6

9

0.4

6

0.2

3

0.0
2015

0
2016

Source: CFTC, ISDA

2017

2018

2019

2020

2021

Note: 12-week moving-averages. Excludes securitybased swaps. ISDA adjusted numbers since Nov 2020.

3.4.3.19 Derivatives Notional Amount Outstanding
Trillions of US$
10

Trillions of US$
500

As Of: 24-Sep-2021

8

Interest Rate Swaps
(right axis)

400

6

300

4

200

2
0
2014

Index CDS
(left axis)

100
0

2015

Source: CFTC

2016

2017

2018

2019

2020

2021

Note: Weekly Swaps Report not issued between Dec. 22,
2018 and Jan. 26, 2019 due to a lapse in government
funding. Excludes security-based swaps.

3.4.3.20 Commodity Swaps: Open Interest
Billions of US$
700

As Of: Sep-2021
Agricultural
Energy

600

Billions of US$
700

Soft
Metals

600

500

500

400

400

300

300

200

200

100

100

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

Note: Estimated notional value.
Figures as of end of September.

3.4.3.21 Commodity Index Swaps Gross Notional Value
Billions of US$
700

As Of: Sep-2021

Billions of US$
700

600

600

500

500

400

400

300

300

200

200

100

100

0

2016

Source: CFTC

2017

2018

2019

2020

2021

0

Note: Estimated notional value.
Figures as of end of September.

3.4.3.22 Customer Margin Funds Held at FCMs
Billions of US$
As Of: Sep-2021
500
Swaps
Foreign Futures
U.S. Futures
400

Billions of US$
500
400

300

300

200

200

100

100

0
0
2003 2005 2007 2009 2011 2013 2015 2017 2019 2021
Source: CFTC

Note: Includes CFTC registered FCMs.

3.4.3.23 FCM Concentration: Customer Futures Balances
Percent
100

Percent
100

As Of: 2021 Q3
Top 3

Top 10

Top 5

75

75

50

50

25

25

0

0
2014

2015

Source: CFTC

2016

2017

2018

2019

2020

2021

Note: Represents total amount of funds that an FCM is
required to segregate on behalf of customers who are
trading futures and options on futures at US exchanges.

3.4.3.24 FCM Concentration: Customer Swap Balances
As Of: 2021 Q3
Percent
100

Top 3

Percent
100

Top 10

Top 5

75

75

50

50

25

25

0

0

2014

2015

Source: CFTC

2016

2017

2018

2019

2020

2021

Note: Represents the amount of funds an FCM is required
to segregate for customers who trade cleared swaps.

3.4.3.25 Concentration of Swap Positions for Registered SDs
Percent
70

Percent
70

As Of: 2021 Q3
Top 3

Top 10

Top 5

60

60

50

50

40

40

30

30

20

20

10

10

0

0
Q3
2014

Source: CFTC

Q3
2015

Q3
2016

Q3
2017

Q3
2018

Q3
2019

Q3
2020

Q3
2021

Note: Positions between two Swap Dealers (SDs) in the same
category (e.g., Top 3 or Top 5) are double-counted (i.e., a trade
between the #1 SD and #3 SD would be counted twice).

3.4.3.26 SEF Trading Volumes: Interest Rate Swaps
Billions of US$

As Of: Sep-2021

Percent

1250

80
On-SEF Interest Rate
Swap Volume (left axis)

Share of Total Volume
(right axis)

1000

70

750

60

500

50

250

40

0
Jan:18
Source: CFTC

30
Jan:19

Jan:20

Jan:21

Note: Average daily notional volume. Data have
been adjusted to correct a DDR data issue.

3.4.3.27 SEF Trading Volumes: CDS Index
Billions of US$
100

As Of: Sep-2021
On-SEF CDS Index
Volume (left axis)

Percent
100

Share of Total Volume
right axis)

80

90

60

80

40

70

20

60

0
Jan:18
Source: CFTC

50
Jan:19

Jan:20

Jan:21

Note: Average daily notional volume. Excludes security-based
swaps. Data have been adjusted to correct a DDR data issue.

3.4.4.1 Relative Performance of Commodity Indices
Index

As Of: 24-Sep-2021

Index

250

250
Agriculture & Livestock
Energy

Industrial Metals
Precious Metals

200

200

150

150

100

100

50
2016

50

2017

2018

Source: S&P GSCI, Haver Analytics

2019

2020

Note: S&P GSCI Spot Indices.
Indexed to 100 as of January 1, 2016.

3.4.4.2 Relative Performance of Precious Metals
Index

As Of: 30-Sep-2021

Index

160

140
120

160
Silver
Gold
Palladium
Platinum

140
120

100

100

80

80

60
Sep:2020

Dec:2020

Source: Bloomberg, L.P.

Mar:2021

Jun:2021

60
Sep:2021

Note: Indexed to 100 as of
September 30, 2020.

3.4.4.3 Relative Performance of Industrial Metals
Index

As Of: 30-Sep-2021

Index

180

160
140

180
Aluminum
Copper
Zinc
Nickel

160
140

120

120

100

100

80

80

60
Jan:2020

60
Jul:2020

Source: S&P GSCI, Haver Analytics

Jan:2021

Jul:2021

Note: S&P GSCI Spot Indices.
Indexed to 100 as of January 2, 2020.

3.4.4.4 Relative Performance of Agriculture Products
Index

As Of: 24-Sep-2021

Index

200
175
150

200
Cotton
Wheat
Live Cattle
Coffee

Lean Hogs
Corn
Soybeans

175
150

125

125

100

100

75

75

50
Jan:2020

50
Jul:2020

Source: S&P GSCI, Haver Analytics

Jan:2021

Jul:2021

Note: S&P GSCI Spot Indices.
Indexed to 100 as of January 3, 2020.

3.4.4.5 U.S. Drought Conditions
Percent
80
70
60

As Of: 28-Sep-2021

Percent

Exceptional Drought
Extreme Drought

Severe Drought
Moderate Drought
Abnormally Dry

80
70
60

50

50

40

40

30

30

20

20

10

10

0
2016

0

2017

2018

2019

Source: University of Nebraska-Lincoln

2020

2021

Note: Limited to Continental U.S.

3.4.4.6 CME Lumber Futures
Contract Price, US$
2000

As Of: 30-Sep-2021

Contract Price, US$
2000

1500

1500

1000

1000

500

500

0
Jan:2019

0
Jul:2019

Dec:2019

Source: CME, Haver Analytics

Jul:2020

Dec:2020 Jun:2021

Note: US$ per 1,000 Board Feed.

3.4.4.7 U.S. Crude Oil Production & Inventories
Millions of Barrels
1500

1400

As Of: Aug-2021

Crude Oil Inventories
(left axis)

Millions of Barrels
16

Crude Oil Production
(right axis)

14

1300

12

1200

10

1100

8

1000

6

900
2010

4
2012

2014

Source: EIA, Haver Analytics

2016

2018

2020

Note: Crude oil production presented
as millions of barrels per day.

3.4.4.8 WTI Crude Oil Futures Curve
Price Per Barrel ($)
80

Price Per Barrel ($)
80

9/30/2021

70

70

60

60
9/30/2019

50

50
40

40

9/30/2020

30

30
1

7

13

19

Source: Bloomberg, L.P.

25

31

37

43

49

55

Note: CME WTI Crude Oil Futures. X axis
represents the number of months until expiry.

3.4.4.9 Natural Gas Futures Curve
US$ Per MMBtu
6.5

5.5

US$ Per MMBtu
6.5
5.5

9/30/2021

4.5

4.5

3.5

3.5

9/30/2020

2.5

2.5
9/30/2019

1.5

1.5
1

6

11

16

Source: Bloomberg, L.P.

21

26

31

36

41

46

51

56

Note: NYMEX Henry Hub Natural Gas Futures. X
axis represents the number of months until expiry.

3.4.4.10 U.S. Natural Gas Prices
Contract Price, US$
25
20

As Of: 30-Sep-2021

Contract Price, US$
25

Front Month Future

20

Spot Price

15

15

10

10

5

5

0
Sep:2020

Dec:2020

Source: Bloomberg, L.P.

Mar:2021

Jun:2021

0
Sep:2021

3.4.4.11 European & U.S. Natural Gas Prices
US$ Per MMBtu
30
Europe
25
United States

As Of: Sep-2021

US$ Per MMBtu
30
25

20

20

15

15

10

10

5

5

0
2000

0
2003

2006

2009

2012

Source: World Bank Group, Bloomberg, L.P.

2015

2018

2021

3.4.5.1 House Prices by Census Division
Index
600

500
400
300

As Of: Aug-2021

Index
600

Mountain
Pacific
West South Central
South Atlantic
West North Central
Total U.S.
New England
East South Central
Middle Atlantic
East North Central

500
400
300

200

200

100

100

0
1991

0
1995

Source: FHFA

1999

2003

2007

2011

2015

2019

Note: Purchase-only, seasonally adjusted, nominal,
constant-quality price index. Indexed to January 1991.

3.4.5.2 Home Sales
Millions of Units
1.5
1.2

As Of: Sep-2021

New Home Sales
(left axis)

Millions of Units
8.0

Existing Home Sales
(right axis)

7.0

0.9

6.0

0.6

5.0

0.3

4.0

0.0
2005

2008

2011

Source: NAR, Census Bureau,
Haver Analytics

2014

2017

2020

3.0

Note: Series are seasonally adjusted annual rates and
are expressed in millions of single-family housing units.

3.4.5.3 New Housing Starts and Price Changes
Millions of Housing Units
2.5
Housing Starts
(left axis)
2.0
1/1/2000

1/1/2003

As Of: Aug-2021

1/1/2006

1/1/2009

1/1/2012

1/1/2015

Percentage Change
30
1/1/2018

1/1/2021

20

House Price Changes
(right axis)
1.5

10

1.0

0

0.5

-10

0.0
2000

2003

2006

2009

Source: U.S. Census Bureau,
FHFA, Haver Analytics

2012

2015

2018

2021

-20

Note: Data are seasonally adjusted annual rates. House
Price Changes series is the year-over-year percentage
change of the FHFA National House Price Index.

3.4.5.4 Homeownership and Vacancy Rates
Percent

As Of: 2021 Q3

Percent

69

8.5

68

8.0

67

7.5

66

7.0

65

6.5

64

Homeownership Rate
(left axis)

6.0

Rental Vacancy Rate
(right axis)

63
62
2015

2016

2017

2018

2019

Source: U.S. Census Bureau, Current
Population Survey/Housing Vacancy Survey

2020

2021

5.5
5.0

Note: Data are non-seasonally
adjusted quarterly percentages.

3.4.5.5 30-Year Fixed Rate Mortgage Rate and Spread
Percent
8

As Of: 24-Sep-2021

7

Percent
8
7

30-Year Fixed Rate
Mortgage Average

6

6

5
4

3

5
4

Spread to 10-Year
Treasury

3

2

2

1

1

0
2005

2007

2009

2011

2013

Source: Bankrate.com, Bloomberg, L.P.

2015

2017

2019

2021

0

3.4.5.6 Mortgage Originations and Rates
Percent
As Of: 2021 Q1
Billions of US$
5.0
1500
Refinance (right axis)
30-Year Mortgage Rate
Purchase (right axis)
(left axis)
4.5
1200
4.0

900

3.5

600

3.0

300

2.5
2015

2016

Source: NMDB®,
Bankrate.com

2017

2018

2019

2020

0
2021

Note: Quarterly originations represent all 1-4 family
homes with first-lien, closed-end residential mortgages.

3.4.5.7 Purchase Origination Volume by Credit Score
As Of: 2021 Q2

Percent of Originations
100

Percent of Originations
100

>780

80

80

60

60

661-780
40

40

601-660

20

20

<601
0
2001

0
2004

Source: NMDB®

2007

2010

2013

2016

2019

Note: Based on all-borrower VantageScore 3.0 for first-lien,
closed-end residential purchase mortgages; excludes territories.

3.4.5.8 Shares of Mortgages by Equity Percentage
Percent
100

As Of: 2021 Q2

Percent
100

<0%
80

0 to <5%

80

5 to <20%
60

40

60

Percentage of mortgages with
20% or more equity

20

20

0
2000 2002 2004 2006 2008 2010 2012 2014 2016 2018 2020
Source: NMDB®

40

0

Note: Quarterly percentage of all mortgage
loans that are not closed or terminated.

3.4.5.9 Mortgage Delinquency
Percent

As Of: 2021 Q2

Percent

6

6

5
4

30 or 60 Days
Past Due

90 to 180 Days
Past Due

4

3

3
In process of
foreclosure,
bankruptcy or
deed-in-lieu

2
1

0
2002 2004 2006 2008 2010 2012 2014 2016 2018 2020
Source:

5

NMDB®

Note: Quarterly percentage of all mortgage
loans that are not closed or terminated.

2
1
0

3.4.5.10 Forbearance Rates by Investor Type
Percent
14
12

As Of: Aug-2021
FHA, VA, and RHS
GSE
Other (PLS, Portfolio, etc.) Total

Percent
14
12

10

10

8

8

6

6

4

4

2

2

0
Mar:2020 Jun:2020 Sep:2020 Dec:2020 Mar:2021 Jun:2021
Source:

NMDB®

0

Note: Rates are the weekly percentage of servicing
portfolio volume in forbearance by investor type over time.

B.1 House Price Growth
Percent
25

As of: Aug-2021

Percent
25

Case-Shiller Home Price Index

20

20

FHFA Home Price Index

15

15

10

10

5

5

0

0

-5

-5

-10
2012

-10
2014

2016

Source: S&P CoreLogic Real Estate
Data, FHFA, Haver Analytics

2018

2020

Note: Year-over-year
percentage change.

B.2 Inventory of Homes Listed for Sale
Thousands
2500

As of: Aug-2021

Thousands
2500

2000

2000

Total Inventory
1500

1500

1000

1000
New Listings

500

500

0
2012 2013 2014 2015 2016 2017 2018 2019 2020 2021
Source: Redfin, Haver Analytics

0

Note: Seasonally adjusted.

B.3 Price-to-Rent Ratios
Index
200

As of: Aug-2021

Index
200

Case-Shiller Home Price Index
180

180

FHFA House Price Index

160

160

140

140

120

120

100

100

80
1996

80
2001

2006

Source: S&P CoreLogic Real Estate
Data, FHFA, BLS, Haver Analytics

2011

2016

2021

Note: Seasonally adjusted; indexed
to January 1996. Rental data are
owners’ equivalent rent.

3.4.5.11 Mortgage Originations by Product
Percent of Originations
100
Private Portfolio
and Securitized
80

As Of: 2020 Q4

Percent of Originations
100
80

60

60
GSE

40

40

20

20
FHA, VA & RHS

0
1998

0

2001

Source:

NMDB®

2004

2007

2010

2013

2016

2019

Note: Quarterly data for first-lien,
closed-end residential mortgages.

3.4.5.12 RMBS Issuance
Trillions of US$
4.0
Non-Agency
3.5
Agency

As Of: Sep-2021

Trillions of US$
4.0
3.5

3.0

3.0

2.5

2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0

0.0

2001 2003 2005 2007 2009 2011 2013 2015 2017 2019 2021
YTD
Source: FHLMC, FNMA, GNMA, NCUA,
Note: 2021 figures are
FDIC, Bloomberg, L.P., Dealogic,
through September.
Thomson Reuters, SIFMA

3.4.5.13 Cumulative MBS Purchases by the Federal Reserve
Trillions of US$
3.0
UMBS
GNMA
2.5

As Of: 24-Sep-2021

Trillions of US$
3.0
2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
Mar:2020

0.0
Jul:2020

Source: FRBNY

Nov:2020

Mar:2021

Jul:2021

Note: Cumulative purchases beginning in March 2020. Weekly series
are aggregated from daily Agency MBS operations in the TBA pool.

3.4.6.1 Commercial Property Price Growth
Percent
30

20

As Of: Sep-2021
Retail
Industrial
National

Percent
30

Office: Central Business District
Apartment
Office

20

10

10

0

0

-10

-10

-20

-20

-30
2005

-30
2008

2011

Source: Real Capital Analytics,
Bloomberg, L.P.

2014

2017

2020

Note: Year-over-year price change.

3.4.6.2 Conduit CMBS Delinquency and Foreclosure Rate
Percent

As Of: Sep-2021

Percent

10
8

10
60+ Days
Delinquent

8

6

6

4

4
Foreclosure /
Real Estate
Owned

2
0
2005

2
0

2007

2009

Source: JPMorgan, Trepp

2011

2013

2015

2017

2019

2021

Note: 60+ Days Delinquent includes
Foreclosure/Real Estate Owned.

3.4.6.3 Average Capitalization Rates and Spreads
As Of: Sep-2021

Percent
12

Percent
12

10

10
National Cap Rate

8

8

6

6

4

4

National Cap Rate Spread

2
0
2001

2
0

2004

2007

Source: Real Capital Analytics,
Bloomberg, L.P.

2010

2013

2016

2019

Note: Dotted lines represent
2001–present averages.

3.4.6.4 CMBS Issuance
Billions of US$
400
Non-Agency
350
Agency

As Of: Sep-2021

Billions of US$
400
350

300

300

250

250

200

200

150

150

100

100

50

50

0

0
2004 2006 2008 2010 2012 2014 2016 2018 2020

Source: Inside
Mortgage Finance

Note: 2021 figures are through September.
Agency includes multifamily CMBS.

3.5.1.1 Categorization of Large U.S. BHCs
Description

U.S. Domestic Banking Org.
Bank of America

JPMorgan Chase

Category I

Bank of New York Mellon

Morgan Stanley

(U.S. G-SIBs)

Citigroup

State Street

Goldman Sachs

Wells Fargo

Category II
Northern Trust

(Large complex, ≥$700b Total assets, or ≥
$75b in Cross-Jurisdictional Activity)
Category III

Capital One

Truist Financial

(Large complex, ≥$250b Total assets or ≥ $75b
in NBA, wSTWF, or Off-balance sheet exposure)

Charles Schwab

U.S. Bancorp

PNC Financial
Ally Financial

Huntington

Category IV

American Express

KeyCorp

(Large noncomplex, other firms with $100b
to $250b Total assets)

Citizens Financial

M&T Bank

Discover

Regions Financial

Fifth Third

Source: Federal Reserve

Note: Northern Trust is in Category II due to its cross-jurisdictional activity.
Synchrony Financial dropped out of Category IV in 2021:Q2 and did not participate
in the 2020 or 2021 stress tests.

3.5.1.2 Total Assets by BHC Type/IHC
Trillions of US$
16

As Of: 2021 Q2

Trillions of US$
16

14

14

12

12

10

10

8

8

6

6

4

4

2

2

0

G-SIBs

Source: FR Y-9C

Large
Complex

Large
Noncomplex

Other

IHCs

0

3.5.1.3 Common Equity Tier 1 Ratios
Percent of RWA
16
14
12

As Of: 2021 Q2

Percent of RWA
16

Other
Large Noncomplex
Large Complex
G-SIBs

14
12

10

10

8

8

6

6

4
2001

4
2004

Source: FR Y-9C,
Haver Analytics

2007

2010

2013

2016

2019

Note: Tier 1 common capital is used as the numerator of the CET1 ratio
prior to 2014:Q1 for G-SIBs and large complex BHCs, and prior to
2015:Q1 for large noncomplex and other BHCs. The denominator is
risk-weighted assets (RWA). Shaded areas indicate NBER recessions.

3.5.1.4 Common Equity Tier 1 Ratios at U.S. G-SIBs
Percent of RWA
20
2021 Q2
2021 Q1
2020 Q2
16

As Of: 2021 Q2

Percent of RWA
20

2021 minimum including U.S.
G-SIB surcharge
16

12

12

8

8

4

4

0

BAC

BK

Source: FR-Y9C

C

GS

JPM

MS

STT

WFC

0

3.5.1.5 Payout Rates at U.S. G-SIBs
As Of: 2021 Q2
Percent of NIAC
200
Common Stock Cash Dividends
(left axis)
Stock Repurchases
150
(left axis)

Billions of US$
200
NIAC (right axis)
150

100

100

50

50

0

0
2014

2015

Source: FR Y-9C

2016

2017

2018

2019

2020

2021

Note: Net income available to common shareholders
(NIAC) is net income minus preferred dividends.
2021 data represents YTD data through Q2.

3.5.1.6 Supplementary Leverage Ratios at U.S. G-SIBs
Percent
10

As Of: 2021 Q2
Minimum
2021 Q2

2021 Q1
2020 Q2

8

Percent
10
8

6

6

4

4

2

2

0

0
BAC

BK

Source: FR Y-9C,
Call Report

C

GS

JPM

MS

STT

WFC

Note: Enhanced SLR is only required for the G-SIBs. The ratio is equal to tier 1
capital divided by total assets plus off-balance sheet exposures. The ratio
excludes Treasury securities and reserves from the denominator during
2020:Q2 and 2021:Q1, reflecting a temporary change to the SLR rule to ease
strains in the Treasury market resulting from the COVID-19 pandemic.

3.5.1.7 Return on Assets
Percent
3
Other
Large Noncomplex
Large Complex
2
G-SIBs

As Of: 2021 Q2

Percent
3

2

1

1

0

0

-1
2010

-1

2012

Source: FR Y-9C

2014

2016

2018

2020

Note: Quarterly, seasonally-adjusted annual rate. Return on
assets is equal to net income divided by average assets.

3.5.1.8 Net Interest Margins
Percent
6

As Of: 2021 Q2

Percent
6

Other
Large Noncomplex
Large Complex
G-SIBs

5

5

4

4

3

3

2

2

1
2010

1

2012

Source: FR Y-9C

2014

2016

2018

2020

Note: Quarterly, seasonally-adjusted annual rate. Net
interest margin is equal to net interest income divided
by the quarterly average of interest-earning assets.

3.5.1.9 Sources of Funding at G-SIBs and Large-Complex
Percent of Total Liabilities
70

60

Short-Term Funding

As Of: 2021 Q2

Percent of Total Liabilities
70
Core Deposits

60

50

50

40

40

30

30

20
10

Long-Term Funding

20
10

0
0
2001 2003 2005 2007 2009 2011 2013 2015 2017 2019 2021

Source:
FR Y-9C

Note: ST funding: liabilities with maturities =< 1 yr, trading liabilities, repos, CP, and foreign deposits.
LT funding: other borrowed money, subordinated notes and large time deposits with maturities > 1
yr. Core deposits: demand deposits, noninterest-bearing balances, transaction accounts, money
market deposits and time deposits <$250,000. Gray bars signify NBER recessions.

3.5.1.10 Deposit Growth, All Commercial Banks
Percent
25

As Of: Jun-2021

Percent
25

20

20

15

15

10

10

5

5

0
2001

0

2004

2007

Source: Federal Reserve,
Haver Analytics

2010

2013

2016

2019

Note: Statistical Release H.8, “Assets and Liabilities of
Commercial Banks in the United States.” Seasonally adjusted
values. Year-over-year percentage change.

3.5.1.11 Effective Deposit Rates by BHC Category
Rates
1.50
1.25
1.00

As Of: 2021 Q2

Rates
1.50

Other
Large Noncomplex
Large Complex
G-SIBs

1.25
1.00

0.75

0.75

0.50

0.50

0.25

0.25

0.00
2010

0.00
2012

Source: Call Report

2014

2016

2018

2020

Note: Effective deposit rates are defined as the ratio of the
annualized quarterly-average interest expense on deposits and the
one-quarter lag of the quarterly-average deposit balances.

3.5.1.12 Delinquency Rates on Real Estate Loans
Percent
20

As Of: 2021 Q2

Percent
20

16

16
Residential
Real Estate

12

8

Commercial
Real Estate

4

12

8
4

0
0
2001 2003 2005 2007 2009 2011 2013 2015 2017 2019 2021

Source: FR Y-9C

Note: Includes all loans in domestic and foreign
offices. Gray bars signify NBER recessions.

3.5.1.13 Delinquency Rates on Selected Loans
Percent
8

6

As Of: 2021 Q2

Percent
8

Credit Card
Auto
C&I

6

4

4

2

2

0
0
2001 2003 2005 2007 2009 2011 2013 2015 2017 2019 2021
Source: FRY-9C,
Call Report

Note: Seasonally adjusted. Includes all loans in domestic
and foreign offices. Auto loans became available in 2011
Q1. Gray bars signify NBER recessions.

3.5.1.14 Provisions to Loans Ratios at BHCs
Percent
12

10
8

As Of: 2021 Q2

Percent
12

Credit Cards
Other Consumer
Residential Real Estate
Commercial Real Estate
C&I

10
8

6

6

4

4

2

2

0
2013

0
2014

Source: FR Y-9C

2015

2016

2017

2018

2019

2020

2021

Note: Excludes Barclays, Credit
Suisse, Deutsche Bank, and UBS.

3.5.1.15 C&I Loan Growth, All Commercial Banks
Percent
40

As Of: Jun-2021

Percent
40

30

30

20

20

10

10

0

0

-10

-10

-20

-20

-30
2001

-30

2004

2007

Source: Federal Reserve,
Haver Analytics

2010

2013

2016

2019

Note: Statistical Release H.8, “Assets and Liabilities
of Commercial Banks in the United States.” Yearover-year percentage change.

3.5.1.16 Loans to Nondepository Financial Institutions
Percent of Total Loans
14
Other
12
Large Noncomplex
Large Complex
10
G-SIBs
8

As Of: 2021 Q2

Percent of Total Loans
14
12
10
8

6

6

4

4

2

2

0
2010

0

2012

Source: FR Y-9C

2014

2016

2018

2020

3.5.1.17 High-Quality Liquid Assets by BHC Type
Percent of Assets
35
Other
Large Noncomplex
30
Large Complex
G-SIBs
25

As Of: 2021 Q2

Percent of Assets
35
30
25

20

20

15

15

10

10

5
2010

5
2012

Source: FR Y-9C

2014

2016

2018

2020

Note: HQLA is estimated by adding excess reserves to an
estimate of securities that qualify for HQLA. Haircuts and
level 2 asset limitations are incorporated into the estimate.

3.5.1.18 Selected Liquid Assets at All BHCs
Percent of Assets

As Of: 2021 Q2

Percent of Assets

15
12

15
Reserve Balances
Fannie Mae and Freddie Mac MBS
Treasury Securities
Ginnie Mae MBS

12

9

9

6

6

3

3

0
2010

0
2012

2014

Source: FR Y-9C, FR 2900

2016

2018

2020

Note: Not seasonally adjusted.

3.5.1.19 Liquidity Coverage Ratios at U.S. G-SIBs
Percent
200

As Of: 2021 Q2

Percent
200

2021 Q2
2021 Q1
2020 Q2

150

150

100

100

50

50

0

0
BAC

BK

C

Source: LCR Disclosures
from each banks’ websites

GS

JPM

MS

STT

WFC

Note: The solid line represents the
regulatory minimum.

3.5.1.20 Held-to-Maturity Securities
Percent of Investment
Securities
60
Other
Large Noncomplex
50
Large Complex
G-SIBs
40

Percent of Investment
Securities
60

As Of: 2021 Q2

50
40

30

30

20

20

10

10

0
2010

0

2012

Source: Call Report,
Haver Analytics

2014

2016

2018

2020

Note: Investment securities are held-to-maturity
securities plus available-for-sale securities.

3.5.1.21 Duration Gap
As Of: 2021 Q2

Years
3.5
3.0

2.5

Years
3.5

Other
Large Noncomplex
Large Complex
G-SIBs

3.0

2.5

2.0

2.0

1.5

1.5

1.0

1.0

0.5

0.5

0.0
2001

0.0
2004

Source: Call Report,
Haver Analytics

2007

2010

2013

2016

2019

Note: Duration gap is the approximate weighted-average
time of cash inflows less the approximate weighted-average
time of cash outflows. Gray bars signify NBER recessions.

3.5.1.22 Bank Stock Performance
Index
200

175

As Of: 29-Jun-2021
Large Noncomplex
Large Complex
G-SIBs

Index
200

S&P 500
EU Bank Stock Index
Other

175

150

150

125

125

100

100

75

75

50
Jan:2019

Jun:2019

Source: Yahoo! Finance,
Bloomberg, L.P.

Dec:2019

Jun:2020

Dec:2020

50
Jun:2021

Note: January 2, 2019 = 100. EU Bank Stock Index created from
stock prices for the following banks: BCS, BNPQY, CS, ACA, DB,
SAN, UBS. All indexes are created by equally weighting banks.

3.5.1.23 Price-to-Book for Select U.S. G-SIBs
Percent
300

As Of: Jun-2021
Goldman Sachs
Citigroup
Bank of America

250

Percent
300

Wells Fargo
JPMorgan Chase
Morgan Stanley

250

200

200

150

150

100

100

50

50

0
2008

0
2010

Source: SNL

2012

2014

2016

2018

2020

Note: Month-end values.

3.5.1.24 5-Year CDS Premiums Select U.S. G-SIBs
Basis Points
500

As Of: Jun-2021
Goldman Sachs
Citigroup
Bank of America

400

Basis Points
500

Wells Fargo
JPMorgan Chase
Morgan Stanley

400

300

300

200

200

100

100

0
2010

0
2012

Source: Markit

2014

2016

2018

2020

Note: Monthly averages.

3.5.1.25 5-Year CDS Premiums Select Foreign Banks
Basis Points
500

As Of: Jun-2021
Deutsche Bank
Société Générale
BNP Paribas

400

Basis Points
500
Santander
Credit Suisse
Barclays

400

300

300

200

200

100

100

0
2010

0
2012

Source: Markit

2014

2016

2018

2020

Note: Monthly averages.

3.5.1.26 Initial and Stressed Capital Ratios
Percent of RWA
16
Post-Stress DFAST
Pre-Stress

Percent of RWA
16
Post-Stress CCAR
Regulatory Minimum

12

12

8

8

4

4

0

2013
18

2014
30

Source: Federal
Reserve

2015
31

2016
33

2017
34

2018
35

2019
18

2020
33

2021
23

0

Note: Regulatory minimum is 5% pre-2016 and 4.5% from 2016
onwards. For DFAST 2013-2015, bars show Tier 1 Common Capital
Ratio. DFAST 2016-2021 bars show Common Equity Tier 1 Ratio. The
x-axis labels represent the number of banks tested within a given year.

3.5.1.27 FDIC-Insured Failed Institutions
Number of Institutions
180

As Of: 2020

Percent
3.0

Number of Institutions (left axis)
150

2.5
Assets of Failed Institutions as a
Percent of Nominal GDP (right axis)

120

2.0

90

1.5

60

1.0

30

0.5

0
2005

0.0
2008

Source: BEA, FDIC,
Haver Analytics

2011

2014

2017

2020

Note: No FDIC-insured institutions
failed during 2005, 2006, and 2018.

3.5.1.28 Commercial Bank and Thrift Net Income
Billions of US$
1200

800

As Of: 2021 Q2

Billions of US$
1200
Realized Gains/Losses

Noninterest Income
Net Interest Income

800

400

400

0

0

-400

-400

-800
-1200

2006

Source: FDIC

2008

2010

2012

-800

Net Income

Provisions
Noninterest Expense
2014

2016

2018

2020

-1200

Note: Includes all commercial banks and
thrift institutions. All items are annualized.

3.5.1.29 Total Assets of Largest Insured Depository Institutions
Count (‘000s)
Trillions of US$
As Of: 2021 Q2
25
25
Top 10 IDIs (left axis)
Number of Insured
Top 11-100 IDIs (left axis)
Depository Institutions
20
20
(right axis)
Other IDIs (left axis)
15

15

10

10

5

5

0
1984

0
1989

1994

Source: FFIEC Call Report

1999

2004

2009

2014

2019

Note: Fourth quarter data was used for years 19842020 and second quarter data was used for 2021.

3.5.1.30 U.S. Branches and Agencies of Foreign Banks: Assets
Trillions of US$
4

3

As Of: 2021 Q2

Securities Purchased with Repos &
Fed Funds Sold
Net Due from Related Institutions
Reserve Balances
Cash and Balances Due from
Depository Institutions (Excluding
Reserve Balances)

Trillions of US$
4
Other Assets
Non-C&I Loans
C&I Loans

3

2

2

1

1

0
2004 2006 2008 2010
Source: Federal Reserve,
Haver Analytics

0
2012

2014

2016

2018

2020

Note: Other assets includes government
securities, ABS, and other trading assets.

3.5.1.31 U.S. Branches and Agencies of Foreign Banks: Liabilities
Trillions of US$
4

3

As Of: 2021 Q2

Trillions of US$
4

Other Liabilities
Securities Sold with Repos & Fed Funds Purchased
Deposits & Credit Balances
Net Due to Related Depository Institutions

3

2

2

1

1

0
2004

0

2006

2008

2010

Source: Federal Reserve,
Haver Analytics

2012

2014

2016

2018

2020

Note: Other liabilities includes transaction accounts,
non-transaction accounts, and other borrowed money.

3.5.1.32 Credit Union Income
Billions of US$
As Of: 2021 Q2
100
Noninterest Income
Net Income
Net Interest Income

Billions of US$
100

50

50

0

0

-50

-50
Provisions
Noninterest Expense

-100

2006

2008

Source: NCUA

2010

2012

Realized Gains/Losses
on Investments

2014

2016

2018

-100

2020

Note: Federally-insured credit
unions. Values are annualized.

3.5.1.33 Loans as a Percent of Total Deposits
Percent of Total Assets
100

As Of: 2021 Q2

Percent of Total Assets
100

90

90

80

80

70

70

60

60

50
2006

50
2008

Source: NCUA

2010

2012

2014

2016

2018

2020

3.5.2.1 Number of Broker-Dealers
Number of Firms
5000

As Of: 2021 Q2

Number of Firms
5000

4500

4500

4000

4000

3500

3500

3000

3000

2009

Source: FINRA

2011

2013

2015

2017

2019

2021

3.5.2.2 Broker-Dealer Revenues and Net Income
Billions of US$

As Of: 2021 Q2

Billions of US$

500

500
Net Income
Total Revenue

400

400

300

300

200

200

100

100

0

0
2009

Source: FINRA

2011

2013

2015

2017

2019

2021

3.5.2.3 Broker-Dealer Assets and Leverage
Trillions of US$
As Of: 2021 Q2
8
Leverage (right axis)
Total Assets (left axis)

Ratio
25

6

20

4

15

2

10

0

5

2005

2007

Source: FINRA

2009

2011

2013

2015

2017

2019

2021

Note: Leverage is the ratio of total
assets to total regulatory capital.

3.5.2.4 Broker-Dealer Assets and Leverage by Affiliation
Trillions of US$

As Of: 2021 Q2

Ratio

5

25
FBO Total Assets (left axis)
BHC Total Assets (left axis)

4

BHC Leverage (right axis)
FBO Leverage (right axis)
20

3

15

2

10

1

5

0

0
2009

2011

Source: FINRA

2013

2015

2017

2019

2021

Note: Data covers BHC and FBO-affiliated
broker-dealers that are among the 25 largest
broker-dealers by assets at year-end 2020.

3.5.2.5 mREIT Financial Assets
Billions of US$
As Of: 2021 Q2
800
Other
Mortgages
Agency & GSE-Backed Securities
600

Billions of US$
800

600

400

400

200

200

0
2000 2002 2004 2006 2008 2010 2012 2014 2016 2018 2020
Source: Federal Reserve,
Haver Analytics

0

3.5.2.6 REIT Stock Performance
Index
175
150
125

As Of: 30-Sep-2021
S&P 500
Financials
Equity REITs
mREITs

Index
175
150
125

100

100

75

75

50

50

25
Jan:2020

Jun:2020

Source: NAREIT,
Bloomberg, L.P.

Nov:2020

Apr:2021

25
Sep:2021

Note: Indexed to 100 as of year-end 2019; mREITs represents the FTSE
Nareit Mortgage REITs Index; Equity REITs represents the FTSE Nareit
Equity REITs Index; Financials represents the S&P 500 Financials Subindex.

3.5.2.7 MMF Assets by Fund Type
Trillions of US$
6
Government
Tax-Exempt
5
Prime

As Of: Sep-2021

Trillions of US$
6
5

4

4

3

3

2

2

1

1

0
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021

0

Source: SEC

3.5.2.8 Liquid Asset Shares of Prime MMFs
Percent of Total Assets
70
60

As Of: Sep-2021

Percent of Total Assets
70
60

Weekly Liquid - Institutional

50

50

Weekly Liquid - Retail
40

40
Daily Liquid - Institutional

30

30

20

20
Daily Liquid - Retail

10
2017
Source: SEC

10
2018

2019

2020

2021

3.5.2.9 Weighted Average Maturities by Fund Type
Days
60

As Of: Sep-2021

Days
60

Government
Prime
Tax-Exempt

50

50

40

40

30

30

20

20

10
2011

10

Source: SEC

2013

2015

2017

2019

2021

Note: Weighted by fund size.

3.5.2.10 Net Assets of the Investment Company Industry
Trillions of US$

Trillions of US$

As Of: 2021 Q3

35

35
UITs
Closed-End Funds
ETFs
MMFs
Bond/Hybrid Mutual Funds
Equity Mutual Funds

30
25
20

30
25
20

15

15

10

10

5

5

0

0
1980

1985

1990

1995

2000

Source: ICI, Federal Reserve, SEC

2005

2010

2015

2020

Note: Excludes non ’40 Act ETPs.

3.5.2.11 Monthly Bond Mutual Fund Flows
Billions of US$
200
Tax-Exempt
Taxable
100

As Of: Sep-2021

Billions of US$
200
100

0

0

-100

-100

-200

-200

-300
2017

-300
2018

Source: ICI, Haver Analytics

2019

2020

2021
Note: Net fund flows.

3.5.2.12 Monthly Equity Mutual Fund Flows
Billions of US$
50

As Of: Sep-2021

Billions of US$
50

25

25

0

0

-25

-25

-50

-50

-75

-75

-100
2017

-100
2018

Source: ICI, Haver Analytics

2019

2020

2021
Note: Net fund flows.

3.5.2.13 Monthly Bank Loan and High-Yield Mutual Fund Flows
Billions of US$
20
10

As Of: Sep-2021

Billions of US$
20

High-Yield
Bank Loan

10

0

0

-10

-10

-20

-20

-30
2017

-30

2018

Source: Morningstar, Inc.

2019

2020

2021
Note: Net fund flows.

3.5.2.14 Cumulative Equity Fund Flows
Billions of US$
As Of: Sep-2021
2000
Passively Managed ETPs
Actively Managed ETPs
Passively Managed Mutual Funds
1000
Actively Managed Mutual Funds

Billions of US$
2000

1000

0

0

-1000

-1000

-2000
2016

-2000

2017

Source: Morningstar, Inc.

2018

2019

2020

2021

Note: Cumulative net fund flows. Includes U.S.,
international, sector, and nontraditional equity funds.

3.5.2.15 Cumulative Fixed Income Fund Flows
Billions of US$
As Of: Sep-2021
1250
Passively Managed ETPs
Actively Managed ETPs
1000
Passively Managed Mutual Funds
Actively Managed Mutual Funds
750

Billions of US$
1250
1000
750

500

500

250

250

0
-250
2016

0
-250
2017

Source: Morningstar, Inc.

2018

2019

2020

2021

Note: Cumulative net fund flows. Includes
taxable and municipal bond funds.

3.5.2.16 ETP Assets by Category of Investment
Trillions of US$
8

6

As Of: Sep-2021

Trillions of US$
8

Other
Commodities
Fixed Income
Equity

6

4

4

2

2

0
2009

0
2011

2013

Source: Morningstar, Inc.

2015

2017

2019

2021

3.5.2.17 Monthly ETP Flows: Fixed Income Funds
Billions of US$
40
Tax-Exempt
Taxable

As Of: Sep-2021

Billions of US$
40

20

20

0

0

-20

-20

-40

-40
2017

2018

Source: Morningstar, Inc.

2019

2020

2021
Note: Net fund flows.

3.5.2.18 Monthly ETP Flows: Equity Funds
Billions of US$
100

As Of: Sep-2021

Billions of US$
100

60

60

20

20

-20

-20

-60

-60

-100
2017

-100
2018

Source: Morningstar, Inc.

2019

2020

2021
Note: Net fund flows.

3.5.2.19 Monthly Inverse and Leveraged ETP Flows
Billions of US$
10
Inverse
Leveraged

As Of: Sep-2021

Billions of US$
10

5

5

0

0

-5

-5

-10

-10
2017

2018

Source: Morningstar, Inc.

2019

2020

2021
Note: Net fund flows.

3.5.2.20 Hedge Fund Gross and Net Assets
Trillions of US$
As Of: 2021 Q1
10
Gross Assets (left axis)
Leverage: GAV/NAV
(right axis)
Net Assets (left axis)
8

Leverage
2.4
2.2
2.0

6

1.8

4

1.6
1.4

2
1.2
0
2013

1.0

2014

2015

2016

Source: SEC Form PF, OFR

2017

2018

2019

2020

2021

Note: Qualifying Hedge Fund gross and net assets
as reported on Form PF Questions 8 and 9.

3.5.2.21 Private Equity AUM
Billions of US$
3000

As Of: 31-Dec-2020

Billions of US$
3000

Dry Powder
Unrealized Value

2500

2500

2000

2000

1500

1500

1000

1000

500

500

0

2005

Source: Preqin

2008

2011

2014

2017

2020

0

3.5.2.22 M&A Loan Volume for Private Equity-Backed Issuers
Billions of US$
250
Non-LBO
LBO
200

As Of: 30-Sep-2021

Billions of US$
250
200

150

150

100

100

50

50

0

2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021
YTD

Source: S&P LCD

0

D.1 Static Margin Model Example
US$
160

US$
160
Position size: $140

120

$40 variation
margin paid
Position size: $100

120

80

80
Financed: $80

Financed: $120

40

0

40
Initial margin
$20 = 20%
Share Price at Inception

Initial margin
$20 = 14.3%
$40 Increase in Share Price

0

3.5.2.23 Public Plan Allocation to Alternative Assets
Percent
35

As Of: 2020

Percent
35

Other Alternative
Real Estate
Private Equity
Hedge Fund

30
25

30
25

20

20

15

15

10

10

5

5

0

0
2002

2005

2008

Source: publicplansdata.org

2011

2014

2017

2020

Note: Includes public plans that reported investment
allocations from 2002-2020. Simple average.

3.5.2.24 Insurance Industry Net Income
Billions of US$
100
Health
Life
80
P&C

As Of: 2020

Billions of US$
100
80

60

60

40

40

20

20

0

2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020

Source: NAIC

0

3.5.2.25 Consumer Loans and Leases Outstanding
Trillions of US$
2.0

As Of: Aug-2021

Trillions of US$
2.0

Commercial Banks

1.5

1.5

1.0

1.0

0.5

0.0
2001

0.5

Finance Companies

0.0
2004

2007

Source: Federal Reserve,
Haver Analytics

2010

2013

2016

2019

Note: Loans and leases owned and securitized. Series breaks
in December 2010 and December 2015 due to change in data
collection methodology. Gray bars signify NBER recessions.

3.5.2.26 Business Loans and Leases Outstanding
Trillions of US$

As Of: Aug-2021

Trillions of US$

4.0

4.0

3.0

3.0
Commercial Banks

2.0

2.0

1.0

0.0
2001

1.0

Finance Companies

0.0
2004

2007

Source: Federal Reserve,
Haver Analytics

2010

2013

2016

2019

Note: Loans and leases owned and securitized. Series
break in December 2010 due to change in data collection
methodology. Gray bars signify NBER recessions.

3.5.2.27 AAA Securitization Spreads
Basis Points
As Of: 30-Sep-2021
350
Private Student Loan 3-Year
300
Equipment 3-Year
Subprime Auto 2-Year
250
Prime Auto 3-Year
Credit Card 3-Year
200

Basis Points
350

300
250
200

150

150

100

100

50

50

0
Jan:2018

0

Source: JPMorgan

Jan:2019

Jan:2020

Jan:2021

3.5.2.28 ABS Issuance
Billions of US$
350

As Of: Sep-2021
Equipment
Credit Card
Auto

300

Billions of US$
350

Other
Student Loans

300

250

250

200

200

150

150

100

100

50

50

0

0
2006

2008

2010

2012

Source: Thomson Reuters, SIFMA

2014

2016

2018

2020

Note: Figures are as of year end through 2020.
2021 figures are through September.

3.6.1.1 DTCC Clearing Fund Requirements
Billions of US$
60
NSCC
FICC: MBSD
50
FICC: GSD

Billions of US$
60

As Of: 2021 Q2

50

40

40

30

30

20

20

10

10

0

0
2016

2017

Source: PFMI Quantitative
Disclosures, Clarus FT

2018

2019

2020

2021

3.6.1.2 Maximum Uncovered Exposure for DTCC
Billions of US$

As Of: 2021 Q1

Billions of US$

2.0

1.5

2.0
2021 Q1
2020 Q1
2015 - 2019

1.5

1.0

1.0

0.5

0.5

0.0

0.0

DTCC GSD

PFMI Quantitative
Disclosures, Clarus FT

DTCC MBSD

DTCC NSCC

Note: Peak uncovered exposure for
preceding 12 months as reported on
question 6.5.4 of PFMI quarterly disclosures.

3.6.1.3 Initial Margin: U.S. Exchange Traded Derivatives
Billions of US$
As Of: 2021 Q2
400
Options Clearing Corp.
ICE Clear US
CME
300

Billions of US$
400

300

200

200

100

100

0

0

2016

2017

Source: PFMI Quantitative
Disclosures, Clarus FT

2018

2019

2020

2021

Note: Initial margin required as reported in quantitative
disclosures; includes house and client accounts.

3.6.1.4 Initial Margin: Centrally Cleared OTC Derivatives
Billions of US$
As Of: 2021 Q2
400
Credit Default Swaps
Interest Rate Swaps

Billions of US$
400

300

300

200

200

100

100

0

0
2016

2017

Source: PFMI Quantitative
Disclosures, Clarus FT

2018

2019

2020

2021

Note: Initial margin required as reported in quantitative disclosures;
includes house and client accounts. Interest rate swaps margin
includes LCH Ltd. and CME. CDS margin include CME, ICC,
ICEU, and LCH SA). CME ceased clearing CDS in March 2018.

3.6.1.5 Initial Margin by Segregation Type
Billions of US$
800
House
Customer
600

Billions of US$
800

As Of: 2021 Q2

700
600
500

400

400
300

200

200
100

0

0
2016

2017

Source: PFMI Quantitative
Disclosures, Clarus FT

2018

2019

2020

2021

Note: Initial margin required as reported in quantitative disclosures;
includes exchange-traded derivatives (Options Clearing Corp., CME,
and ICUS), interest rate swaps (LCH Ltd. and CME), and CDS (CME,
ICC, ICEU, and LCH SA). CME ceased clearing CDS in March 2018.

3.6.1.6 Average Clearing Rates for OTC Trading
Percent
100

Percent
100

As Of: 2021 Q3
Interest Rate Swaps

Index CDS
90

90

80

80

70

70

60

60

50
2014

50
2015

Source: CFTC

2016

2017

2018

2019

2020

2021

Note: Gross notional of new transactions.
Excludes security-based swaps.

E.1 SOFR Futures Volume
Millions of Contracts
As Of: Sep-2021
Percent
4
8
3-Month SOFR Futures
As a Percent of Eurodollar
(left axis)
Volume (right axis)

3

1-Month SOFR Futures
(left axis)

6

2

4

1

2

0
May:2018

0

Feb:2019

Nov:2019

Source: CME, Bloomberg, L.P.

Aug:2020

May:2021

E.2 SOFR Futures Open Interest
Millions of Contracts

As Of: Sep-2021

Percent

1250

1000

10
3-Month SOFR Futures
(left axis)

As a Percent of Eurodollar
Open Interest (right axis)

1-Month SOFR Futures
(left axis)

8

750

6

500

4

250

2

0
May:2018

0

Feb:2019

Nov:2019

Source: CME, Bloomberg, L.P.

Aug:2020

May:2021

3.7.1.1 Federal Reserve Swap Lines
As Of: 29-Sep-2021

Billions of US$
500

Billions of US$
500

400

400

300

300

200

200

100

100

0
Jan:20

0
Apr:20

Jul:20

Source: Federal Reserve

Oct:20

Jan:21

Apr:21

Jul:21

Note: Wednesday levels.

3.7.1.2 Nominal U.S. Dollar Trade-Weighted Index
Index
105
104
103

As Of: 30-Sep-2021

Index
105

Emerging Markets
Broad
Advanced

104
103

102

102

101

101

100

100

99

99

98
Jan:2021

98

Mar:2021

May:2021

Source: Federal Reserve, Haver Analytics

Jul:2021

Sep:2021

3.7.1.3 YTD Change in USD Exchange Rates, EMEs
Percent
10

As Of: 30-Sep-2021

Percent
10

5

5

0

0

-5

-5

-10

-10

-15

-15

-20

-20

Source: Federal
Reserve, Wall Street
Journal, Haver Analytics

Note: Percent change relative to end-2020. Chinese renminbi (RMB), Korean
won (KRW), Indian rupee (INR), Indonesian rupiah (IDR), Mexican peso (MXN),
South African rand (ZAR), Russian ruble (RUB), Argentine peso (ARS), Turkish
lira (TRY), Brazilian real (BRL). Positive indicates appreciation of listed currency.

3.7.1.4 Real U.S. Dollar Trade-Weighted Index
Index
120

As Of: Sep-2021

Index
120

110

110

100

100

90

90

80
2001

80
2004

2007

Source: Federal Reserve,
Haver Analytics

2010

2013

2016

2019

Note: Index shown as a share of its 20-year average. Real USD
Trade-Weighted Index is a weighted average of the FX value of
the USD against the currencies of a broad group of major U.S.
trading partners. Gray bars signify NBER recessions.

3.7.2.1 Advanced Economies Real GDP Growth
Percent
8

As Of: Oct-2021

Percent
8

4

4

0

0

-4

-4

-8

Euro Area
Japan

-12
2005

-8

United States
United Kingdom

-12
2008

Source: IMF WEO,
Haver Analytics

2011

2014

2017

2020

2023

Note: Annual change in GDP, constant prices. Dotted lines
represent the October 2021 projections for 2021-2023.

3.7.2.2 Discretionary Fiscal Response to the COVID-19 Pandemic
As Of: Oct-2021
Percent of GDP
40
Equity, Loans, and Guarantees
Additional Spending &
Foregone Revenue
30

Percent of GDP
40

30

20

20

10

10

0

0
USA

Source: IMF

CAN

GBR

FRA

DEU

ITA

JPN

AEs

Note: IMF Database of Country Fiscal Measures
in Response to the COVID-19 Pandemic.

3.7.2.3 Advanced Economy Interest Expense and Government Debt
As Of: Apr-2021
Percent of GDP
Percent of GDP
140
3.5
Government Debt
Interest Expense
(left axis)
(right axis)
120
3.0

100

2.5

80

2.0

60

1.5

40

1.0
2007

2009

2011

Source: IMF Fiscal Monitor

2013

2015

2017

2019

2021

Note: 2021 projected.

3.7.2.4 Advanced Economy Headline Inflation Rate
Percent
8
Euro Area
Japan
6

As Of: Sep-2021

Percent
8

United States
United Kingdom

6

4

4

2

2

0

0

-2

-2

-4
2011

-4
2013

Source: Bloomberg, L.P.

2015

2017

2019

2021

Note: Data represents year-over-year
percentage change in headline inflation.

3.7.2.5 Euro Area Business and Consumer Surveys
Percent
As Of: Sep-2021
30
Economic Sentiment (right axis)
20 Industrial Confidence (left axis)
Consumer Confidence (left axis)
10

Index
130

120
110

0

100

-10

90

-20

80

-30

70

-40
2013

60
2014

2015

2016

Source: European
Commission, Haver Analytics

2017

2018

2019

2020

2021

Note: Confidence surveys calculated by subtracting
the percentage of negative responses from the
percentage of favorable responses. For economic
sentiment index, 100 = long-term average.

3.7.2.6 Real GDP for Select Euro Area Economies
Index
105

Index
105

As Of: 2021 Q3

100

100

95

95

90

90

85
80

Germany
France
Italy
Spain

75
2019:Q4

85
80

75
2020:Q2

Source: European Commission,
Haver Analytics

2020:Q4

2021:Q2

Note: Seasonally adjusted real GDP.
Indexed to 100 as of 2019:Q4.

3.7.2.7 Euro Area 10-Year Sovereign Yields
Percent
5

As Of: 30-Sep-2021

Spain
France
Germany

4

Percent
5
Greece
Italy
4
Portugal

3

3

2

2

1

1

0

0

-1
Jan:2018

-1
Jan:2019

Source: Reuters, Haver Analytics

Jan:2020

Jan:2021

3.7.2.8 Japanese Consumer Price Inflation
Percent
3

As Of: Sep-2021

Percent
3

2

2

1

1

0

0

-1

-1

-2

-2

-3
2005

-3
2008

Source: Bank of Japan,
Haver Analytics

2011

2014

2017

2020

Note: Data represents year-over-year percentage
change. CPI excludes fresh food and is adjusted for the
consumption tax increase that took effect in April 2014.

3.7.2.9 Japan 10-Year Government Bond Yield
Basis Points
160

As Of: 30-Sep-2021

Basis Points
160

120

120

80

80

40

40

0

0

-40
2010

-40
2012

Source: Bloomberg, L.P.

2014

2016

2018

2020

3.7.3.1 EME GDP Growth
As Of: Oct-2021

Percent
10

Percent
10

2010–2019 Average
8

2021 Projected

8

6

6

4

4

2

2

0

0
Aggregate

Source: IMF WEO

Asia

Europe

Latin
America

Middle East

Africa

3.7.3.2 Emerging Market Sovereign Bond Spreads
Basis Points
1000
Latin America
Europe
800
Asia

As Of: 30-Sep-2021

Basis Points
1000
800

600

600

400

400

200

200

0
2013 2014 2015 2016 2017 2018 2019 2020 2021
Source: JP Morgan, Haver Analytics

0

Note: JP Morgan EMBI+ Sovereign
Spreads indices for each region.

3.7.3.3 Emerging Market Non-Local Bond Issuance
Billions of US$
900
Public
Private
750
Sovereign

As Of: 30-Sep-2021

Billions of US$
900
750

600

600

450

450

300

300

150

150

0

0

2005

2007

Source: Dealogic

2009

2011

2013

2015

2017

2019

2021
YTD

Note: Bonds have maturities greater than one-year and have been
internationally marketed or placed. “Public” includes issuance by municipal
and state-owned enterprises. 2021 figures are through September.

3.7.3.4 Foreign Investor Inflows to EMEs
Billions of US$

As Of: 2021 Q2

Billions of US$

600

600

450

450

300

300

150

150

0

0

-150

-150

Other

Portfolio Flows
Foreign Direct Investment

Net Flows

-300

-300
2011

2013

2015

Source: IMF, Haver Analytics

2017

2019

2021

3.7.3.5 Foreign Investor Portfolio Inflows to EMEs, by Region
Billions of US$

As Of: 2021 Q2

Billions of US$

300

300
Emerging Markets (ex-China)
China

225

225

150

150

75

75

0

0

-75

-75

-150

-150
2011

2013

2015

Source: IMF, Haver Analytics

2017

2019

2021

3.7.3.6 Chinese Real GDP Growth and its Components
Percent
30
Agriculture
Services
20
Manufacturing
Total
10

As Of: 2021 Q3

Percent
30
20

10

0

0

-10

-10

-20
2016

-20
2017

2018

Source: China National Bureau
of Statistics, Haver Analytics

2019

2020

2021

Note: Year-over-year percentage change.

3.7.3.7 Credit to the Chinese Nonfinancial Private Sector
Percent of GDP
250
200

As Of: 2021 Q1

Nonbank Lending
Bank Lending

Percent of GDP
250
200

150

150

100

100

50

50

0
0
2008
2010
2012
2014
2016
2018
2020
Source: China National Bureau of
Statistics, BIS, Haver Analytics
Note: Rolling 4-quarter sum of GDP.

3.7.3.8 Chinese Credit Growth
Percent
25

As Of: Sep-2021

Percent
25

Total Social Financing (New Definition)

Total Social Financing (Old Definition)

20

20

15

15

10

10

5
2013

5
2014

2015

Source: PBOC, CCDC,
Haver Analytics, Staff
Calculations

2016

2017

2018

2019

2020

2021

Note: Calculated as the year-over-year percentage change in total
social financing (TSF) flows since 2002. TSF refers to the total volume
of financing provided by the financial system to the real economy. TSF
(old definition) excludes loan write-offs, ABS of depository institutions,
and local government special bonds.

F.1 Annual Expected Damage from Tropical Cyclones
As Of: Jun-2021
Percent Change
50
97.5th Percentile
Median
40

Percent Change
50
40

30

30

20

20

10

10

0

2020

Source: NGFS CA
Climate Impact Explorer

2030

2040

2050

0

Note: Percent change in annual damages under
NGFS current policies scenario; relative to 2020.

F.2 Fraction of Population Exposed to Heatwaves
As Of: Jun-2021
Percent Change
25
97.5th Percentile
Median
20

Percent Change
25
20

15

15

10

10

5

5

0

2020

Source: NGFS CA
Climate Impact Explorer

2030

2040

2050

0

Note: Change in fraction of U.S. population annually
exposed to heatwaves under NGFS current policies
scenario. Percent change relative to 1986-2006 average.