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Predicting the Markets: Chapter 5 Charts: Predicting Business Cycles Yardeni Research, Inc. June 5, 2020 Dr. Edward Yardeni Chief Investment Strategist Mali Quintana Senior Economist [email protected] Please visit our sites at www.yardeni.com blog.yardeni.com thinking outside the box

Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

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Page 1: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

Predicting the Markets:Chapter 5 Charts:

Predicting Business CyclesYardeni Research, Inc.

June 5, 2020

Dr. Edward YardeniChief Investment Strategist

Mali QuintanaSenior Economist

[email protected]

Please visit our sites atwww.yardeni.comblog.yardeni.com

thinking outside the box

Page 2: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

Table Of Contents Table Of ContentsTable Of Contents

June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Predicting Business Cycles 1-27

Page 3: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 241.5

3.5

5.5

7.5

9.5

11.5

13.5

15.5

17.519.521.5

1.5

3.5

5.5

7.5

9.5

11.5

13.5

15.5

17.519.521.5

REAL GDP(trillion 2012 dollars, saar, ratio scale)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 1.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-15

-10

-5

0

5

10

15

20

-15

-10

-5

0

5

10

15

20

P T PT PT PT P T P T PT P T PT PT P T

REAL GDP(quarterly percent change, saar)

Q1

Note: Business cycle peaks (P) and troughs (T) according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 2.

Predicting Business Cycles

Page 1 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 4: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-5

0

5

10

15

20

25

-5

0

5

10

15

20

25

US NOMINAL GDP(yearly percent change)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 3.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-50

-25

0

25

50

75

100

125

-50

-25

0

25

50

75

100

125

CORPORATE AFTER-TAX PROFITS REPORTED TO IRS*(yearly percent change)

Q1

* After-tax profits as reported to IRS, excluding IVA and CCAdjNote: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 4.

Predicting Business Cycles

Page 2 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 5: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

19211925

19291933

19371941

19451949

19531957

19611965

19691973

19771981

19851989

19931997

20012005

20092013

20172021

2025

2

802

1602

240232024002

2

802

1602

240232024002

S&P 500 & RECESSIONS(ratio scale)

May

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Standard & Poor’s.

yardeni.com

Figure 5.

21 25 29 33 37 41 45 49 53 57 61 65 69 73 77 81 85 89 93 97 01 05 09 13 17 21 252

802

1602

240232024002

2

802

1602

240232024002

T PT PT P T PT PT PT PT PT PT PT P T PTP T PT PT P T

S&P 500 BULL & BEAR MARKETS& THE BUSINESS CYCLE

(monthly, ratio scale)

May

Note: Shaded green areas denote S&P 500 bull markets, while red areas are bear market declines of 20% or more.Business cycle peaks (P) and troughs (T) according to the National Bureau of Economic Research.Source: Standard & Poor’s.

yardeni.com

Figure 6.

Predicting Business Cycles

Page 3 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 6: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 240

5

10

15

20

0

5

10

15

20

US TREASURY 10-YEAR BOND YIELD(percent, weekly)

5/29yardeni.com

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board.

Figure 7.

54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 240

100

200

300

400

500

600

0

100

200

300

400

500

600

INVESTMENT-GRADE CORPORATE BOND YIELDMINUS US TREASURY 10-YEAR BOND YIELD*

(basis points)

May

* Corporate bond yield is average of Moody’s Aaa and Baa yields through 1996, then average of BoA Merrill Lynch data for AA-AAA and BBB-A yields.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board and Haver Analytics.

yardeni.com

Figure 8.

Predicting Business Cycles

Page 4 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 7: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

Figure 9.

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2350

70

90

110

130

150

170

50

70

90

110

130

150

170

COMPONENTS OFCOINCIDENT ECONOMIC INDICATORS

(ratio scale)

Payroll Employment(millions, sa)

May

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 231.5

3.5

5.5

7.5

9.511.513.515.517.5

1.5

3.5

5.5

7.5

9.511.513.515.517.5

Real Personal Income LessTransfer Payments

(trillion 2012 dollars, saar)

Apr

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23200

400

600

800

10001200140016001800

200

400

600

800

10001200140016001800

Manufacturing & Trade Sales(billion 2012 dollars)

Apr

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2320

40

60

80

100

120140

20

40

60

80

100

120140

Industrial Production2012=100, sa

Apr

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Labor Statistics, Bureau of Economic Analysis, Census Bureau, and Federal Reserve Board.

yardeni.com

Predicting Business Cycles

Page 5 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 8: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2320

30

40

50

60

70

80

90

100

110

120

20

30

40

50

60

70

80

90

100

110

120

COINCIDENT ECONOMIC INDICATORS(2016=100, sa, ratio scale)

Apr

Note: Shaded areas denote recessions according to the National Bureau of Economic ResearchSource: Conference Board.

yardeni.com

Figure 10.

60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-10

0

10

20

-10

0

10

20

REAL GDP & COINCIDENT ECONOMIC INDICATORS(yearly percent change)

Apr

CEIReal GDP

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis and Conference Board.

yardeni.com

Figure 11.

Predicting Business Cycles

Page 6 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 9: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23.4

1.1

1.8

2.5

3.2

3.9

4.6

5.36.06.7

.4

1.1

1.8

2.5

3.2

3.9

4.6

5.36.06.7

REAL GDP: GOODS(trillion 2012 dollars, saar, ratio scale)

Q1

Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 12.

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 231

3

5

7

9

11

13

1

3

5

7

9

11

13

REAL GDP: SERVICES(trillion 2012 dollars, saar, ratio scale)

Q1

Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 13.

Predicting Business Cycles

Page 7 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 10: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2320

30

40

50

60

70

80

90

100

110

120130140

20

30

40

50

60

70

80

90

100

110

120130140

LEADING & COINCIDENT ECONOMIC INDICATORS(2016=100, sa, ratio scale)

Apr

CEILEI

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Conference Board.

yardeni.com

Figure 14.

67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23.8

.9

1.0

1.1

1.2

1.3

1.4

.8

.9

1.0

1.1

1.2

1.3

1.4

RATIO LEADING TO COINCIDENT ECONOMIC INDICATORS

Apr

Note: Shaded areas denote recessions according to the National Bureau of Economic ResearchSource: Conference Board.

yardeni.com

Figure 15.

Predicting Business Cycles

Page 8 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 11: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 202220

30

40

50

60

70

20

30

40

50

60

70

May

ADP NONFARM PRIVATE PAYROLL EMPLOYMENT BY COMPANY SIZE(millions, sa)

Company Size (by employees)Small (1-49)Medium (50-499)Large (over 500)

Source: ADP.

yardeni.com

Figure 16.

2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 202220

30

40

50

60

20

30

40

50

60

May

ADP NONFARM PRIVATE PAYROLL EMPLOYMENT BY COMPANY SIZE*(as a percent of total ADP payrolls)

Company Size (by employees)SmallMediumLarge

* Company size by employees: Small (1-49), Medium (50-499), and Large (over 500).Source: ADP.

yardeni.com

Figure 17.

Predicting Business Cycles

Page 9 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 12: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-50

-40

-30

-20

-10

0

-10

0

10

20

30

May

Apr

NFIB SMALL BUSINESS SURVEY: EARNINGS & EMPLOYMENT PLANS(12-month average percent)

Earnings Over Past 3 Months*(higher minus lower)

Expecting ToIncrease Employment*(next 3 months)

* First month of every quarter from 1974 to 1986, then 12-month average.Source: National Federation of Independent Business.

yardeni.com

Figure 18.

74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-50

-40

-30

-20

-10

0

0

10

20

30

40

Apr

Apr

NFIB SMALL BUSINESS SURVEY: EARNINGS & CAPITAL SPENDING PLANS(12-month average, percent)

Earnings Over Past 3 Months* (higher minus lower)

Capital Spending Plans* (next 3 to 6 months)

* First month of every quarter from 1974 to 1986, then 12-month average.Source: National Federation of Independent Business.

yardeni.com

Figure 19.

Predicting Business Cycles

Page 10 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 13: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 2210

510

1010

1510

201025103010

10

510

1010

1510

201025103010

CORPORATE AFTER-TAX PROFITS REPORTED TO IRS*(billion dollars, saar, ratio scale) Q1

* Excluding Inventory Valuation Adjustment and Capital Consumption Adjustment.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 20.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 2410

510

1010

1510

201025103010

30

50

70

90

110

PAYROLL EMPLOYMENT EX GOVERNMENT EMPLOYMENT &CORPORATE AFTER-TAX PROFITS

(ratio scale) MayQ1

Payroll Employment ExGovernment Employment(millions,sa)

Corporate After-tax ProfitsReported to IRS*(billion dollars, saar)

* Excluding Inventory Valuation Adjustment and Capital Consumption Adjustment.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Labor Statistics and Bureau of Economic Analysis.

yardeni.com

Figure 21.

Predicting Business Cycles

Page 11 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 14: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23 252

4

6

8

10

12

2

4

6

8

10

12

CORPORATE PROFITS MARGIN IN GDP*(after-tax profits as a percent of nominal GDP)

Q1

yardeni.com

* Using after-tax corporate profits reported to IRS. Excluding Inventory Valuation Adjustment and Capital Consumption Adjustment.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 22.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 242

4

6

8

10

12

60

65

70

75

Q1

AFTER-TAX CORPORATE PROFIT MARGIN & COSTS

Q1

Compensation of Employees PlusPrivate Fixed Investment(as a percent of nominal GDP)

Corporate Profits After Tax*(as a percent of nominal GDP)

* After-tax tax profits reported to IRS (excluding Inventory Valuation Adjustment and Capital Consumption Adjustment).

Source: Bureau of Economic Analysis.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.

yardeni.com

Figure 23.

Predicting Business Cycles

Page 12 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 15: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 2472

74

76

78

80

82

84

86

88

90

92

94

96

72

74

76

78

80

82

84

86

88

90

92

94

96

RESOURCE UTILIZATION RATE*(percent)

Apr

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.* Average of all industries’ capacity utilization rate and employment rate, i.e., percentage of labor force that is employed.

Source: Bureau of Labor Statistics and Federal Reserve Board.

yardeni.com

Figure 24.

68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 2460

64

68

72

76

80

84

88

92

80

82

84

86

88

90

92

94

96

98

100

RESOURCE UTILIZATION RATE COMPONENTS(percent)

May

Apr

Employment Rate*

Capacity Utilization Rate

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.* Percentage of labor force that is employed.

Source: Bureau of Labor Statistics and Federal Reserve Board.

yardeni.com

Figure 25.

Predicting Business Cycles

Page 13 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 16: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2372

74

76

78

80

82

84

86

88

90

92

94

96

2

4

6

8

10

12

14

CORPORATE PROFITS MARGIN IN GDP* & RESOURCE UTILIZATION RATE(after-tax profits as a percent of nominal GDP)

Q1

Apr

yardeni.com

Profit Margin*

Resource Utilization Rate**

* After-tax profits reported to IRS (excluding Inventory Valuation Adjustment and Capital Consumption Adjustment).** Average of all industries’ capacity utilization rate and employment rate, i.e., percentage of labor force that is employed.

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis, Bureau of Labor Statistics, and Federal Reserve Board.

yardeni.com

Figure 26.

67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23.5

.6

.7

.8

.9

1.0

1.1

1.2

1.3

1.4

75

80

85

90

95

100

LEI / CEI vs. RESOURCE UTILIZATION RATE

Apr

LEI / CEI

Resource Utilization Rate*

* Average of all industries’ capacity utilization rate and employment rate, i.e., percentage of labor force that is employed.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis, Bureau of Labor Statistics, Federal Reserve Board, and Conference Board.

yardeni.com

Figure 27.

Predicting Business Cycles

Page 14 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 17: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22-40

-30

-20

-10

0

10

20

30

40

-18

-14

-10

-6

-2

2

6

10

14

18

May

S&P 500 FORWARD EARNINGS & AGGREGATE WEEKLY HOURS(yearly percent change)

Aggregate Weekly Hours**

Forward Earnings*

Source: Bureau of Labor Statistics and Thomson Reuters I/B/E/S.

* Time-weighted average of consensus operating earnings estimates for current and next year.** Production & nonsupervisory employees.

yardeni.com

Figure 28.

88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 22-40

-30

-20

-10

0

10

20

30

40

-40

-30

-20

-10

0

10

20

30

40

May

S&P 500 FORWARD EARNINGS & REAL CAPITAL SPENDING(yearly percent change)

Real Capital Spending**Forward Earnings*

** Nonresidential fixed investment in real GDP.* Time-weighted average of consensus operating earnings estimates for current and next year. Monthly through March 1994, weekly thereafter.

Source: Bureau of Economic Analysis and Thomson Reuters I/B/E/S.

yardeni.com

Figure 29.

Predicting Business Cycles

Page 15 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 18: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2325

35

45

55

65

75

85

95

105

115

125

25

35

45

55

65

75

85

95

105

115

125

68 Months1/08-10/1333 Months

2/01-11/03

23 Months7/90-6/92

25 Months8/81-9/83

32 Months11/73-7/76

19 Months10/69-5/71

30 Months5/71-11/73

61 Months7/76-8/81

82 Months9/83-7/90

104 Months6/92-2/01

50 Months11/03-1/08

Apr

COINCIDENT ECONOMIC INDICATORS: RECOVERIES & EXPANSIONS*(2016=100, sa, ratio scale)

* Red horizontal lines span cyclical peaks through subsequent cyclical recoveries. Green horizontal lines are expansion periods following recoveries.Source: Conference Board, Haver Analytics, and YRI calculations.

yardeni.com

Figure 30.

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 231000

3000

5000

7000

9000

11000

13000

15000

1000

3000

5000

7000

9000

11000

13000

15000

PERSONAL CONSUMPTION EXPENDITURES IN REAL GDP: TOTAL(billion 2012 dollars, saar, ratio scale)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 31.

Predicting Business Cycles

Page 16 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 19: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2340

260

480

700

920

1140

1360158018002020

40

260

480

700

920

1140

1360158018002020

PERSONAL CONSUMPTION EXPENDITURES IN REAL GDP: DURABLE GOODS(billion 2012 dollars, saar ratio scale)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 32.

68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 241

301

601

901

1201

1501

1801

1

301

601

901

1201

1501

1801

CONSUMER CREDIT(billion dollars outstanding, nsa)

Q4

Q4

Q4

Credit Card LoansAuto LoansStudent Loans

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board.

yardeni.com

Figure 33.

Predicting Business Cycles

Page 17 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 20: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23 25.3

.5

.7

.9

1.1

1.3

1.5

1.7

1.9

2.1

2.3

2.5

2.7

2.9

.3

.5

.7

.9

1.1

1.3

1.5

1.7

1.9

2.1

2.3

2.5

2.7

2.9

HOUSING STARTS(million units, saar)

Apr

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Census Bureau.

yardeni.com

Figure 34.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24100

200

300

400

500

600

700

800

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1000

100

200

300

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600

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1000

PRIVATE RESIDENTIAL INVESTMENT IN REAL GDP(billion 2012 dollars, saar, ratio scale)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 35.

Predicting Business Cycles

Page 18 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 21: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 240

5

10

15

0

5

10

15

UNEMPLOYMENT RATE(percent, sa)

May

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Labor Statistics.

yardeni.com

Figure 36.

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23.1

.6

1.1

1.6

2.1

2.6

3.1

.1

.6

1.1

1.6

2.1

2.6

3.1

PRIVATE NONRESIDENTIAL FIXED INVESTMENT IN REAL GDP(trillion 2012 dollars, saar, ratio scale)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 37.

Predicting Business Cycles

Page 19 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 22: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 221.3

1.4

1.5

1.6

1.7

1.3

1.4

1.5

1.6

1.7

REAL BUSINESS INVENTORIES-TO-SALES RATIO

Mar

Source: Census Bureau.Note: Shaded areas denote recessions according to the National Bureau of Economic Research.

yardeni.com

Figure 38.

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-300

-200

-100

0

100

200

-300

-200

-100

0

100

200

P T PT PT PT P T P T PT P T PT PT P T

INVENTORY INVESTMENT IN REAL GDP(billion 2012 dollars, saar)

Q1

Note: Business cycle peaks (P) and troughs (T) according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 39.

Predicting Business Cycles

Page 20 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 23: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2320

40

60

80

100

120

20

40

60

80

100

120

NONFARM PRODUCTIVITY(2012=100, sa, ratio scale)

Q1

yardeni.com

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board.

Figure 40.

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 2316

36

56

76

96

116

16

36

56

76

96

116

NONFARM UNIT LABOR COSTS(2012=100, sa, ratio scale)

Q1

yardeni.com

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board.

Figure 41.

Predicting Business Cycles

Page 21 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 24: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-2

0

2

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18

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22

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0

2

4

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16

18

20

22

FEDERAL FUNDS RATE& BUSINESS CYCLE

(percent, weekly)

5/27

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Federal Reserve Board.

yard

eni.c

om

Figure 42.

60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 240

5

10

15

20

25

0

5

10

15

20

25

1970Penn

Central

1974FranklinNational

1980SilverBubble

1982Drysdale& Mexico

1984Continental

Illinois

1987Black

Monday

1990S&LCrisis

1994Mexican

Peso

1997Pacific

Rim

1998Russia& LTCM

2000Tech

Bubble

20019/11

Attacks

2007SubprimeMeltdown

2008Lehman & AIG

FEDERAL FUNDS RATE & FINANCIAL CRISES(percent, weekly)

5/27

Note: Blue shaded areas denote periods of monetary easing between cyclical peaks and troughs in the federal funds rate. Red shaded areas denotemonetary tightening periods.Source: Federal Reserve Board.

yard

eni.c

om

Figure 43.

Predicting Business Cycles

Page 22 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 25: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-800

-600

-400

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0

200

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600

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0

200

400

600

US YIELD CURVE* &BUSINESS CYCLE

(basis points, weekly)

5/29

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.* 10-year US Treasury yield less federal funds rate.

Source: Federal Reserve Board.

yardeni.com

Figure 44.

62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-800

-700

-600

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0

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0

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200

300

400

500

600

700

800

1970Penn

Central

1974FranklinNational 1980

SilverBubble

1982Drysdale& Mexico

1984Continental

Illinois

1987Black

Monday

1990S&LCrisis

1994Mexican

Peso

1997Pacific

Rim

1998Russia& LTCM

2000Tech

Bubble

20019/11

Attacks

2007SubprimeMeltdown

2008Lehman & AIG

US YIELD CURVE* &FINANCIAL CRISES

(basis points, weekly)

5/29

* US Treasury 10-year bond yield less federal funds rate.Source: Federal Reserve Board.

yardeni.com

Figure 45.

Predicting Business Cycles

Page 23 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 26: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23 2512

14

16

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22

24

26

28

12

14

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18

20

22

24

26

28

US FEDERAL GOVERNMENT EXPENDITURES & RECEIPTS(as a percent of nominal GDP)

Q1

Q1

ExpendituresReceipts

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 46.

47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 13 15 17 19 21 23 25-5

-4

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0

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11

US FEDERAL GOVERNMENT BUDGET DEFICIT(as a percent of nominal GDP)

Q1

Note: Shaded areas denote recessions according to the National Bureau of Economic Research.Source: Bureau of Economic Analysis.

yardeni.com

Figure 47.

Predicting Business Cycles

Page 24 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 27: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 225

10

15

20

25

5

10

15

20

25

Q1

Q1

US FEDERAL GOVERNMENT OUTLAYS(as a percent of nominal GDP)

Total(12-month sum)Federal Government Spending in GDP(saar)

Source: US Treasury Department and Bureau of Economic Analysis.

yardeni.com

Figure 48.

87 88 89 90 91 92 93 94 95 96 97 98 99 00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 2240

50

60

70

40

50

60

70

Apr

US FEDERAL GOVERNMENT OUTLAYS(as a percent of total outlays)

Health, Medicare,Income Security, Social Security

Source: US Treasury Department.

yardeni.com

Figure 49.

Predicting Business Cycles

Page 25 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 28: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 225

10

15

20

25

30

35

5

10

15

20

25

30

35

Q4

DEBT OF FINANCIAL SECTORS(as a percent of total debt)

Source: Federal Reserve Board.

yardeni.com

Figure 50.

70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 240

100

200

300

400

0

100

200

300

400

Q4

US DEBT(as a percent of nominal GDP)

Debt/GDPTotalNonfinancialFinancial

Source: Federal Reserve Board Financial Accounts of the United States.

yardeni.com

Figure 51.

Predicting Business Cycles

Page 26 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 29: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24.2

4.7

9.2

13.7

18.2

22.727.2

.2

4.7

9.2

13.7

18.2

22.727.2

Q1GDP, GDI, & NATIONAL INCOME(trillion dollars, saar, ratio scale)

Gross Domestic Income*Gross Domestic Product

National Income

* GDI is Gross Domestic Income, which equals National Income plus Consumption of Fixed CapitalSource: Bureau of Economic Analysis.

yardeni.com

Figure 52.

-400

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0

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400

Q1

48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 00 02 04 06 08 10 12 14 16 18 20 22 24-3

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3

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1

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3

Q1

GDP LESS GDI: STATISTICAL DISCREPANCY*(billion dollars, saar)

(divided by GDP)

Source: Bureau of Economic Analysis.* GDI is Gross Domestic Income, which equals National Income plus Consumption of Fixed Capital.

yardeni.com

Figure 53.

Predicting Business Cycles

Page 27 / June 5, 2020 / Chapter 5 Charts: Predicting Business Cycles www.yardeni.com

Yardeni Research, Inc.

Page 30: Chapter 5 Charts: Predicting Business Cycles · PT PT PT PT P T P T PT P T PT PT P T REAL GDP (quarterly percent change, saar) Q1 Note: Business cycle peaks (P) and troughs (T) according

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