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Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin

Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

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Page 1: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food

Commodity Price SpikesScott H. Irwin

Page 2: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Disclosure Statement• Funding

– Recent grants from USDA/ERS, USDA/OCE, and OECD– Regular support from a university endowment– Occasional consulting projects

• Sometimes trade in commodity futures markets• Principal in a private company that provides U.S. corn and

soybean yield forecasts• Member of Chicago Mercantile Exchange (CME) Agricultural

Markets Advisory Council• Co-manage family grain farm in Iowa

Page 3: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

“The Masters Hypothesis”

http://www.loe.org/images/content/080919/Act1.pdf

http://www.nytimes.com/2008/09/11/washington/11speculate.html

Page 4: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

“The Masters Hypothesis”

http://www.loe.org/images/content/080919/Act1.pdf

http://www.nytimes.com/2008/09/11/washington/11speculate.html

“While individually these Investors are trying to do the right thing for their portfolios (and stakeholders), they are unaware that collectively they are having a massive impact on the futures markets that makes the Hunt brothers pale in comparison.”

---Masters and White (2008)

Page 5: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Key Aspects of the Masters Hypothesis

2

4

6

8

10

12

14$/

bu.

Nearby CBOT Wheat Futures Prices, June 2006 - December 2009

Page 6: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Key Aspects of the Masters Hypothesis

2

4

6

8

10

12

14$/

bu.

Nearby CBOT Wheat Futures Prices, June 2006 - December 2009

Fundamental Value

Page 7: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Key Aspects of the Masters Hypothesis

2

4

6

8

10

12

14$/

bu.

Nearby CBOT Wheat Futures Prices, June 2006 - December 2009

Fundamental Value

Bubble Magnitude

Bubble Length

Page 8: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Review articles published since 2011:

• Irwin and Sanders (2011)

• Will, Prehn, Pies, and Glauben(2012)

• Fattouh, Kilian, and Mahadeva(2013)

• Irwin (2013)

• Cheng and Xiong (2013)

https://www.econstor.eu/dspace/bitstream/10419/70793/1/738572845.pdf

Explosion of Studies on the Relationship between Index Investment and Food Commodity Prices

Page 9: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Typology of Empirical Results

MARKET IMPACT OF INDEX INVESTMENT

YES

NO

Page 10: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Typology of Empirical Results

MARKET IMPACT OF INDEX INVESTMENT

YES

NO

NON-BUBBLE“financialization”

BUBBLE“Masters hypothesis”

TYPE OF IMPACT

Page 11: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Typology of Empirical Results

YES

NO

NON-BUBBLE“financialization”

BUBBLE“Masters hypothesis”

Irwin and Sanders (2010)

MARKET IMPACT OF INDEX INVESTMENT

TYPE OF IMPACT

Page 12: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Typology of Empirical Results

YES

NO

NON-BUBBLE“financialization”

BUBBLE“Masters hypothesis”

Irwin and Sanders (2010)

Tang and Xiong (2012)

MARKET IMPACT OF INDEX INVESTMENT

TYPE OF IMPACT

Page 13: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Typology of Empirical Results

YES

NO

NON-BUBBLE“financialization”

BUBBLE“Masters hypothesis”

Irwin and Sanders (2010)

Tang and Xiong (2012)

Singleton (2014)

MARKET IMPACT OF INDEX INVESTMENT

TYPE OF IMPACT

Page 14: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Relationship between CBOT Wheat Returns and Index Trader Net Long Positions, June 2006-

December 2009

y = 0.0002x ‐0.0798R² = 0.0187

‐20%

‐15%

‐10%

‐5%

0%

5%

10%

15%

20%

‐12,000 ‐9,000 ‐6,000 ‐3,000 0 3,000 6,000 9,000 12,000

% Change in Market P

rice, W

eek t

Change in Net Position, Week t

Source: Irwin and Sanders (2010)

Page 15: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

CBOT Wheat Futures Prices and Index Trader Net Long Positions, January 2004-September 2009

200

400

600

800

1000

1200

1400

0

50

100

150

200

250

Jan-

04M

ay-0

4Se

p-04

Jan-

05M

ay-0

5Se

p-05

Jan-

06M

ay-0

6Se

p-06

Jan-

07M

ay-0

7Se

p-07

Jan-

08M

ay-0

8Se

p-08

Jan-

09M

ay-0

9Se

p-09

Cen

ts p

er B

ushe

l

Thou

sand

Con

trac

ts

Nearby Contract Price (right scale)

Index Trader Open Interest (left scale)

Page 16: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Direct Test for Bubbles in Prices

Page 17: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Direct Test for Bubbles in Prices

Problem: How to distinguish bubble from non-bubble episodes in price movements?

Page 18: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Price Behavior in Non-Bubble Periods

Absent structural change, price follows a random walk:

, where & ~ 0,1

Page 19: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Price Behavior in Bubble Periods

Bubble period price become explosive:, where & ~ 0,1

Page 20: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Phillips, Shi, and Yu (2012)’s Generalized Recursive Procedure for Detecting Multiple

Bubbles

Right-tailed Augmented Dickey-Fuller (ADF) Test

∆ ∆

: 0vs.: 0

: 1vs.: 1

Page 21: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Phillips, Shi, and Yu (2012)’s Generalized Recursive Procedure for Detecting Multiple

Bubbles

Initial sample

For every ending point , run ADF test on samples

Forward recursive until

Backward recursive until minimum window size

Page 22: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Example of PSY Bubble Test Results

How to determine when the transitions occurred?

Page 23: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Bubble Periods in Grain Futures Prices, 2004-2013

Corn

Source: Etienne, Irwin, and Garcia. “Price Explosiveness, Speculation, and Grain Futures Prices,” 2014.

Soybeans

CHI Wheat

KC Wheat

MN Wheat

Page 24: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Bubble Periods in Grain Futures Prices, 2004-2013

Corn

Source: Etienne, Irwin, and Garcia. “Price Explosiveness, Speculation, and Grain Futures Prices,” 2014.

Soybeans

CHI Wheat

KC Wheat

MN Wheat

Page 25: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

# Bubbles # Positive # Negative# Trading Days

Average Length

Average Size

Corn 11 8 3 59 (2.5%)

5.4 days 3.9%

Soybeans 12 10 2 74 (3.1%)

6.2 days 3.9%

CHI Wheat 5 2 3 26 (1.1%)

5.2 days 6.0%

KC Wheat 10 4 6 42 (1.8%)

4.2 days 4.0%

MN Wheat 13 4 9 72 (3.0%)

5.5 days 4.2%

Descriptive Statistics for Bubbles in Corn, Soybeans, CHI Wheat, KC Wheat, and

MN Wheat over 2004-2013

Source: Etienne, Irwin, and Garcia. “Price Explosiveness, Speculation, and Grain Futures Prices,” 2014.

Page 26: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

What Have We Learned?

• Price bubbles in agricultural futures markets do occur but they are infrequent, small, and short-lived

• Correspondence between price spikes and bubbles is rather low

• Surprisingly high proportion of detected bubbles occur during downward price movements

Page 27: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

What Have We Learned?

• Price bubbles in agricultural futures markets do occur but they are infrequent, small, and short-lived

• Correspondence between price spikes and bubbles is rather low

• Surprisingly high proportion of detected bubbles occur during downward price movements

“Evidence is inconsistent with the Masters Hypothesis”

Page 28: Bubbles, Froth, and Facts: The Masters Hypothesis and ...Bubbles, Froth, and Facts: The Masters Hypothesis and Recent Food Commodity Price Spikes Scott H. Irwin. Disclosure Statement

Growth of Trading Volume in Commodity Futures Markets (2000-2010)

Rapid growth of commodity index funds

ETFs and ETNs widely available

Switch to electronic trading

Discount online brokerage services

Rise of HFT firms