Index Funds, Financialization, and Commodity Futures Markets
Open accessAbstract
Some market participants and policy‐makers believe that index fund investment was a major driver of the 2007‐2008 spike in commodity futures prices. One group of empirical studies does find evidence that commodity index investment had an impact on the level of futures prices. However, the data and methods used in these studies are subject to criticisms that limit the confidence one can place in their results. Moreover, another group of studies provides no systematic evidence of a relationship between positions of index funds and the level of commodity futures prices. The lack of a direct empirical link between index fund trading and commodity futures prices casts considerable doubt on the belief that index funds fueled a price bubble.
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Written from the paper’s full text.
TL;DR
Irwin reviews the debate over whether commodity index funds caused the 2007–2008 commodity futures price spike, contrasting studies that find some index-fund/price linkage with studies that find no systematic relationship. The paper concludes the weight of evidence does not support the view that index funds created a bubble, though bubble evidence itself is mixed.
Key findings
- Index investment was large: at least $100 billion moved into commodity futures markets between 2004 and 2008; Barclays Capital data show assets surged by over $200 billion starting in late 2004, peaked over $250 billion in mid-2008, and reached about $300 billion by the end of Q3 2010. In grain futures, commodity index trader positions were reported at 30–40% of CBOT wheat long open interest.
- Pro-linkage studies: Gilbert (2009) found bubbles in 7 of 9 markets but only 21 of 753 crude oil days (less than 3%), and significant index-return links in 3 of 7 markets—crude oil, aluminum, and copper—with maximum impact estimated at 15%; Gilbert (2010) found a large, statistically significant impact of index investment on a food price index; Tang and Xiong found soybean–crude oil correlation rose from .10–.20 before 2004 to about .60 in 2009, but 2009 in-versus-off-index correlation differences averaged only 0.05, -0.03, -0.06, and 0.14 across five sectors.
- No-linkage studies: Stoll and Whaley rejected no causality in only 1 of 12 agricultural markets and found contemporaneous significance in 2 of 12; Sanders and Irwin (2010b) failed to reject no impact in 15 of 16 tests; Irwin and Sanders (2010) found only 3 of 18 slope coefficients significant, 2 with negative signs; Kilian and Murphy estimated short-run crude oil demand elasticity at -0.41 and gasoline at -0.20, concluding speculation did not play a major role.
- Overall: no “smoking gun” was found; results were robust across on- and off-exchange positions, netted and non-netted swap dealer positions, ETF positions, statistical tests, sample periods, and time horizons. Bubble tests were mixed—e.g., Phillips and Yu found crude oil and heating oil bubble characteristics from March to August 2008 but no bubble in coffee, cotton, cocoa, sugar, or feeder cattle.
Methods
- Design: review and synthesis of arguments and empirical literature on index funds in commodity futures markets, including studies testing for bubble-like price activity and studies linking index fund positions to prices.
- Data discussed: CFTC Supplemental CIT report weekly data from January 7, 2004 to September 7, 2010 for CBOT corn, soybeans, wheat, and KCBOT wheat; Barclays Capital index asset series from Q4 2004 to Q3 2010; CFTC DCOT, IID, large-trader data, and individual ETF positions in reviewed studies.
- Analysis: qualitative assessment of logical inconsistencies and factual contradictions in bubble arguments, plus comparison of empirical findings across reviewed studies; no new formal econometric model is estimated in the article.
Limitations
- Stated: the paper makes no claim to an exhaustive review of all studies; it states that data and methods in pro-linkage studies are subject to important criticisms limiting confidence, and that further research is needed on causes of the 2007–2008 spike, storage-market impacts, and other trader types.
- Stated about reviewed studies: Granger causality is only preliminary; index-fund proxies may suffer measurement error from swap dealer netting; some samples are short and model results may be sensitive to specification; non-index control markets can be illiquid or unrepresentative.
- Evident from text: as a narrative review, its conclusion depends on the selected studies and qualitative weighting rather than a new primary causal test; it does not resolve mixed bubble evidence or establish what did cause the price spike.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
Claims the paper makes
0 of 185 cited sources checked · 0 supported · 0 flagged
- Findingown data
Nearly all recent growth in commodity index assets has been in exchange-traded products and commodity notes.
“The plot also reveals that nearly all of the recent growth in assets has been in exchange-traded products and commodity notes.”
Quote in the paperNot a substantial claim - Findingnone given
At least $100 billion of new investment moved into commodity futures markets between 2004 and 2008.
“it is safe to say that at least $100 billion of new investment moved into commodity futures markets between 2004and 2008.”
Quote in the paperNot a substantial claim - Findingcitation
In 2009, in-versus-off-index correlation differences average 0.05, -0.03, -0.06, and 0.14 for equity index, bond index, dollar index, and crude oil returns across five commodity sectors.
“differences in correlations for in-versus off-index commodities in 2009 average only 0.05, -0.03, -0.06, and 0.14 for equity index, bond index, dollar index, and crude oil returns, respectively, across the five commodity sectors.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Findingcitation
Stocks declined rather than built up in most commodity markets from 2006 to 2008.
“The fact that stocks were declining, not building, in most commodity markets from 2006-2008 is therefore an important contradiction of the price bubble argument in these markets”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Korniotis (2009) source
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- cites Pirrong (2010)
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- Findingreasoning
Only very limited traces of a linkage between commodity futures price levels and index fund positions are visible in the data.
“Very limited traces of this linkage are visible, however.”
Quote in the paperSubstantial claim
- Findingreasoning
Weak evidence suggests an inverse association between index fund positions and the volatility of commodity futures prices.
“Finally, there is mild evidence of a negative relationship between index fund positions and the volatility of commodity futures prices”
Quote in the paperNot a substantial claim - Premisenone given
Some empirical studies find evidence that commodity index investment affected the level of futures prices.
“One group of empirical studies does find evidence that commodity index investment had an impact on the level of futures prices.”
Quote in the paperSubstantial claim - Interpretationreasoning
The lack of a direct empirical link between index fund trading and commodity futures prices casts considerable doubt on the belief that index funds fueled a price bubble.
“The lack of a direct empirical link between index fund trading and commodity futures prices casts considerable doubt on the belief that index funds fueled a price bubble.”
Quote in the paperSubstantial claim - Interpretationnone given
The actual motivation of institutional or individual investors in commodity index funds is not known with any degree of certainty.
“However, what is not known with any degree of certainty is the actual motivation of institutional or individual investors in commodity index funds.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Index investment positions in grain futures markets are very large by any reasonable standard.
“By any reasonable standard, index investment positions, at least in these grain futures markets, are indeed very large.”
Quote in the paperSubstantial claim - Interpretationnone given
The data and methods used in those studies are subject to criticisms that limit confidence in their results.
“However, the data and methods used in these studies are subject to criticisms that limit the confidence one can place in their results.”
Quote in the paperNot a substantial claim - Premisecitation
Roughly 85% of index-related positions in agricultural futures markets are held by swap dealers.
“Sanders, Irwin, and Merrin (2010) show that roughly 85% of indexrelated positions in agricultural futures markets are held by swap dealers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders, Irwin, and Merrin (2010)
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- Premisenone given
Another group of studies provides no systematic evidence of a relationship between positions of index funds and the level of commodity futures prices.
“Moreover, another group of studies provides no systematic evidence of a relationship between positions of index funds and the level of commodity futures prices.”
Quote in the paperNot a substantial claim - Premisecitation
Most institutions are barred from directly trading futures.
“most institutions are barred from directly trading futures (Stoll and Whaley 2010)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stoll and Whaley 2010
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- Interpretationcitation
The Barclays Capital survey responses indicate there is a speculative component to at least some commodity index fund positions.
“The responses indicate that there is a speculative component to at least some commodity index fund positions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Norrish 2010
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- Rests on an assumption: The Barclays Capital survey respondents' stated motivations accurately represent the motivations of commodity index investors.
- Premisecitation
Long-lasting bubbles are less likely in markets where deviations from fundamental value can be readily arbitraged away.
“In addition, long-lasting bubbles are less likely in markets where deviations from fundamental value can be readily arbitraged away (easily “poached” in the terminology of Patel, Zeckhauser, and Hendricks (1991)).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Patel, Zeckhauser, and Hendricks (1991)
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- Premisecitation
Statistically significant bubbles are present in only 21 out of 753 days for crude oil futures, less than 3% of the 2006-2008 sample.
“For instance, statistically significant bubbles are present in only 21 out of the 753 days for crude oil futures, or less than 3% of the entire 2006-2008 sample period.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2009)
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- Premisecitation
If the elasticity of gasoline demand is less than perfectly inelastic, inventories must also increase.
“However, if the elasticity of gasoline demand is less than perfectly inelastic, the standard result follows that inventories must also increase.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hamilton (2009b)
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- Interpretationreasoning
One limitation of the bubble argument made by Masters is that the link between money inflows from index funds and commodity futures prices is not well developed.
“One of the limitations of the bubble argument made by Masters is that the link between money inflows from index funds and commodity futures prices is not well developed.”
Quote in the paperNot a substantial claim - Premisecitation
The bubble days are concentrated near the peak of prices in summer 2008.
“Not surprisingly, the “bubble days” are concentrated entirely near the peak of prices in the summer of 2008.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2009)
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- Premisecitation
Many studies support the efficiency of price discovery in commodity futures markets.
“The low likelihood of bubbles is also supported by many studies on the efficiency of price discovery in commodity futures markets (see Zulauf and Irwin 1998;Carter 1999;Garcia and Leuthold 2004).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Zulauf and Irwin 1998
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- cites Carter 1999
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- cites Garcia and Leuthold 2004
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- Premisecitation
Granger causality tests indicate a significant relationship between index fund trading activity and returns in three of seven markets: crude oil, aluminum, and copper.
“The results indicate a significant relationship between index fund trading activity and returns in three of the seven markets: crude oil, aluminum, and copper.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert (2009)
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- Premisecitation
Experimental evidence shows that the introduction of a futures market lessens the incidence of bubbles.
“Finally, experimental evidence -which largely supports the existence of bubbles -shows that the introduction of a futures market lessens the incidence of bubbles (Forsythe, Palfrey, and Plott 1984;Noussair and Tucker 2006).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Forsythe, Palfrey, and Plott 1984
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- cites Noussair and Tucker 2006
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- Study design and conductcitation
Einloth's method cannot assign the speculative effect to a specific participant group such as index funds.
“the technique cannot attribute this to a particular group of market participants, such as index funds.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Einloth (2009)
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- Premisecitation
A rising futures price together with a falling marginal convenience yield violates basic storage theory.
“Thus, the combination of a rising futures price and a falling marginal convenience yield is a violation of this theory.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Working 1948;1949
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- Interpretationcitation
Tang and Xiong's study seems to offer concrete evidence linking commodity index investment to futures price movements.
“Tang and Xiong's study appears to provide concrete evidence of a linkage between commodity index investment and futures price movements.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisereasoning
Application of an index constructed from 12 CIT agricultural markets to energy and metals markets is justified only if one believes the pattern of index trader positions in agricultural markets closely mirrors the pattern in energy and metals markets.
“Application of an index constructed from the 12 CIT agricultural markets to the energy and metals markets is justified only if one believes the pattern of index trader positions in agricultural markets closely mirrors the pattern in energy and metals markets.”
Quote in the paperNot a substantial claim - Premisecitation
Ai, Chatrath, and Song show that failing to condition properly on market fundamentals can produce incorrect inferences in co-movement tests.
“Ai, Chatrath, and Song (2006) show how a failure to properly condition on market fundamentals can lead to incorrect inferences in co-movement tests.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ai, Chatrath, and Song (2006)
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- Premisecitation
The Routledge, Seppi, and Spatt equilibrium model allows falling marginal convenience yield while futures prices rise if the timing option value is sufficiently large.
“In this model, falling marginal convenience yield can be observed at the same time that futures prices are rising if the value of the timing option is large enough.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Routledge, Seppi, and Spatt ( 2000)
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- Study design and conductcitation
Tang and Xiong's difference-in-difference method may not sufficiently control for fundamental factors shared by all commodities in a sector.
“the difference-in-difference approach used by the authors may not adequately control for fundamental factors that are common to all commodities in a given sector.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Study design and conductcitation
A reason for caution about Tang and Xiong is that the average post-2004 correlation increase for in-versus-off-index commodities is small.
“The first reason is that the average magnitude of correlation increases is small after 2004 for inversus off-index commodities.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisecitation
Statistical tests show that correlations between commodity futures returns and stock, bond, dollar, and crude oil returns rose significantly beginning in 2004.
“Statistical tests confirm that the correlation of commodity futures returns with stock, bond, U.S. dollar, and crude oil returns increased significantly starting in 2004.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisecitation
Rejection of the null hypothesis in a Granger causality test should be viewed as only a preliminary indication of a true causal relationship.
“The first is that rejection of the null hypothesis in a Granger causality test should be viewed as only a preliminary indication of a true casual relationship.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Newbold 1982
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- Interpretationcitation
More advanced theory shows that falling marginal convenience yield and rising futures prices can occur because participants respond rationally to incentives, not because of speculation.
“more sophisticated versions of the theory show that this combination can occur, not due to speculative impacts, but because market participants are reacting rationally to a particular set of incentives.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Routledge, Seppi, and Spatt ( 2000)
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- Interpretationcitation
Gilbert's results point towards a non-negligible impact of index funds on price in at least some commodity futures markets.
“Gilbert's ( 2009) results point towards a non-negligible impact of index funds on price in at least some commodity futures markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert (2009)
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- Interpretationreasoning
Einloth's test may detect unusual periods when the inventory timing option and price rise together rather than bubbles.
“The implication is that Einloth's test may not identify bubbles, but instead unusual periods where the timing option derived from holding inventories increases at the same time that price also rises.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Einloth (2009)
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- cites Routledge, Seppi, and Spatt ( 2000)
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- Premisecitation
A statistically significant in-versus-off-index increase is estimated for five non-energy sectors.
“A statistically significant increase for in-versus off-index commodity markets is estimated for five non-energy sectors”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisecitation
Tang and Xiong did not test for bubbles in commodity futures prices.
“Tang and Xiong (2010) do not test for bubbles in commodity futures prices.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisecitation
Gilbert estimates the maximum impact of index funds in these markets to be a price increase of 15%.
“Gilbert estimates the maximum impact of index funds in these markets to be a price increase of 15%.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2009)
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- Interpretationcitation
Tang and Xiong's results align with other evidence on how investment flows affect prices in financial markets.
“The results are also consistent with other types of evidence about the price impact of investment flows in financial markets (Barberis, Shleifer, and Wurgler 2005).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Barberis, Shleifer, and Wurgler 2005
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- Premisecitation
Phillips and Yu's test results largely support that sequence, identifying a subprime mortgage derivatives bubble from August 2005 through July 2007 that migrated to selected commodity markets.
“Test results are largely consistent with this sequence, identifying a bubble in subprime mortgage derivatives from August 2005 through July 2007, which then migrated to selected commodity markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
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- Interpretationreasoning
The first logical inconsistency in the bubble argument is treating money inflows into commodity futures markets as demand.
“The first possible logical inconsistency within the bubble argument is equating demand with money inflows to commodity futures markets.”
Quote in the paperSubstantial claim - Interpretationreasoning
That inventory decline is an important contradiction of the price bubble argument in those markets.
“The fact that stocks were declining, not building, in most commodity markets from 2006-2008 is therefore an important contradiction of the price bubble argument in these markets”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Korniotis (2009) source
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- cites Pirrong (2010)
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- Premisecitation
Phillips and Yu find bubble price characteristics in crude oil and heating oil from March 2008 to August 2008.
“the authors find evidence of bubble price characteristics from March 2008 to August 2008 in crude oil and heating oil.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
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- Interpretationcitation
The absence of bubble evidence for the other commodities tested conflicts with the idea that index fund buying raised all commodity prices.
“the lack of evidence for the other commodities tested is inconsistent with the notion that a wave of index fund buying pushed up all commodity prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
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- Interpretationreasoning
The interaction among market participants is more complex than the textbook picture of pure hedgers and pure speculators.
“The implication is that the interplay between varied market participants is more complex than a standard textbook description of pure risk-avoiding hedgers and pure risk-seeking speculators.”
Quote in the paperNot a substantial claim - Premisenone given
Futures contracts are financial transactions that rarely result in physical delivery.
“These contracts are financial transactions that only rarely involve the actual delivery of physical commodities.”
Quote in the paperSubstantial claim - Interpretationreasoning
Prices change only when new information leads participants to revise their estimates of physical supply or demand.
“Rather, prices will only change if new information emerges that causes market participants to revise their estimates of physical supply and/or demand.”
Quote in the paperSubstantial claim - Premisecitation
Hong and Yogo document that future inflation information has been priced into commodity futures since at least the mid-1960s, though with a delay.
“Hong and Yogo (2010) document that information about future inflation has been priced into commodity futures markets since at least the mid-1960s (albeit with a delay).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hong and Yogo (2010)
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- Premisecitation
Theoretical models show that if a bubble lifts a storable commodity's market price above its true equilibrium, inventories should rise.
“theoretical models (Caballero, Farhi, and Gourinchas 2008;Hamilton 2009b) show that if a bubble raises the market price of a storable commodity above the true equilibrium price, then stocks of that commodity should increase”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Caballero, Farhi, and Gourinchas 2008 source
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- cites Hamilton 2009b
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- Premisecitation
Large commercial firms may obtain valuable information from their cash market operations and trade on it.
“large commercial firms may have valuable information gleaned from their far-flung cash market operations and then trade based on that information.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Davis 2009
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- Premisenone given
When market participants have equal information, any number of futures contracts can be created at a given price.
“With equally informed market participants, there is no limit to the number of futures contracts that can be created at a given price level.”
Quote in the paperSubstantial claim - Interpretationreasoning
To affect the cash market equilibrium price, index investors would need to take delivery or buy and hold cash inventories off the market.
“In order to impact the equilibrium price of commodities in the cash market, index investors would have to take delivery and/or buy quantities in the cash market and hold these inventories off the market.”
Quote in the paperSubstantial claim - Interpretationreasoning
Money flows by themselves need not affect prices.
“This implies that money flows in and of themselves do not necessarily impact prices.”
Quote in the paperSubstantial claim - Interpretationreasoning
In that setting, index fund buying is no more new demand than the matching selling is new supply.
“Index fund buying in this situation is no more”
Quote in the paperSubstantial claim - Interpretationreasoning
Using illiquid and unrepresentative comparison markets could bias the difference-in-difference estimates.
“Comparison to illiquid and unrepresentative markets could induce a bias in the difference-in-difference regression estimates.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
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- Premisecitation
Phillips and Yu find no bubble evidence for coffee, cotton, cocoa, sugar, or feeder cattle.
“there is no evidence of a bubble in prices for coffee, cotton, cocoa, sugar or feeder cattle.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
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- Interpretationreasoning
Phillips and Yu's choice of markets and data may not yield equivalent findings in grain and oilseed futures, where bubble concerns are concentrated.
“the authors' selection of markets (e.g., feeder cattle) and data (e.g., deflated spot prices) may not translate to equivalent findings in the grain and oilseed futures markets, where concerns about a bubble are typically focused.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
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- Interpretationreasoning
The data and methods in these studies face important criticisms that reduce confidence in their results.
“the data and methods used in these studies are subject to a number of important criticisms that limit the degree of confidence one can place in the results.”
Quote in the paperSubstantial claim - Premisecitation
When participants are not equally informed, it is rational to condition demand on both private information and information inferred from others' demands via the futures price.
“When this is the case, it is rational for participants to condition demands on both their own information and information about other participants' demands that can be inferred (”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Grossman 1986 source
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- Premisecitation
Till reports similar results for crude oil, heating oil, and gasoline futures from 2006 to 2009 using CFTC DCOT data.
“Till (2009) reports similar results for crude oil, heating oil, and gasoline futures from 2006-2009 using data in the CFTC's Disaggregated Commitments of Traders (DCOT) report.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Till (2009)
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- Premisecitation
A significant contemporaneous relationship between returns and index fund flows is found for only 2 of 12 markets.
“A significant contemporaneous relationship is found for only 2 of the 12 markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
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- Interpretationcitation
That pattern is hard to reconcile with the claim that index buying caused a price bubble.
“This is difficult to reconcile with the assertion that index buying was responsible for a price bubble.”
Quote in the paperSubstantial claim - Premisecitation
Buyuksahin and Harris's Granger causality tests find no statistical evidence that position changes by any trader group systematically precede price changes.
“Granger causality tests provide no statistical evidence that position changes (number of contracts) by any trader group”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Buyuksahin and Harris (2009)
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- Interpretationcitation
The third factual inconsistency is that speculation was not excessive when properly compared with hedging demand.
“The third factual inconsistency with the bubble story is that speculation was not excessive when correctly compared to hedging demands.”
Quote in the paperSubstantial claim - Premisecitation
Stoll and Whaley's Granger causality tests reject the null of no causality in only 1 of 12 agricultural markets.
“Granger causality tests between weekly futures returns and weekly index fund investment flows reject the null of no causality in only 1 of the 12 markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
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- Premisecitation
Swap dealers internally net long commodity index positions against other long and short OTC positions.
“swap dealers internally net long commodity index positions with other long and short over-the-counter (OTC) positions.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites CFTC 2008
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- Premisecitation
Using Working's speculative T-index, Sanders, Irwin, and Merrin show that speculation in nine agricultural futures markets from 2006 to 2008, adjusted for index positions, was not excessive.
“Utilizing Working's speculative T-index, Sanders, Irwin, and Merrin (2010) demonstrate that the level of speculation in nine agricultural futures markets from 2006-2008 (adjusting for index fund positions) was not excessive.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders, Irwin, and Merrin (2010)
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- Interpretationreasoning
The fourth contradictory fact concerns cross-market index fund effects; with similar position sizes, there is no prior reason to expect different impacts across markets.
“The fourth observable fact that contradicts the bubble story relates to the impact of index funds across markets; a priori, there is no reason to expect index funds to have a differential impact across markets given similar position sizes.”
Quote in the paperNot a substantial claim - Premisecitation
In most markets, increased index buying was more than offset by commercial hedger selling.
“Across most markets, the rise in index buying was more than offset by commercial (hedger) selling.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders, Irwin, and Merrin (2010)
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- Premisecitation
Speculation levels in all examined markets were within historical norms.
“Indeed, the levels of speculation in all markets examined were within the realm of historical norms.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders, Irwin, and Merrin (2010)
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- Premisecitation
Sanders and Irwin's system of Granger-style tests fails to reject the null that trader positions do not lead returns in the 14 markets analyzed.
“The system of Granger-style causality tests fails to reject the null hypothesis that trader positions do not lead returns in the 14 markets analyzed by Sanders and Irwin (2010c).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010c)
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- Premisenone given
Irwin and Sanders' cross-sectional results are robust to using lagged or contemporaneous effects.
“The results are robust regarding whether lagged or contemporaneous effects are considered.”
Quote in the paperNot a substantial claim - Premisecitation
Buyuksahin and Robe (2010) report that from January 1991 through August 2008 the commodity-stock return correlation usually stayed within a range of -0.40 to 0.40.
“The authors first document that the correlation between commodity (S&P-GSCI) and stock index returns (S&P 500 Index TM ) from January 1991 to August 2008 generally fluctuated between -0.40 and 0.40.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Buyuksahin and Robe (2010)
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- Premisecitation
In 15 of 16 tests, Granger causality and long-horizon regressions fail to reject the null that commodity index positions have no impact on futures prices.
“In 15 out of 16 tests, both Granger causality and long-horizon regressions fail to reject the null hypothesis that commodity index positions (change in net long CIT contracts or net long CIT contracts/total long market open interest) have no impact on futures prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
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- Premisecitation
The index contract buildup and peak index holdings occurred before the 2007-2008 grain futures price increase for which they are blamed.
“However, the buildup in index contracts and the peak level of index holdings predates the 2007-2008 increase in grain futures prices for which they are blamed.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
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- Interpretationcitation
Irwin and Sanders' empirical findings do not support the idea that index funds largely caused the recent jump in commodity prices.
“Overall, the empirical results of the study fail to support the hypothesis that index funds were a major driver of the recent spike in commodity prices.”
Quote in the paperSubstantial claim - Premisecitation
Irwin and Sanders' cross-sectional regressions provide little evidence that index positions affect returns or volatility across 19 commodity futures markets.
“Irwin and Sanders' regression estimates provide very little evidence that index positions influence the cross-section of 19 commodity futures market returns or volatility.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin and Sanders
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- Interpretationcitation
Irwin et al. conclude that factors other than index funds must explain non-convergence between cash and futures prices.
“Irwin et al. conclude that other factors must be responsible for the non-convergence between cash and futures prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin et al. (2011)
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- Premisecitation
Stoll and Whaley's roll tests find a significant relative price impact only in crude oil.
“These tests find evidence of a significant relative price impact only in crude oil.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
- Premisecitation
Buyuksahin and Robe find no evidence that index fund activity, measured by swap dealer positions, is associated with the increasing commodity-stock correlation.
“no evidence is found that index fund activity (as measured by swap dealer positions) is associated with the increasing correlation between commodity and stock returns.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Buyuksahin and Robe (2010)
Not checked in the free run.
- Premisecitation
Index funds' CBOT wheat contracts increased nearly fourfold from 2004 to 2006.
“the number of wheat contracts held by index funds at the CBOT increased nearly fourfold from 2004 to 2006.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
Not checked in the free run.
- Premisecitation
As in Brunetti and Buyuksahin, the direction of the volatility impact is consistently negative.
“Similar to the results in Brunetti and Buyuksahin (2009), the direction of the impact is consistently negative.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Brunetti and Buyuksahin (2009)
Not checked in the free run.
- cites Sanders and Irwin (2010c)
Not checked in the free run.
- Premisecitation
Irwin et al. (2011) report no statistically significant widening of spreads during the period when index funds roll positions.
“The authors do not find evidence of a statistically significant increase in spreads during the roll window of index funds.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin et al. (2011)
Not checked in the free run.
- Interpretationcitation
Stoll and Whaley's analysis yields almost no evidence that index trading affected agricultural futures price movements.
“Stoll and Whaley's analysis generates virtually no evidence that index trading had an impact on agricultural futures price movements.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
- Study design and conductreasoning
The power of Stoll and Whaley's tests may be reduced by using U.S. dollar flows to measure index fund participation.
“Another issue is that the power of their statistical tests to reject the null hypothesis of no causality may be decreased by the use of (U.S.) dollar flows to measure index fund participation.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
- Premisecitation
Granger causality tests find no statistically significant link between weekly index fund positions and movements in spreads, whether lagged or contemporaneous.
“Whether lagged or contemporaneous effects are considered, Granger causality tests fail to find a statistically significant link between weekly positions of index funds and movements in spreads.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin et al. (2011)
Not checked in the free run.
- Premiseown data
Tests of Granger causality find no causal connection between the daily returns or volatility of crude oil and natural gas futures and the positions held by the two large ETFs.
“Granger-causality tests show no causal links between daily returns or volatility in crude oil and natural gas futures markets and the positions of the two large ETFs.”
Quote in the paperSubstantial claim - Interpretationcitation
Thus, there is no evidence linking index trader positions, represented by swap dealers, to commodity futures price levels.
“Hence, there is no evidence of a linkage between index trader positions (as represented by swap dealers) in commodity futures markets and price levels.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010c)
Not checked in the free run.
- Premisecitation
Sanders and Irwin conclude that data trends and statistical tests are not consistent with the widely promoted bubble theory.
“Overall, the authors conclude that data trends and statistical test results are not consistent with the widely-touted bubble theory.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
Not checked in the free run.
- Premiseown data
Long-horizon regression tests fail to reject the null of no market impact for the two large ETFs.
“Long-horizon regression tests likewise fail to reject the null hypothesis of no market impact for the ETFs.”
Quote in the paperSubstantial claim - Premisecitation
The data confirm a fairly dramatic and large build-up in index fund positions in the four grain markets studied by Sanders and Irwin.
“The data confirm that there was a fairly dramatic and large build-up in index fund positions in the four grain markets examined by Sanders and Irwin (2010b).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
Not checked in the free run.
- Premisecitation
Stoll and Whaley conclude that commodity index investing has little effect on futures prices.
“Overall, Stoll and Whaley conclude that commodity index investing has little impact on futures prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
- Premisecitation
There is a tendency to reject the null that index trader positions do not lead market volatility.
“There is a tendency to reject the null hypothesis that index trader positions do not lead to market volatility.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders and Irwin (2010c)
Not checked in the free run.
- Interpretationcitation
That timing casts doubt on the hypothesis that index speculation drove the 2007-2008 grain futures price increase.
“This observation casts doubt on the hypothesis that index speculation drove the 2007-2008 increase in grain futures prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
Not checked in the free run.
- Study design and conductcitation
A limitation of Sanders and Irwin's study is that its tests cover only four grain futures markets.
“A limitation of this study is that tests are restricted to four grain futures markets.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders and Irwin (2010b)
Not checked in the free run.
- Premisecitation
Once business-cycle and other economic influences are controlled for, hedge fund activity is the only significant explanatory factor.
“After accounting for business cycle and other economic factors, only hedge fund activity is a significant factor.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Buyuksahin and Robe (2010)
Not checked in the free run.
- Interpretationcitation
Because agricultural swap dealers do limited non-index long or short swaps, using their net position to represent index fund investment has less measurement error in those markets.
“However, swap dealers operating in agricultural markets conduct a limited amount of non-index long or short swap transactions (CFTC 2008), so there is less measurement error in using the net position of swap dealers in these markets to represent index fund investment.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites CFTC 2008
Not checked in the free run.
- Study design and conductcitation
Dollar flows mix price and position variability, making them a less precise measure of actual index fund buying and selling.
“Because U.S. dollar flows impound into activity measures both the variability of prices and positions, it is a less precise measure of actual index fund buying and selling.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
- Premisecitation
In Irwin and Sanders' cross-sectional regressions, only 3 of 18 average slope coefficients are statistically significant.
“Only 3 of the 18 average estimated slope coefficients are statistically significant”
Quote in the paperSubstantial claim - Premisecitation
Sanders, Irwin, and Merrin show that most CIT positions are swap dealers hedging OTC exposure.
“Sanders, Irwin and Merrin (2010) show that the bulk of CIT positions are in fact swap dealers hedging OTC exposure.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders, Irwin and Merrin (2010)
Not checked in the free run.
- Premisecitation
The available evidence on index funds' impact on storage is limited to time-series analysis of futures spreads.
“The available evidence on index funds' impact on the market for storage has so far been limited to time-series analysis of the behavior of futures spreads (Stoll and Whaley 2010;Irwin et al. 2011).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Stoll and Whaley 2010
Not checked in the free run.
- cites Irwin et al. 2011
Not checked in the free run.
- Interpretationcitation
Fresh limits on speculative futures positions could drive index fund investors into cash commodity markets.
“Moreover, new speculative position limits in futures may simply push index fund investors into physical commodity markets (Kaminska 2010)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kaminska 2010
Not checked in the free run.
- Interpretationreasoning
Limiting index fund participation would reduce an important source of risk-bearing capacity.
“limiting the participation of index fund investors would diminish an important source of risk-bearing capacity at a time when such capacity is in high demand.”
Quote in the paperSubstantial claim - Interpretationreasoning
Index fund positions in physical markets would provide a more direct way for financial investors to affect price discovery and stockholding.
“Index fund positions in physical (cash) markets would provide a much more direct means by which financial investors could impact price discovery and stockholding in commodity markets”
Quote in the paperSubstantial claim - Interpretationreasoning
This inverse association fits the traditional idea that speculators lower risk and thereby reduce hedging costs.
“consistent with the traditional view that speculators reduce risk in the futures market and therefore lower the cost of hedging.”
Quote in the paperNot a substantial claim - Premisereasoning
If index funds caused a bubble in commodity futures prices, the linkage between price levels and index fund positions should be clearly detectable in the data.
“the linkage between the level of commodity futures prices and market positions of index funds should be clearly detectable in the data.”
Quote in the paperSubstantial claim - Interpretationreasoning
The balance of evidence does not support the claim that index funds produced a bubble in commodity futures prices.
“Even if one ignores the data and methodological concerns in the first group of empirical studies, the weight of the evidence is not consistent with the argument that index funds created a bubble in commodity futures prices.”
Quote in the paperSubstantial claim - Premisecitation
Studies testing for a bubble component in commodity futures prices have produced mixed results.
“results of studies that test for a bubble component in commodity futures prices -regardless of the cause -are decidedly mixed (Gilbert 2009;Phillips and Yu 2010;Kilian and Murphy 2010).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Gilbert 2009
Not checked in the free run.
- cites Phillips and Yu 2010
Not checked in the free run.
- cites Kilian and Murphy 2010
Not checked in the free run.
- Interpretationreasoning
Index funds did not primarily drive the commodity price boom of 2007-08.
“Important implications for public policy follow from the conclusion that index funds were not a primary driver of the 2007-08 commodity price boom.”
Quote in the paperSubstantial claim - Interpretationreasoning
Proposed new limits on speculation lack a basis in well-established empirical findings.
“New limits on speculation are not grounded in well-established empirical findings”
Quote in the paperSubstantial claim - Interpretationreasoning
The difference between Buyuksahin and Robe's results and Tang and Xiong's is likely due to Buyuksahin and Robe's detailed data on all major participants.
“The difference in results is likely due to the detailed information on trading activities of all major participants in commodity futures markets used by Buyuksahin and Robe.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Buyuksahin and Robe (2010)
Not checked in the free run.
- cites Tang and Xiong (2010)
Not checked in the free run.
- Interpretationcitation
Kilian and Murphy's model estimates imply the 2003-2008 crude oil price surge was caused by fluctuations in flow demand driven by the global business cycle.
“The model estimates imply that the surge in crude oil prices from 2003-2008 was caused by fluctuations in the flow demand for oil driven by the global business cycle.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kilian and Murphy (2010)
Not checked in the free run.
- Premisecitation
The absence of a relationship agrees with most academic work on speculation and price behavior.
“It should also be noted that the lack of a relationship is consistent with the majority of academic evidence pertaining to speculation and price behavior”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Petzel 1981
Not checked in the free run.
- cites Sanders, Boris, and Manfredo 2004
Not checked in the free run.
- cites Bryant, Bessler, and Haigh 2006
Not checked in the free run.
- Premisecitation
Evidence suggests that broker-dealers and hedge funds are important in carrying shocks into commodity futures markets from other sectors.
“The emerging evidence (Etula 2009;Buyuksahin and Robe 2010) indicates that other types of traders, such as broker-dealers and hedge funds, play key roles in transmitting shocks to commodity futures markets from other sectors.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Etula 2009
Not checked in the free run.
- cites Buyuksahin and Robe 2010
Not checked in the free run.
- Premisenone given
There is no consensus about the relative impacts of potential explanations for the 2007-2008 commodity price spike beyond speculation.
“a number of potential explanations for the spike have been offered beyond speculation -including demand growth from China and other developing economies, biofuel policies, monetary policy, trade restrictions, and supply shortfalls -but there is no consensus about their relative impacts.”
Quote in the paperSubstantial claim - Interpretationreasoning
Across the reviewed studies, there is no systematic statistical or economic evidence of a relationship between index fund positions and commodity futures price levels or spreads.
“Overall, the results of the studies reviewed in this section provide no systematic evidence of a relationship (statistically or economically) between positions of index funds and the level of commodity futures prices or spreads between commodity futures prices.”
Quote in the paperSubstantial claim
- May combine two claims. 62
- Classified as probably not a substantial claim. 68
May combine two claims.
FindingcitationIn the Barclays Capital survey, 43% of respondents said portfolio diversification, 31% said absolute returns, 9% said inflation hedge, and 17% said emerging market growth.
“In response to the question, “Why do you invest in commodities,” 43% of respondents said portfolio diversification, 31% said absolute returns, 9% said inflation hedge, and 17% said emerging market growth.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Norrish 2010
Not checked in the free run.
May combine two claims.
InterpretationreasoningThese conclusions, combined with deep and liquid exchange-traded futures contracts, set off a dramatic surge in commodity index fund investments.
“Combined with the availability of deep and liquid exchange-traded futures contracts, these conclusions set off a dramatic surge in commodity index fund investments.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationSwap dealer netting is relatively small in agricultural futures markets but can be quite large in energy and metals markets.
“Swap dealer netting has been shown to be relatively small in agricultural futures markets, where swap dealers do relatively little non-index business; however, it can be quite large in the energy and metals markets (CFTC 2008).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites CFTC 2008
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationSeveral influential academic studies concluded that investors can capture substantial risk premiums and reduce portfolio risk through relatively modest investments in long-only commodity index funds.
“Several influential academic studies concluded that investors can capture substantial risk premiums and reduce portfolio risk through relatively modest investments in long-only commodity index funds (e.g., Gorton and Rouwenhorst 2006;Erb and Harvey 2006).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Gorton and Rouwenhorst 2006
Not checked in the free run.
- cites Erb and Harvey 2006
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIf any of those assumptions are violated, a pricing bubble can form.
“If any of these assumptions are violated, then a pricing bubble can form.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tirole 1982
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCaballero, Farhi, and Gourinchas (2008) develop a theoretical model emphasizing macro forces that may drive a bubble in commodity prices.
“Caballero, Farhi, and Gourinchas ( 2008) develop a theoretical model that emphasizes the underlying “macro” forces that may be driving a bubble in commodity prices.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationLarge price swings sometimes occur naturally and in response to shifts in supply and demand.
“As Barlevy (2007) points out, the problem with this popular usage is that large price swings sometimes occur naturally and in response to shifts in supply and demand.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Barlevy (2007)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThe main difficulty of identifying an asset pricing bubble is disentangling price movements due to changing supply and demand fundamentals from those due to bubble behavior.
“This highlights the main difficulty of identifying an asset pricing bubble: disentangling movements in an asset's price due to changing supply and demand fundamentals from those due to bubble behavior.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationRational traders may restrain arbitrage positions due to noise trader risk.
“Rational traders would normally arbitrage any mispricing that results, but they may also restrain arbitrage positions due to noise trader risk (De Long et al. 1990).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites De Long et al. 1990
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn that model, commodity producers in less developed financial markets hold financial assets from developed regions, leading to a decline in real interest rates, and bubbles form in asset markets including commodities.
“Since commodity producers are assumed to be located in the region with less developed financial markets, producers are forced to hold financial assets from the developed region as a store of wealth, which leads to a decline in real interest rates in this region.Bubbles form in asset markets, including commodity markets, in response to the decline in real interest rates.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
May combine two claims.
PremisereasoningFutures contracts are finite-horizon instruments with virtually no constraints on short-sales, which eliminate the potential for a bubble in theoretical models if other assumptions hold.
“Specifically, futures contracts are finite-horizon instruments with virtually no constraints on short-sales, which eliminate the potential for a bubble in theoretical models (if the other assumptions listed above hold).”
Quote in the paperSubstantial claim- The authors state this as an assumption: The other conditions for rational asset pricing (infinite traders, rational beliefs, common priors, efficient allocation) hold in commodity futures markets.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationnone givenThe evidence provided by Masters is limited to anecdotes and the temporal correlation between money flows and prices.
“However, the evidence provided by Masters is limited to anecdotes and the temporal correlation between money flows and prices.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisereasoningThere are few limitations to arbitrage in commodity futures markets because trading costs are low, trades can be executed by the second, and prices are highly transparent.
“There are few limitations to arbitrage in commodity futures markets, because the cost of trading is relatively low, trades can be executed literally by the second, and prices are highly transparent.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningThe economic damage from an asset pricing bubble may be extensive because the market provides false signals about value.
“The economic damage from an asset pricing bubble may be extensive since the market provides false signals about value.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningBubbles can occur with large-scale entry of unsophisticated noise traders who have mistaken beliefs about future income streams.
“For example, bubbles can occur with the large-scale entry of unsophisticated “noise” traders who have mistaken beliefs about their prospects for future income streams.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationGilbert's tests using daily data indicate bubbles in seven of nine markets, but for a small percentage of days.
“Tests using daily data indicate bubbles in seven of the nine markets, but for a surprisingly small percentage of the days in the sample.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe bubble in that model is ultimately fed only by global imbalances in the supply of liquid and safe financial assets.
“The bubble is ultimately fed only by global imbalances in the supply of liquid and safe financial assets.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHamilton (2009b) develops a formal model of price determination in the crude oil market that generates specific theoretical conditions for speculative impact.
“Hamilton (2009b) develops a formal model of price determination in the crude oil market that generates specific theoretical conditions for speculative impact”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hamilton (2009b)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisereasoningIf noise traders behave predictably, there is no noise trader risk, and asset pricing bubbles cannot occur.
“However, if noise traders behave in a predictable fashion, there is no noise trader risk, and asset pricing bubbles cannot occur.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGilbert (2009) examines price behavior in crude oil futures, three metals futures, and three agricultural futures over 2006-2008.
“Gilbert (2009) examines price behavior in crude oil futures, three metals futures, and three agricultural futures over 2006-2008.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2009)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisereasoningIf the magnitude of index fund demand is large enough relative to physically-constrained supplies in the short-run, prices and price volatility can increase sharply.
“If the magnitude of index fund demand is large enough relative to physically-constrained supplies in the short-run, prices and price volatility can increase sharply.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA key prediction of that model is that commodity inventories accumulate during the building phase of the price bubble.
“Once again, a key prediction of this model is that commodity inventories accumulate during the building phase of the price bubble.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGilbert does not interpret index investment as a fundamental cause of the food price boom, but as the channel by which rapid Chinese economic growth and dollar depreciation affected food prices.
“However, Gilbert does not interpret index investment as a fundamental cause of the food price boom, but instead it is viewed as the channel by which the main drivers -rapid Chinese economic growth and dollar depreciationaffected the price of food.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe structural econometric results of Caballero, Farhi, and Gourinchas should be interpreted cautiously because the sample period is very short for estimating such a model.
“the sample period is very short for estimating a structuraltype econometric model (which the author acknowledges).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas 2008 source
Not checked in the free run.
May combine two claims.
PremisecitationTang and Xiong state that growing index investor presence caused financialization, making commodity prices more correlated with financial asset prices and with one another.
“The increasing presence of index investors in commodities markets precipitated a fundamental process of financialization amongst the commodities markets, through which commodity prices now become more correlated with the prices of financial assets and each other”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
May combine two claims.
PremisecitationBasic storage theory predicts that low inventories produce both a rising commodity price and an increasing marginal convenience yield.
“The basic theory of storage predicts that low inventories lead to a rising commodity price and an increasing marginal convenience yield (Working 1948;1949).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Working 1948;1949
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationTang and Xiong acknowledge that rising correlations could reflect several factors and use a difference-in-difference approach to address identification.
“Tang and Xiong recognize that increasing correlations could be due to a variety of factors, such as the financial shocks associated with the recent recession and the increasing impact of crude oil prices on many commodities (e.g., de Gorter and Just 2010), and address this”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
- cites de Gorter and Just 2010
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationreasoningGilbert presents no evidence whether this is a reasonable assumption.
“Gilbert (2009) presents no evidence whether this is a reasonable assumption or not.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductcitationThe Caballero, Farhi, and Gourinchas model treats index investment as wholly speculative, which is a controversial assumption.
“the model implicitly assumes that index investment is entirely speculative, certainly a controversial assumption.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas 2008 source
Not checked in the free run.
May combine two claims.
InterpretationcitationAlthough those differences are generally statistically significant, their economic importance is debatable.
“While these differences generally are statistically significant, the economic significance of such small differences is debatable.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationLittle is known about how sensitive the Caballero, Farhi, and Gourinchas estimates are to alternative variable specifications.
“there is little information about the sensitivity of estimation results to alternative specifications of the variables included in the model.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas 2008 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThis is another form of the argument that underlying macro forces created a bubble in commodity prices rather than index funds per se.
“This is another form of the argument that underlying “macro” forces created a bubble in commodity prices rather than index funds per se (Caballero, Farhi, and Gourinchas 2008).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas 2008 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTang and Xiong argue that commodity markets were not fully integrated with financial markets before commodity index investments developed.
“they argue that commodity markets were not fully integrated with financial markets prior to the development of commodity index investments”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationGilbert applies this index to energy and metals markets not included in the index.
“Gilbert (2009) then applies this index not only to three of the agricultural markets included in the index, but also to the energy and metal markets not included in the index.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert (2009)
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationGilbert's quantum index is a weighted average of index trader positions in agricultural futures markets, with weights being nearest-to-expiration futures prices on the first date of his sample.
“The second reason is related to the index of commodity index fund activity used by Gilbert (2009); his quantum index is a weighted average of index trader positions in agricultural futures markets (as reported in the CFTC's CIT report).The weights are nearest-to-expiration futures prices on the first date of his sample.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGilbert (2010) argues that agricultural price booms are better explained by common demand-side factors than individual market supply-side factors.
“Gilbert (2010) investigates the factors driving the 2007-2008 increase in food prices; he argues that agricultural price booms are better explained by common demand-side factors than individual market supply-side factors.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2010)
Not checked in the free run.
May combine two claims.
PremisecitationTang and Xiong conclude that index investment has increasingly affected commodity futures prices, though not in a bubble manner.
“leading the authors to conclude that index investment has increasingly impacted commodity futures prices (although in a non-bubble manner).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
May combine two claims.
PremisecitationEinloth found that marginal convenience yield rose for most of the crude oil futures price increase up to $100 per barrel but fell as crude oil rose from about $100 to $140 per barrel.
“finds that marginal convenience yield (derived from differences between futures prices) rose for most of the increase in crude oil futures prices up to $100/barrel, but fell as crude oil increased from about $100 to $140/barrel.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Einloth (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEinloth created a bubble test using the joint behavior of convenience yields and prices in storable commodity futures.
“Einloth (2009) devises a test of bubbles based on the joint behavior of convenience yields and prices in a storable commodity futures market.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Einloth (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted).
PremisecitationTang and Xiong test whether the post-2004 rise in correlations with stock, bond, dollar, and crude oil returns is larger for commodities in major indices than for non-index commodities.
“they test whether the increase in correlation of commodity futures returns with stock, bond, U.S. dollar, and crude oil returns post-2004 is greater for commodities included in major indices (such as the-S&P-GSCI) compared to commodities not included in the indices.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
May combine two claims.
PremisecitationGilbert did not find evidence of a relationship between index fund activity in agricultural markets, upon which the index is based, but did find evidence in energy and metals markets, which are not included in the index.
“This point is reinforced by noting that he did not find evidence of a relationship between index fund activity in agricultural markets, upon which the index is based, but did find evidence in energy and metals markets, which are not included in the index.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gilbert (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationGilbert (2010) estimates model parameters using monthly data from March 2006 to June 2009, which indicate a large and statistically significant impact of commodity index investment on the food price index.
“Gilbert (2010) estimates model parameters using monthly data from March 2006 to June 2009, which indicate a large and statistically significant impact of commodity index investment on the food price index.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gilbert (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationProblems in rejecting the null in Granger causality tests include expectations, omitted third variables, and unclear meaning of non-zero correlation without explicit theory.
“i) economic agents' expectations about the future can make it appear as if there is a relationship between two variables when in fact there is none; ii) the apparent causal relationship between two variables may actually be the result of a third variable omitted from the analysis; and iii) without an explicit theory that establishes a link between two variables, the meaning of a non-zero corre”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Newbold (1982)
Not checked in the free run.
May combine two claims.
Study design and conductcitationThe non-index control markets in some sectors are unrepresentative; in grains, two of four are rough rice and oats, both thinly traded and illiquid.
“Two of the four non-index markets in the grain sector are rough rice and oats futures, both of which are thinly-traded and illiquid markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThat pattern can arise if the probability of a sequence of large positive demand shocks or negative supply shocks rises substantially.
“This could occur if the probability of a sequence of large positive demand shocks or negative supply shocks increases substantially.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Routledge, Seppi, and Spatt ( 2000)
Not checked in the free run.
May combine two claims.
PremisecitationDaily soybean and crude oil futures return correlation was between .10 and .20 before 2004 and then climbed to about .60 by 2009.
“the correlation of daily soybean and crude oil futures returns before 2004 moved in a narrow range between .10 and 0.20, but after 2004 increased steadily to a peak of about 0.60 in 2009.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
InterpretationreasoningThat would have required many sophisticated traders to conclude that index fund investors held valuable information they lacked.
“Of course, this would have required a large number of sophisticated and experienced traders in commodity futures markets to reach the conclusion that index fund investors possessed valuable information that they themselves did not possess.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe second logical inconsistency is the claim that index funds raised both futures and cash prices even though they traded only futures.
“The second possible logical inconsistency of the bubble story is in the argument that index fund investors artificially raised both futures and cash commodity prices when they only participated in futures markets.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationBjornson and Carter studied seven commodity futures markets from 1969 to 1994 and found lower expected returns when interest rates, expected inflation, and growth were high, concluding commodities hedge business cycles.
“Bjornson and Carter (1997) examine seven commodity futures markets from 1969-1994, and find that expected returns are lower during times of high interest rates, expected inflation, and economic growth, leading the authors to conclude that commodities provide a natural hedge against business cycles.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bjornson and Carter (1997)
Not checked in the free run.
May combine two claims.
Study design and conductcitationThe only two non-index markets in soft commodities are lumber and orange juice, which are also illiquid.
“The same can be said of the only two non-index markets in the soft commodity sector, lumber and orange juice.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
May combine two claims.
InterpretationreasoningIndex investors only use futures, do not buy or hoard the cash commodity, and any causal link from their futures activity to cash prices is unclear.
“Index investors are purely involved in a financial transaction using futures markets; they do not engage in the purchase or hoarding of the cash commodity and any causal linkages between their futures market activity and cash prices is unclear at best.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningThe counter-arguments can be grouped into three logical inconsistencies in the bubble argument and four ways the bubble story conflicts with observed facts.
“We categorize these into three logical inconsistencies in the arguments made by bubble proponents and four instances where the bubble story is not consistent with observed facts.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationThe sequential procedure uses Dickey-Fuller unit-root tests against mildly explosive alternatives that characterize a bubble.
“the sequential procedure uses standard tests (Dickey-Fuller t tests) for unit root behavior in prices against”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationPhillips and Yu introduced a recursive test for bubble characteristics in financial time series.
“Phillips and Yu (2010) introduce a new recursive test for bubble characteristics in financial time series.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHamilton notes that bubble-induced above-ground inventory buildup could be too small to detect if demand elasticity is very small or zero.
“Hamilton (2009b) notes that the buildup of (above-ground) inventories due to a price bubble could be so small that it is not easily detected if the elasticity of demand for the storable commodity is very small or zero.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hamilton (2009b)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe third logical inconsistency is the blanket labeling of speculators, especially index funds, as wrongdoers and hedgers as victims.
“A third possible logical inconsistency of the bubble argument is the blanket categorization of speculators, particularly index fund speculators, as wrongdoers, and hedgers as victims of their actions.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationStoll and Whaley report that CBOT, KCBOT, and MGEX wheat returns were highly correlated from 2006 to 2009, though only CBOT and KCBOT wheat were heavily used by index investors.
“Stoll and Whaley (2010) report that returns for CBOT wheat, KCBOT wheat, and Minneapolis Grain Exchange (MGEX) wheat are all highly positively correlated from 2006-2009, yet only CBOT and KCBOT wheat are used heavily by index investors.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe recursive procedure can time-stamp a bubble's start and end and can be applied in real time to identify a forming bubble.
“The recursive procedure is powerful in the sense that it allows for the”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
Not checked in the free run.
May combine two claims.
InterpretationcitationThe second factual inconsistency is that if index fund buying raised prices, markets without index investment should not have advanced.
“The second factual inconsistency of the bubble story is that if index fund buying drove commodity prices higher, then markets without index fund investment should not have seen a price advance.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningIn reality, the bad actor is not easily identified because hedgers sometimes speculate and speculators sometimes hedge.
“In reality, the”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationOther studies indicate that commodity futures markets have been integrated with financial markets for decades, which contradicts Tang and Xiong's central thesis.
“several other studies indicate that commodity futures markets have been integrated with financial markets for decades, contradicting Tang and Xiong's basic thesis.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Bjornson and Carter (1997)
Not checked in the free run.
- cites Hong and Yogo (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSkeptical economists cite contrary facts and argue that fundamental factors drove commodity prices higher.
“These economists cite several contrary facts and argue that commodity markets were driven by fundamental factors that pushed prices higher.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Krugman 2008
Not checked in the free run.
- cites Pirrong 2008
Not checked in the free run.
- cites Sanders and Irwin 2008
Not checked in the free run.
May combine two claims.
InterpretationreasoningThe reviewed studies refute the argument that there is no evidence of either a commodity futures bubble or a relationship between index investment and futures price movements.
“Results in these studies also negate the argument that no evidence exists of a bubble in commodity futures prices or a relationship between commodity index investment and movements in commodity futures prices.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
InterpretationcitationPhillips and Yu's findings are interesting and among the more convincing evidence of bubble-like activity in energy prices.
“The findings of Phillips and Yu (2010) are certainly interesting and represent some of the more convincing evidence of bubble-like activity in energy prices.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Phillips and Yu (2010)
Not checked in the free run.
May combine two claims.
Study design and conductcitationIn livestock, the sole non-index market is pork bellies, a dead market with near-zero open interest.
“The most egregious example is in the livestock sector, where the sole non-index market is pork bellies.This is, for all intents and purposes, a dead market with close to zero open interest.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCaballero, Farhi, and Gourinchas argue that exhaustible-resource inventory includes un-extracted oil, so below-ground increases could offset measured above-ground declines.
“Caballero, Farhi, and Gourinchas (2008) argue that inventory for an exhaustible resource like crude oil includes un-extracted oil in the ground and it is possible that the below-ground rise in inventory more than offset the above-ground (measured) decline in inventory.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationPirrong reports that shipping service prices rose sharply from June 2007 to July 2008 along with other commodity prices, which he says contradicts the bubble story because shipping is nonstorable.
“Pirrong (2010) reports that the price of shipping services increased dramatically between June 2007 and July 2008 in concert with other commodity prices, which, he argues, contradicts the bubble story since shipping services are nonstorable and therefore should not be susceptible to asset bubble influences.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pirrong (2010)
Not checked in the free run.
May combine two claims.
PremisecitationIrwin, Sanders, and Merrin show that markets without index participation and commodities without futures also had price increases during 2006-2008.
“Irwin, Sanders, and Merrin (2009) show that markets without index fund participation (fluid milk and rice futures) and commodities without futures markets (apples and edible beans) also showed price increases during the 2006-2008period.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin, Sanders, and Merrin (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningOther traders might have read large long index fund order flow as valuable private information and raised their own demands, pushing prices higher.
“it is possible that other traders in commodity futures markets interpreted the large order flow of index funds on the long side of the market as a reflection of valuable private information about commodity price prospects, which would have had the effect of driving prices higher as these traders revised their own demands upward.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationcitationUninformed trades can move prices if informed traders mistake noise for valuable information about fundamentals.
“The trades of uninformed participants can impact prices in this more realistic model if informed traders mistakenly believe that trades made by uninformed participants (”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Grossman 1986 source
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted).
PremisecitationFollowing Caballero, Farhi, and Gourinchas, Phillips and Yu hypothesize that global liquidity imbalances drove bubbles migrating from technology stocks to housing, subprime mortgages, commodities, and eventually bonds.
“Following Caballero, Farhi, and Gourinchas (2008), the authors hypothesize that global liquidity imbalances drove a series of financial bubbles that migrated from technology stocks to housing, on to subprime mortgages, and then into commodity markets and eventually the bond market (after the subprime crises broke).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Caballero, Farhi, and Gourinchas (2008) source
Not checked in the free run.
- cites Phillips and Yu (2010)
Not checked in the free run.
May combine two claims.
PremisecitationStoll and Whaley observe that COMEX gold, COMEX silver, NYMEX palladium, and NYMEX platinum futures were highly correlated over the same period, but only gold and silver were in popular indices.
“Stoll and Whaley also observe that Commodity Exchange (COMEX) gold, COMEX silver, New York Mercantile (NYMEX) palladium, and NYMEX platinum futures prices are highly correlated over the same time period, but only gold and silver are included in popular commodity indices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
May combine two claims.
PremisecitationFutures contracts are pure bets with a long for every short, making commodity futures markets zero-sum.
“Futures contracts are”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Black 1976
Not checked in the free run.
May combine two claims.
PremisecitationVolatility is forecast by swap dealer positions in crude oil and natural gas and by other speculators in all markets except corn.
“Second, volatility is forecast by swap dealer positions in crude oil and natural gas and by other speculators in all markets except corn.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brunetti and Buyuksahin (2009)
Not checked in the free run.
May combine two claims.
InterpretationcitationMeasurement error from using swap dealer positions as index fund positions in crude oil may be substantial and may limit conclusions from studies such as Buyuksahin and Harris.
“Hence, the measurement error inherent in using swap dealer positions to represent index fund positions in crude oil futures may be substantial and could limit the conclusions that can be drawn from studies like Buyuksahin and Harris.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Buyuksahin and Harris (2009)
Not checked in the free run.
- cites CFTC 2008
Not checked in the free run.
May combine two claims.
PremisecitationA 2008 CFTC report says swap dealer netting in crude oil is substantial, with only 41% of long swap dealer positions in crude oil futures on three dates in 2007 and 2008 tied to long-only index funds.
“A 2008 CFTC report indicates that swap dealer netting is substantial in crude oil, with only 41% of long swap dealer positions in crude oil futures on three dates in 2007 and 2008 linked to long-only index fund positions (CFTC 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites CFTC 2008
Not checked in the free run.
May combine two claims.
PremisecitationBuyuksahin and Harris show that the crude oil futures T-index rose with prices from 2004 to 2009, but its peak remained within historical norms.
“Buyuksahin and Harris (2009) use daily data from the CFTC's internal large trader database to show that Working's T-index in the crude oil futures market increased in parallel with crude oil prices from 2004-2009, but the peak of the index was still well within historical norms.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Buyuksahin and Harris (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenUsing swap dealer positions to represent index fund investment is a potential limitation of Brunetti and Buyuksahin's study.
“Once again, the use of swap dealer positions to represent index fund investment is a potential limitation of this study.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Brunetti and Buyuksahin (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationBuyuksahin and Harris assume swap dealer positions reflect index investing and interpret their swap dealer results as failure to reject no relation between crude oil futures prices and index fund trading.
“Buyuksahin and Harris assume that swap dealer positions are linked to commodity index investing, and hence, the results for swap dealers are interpreted as a failure to reject the null hypothesis of no relation between crude oil futures prices and index fund trading.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Buyuksahin and Harris (2009)
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted).
Study design and conductcitationA key question is whether swap dealer positions in crude oil futures reasonably reflect total effective index investor demand.
“A key question, then, is whether it is reasonable to assume that swap dealer positions in crude oil futures accurately reflect the total effective”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationBrunetti and Buyuksahin's VAR Granger tests find that returns are not forecast by any trader group's positions in five markets, except mini-DOW futures where hedge funds dampen.
“First, returns are not forecast by positions of any trader group in the five markets, including swap dealers, with the exception of mini-DOW futures, where there is evidence of a dampening impact of hedge funds.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brunetti and Buyuksahin (2009)
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationBecause the volatility impact is negative, Brunetti and Buyuksahin argue speculators reduce risk and lower hedging costs.
“Since the impact is negative, Brunetti and Buyuksahin argue that speculators reduce risk in the futures market and therefore lower the cost of hedging.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brunetti and Buyuksahin (2009)
Not checked in the free run.
May combine two claims.
PremisecitationIrwin, Sanders, and Merrin find the opposite: the highest index fund concentration was often in livestock markets, which had the smallest price increases through spring 2008.
“But Irwin, Sanders, and Merrin (2009) find just the opposite when comparing grain and livestock futures markets.The highest concentration of index fund positions was often in livestock markets, which had the smallest price increases through the spring of 2008.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin, Sanders, and Merrin (2009)
Not checked in the free run.
May combine two claims.
InterpretationreasoningNine reviewed studies provide no empirical evidence of a bubble or of a statistical link between index fund activity and commodity futures price movements.
“We review here nine studies that do not provide empirical evidence of a bubble and/or a statistical linkage between index fund activity and commodity futures price movements.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningOne would expect markets with the greatest concentration of index fund positions to have the largest price increases.
“In other words, one would expect markets with the highest concentration of index fund positions to show the largest price increases.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationnone givenMedia and hearing statistics on long-only index fund trading tend to assess speculation in isolation by absolute position size and activity.
“The statistics on long-only index fund trading reported in the media and discussed at hearings tend to view speculation in a vacuum focusing on absolute position size and activity.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationWorking argued that speculation must be judged relative to hedging needs and can be excessive only relative to hedging activity.
“Working (1960) argued that speculation must be gauged relative to hedging needs.In particular, speculation can only be considered”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Working (1960)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationTang and Xiong point out that the relative size of price increases for index and non-index storable commodities matters regardless of whether non-index commodities rose.
“Tang and Xiong (2010) point out that the relative magnitude of price increases for index and nonindex (storable) commodities is relevant whether or not non-index commodities increased in price.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tang and Xiong (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted), S2 (checkable), S3 (load-bearing).
Interpretationnone givenWhether netted or non-netted positions are more relevant is an empirical question.
“Whether netted or non-netted positions are more relevant is an empirical question.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationIrwin and Sanders test the Masters Hypothesis using the quarterly Index Investment Data report.
“Irwin and Sanders (2010) conduct a test of the”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Irwin and Sanders (2010)
Not checked in the free run.
May combine two claims.
PremisecitationAfter Lehman Brothers collapsed in September 2008, the correlation spiked to 0.70 and stayed historically high until March 2010.
“Almost immediately after the collapse of Lehman Brothers in September 2008, the correlation spiked as high as 0.70 and remained at historically high levels until March 2010.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Buyuksahin and Robe (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThey argue the net position may still matter for price impacts because it is the position actually taken to the futures market.
“However, they argue that the net position may still be relevant with respect to price impacts since this is the position actually taken to the commodity futures market.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders and Irwin (2010c)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationA cross-sectional regression is applied to IID data from Q1 2008 through Q1 2010, covering the rapid rise, peak, and decline in commodity prices.
“A cross-sectional regression test is applied to the IID data over the first quarter of 2008 through the first quarter of 2010, which captures the rapid increase, peak, and subsequent decline in commodity prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin and Sanders (2010)
Not checked in the free run.
May combine two claims.
InterpretationcitationA cross-sectional approach likely improves power over time-series Granger tests, and a quarterly horizon should better capture slowly accumulating price pressure if present.
“A cross-sectional approach is likely to improve statistical power compared to time-series Granger-type tests (Sanders and Irwin 2010a) and a quarterly horizon should better capture a slowly accumulating price pressure effect if it is present in the data.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sanders and Irwin 2010a
Not checked in the free run.
May combine two claims.
Premiseown dataIn 2 of the 3 significant cases, the sign is negative, contradicting the claim that index investment raises returns or volatility.
“2 of the 3 significant cases have negative signs that contradict the claim that index investment increases returns or volatility.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAlthough index positions statistically lead to lower volatility, Sanders and Irwin note that trader positions might coincide with another fundamental variable actually causing the lower volatility.
“While index positions lead to lower volatility in a statistical sense, Sanders and Irwin (2010c) note that it is possible that trader positions coincide with some other fundamental variable that is actually causing the lower market volatility”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Sanders and Irwin (2010c)
Not checked in the free run.
- cites Newbold (1982)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationSanders and Irwin recognize that swap dealer positions may imperfectly proxy overall index investments because of internal OTC netting, especially in energy futures.
“Sanders and Irwin (2010c) are also aware that swap dealer positions may be an imperfect proxy for overall index investments due to internal netting of OTC positions by swap dealers, particularly in the energy futures markets.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sanders and Irwin (2010c)
Not checked in the free run.
May combine two claims.
PremisecitationIID data better measure index investment because positions are measured before swap dealer netting and cover all agricultural, energy, metal, and soft commodity futures markets.
“The IID data is not only a better measure of index investment because positions are measured before internal netting by swap dealers, it also covers the complete spectrum of agricultural, energy, metal and soft commodity futures markets.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Irwin and Sanders (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationIt is unknown whether Stoll and Whaley's results generalize to a broader set of commodity futures markets, especially energy futures.
“However, it is not known whether their results generalize to a broader set of commodity futures markets, especially energy futures markets that have been at the center of the current controversy.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
Study design and conductcitationIt remains unclear how well CIT data represent actual index investment in agricultural markets.
“Finally, there is the question of the degree to which the CIT data represents actual index investment in agricultural markets.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Stoll and Whaley (2010)
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationcitationBecause their short-run elasticity estimates are substantially larger than zero, Kilian and Murphy conclude speculation did not play a major role in the crude oil price run-up.
“Since the short-run elasticity estimates are substantially larger than zero (in absolute terms), Kilian and Murphy conclude that speculation did not play a major role in the run-up in crude oil prices.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kilian and Murphy (2010)
Not checked in the free run.
May combine two claims.
Study design and conductnone givenThe findings hold whether index fund positions are combined on- and off-exchange, whether swap dealer positions are netted or not, and when individual ETF positions are used.
“Of particular note is the robustness of the results across combined on-and off-exchange index fund positions, netted or non-netted swap dealer positions, and individual ETF positions.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningCommodity futures markets would become less efficient at transferring risk, creating added costs passed to producers as lower prices and consumers as higher prices.
“Commodity futures markets would become less efficient mechanisms for transferring risk from parties who don't want to bear it to those that do, creating added costs that ultimately get passed back to producers in the form of lower prices and back to consumers as higher prices.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningIt is unclear whether there was a bubble in commodity futures prices from 2007-2008, and even less clear whether index funds caused one.
“Therefore, it is unclear if there was a bubble in commodity futures price from 2007-2008, and even less clear whether one was caused by index funds.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationThe present debate about index funds can be seen as another episode in a long record of criticism of speculation in commodity futures markets.
“From this perspective, the current controversy surrounding index funds can be viewed as simply the latest in a long history of attacks upon speculation in commodity futures markets (Jacks 2007).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jacks 2007
Not checked in the free run.
May combine two claims.
PremisecitationKilian and Murphy's median estimate of the short-run price elasticity of gasoline demand is -0.20, several times higher than previous estimates.
“the median estimate of the short-run price elasticity of demand for gasoline is -0.20, several times higher than previous estimates.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kilian and Murphy (2010)
Not checked in the free run.
May combine two claims.
Study design and conductreasoningThe null result holds across different commodity futures markets, ways of measuring index fund activity, statistical tests, sample periods, and time horizons.
“This finding is consistent across a variety of commodity futures markets, measures of index fund activity, statistical tests, sample periods, and time horizons.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationKilian and Murphy's structural VAR model depends on a lengthy list of identifying restrictions.
“As with all structural modeling exercises, Kilian and Murphy's structural VAR model depends on a fairly lengthy list of identifying restrictions.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kilian and Murphy (2010)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationClassical economists argued that introducing futures trading flattens the supply of storage curve because futures speculators increase risk-carrying capacity.
“Classical economic writers such as Cootner (1961) and Weymar (1968) argued that the introduction of futures trading in a commodity market flattens the supply of storage curve because the activity of futures speculators increases risk-carrying capacity.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Cootner (1961)
Not checked in the free run.
- cites Weymar (1968)
Not checked in the free run.
May combine two claims.
PremisecitationLabys and Thomas (1975) investigated the 1973-75 commodity boom and described a situation similar to the present controversy.
“Labys and Thomas (1975, p. 287) investigated the 1973-75 commodity boom and described the situation in terms remarkably similar to the present controversy”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Labys and Thomas (1975)
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningEven if index funds did not affect commodity futures price levels, other impacts are not precluded.
“Second, even if index funds did not affect the level of commodity futures prices, this does not preclude other impacts.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationKilian and Murphy's median estimate of the short-run price elasticity of crude oil demand is -0.41, about seven times higher than typical recent conjectures.
“Their median estimate of the short-run price elasticity of demand for crude oil is -0.41, which is about seven times higher than typical conjectures in the recent literature.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kilian and Murphy (2010)
Not checked in the free run.
The authors state this as an assumption.
The other conditions for rational asset pricing (infinite traders, rational beliefs, common priors, efficient allocation) hold in commodity futures markets.
“which eliminate the potential for a bubble in theoretical models (if the other assumptions listed above hold)”
The paper relies on this without support.
The CFTC Supplemental Commitments of Traders report data accurately measure commodity index trader positions in the grain futures markets examined.
“The data are observed at weekly intervals from January 7, 2004 to September 7, 2010, and are reported in the CFTC's Supplemental Commitments of Traders report”
The paper relies on this without support.
The Barclays Capital survey respondents' stated motivations accurately represent the motivations of commodity index investors.
“Intriguing evidence on the motivation of commodity investors is provided by a recent Barclays Capital survey (Norrish 2010).”
The paper relies on this without support.
The set of empirical studies reviewed is representative of the evidence on index funds and commodity futures prices.
“We review here five studies that provide empirical evidence of a bubble and/or a statistical linkage between index fund activity and commodity futures price movements.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Transmission of volatility through financial instruments such as derivatives and index funds amplifies price fluctuations in agricultural markets.
“Acritical aspect of financialization is the transmission of volatility through financial instruments such as derivatives and index funds, which amplify price fluctuations in agricultural markets”
From Food Financialization: Impact of Derivatives and Index Funds on Agri-Food Market Volatility (2024) · cites this paper as Irwin and Sanders 2011
The Empirical Evidence section reports virtually no evidence that index trading affected agricultural futures price movements, and little evidence that index positions increased returns or volatility. The Summary and Conclusions section likewise says there is precious little evidence that index funds drove price movements. Although it notes that other traders may transmit shocks between markets, it does not support the claim that derivatives and index funds amplify agricultural price fluctuations. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredThe empirical evidence on the impact of speculation via index funds on commodity prices is inconclusive or mixed.
“Kleinau and Lin-Hi (2014) discuss the inconclusive nature of empirical research on the impact of speculation via index funds on commodity prices”
From Food Financialization: Impact of Derivatives and Index Funds on Agri-Food Market Volatility (2024) · cites this paper as Irwin and Sanders (2011)
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Figure 2 has conflicting start quarters
MinorThe text says the Figure 2 series begins in the fourth quarter of 2004, while its caption says it begins in the first quarter of 2004.
“Figure 2 presents combined U.S. and non-U.S.asset totals in commodity index products collected by Barclays Capital -one of the longest and oldest series available -from the fourth quarter of 2004 through the third quarter of 2010.”
“Figure 2 U.S. and non-U.S.assets in commodity index products, first quarter, 2004-third quarter, 2010”
Grain-position data have conflicting start dates
MinorThe text gives January 7, 2004 as the first weekly observation, but the Figure 4 caption gives January 6, 2004 for the same series.
“The data are observed at weekly intervals from January 7, 2004 to September 7, 2010”
“Figure 4 Weekly net long open interest of commodity index traders (CIT) and CIT percentage of market (long) open interest for Chicago Board of Trade (CBOT) soybean futures market, January 6, 2004 -September 7, 2010”
Gilbert study is described as covering both seven and nine markets
MinorCrude oil, three metals, and three agricultural futures total seven markets, but the subsequent description says the bubble tests covered nine markets.
“Gilbert (2009) examines price behavior in crude oil futures, three metals futures, and three agricultural futures over 2006-2008.”
“Tests using daily data indicate bubbles in seven of the nine markets”
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- Authors
- Irwin, S. H., & Sanders, D. R.
- Affiliations
- University of Illinois Urbana-Champaign (US)
- Southern Illinois University Carbondale (US)
- Corresponding author
- Irwin, Scott H.
- ORCID
- Irwin, Scott H.
- Venue
- Applied Economic Perspectives and Policy
- Publisher
- Wiley
- Published
- 2011-03
- Volume
- 33
- Issue
- 1
- Pages
- 1-31
- ISSN
- 2040-5790 (ISSN-L)
- 2040-5804
- OpenAlex
- W2000949653
- Semantic Scholar
- 25427eb402b3127ac7a82b5542933f181db2fef2
- Cited by
- 488
- References
- 83
- Citations by year
- 2026: 5 · 2025: 21 · 2024: 16 · 2023: 16 · 2022: 23 · 2021: 29 · 2020: 28 · 2019: 36 · 2018: 67 · 2017: 36 · 2016: 25 · 2015: 45 · 2014: 55 · 2013: 44 · 2012: 29
- Type
- paratext
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Applied Economic Perspectives and Policy (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Market Dynamics and Volatility
- Social Sciences › Economics, Econometrics and Finance › Finance › Financial Markets and Investment Strategies
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economics of Agriculture and Food Markets
- Keywords
- index funds, commodity futures, financialization
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