Cited by 488Market Dynamics and VolatilityFinancial Markets and Investment StrategiesEconomics of Agriculture and Food Markets

Index Funds, Financialization, and Commodity Futures Markets

Open access
Irwin, Scott H., Sanders, Dwight R.·2011·Applied Economic Perspectives and Policy

Abstract

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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AI snapshot

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

Registry

Crossref · 10.1093/aepp/ppq032

Cites

79 of 80 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

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
  • May combine two claims. 62
  • Classified as probably not a substantial claim. 68
  • May combine two claims.

    Findingcitation

    In 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

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  • May combine two claims.

    Interpretationreasoning

    These 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 claim
  • May combine two claims.

    Premisecitation

    Swap 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

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  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    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.

    “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

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    • cites Erb and Harvey 2006

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    If 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

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Caballero, 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

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Large 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)

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    Interpretationcitation

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Rational 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

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In 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

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  • May combine two claims.

    Premisereasoning

    Futures 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 given

    The 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 claim
  • May combine two claims.

    Premisereasoning

    There 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    Bubbles 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 claim
  • May combine two claims.

    Premisecitation

    Gilbert'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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The 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

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Hamilton (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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisereasoning

    If 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gilbert (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.

    Premisereasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A 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

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gilbert 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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The 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.

    Premisecitation

    Tang 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.

    Premisecitation

    Basic 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

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  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Tang 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)

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    • cites de Gorter and Just 2010

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  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Gilbert 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    The 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.

    Interpretationcitation

    Although 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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Little 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).

    Interpretationreasoning

    This 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).

    Premisecitation

    Tang 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)

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  • Classified as probably not a substantial claim.

    Premisecitation

    Gilbert 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)

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  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Gilbert'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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gilbert (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.

    Premisecitation

    Tang 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)

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  • May combine two claims.

    Premisecitation

    Einloth 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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Einloth 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)

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  • Probably not a substantial claim: may not pass S1 (asserted).

    Premisecitation

    Tang 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)

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  • May combine two claims.

    Premisecitation

    Gilbert 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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    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.

    “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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Problems 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)

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  • May combine two claims.

    Study design and conductcitation

    The 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)

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    That 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.

    Premisecitation

    Daily 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).

    Interpretationreasoning

    That 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The 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 claim
  • May combine two claims.

    Premisecitation

    Bjornson 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 conductcitation

    The 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.

    Interpretationreasoning

    Index 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The 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 claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The 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.

    Premisecitation

    Phillips 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).

    Premisecitation

    Hamilton 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).

    Interpretationreasoning

    The 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 claim
  • May combine two claims.

    Premisecitation

    Stoll 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.

    Premisecitation

    The 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.

    Interpretationcitation

    The 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 claim
  • May combine two claims.

    Interpretationreasoning

    In 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 claim
  • May combine two claims.

    Interpretationcitation

    Other 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.

    Premisecitation

    Skeptical 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.

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Phillips 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 conductcitation

    In 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).

    Premisecitation

    Caballero, 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.

    Premisecitation

    Pirrong 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.

    Premisecitation

    Irwin, 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).

    Interpretationreasoning

    Other 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 claim
  • Classified as probably not a substantial claim.

    Interpretationcitation

    Uninformed 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).

    Premisecitation

    Following 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.

    Premisecitation

    Stoll 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.

    Premisecitation

    Futures 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.

    Premisecitation

    Volatility 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.

    Interpretationcitation

    Measurement 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.

    Premisecitation

    A 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.

    Premisecitation

    Buyuksahin 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 given

    Using 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.

    Premisecitation

    Buyuksahin 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 conductcitation

    A 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 claim
  • May combine two claims.

    Premisecitation

    Brunetti 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.

    Premisecitation

    Because 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.

    Premisecitation

    Irwin, 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.

    Interpretationreasoning

    Nine 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 claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    One 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 claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    Media 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 claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Working 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).

    Premisecitation

    Tang 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 given

    Whether 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Irwin 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.

    Premisecitation

    After 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).

    Premisecitation

    They 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.

    Premisecitation

    A 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.

    Interpretationcitation

    A 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 data

    In 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Although 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 conductcitation

    Sanders 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.

    Premisecitation

    IID 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 conductcitation

    It 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 conductcitation

    It 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.

    Interpretationcitation

    Because 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 given

    The 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 claim
  • May combine two claims.

    Interpretationreasoning

    Commodity 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 claim
  • May combine two claims.

    Interpretationreasoning

    It 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    The 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.

    Premisecitation

    Kilian 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 conductreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Kilian 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.

    Premisecitation

    Classical 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.

    Premisecitation

    Labys 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).

    Interpretationreasoning

    Even 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 claim
  • May combine two claims.

    Premisecitation

    Kilian 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.

112 of 112
  • 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.”
4 of 4

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 measured
  • The 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”

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

    Minor

    The 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.

  • Grain-position data have conflicting start dates

    Minor

    The text gives January 7, 2004 as the first weekly observation, but the Figure 4 caption gives January 6, 2004 for the same series.

  • Gilbert study is described as covering both seven and nine markets

    Minor

    Crude oil, three metals, and three agricultural futures total seven markets, but the subsequent description says the bubble tests covered nine markets.

3 of 3

Cites

Flagged first, then by citations

3 of the 83 references couldn’t be matched to a known paper.

Research works printed but not linked: 17

  1. Baffes John, 2010, Placing the 2006/08 Commodity Boom into Perspective
  2. Cootner Paul H., 1961, Common Elements in Futures Markets for Commodities and Bonds, American Economic Review, 51, 173
  3. Davis Ann, 2009, Cargill's Inside View Helps It Buck Downturn, The Wall Street Journal
  4. Frankel Jeffrey A., 2009, Determinants of Agricultural and Mineral Commodity Prices
  5. Gheit Fadel, 2008, Testimony before the Subcommittee on Oversight and Investigations of the Committee on Energy and Commerce
  6. Hong Harrison, 2010, Commodity Market Capital Flow and Asset Return Predictability
  7. Irwin Scott H., Spreads and Non-Convergence in CBOT Corn, Soybean, and Wheat Futures: Are Index Funds to Blame?, Applied Economics Perspectives and Policy, 22
  8. Kaminska Izabella, 2010, Why Base-Metal Physical ETFs Could Be a Bad Deal, Financial Times
  9. Krugman Paul, 2008, More on Oil and Speculation, New York Times
  10. Martin Will andAnderson Kym Trade Distortions and Food Price Surges2010Paper presented at the World Bank-UC Berkeley Conference on Agriculture for Development – Revisited Berkeley CA October 1-2
  11. Norrish Kevin Commodity Investor Audience Survey Results20106th Annual Commodity Investor Annual Conference Barcelona Spain March 4-5
  12. Pirrong Craig, 2008, Restricting Speculation Will not Reduce Oil Prices, The Wall Street Journal
  13. Sanders Dwight R., 2008, Futures Imperfect, New York Times
  14. Sanders Dwight R., 2010, The Impact of Index Funds on U.S. Grain Futures Prices
  15. United States Senate, Permanent Subcommittee on Investigations (USS/PSI), 2009, Excessive Speculation in the Wheat Market
  16. Verleger Philip K., 2009, The Great Glut: The Influence of Passive Investors, Petroleum Economics Monthly, 26, 1
  17. Working Holbrook, 1949, The Theory of Price of Storage, American Economic Review, 39, 1254

Cited by

Sorted by citations

Authors
Irwin, S. H., & Sanders, D. R.
Affiliations
  • University of Illinois Urbana-Champaign (US)
  • Southern Illinois University Carbondale (US)
Corresponding author
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
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
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

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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