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Do commodity speculators cause hunger? Influence of speculators on volatility and tail events Thijs Benschop Ladislaus von Bortkiewicz Chair of Statistics HumboldtUniversitt zu Berlin http://lvb.wiwi.hu-berlin.de Outline 1-1 Outline


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Do commodity speculators cause hunger? Influence of speculators on volatility and tail events

Thijs Benschop Ladislaus von Bortkiewicz Chair of Statistics Humboldt–Universität zu Berlin http://lvb.wiwi.hu-berlin.de

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Outline 1-1

Outline

  • 1. Commodity markets
  • 2. Motivation
  • 3. Research question
  • 4. Literature
  • 5. Discussion

Commodity prices

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Commodity markets 2-1

Commodities

Figure 1: Commodities

Commodity prices

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Commodity markets 2-2

Commodity prices

⊡ energy commodities (oil, gas) and agricultural commodities (grain, meat, coffee) ⊡ dramatic rise and falls of commodity prices during past decade (boom-bust processes) ⊡ increase in financial investor participation in futures markets (diversification benefits) ⊡ financialization of commodity futures markets ⊡ demand and supply fundamentals

Commodity prices

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Commodity markets 3-1

Commodity prices - Copper

2002 2004 2006 2008 2010 2012 2014 200 400 600 800 Date Copper price index

Figure 2: Copper price index (source: Bloomberg)

Commodity prices

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Commodity markets 3-2

Market participants

⊡ Commercial traders ⊡ Non-commercial traders ⊡ Commodity Index Traders ⊡ Who are speculators?

Commodity prices

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Commodity markets 3-3

Exposure channels to commodity prices

⊡ Physical transactions of commodities ⊡ Stock in companies depending on commodity prices ⊡ Commodity futures and options ⊡ Commodity indexes

Commodity prices

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Commodity markets 3-4

Commodity indexes

⊡ Mayor indexes: SP-GSCI and DJ-UBSCI Sector SP-GSCI DJ-UBSCI Agriculture 15.6 34.1 Energy 69.0 30.7 Industrial metals 6.9 15.1 Precious metals 3.6 14.7 Livestock 5.0 5.4

Table 1: Weights of sectors in indexes (2013)

Commodity prices

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Commodity markets 3-5

Commodity prices - GSCI

2002 2004 2006 2008 2010 2012 2014 200 400 600 800 Date SP−GSCI

Figure 3: GSCI price index (source: Bloomberg)

Commodity prices

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Commodity markets 3-6

Commodity prices - DJ-UBSCI

2002 2004 2006 2008 2010 2012 2014 100 200 300 400 500 Date DJ−UBSCI

Figure 4: DJ-UBSCI price index (source: Bloomberg)

Commodity prices

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Motivation 4-1

Importance

⊡ Policy makers: Should markets be regulated? ⊡ Speculators: Can I participate in commodity markets? ⊡ Consumers and producers: Does speculative trading provide liquidity in the market?

Commodity prices

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Research question 5-1

What drives commodity prices?

⊡ can tail events be explained by common demand and supply fundamentals? ⊡ does speculative trading amplify the price movements (volatility)? ⊡ how do futures prices influence spot prices? ⊡ was there a bubble in commodity markets? ⊡ current debate on causal effect

Commodity prices

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Research question 5-2

Explanations

⊡ Investor participation in speculation ⊡ Economic growth of emerging economies ⊡ Financial crisis ⊡ Inflation ⊡ Emergence of biofuel

Commodity prices

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Literature 6-1

Literature I

Literature not finding evidence for financialization ⊡ E.g. Irwin and Sanders (2012) ⊡ Studies focussing on price levels ⊡ No evidence for relationship (Granger causality) ⊡ Speculators provide liquidity for the market

Commodity prices

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Literature 6-2

Literature II

Studies backing up the financialization hypothesis ⊡ Tang and Xiong (2012)

◮ Find increasing correlation between commodity prices and stocks and commodities ◮ Focus on commodity indices

⊡ Koch (2014)

◮ Evaluating the relationship between price coexceedances and financial demand ◮ Uses multinomial logit model on residuals ◮ Finds positive relationship between long positions and number

  • f coexceedances

Commodity prices

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Literature 6-3

Factors influencing commodity prices (Koch)

⊡ Real demand factors

◮ Shocks in demand (high growth in emerging economies, economic crisis) ◮ Shipping rates, emerging markets index, exchange rates, inventories

⊡ Financial demand factors

◮ Demand of hedgers and speculators ◮ Long positions of traders (CFTC)

⊡ Liquidity factors

◮ Funding liquidity ◮ TED spread (difference between interest rates on interbank loan rates and T-bills)

Commodity prices

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Discussion 7-1

Objective

⊡ Hypothesis: Speculative investment increases the volatility of commodity prices and amplifies the tails ⊡ Filter out the influence of price fundamentals ⊡ Different approaches to test hypothesis

Commodity prices

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Discussion 7-2

Choice of methodology

⊡ Is there a causal effect between speculative trading and the prices of commodities? ⊡ Granger causality ⊡ (Composite) quantile regression ⊡ Tail dependence ⊡ Single Index Model

Commodity prices

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Do commodity speculators cause hunger? Influence of speculators on volatility and tail events

Thijs Benschop Ladislaus von Bortkiewicz Chair of Statistics Humboldt–Universität zu Berlin http://lvb.wiwi.hu-berlin.de