SLIDE 1
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
SLIDE 2 Outline 1-1
Outline
- 1. Commodity markets
- 2. Motivation
- 3. Research question
- 4. Literature
- 5. Discussion
Commodity prices
SLIDE 3
Commodity markets 2-1
Commodities
Figure 1: Commodities
Commodity prices
SLIDE 4
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
SLIDE 5
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
SLIDE 6
Commodity markets 3-2
Market participants
⊡ Commercial traders ⊡ Non-commercial traders ⊡ Commodity Index Traders ⊡ Who are speculators?
Commodity prices
SLIDE 7
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
SLIDE 8
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
SLIDE 9
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
SLIDE 10
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
SLIDE 11
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
SLIDE 12
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
SLIDE 13
Research question 5-2
Explanations
⊡ Investor participation in speculation ⊡ Economic growth of emerging economies ⊡ Financial crisis ⊡ Inflation ⊡ Emergence of biofuel
Commodity prices
SLIDE 14
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
SLIDE 15 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
Commodity prices
SLIDE 16
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
SLIDE 17
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
SLIDE 18
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
SLIDE 19
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