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Forecasting the world milk and feed prices- looking into the crystal ball Presentation at the IFCN conference 2015, Kiel Bjørn Gunnar Hansen, TINE SA Yushu Li, Norwegian School of Economics

Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

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Page 1: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Forecasting the world milk and feed prices- looking into the crystal ball

Presentation at the IFCN conference 2015, Kiel

Bjørn Gunnar Hansen, TINE SA

Yushu Li, Norwegian School of Economics

Page 2: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Several different approaches to forecasting…

or perhaps math?

Page 3: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Outline

• Research questions

• Material: The IFCN milk and feed prices 2002 - 2014

• Methods

• Results and conclusions

Page 4: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Reserach questions

• Which price is the most important- feedprice or milkprice?

• How can we forecast the two prices?

• Paper submitted to Agricultural Economics, March 25 2015

Page 5: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Figure 1. The IFCN world milk and feed prices from Jan. 2002 to Dec. 2014

Page 6: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Method: Combine three models

• Seasonal autoregressive integrative moving average models (SARIMA)

• Vector error correction models (VECM)

• Wavelet models

Page 7: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Which price leads?

Page 8: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

….and which price follows ?

Page 9: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Forecasting 2014

• Training set from 2002 to 2013- validating

• Two accuracy measures of the models- I present the

MAE= |𝜀𝑡𝑇𝑡=1 |/ T

Page 10: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Use of statistics sometimes can«take off»

Page 11: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Forecast error, feed price per month USD/100 kg

Page 12: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Forecast error, milk price per month USD/100 kg

Page 13: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

You may ask: How can I get the figures for 2015……2017?

• I prefer the FIFA method........

Page 14: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Forecast for 2015 is for free

Page 15: Forecasting the world milk and feed prices- looking into the crystal ball150610 country presentation1 norway_bjoern

Conclusions

• Both price series show increased volatility since 2007- 2008

• Both price series contain business cycles of between two and three years in length, as well as short term cycles of four and eight months

• The two prices are co- integrated • The feed price is the leading variable, the milk

price follows • Combination of the three methods give fairly

good forecasts for a period of one year ahead