2. Four approaches
• Cirad-INRA: Agrimonde Terra
– Qualitative scenarios with quantitative impacts
• Foodsecure: Quantifying broad scenarios
• SIMPLE: Focus on food & land demand
• Convergence: Is growth faster in poor ctries?
3. Agrimonde-Terra: Unexpected result
The urgent need to change pathway
Land use
changes
in Mha
Qualitative assumptions (sustainable intensification for cropping livestock and agroecological livestock)
Secure access to land. Stabilization of global warming, carbon storage, energy transition. Crops –
livestock associations. Rediversification of crops and crop systems. Agricultural employment;
ecosystem services provided by land
Qualitative hypotheses
Insecure access to land
dual system.
Runaway climate.
Globalized value chains.
Few services provided
by land.
Little employment in
agriculture.
Lack of nutriments.
Overweight and non-
comunicable diet-
related diseases.
Inequalities.
Poor biodiversity and
low resilience of
systems.
5. Foodsecure: Prices will change
Wheat Real PriceRice Real Price
0
0.5
1
1.5
2
2.5
2015
2018
2021
2024
2027
2030
2033
2036
2039
2042
2045
2048
PaascheIndex_Base2011,RMEAT
Meat Real Price
6. • Aggregate demand for food
• Supply
– Land
– Intermediates
– Productivity
SIMPLE Drivers
7. Monte Carlo
Analysis: 5,000
different model
predictions
SIMPLE: account for uncertainty in
drivers & economic responses
66% of simulations
show a LR price
decline
Source: Hertel, Baldos and van der
Mensbrugghe (2016)
But can’t rule out
significant price
rises if:
- Fertility
declines slow
- Income growth
is stronger
- Productivity
pessimists are
proven right
8. Convergence: Faster growth in South?
0.511.52
(tons/capita/year)
0
5000
1000015000
0 10000 20000 30000 40000 50000
GDP per capita, PPP 2005 $
Fitted Calorie Consumption Curve Fitted CE Consumption Curve
10. Conclusions
Forecasting is difficult
Especially when it involves the future
Can’t know what will happen
Although broad regimes group key drivers
More value in the deviations from a central projection
Than in the projection itself?