Agent-Based Modeling Simulations for Solving Pakistan's Urban Challenges by D...
Country-Wide Water-Economy Links: An Integrated Modeling Approach with Application to Pakistan By Arthur Gueneau, IFPRI
1. Modeling Economywide Impacts
of Water Policies in Pakistan
Sherman Robinson and Arthur Gueneau
International Food Policy Research Institute (IFPRI)
December 14, 2012 - Islamabad
2. Plan of the Presentation
• Motivation of the work
• Presentation of the CGE-W model
– CGE model: IFPRI standard model
– Water model: IBMR
– Links: CGE-W
• Preliminary illustrative results
• Future work and conclusion
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3. Motivation
• Pakistan is subject to increasing water stress
– Expanding agriculture relies heavily on irrigation
– Hydropower important for increased energy demand
• Water policies have a large impact on the
agricultural and power sectors
– Impacts are transmitted to the rest of the economy
through markets and changes in prices
– Potential use of simulation models to analyze
water/economy/policy links
3
4. Modeling Paradigm
• CGE-W is a water/economic simulation model
– Water policies influence distribution of water
– Repercussion on crop yields
– Yield changes shock agricultural supply
– Economy reacts by reallocating production factors
through market mechanisms and price changes
– Changes in prices affect farmers’ decisions for the
following year
• Economic policies also have indirect impacts on
the water sector 4
5. IFPRI Dynamic CGE-W Model
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
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6. Why a coupled model?
• There are economic models with water factors
– Do not capture the complexity of the Indus basin
• There are water models with economic variables
– Do not capture economywide links between
agriculture and the rest of the economy
• Our paradigm: Let each model do what it is best
at and make them talk to each other
7. Computable General Equilibrium
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
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8. Computable General Equilibrium
(CGE) Models
• A standard tool of economic and policy analysis
for the past 40 years
• Simulates operation of a market economy with
supply/demand equilibrium determining prices
• IFPRI Standard CGE model (Lofgren and
Robinson)
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9. Stylized CGE Model Structure
Factor Domestic Private Savings
Factor Markets Wages
Costs & Rents Gov. Savings
Taxes
Intermediate
Input Cost Households Government Sav./Inv.
Activities
Transfers
Private Government Investment
Consumption Consumption Demand
Commodity
Sales Markets
Exports Imports Foreign Transfers
Rest of the Foreign Savings
World
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10. IFPRI Pakistan CGE Model
• Based on the 2007-2008 SAM of Pakistan
(Dorosh et al., 2012).
– 63 activities and 48 commodities
– Special focus on agriculture (15 agric commodities)
– Large, medium, and small farms
• Distinguishes 19 types of households and 10
types of labor
• Distinguishes Punjab, Sindh, and other provinces
for agricultural sector
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11. IBMR Water Model
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
11
13. CGE-W version of IBMR
• Standalone water model
• Water model does not have any internal
representation of the economy
– Links to CGE model for economic variables
• Objective is to minimize the agricultural water
shortage across all Pakistan
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14. CGE-W IBMR Overview
• Represents the 45 main canals, as well as the link
canals between rivers
• Takes into account fresh and saline groundwater,
as well as public and private tubewell pumping
• Can represent droughts and floods
• Includes 16 representative crops
• Takes into account industrial, domestic and
livestock water demand (assumed to be drawn
from groundwater mostly)
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15. Water Demand Module
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
15
16. Water Demand Module
• Computes agricultural cropped area based on
the CGE model results
• The water demand is then computed using FAO
guidelines
• Industrial and Livestock water demand are
proportional to the amount of activity in the
sector
• Domestic water demand is proportional to
household revenues
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17. Water Stress Module
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
17
18. Water Stress Module
• In case of water stress, the yield of crops is
reduced using the FAO Ky approach (Doorenbos
and Kassam, “Yield Response to Water”,1979)
• It is aggregated to the provincial level and to
economically representative cropping activities
• The ratio of the current year yield to the base
year yield is used to shock the production of
crops in a second run of the CGE model
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19. Linking the Models
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
19
20. IFPRI Dynamic CGE-W Model
• Can be run dynamically over many years
– Economic actors act based on the previous years and
have no forecast of the water situation
• A full optimization version is being developed
– Economic actors have perfect knowledge of water
conditions in the year to come and make decisions
accordingly
• Can test different scenarios of economic and
water policies for Pakistan
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21. Illustrative Results
• Runs with economic policy options
CGE model • Base-year water stress
• Industrial and domestic water demand
Water
demand
• Agricultural area (based on prices)
• Optimizes the water distribution
IBMR • Calculates water shortages
• Calculates the impact of water stress on yields
Water stress • Calculates the depletion of groundwater associated
• The yield reduction (or increase) impacts the agricultural production
CGE model • Calculates the new economic output
21
22. Illustrative Results
• We run the dynamic model for 20 years (2005 to
2025) using “guesstimated” growth coefficients
• We run three different scenarios: one base year
(with average flow), one dry year and one wet
year
• We run these scenarios again with the presence
of the Basha dam to see its impact on the
economy (considering only irrigation benefits for
now)
22
30. Illustrative Results: Conclusion
• Dry and wet years strongly impact GDP
• Building the dam does have a significant impact
on agriculture:
– Basha has a strong positive impact on rabi crops in
Sindh
– It has a positive impact on kharif crops in both Sindh
and Punjab
– It has a somewhat smaller impact on rabi crops in
Punjab
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31. Future Work
• Define and run other policy experiments
• Water model improvements
– representation of non-Indus basin water
– representation of groundwater
– representation of hydropower
• Consider effects of climate change
– Increased frequency of extreme events: floods and
droughts
– Impacts on infrastructure (roads, bridges, buildings)
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32. Future Work Program
• Disseminate the model in Pakistan
– UAF class in Faisalabad, Jan 28 – Feb 1, 2013
– Possible seminars in different institutions
• PSSP work program to develop collaborative
research projects with institutions in Pakistan
– Work program on water models, economywide
models, and linked models
– Develop and update the Social Accounting Matrix
to get a better vision of the economy
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