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Addis Ababa University, Department of Economics
The Economic Impact of Climate
Change in Ethiopia: A CGE Analysis
Tewodros Negash Kahsay
#2023 AGRODEP CONFERENCE
Outline
• Introduction
• Modeling framework and Data
• Scenarios
• Major findings
• Conclusion and policy implication
#2023 AGRODEP CONFERENCE
Introduction
- The Ethiopian economy is anchored on the agricultural sector
o Agriculture is the major contributor to GDP (33%), export trade (77%)
and employment (73%)
- Ethiopian agriculture is predominantly rainfed subsistence activity
characterized by low productivity
o Poverty is severe and food and nutrition security remains a serious
challenge for the country
- Uncertainties related to future climate change pose additional challenge
for Ethiopian agriculture
o Climate change induced changes in temperature and rainfall are
expected to affect the potential for agricultural production
- The study presented here aims at evaluating the economic effects of
climate change in 2050 on Ethiopian agriculture and overall economy
#2023 AGRODEP CONFERENCE
Modeling framework and data
The study employes the GTAP-W model (Calzadilla et al., 2010)
#2023 AGRODEP CONFERENCE
Modeling framework and data (continued)
- Data: The GTAP-Power 9 Data Base
- An electricity-detailed extension of the GTAP 9 Data Base (Peters,
2016)
- It includes 140 regions and 68 commodities and features three
reference years (2004, 2007 and 2011).
o The latest reference year (2011) is used for the study
Regional aggregation
Egypt
Ethiopia
Sudan (pre-2011)
Equatorial Lakes Region
Rest of East Africa
Rest of North Africaf
Rest of Sub-Sahara Africa
#2023 AGRODEP CONFERENCE
Sectoral aggregation
20 sectors - 8 agricultural sectors and 12 non-agricultural sectors
I. Agricultural Sectors II. Non-agricultural sectors
Paddy Coal
Wheat Crude oil
Other cereals Gas
Other crops Petroleum
Vegetables and fruits Processed food
Oilseeds Extraction
Sugar crops Manufacturing
Water
Services
Electricity-Hydro
Electricity-Fossil
Electricity-Other
#2023 AGRODEP CONFERENCE
Model scenarios
Baseline scenario
 The base year of the GTAP-Power 9 Data Base used for the study is
2011
 Macro projection is implemented to obtain the future (2050) benchmark
equilibrium dataset for the GTAP-W model.
 The future baseline equilibrium describes the world economy in 2050
with a constant, unchanged climate change.
 The effect of climate change on Ethiopian agriculture and economy is
evaluated relative to this updated baseline equilibrium.
- Climate change scenario
 The impact of climate change on the Ethiopian economy is assessed
for two global emissions scenarios (A1 and B1)
 Climate change induced effects on vital agricultural endowments (%)
are considered for implementation
#2023 AGRODEP CONFERENCE
Climate change scenario
Rainfed
yield
Irrigated
yield
Crop water
Requirement
Multifactor1
productivity
Crops A1 B1 A1 B1 A1 B1 A1 B1
Rice -0.5 -0.3 -0.4 -0.2 0.0 0.0 -3.55 -2.23
Wheat -23.5 -18.1 -20.9 -16.1 2.8 2.9 -17.08 -4.45
Other cereals -5.1 -3.8 -4.5 -3.3 5.5 7.3 -8.65 -6.88
Other crops -6.1 -4.6 -5.4 -4.1 5.9 8.3 -9.76 -4.52
Vegetables & fruits -12.3 -9.4 -10.9 -8.3 12.3 10.2 -9.76 -4.52
Oilseeds -6.1 -4.6 -5.4 -4.1 16.0 10.5 -9.76 -4.52
Sugar crops 0.8 0.9 0.8 0.9 9.7 6.5 -9.76 -4.52
A1 Scenario B1 Scenario
Rainfed land -3.6% -1.4
Irrigated land -31.1% -30.5
#2023 AGRODEP CONFERENCE
Major Results
-60
-50
-40
-30
-20
-10
0
10
20
30
40
Rainfed land Irrigated land Irrigation water
-50
-40
-30
-20
-10
0
10
20
30
Rainfed land Irrigated land Irrigation water
B1 Scenario
A1 Scenario
Climate change impact on land and water use
#2023 AGRODEP CONFERENCE
Climate change impact on production and market prices
-70.0
-60.0
-50.0
-40.0
-30.0
-20.0
-10.0
0.0
10.0
A1 Scenario B1 Scenario
-20.0
0.0
20.0
40.0
60.0
80.0
100.0
Percent
A1 Scenario B1 Scenario
Market prices of agricultural produce
Agricultural production
#2023 AGRODEP CONFERENCE
Climate change impacts on crop exports and imports
-150
-100
-50
0
50
100
150
200
250
300
Percent
A1 Scenario Export
A1 Scenario Import
B1 Scenario Export
B1 Scenario Import
• Climate change depresses exports and stimulates imports, thereby putting
further pressure on foreign exchange scarcity
#2023 AGRODEP CONFERENCE
Climate change impact on real GDP, welfare & return to factors
Econo
mic
Growth
(%)
Real
GDP
(Billion
USD)
Welfare
(Billion
USD)
A1 -8.9 -18.7 -18
B1 -6.2 -12.9 -12.1
-35.0
-30.0
-25.0
-20.0
-15.0
-10.0
-5.0
0.0
Unskilled
labour
Skilled
labour
Capital Natural
resources
Percent
A1 Scenario B1 Scenario
Real return to primary factors
Change in real GDP and welfare
#2023 AGRODEP CONFERENCE
Conclusion and policy implication
- Climate change degrades the productive capacity of the
Ethiopian economy
 Decreases the availability and productivity of the
country’s vital agricultural resources
- Climate change depresses agricultural production
resulting in a surge in market prices of crops
- climate change costs the country a substantial proportion
of its growth potential and results in significant welfare
loss
- Therefore, designing and implementing effective climate
change adaptation measures is imperative
THANK YOU

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Tewodros Negash Kahsay_2023 AGRODEP Annual Conference

  • 1. Addis Ababa University, Department of Economics The Economic Impact of Climate Change in Ethiopia: A CGE Analysis Tewodros Negash Kahsay
  • 2. #2023 AGRODEP CONFERENCE Outline • Introduction • Modeling framework and Data • Scenarios • Major findings • Conclusion and policy implication
  • 3. #2023 AGRODEP CONFERENCE Introduction - The Ethiopian economy is anchored on the agricultural sector o Agriculture is the major contributor to GDP (33%), export trade (77%) and employment (73%) - Ethiopian agriculture is predominantly rainfed subsistence activity characterized by low productivity o Poverty is severe and food and nutrition security remains a serious challenge for the country - Uncertainties related to future climate change pose additional challenge for Ethiopian agriculture o Climate change induced changes in temperature and rainfall are expected to affect the potential for agricultural production - The study presented here aims at evaluating the economic effects of climate change in 2050 on Ethiopian agriculture and overall economy
  • 4. #2023 AGRODEP CONFERENCE Modeling framework and data The study employes the GTAP-W model (Calzadilla et al., 2010)
  • 5. #2023 AGRODEP CONFERENCE Modeling framework and data (continued) - Data: The GTAP-Power 9 Data Base - An electricity-detailed extension of the GTAP 9 Data Base (Peters, 2016) - It includes 140 regions and 68 commodities and features three reference years (2004, 2007 and 2011). o The latest reference year (2011) is used for the study Regional aggregation Egypt Ethiopia Sudan (pre-2011) Equatorial Lakes Region Rest of East Africa Rest of North Africaf Rest of Sub-Sahara Africa
  • 6. #2023 AGRODEP CONFERENCE Sectoral aggregation 20 sectors - 8 agricultural sectors and 12 non-agricultural sectors I. Agricultural Sectors II. Non-agricultural sectors Paddy Coal Wheat Crude oil Other cereals Gas Other crops Petroleum Vegetables and fruits Processed food Oilseeds Extraction Sugar crops Manufacturing Water Services Electricity-Hydro Electricity-Fossil Electricity-Other
  • 7. #2023 AGRODEP CONFERENCE Model scenarios Baseline scenario  The base year of the GTAP-Power 9 Data Base used for the study is 2011  Macro projection is implemented to obtain the future (2050) benchmark equilibrium dataset for the GTAP-W model.  The future baseline equilibrium describes the world economy in 2050 with a constant, unchanged climate change.  The effect of climate change on Ethiopian agriculture and economy is evaluated relative to this updated baseline equilibrium. - Climate change scenario  The impact of climate change on the Ethiopian economy is assessed for two global emissions scenarios (A1 and B1)  Climate change induced effects on vital agricultural endowments (%) are considered for implementation
  • 8. #2023 AGRODEP CONFERENCE Climate change scenario Rainfed yield Irrigated yield Crop water Requirement Multifactor1 productivity Crops A1 B1 A1 B1 A1 B1 A1 B1 Rice -0.5 -0.3 -0.4 -0.2 0.0 0.0 -3.55 -2.23 Wheat -23.5 -18.1 -20.9 -16.1 2.8 2.9 -17.08 -4.45 Other cereals -5.1 -3.8 -4.5 -3.3 5.5 7.3 -8.65 -6.88 Other crops -6.1 -4.6 -5.4 -4.1 5.9 8.3 -9.76 -4.52 Vegetables & fruits -12.3 -9.4 -10.9 -8.3 12.3 10.2 -9.76 -4.52 Oilseeds -6.1 -4.6 -5.4 -4.1 16.0 10.5 -9.76 -4.52 Sugar crops 0.8 0.9 0.8 0.9 9.7 6.5 -9.76 -4.52 A1 Scenario B1 Scenario Rainfed land -3.6% -1.4 Irrigated land -31.1% -30.5
  • 9. #2023 AGRODEP CONFERENCE Major Results -60 -50 -40 -30 -20 -10 0 10 20 30 40 Rainfed land Irrigated land Irrigation water -50 -40 -30 -20 -10 0 10 20 30 Rainfed land Irrigated land Irrigation water B1 Scenario A1 Scenario Climate change impact on land and water use
  • 10. #2023 AGRODEP CONFERENCE Climate change impact on production and market prices -70.0 -60.0 -50.0 -40.0 -30.0 -20.0 -10.0 0.0 10.0 A1 Scenario B1 Scenario -20.0 0.0 20.0 40.0 60.0 80.0 100.0 Percent A1 Scenario B1 Scenario Market prices of agricultural produce Agricultural production
  • 11. #2023 AGRODEP CONFERENCE Climate change impacts on crop exports and imports -150 -100 -50 0 50 100 150 200 250 300 Percent A1 Scenario Export A1 Scenario Import B1 Scenario Export B1 Scenario Import • Climate change depresses exports and stimulates imports, thereby putting further pressure on foreign exchange scarcity
  • 12. #2023 AGRODEP CONFERENCE Climate change impact on real GDP, welfare & return to factors Econo mic Growth (%) Real GDP (Billion USD) Welfare (Billion USD) A1 -8.9 -18.7 -18 B1 -6.2 -12.9 -12.1 -35.0 -30.0 -25.0 -20.0 -15.0 -10.0 -5.0 0.0 Unskilled labour Skilled labour Capital Natural resources Percent A1 Scenario B1 Scenario Real return to primary factors Change in real GDP and welfare
  • 13. #2023 AGRODEP CONFERENCE Conclusion and policy implication - Climate change degrades the productive capacity of the Ethiopian economy  Decreases the availability and productivity of the country’s vital agricultural resources - Climate change depresses agricultural production resulting in a surge in market prices of crops - climate change costs the country a substantial proportion of its growth potential and results in significant welfare loss - Therefore, designing and implementing effective climate change adaptation measures is imperative